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November 30, 2023 08:54
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "246d6a39-a0c9-4e91-b394-4c70deb16310", | |
"metadata": {}, | |
"source": [ | |
"# Land-use of different energy sources\n", | |
"\n", | |
"This notebook creates figures to illustrate land use requirements for various energy sources. We compare the land use required to cover the primary energy consumption of Austria to the total area of Austria." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "f09b337d-33e9-4d83-94d6-2e76611121f9", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import geopandas as gpd\n", | |
"import matplotlib.pyplot as plt\n", | |
"from shapely.geometry import Polygon\n", | |
"from shapely.geometry import box\n", | |
"from scipy.optimize import minimize_scalar" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "6b7f4691-738a-43b4-a654-cd6672557fcb", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"--2023-11-30 09:51:30-- https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/50m/cultural/ne_50m_admin_0_countries.zip\n", | |
"Resolving www.naturalearthdata.com (www.naturalearthdata.com)... 50.87.253.14\n", | |
"Connecting to www.naturalearthdata.com (www.naturalearthdata.com)|50.87.253.14|:443... connected.\n", | |
"HTTP request sent, awaiting response... 302 Moved Temporarily\n", | |
"Location: https://naciscdn.org/naturalearth/50m/cultural/ne_50m_admin_0_countries.zip [following]\n", | |
"--2023-11-30 09:51:32-- https://naciscdn.org/naturalearth/50m/cultural/ne_50m_admin_0_countries.zip\n", | |
"Resolving naciscdn.org (naciscdn.org)... 13.224.103.20, 13.224.103.43, 13.224.103.12, ...\n", | |
"Connecting to naciscdn.org (naciscdn.org)|13.224.103.20|:443... connected.\n", | |
"HTTP request sent, awaiting response... 200 OK\n", | |
"Length: 799734 (781K) [application/zip]\n", | |
"Saving to: ‘ne_50m_admin_0_countries.zip’\n", | |
"\n", | |
"ne_50m_admin_0_coun 100%[===================>] 780,99K --.-KB/s in 0,07s \n", | |
"\n", | |
"2023-11-30 09:51:32 (10,5 MB/s) - ‘ne_50m_admin_0_countries.zip’ saved [799734/799734]\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"!wget https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/50m/cultural/ne_50m_admin_0_countries.zip" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "109b79d5-78c5-4af7-a550-f46b21e552fc", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Archive: ne_50m_admin_0_countries.zip\n", | |
" inflating: ne_50m_admin_0_countries.README.html \n", | |
" extracting: ne_50m_admin_0_countries.VERSION.txt \n", | |
" extracting: ne_50m_admin_0_countries.cpg \n", | |
" inflating: ne_50m_admin_0_countries.dbf \n", | |
" inflating: ne_50m_admin_0_countries.prj \n", | |
" inflating: ne_50m_admin_0_countries.shp \n", | |
" inflating: ne_50m_admin_0_countries.shx \n" | |
] | |
} | |
], | |
"source": [ | |
"!unzip ne_50m_admin_0_countries.zip" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "f38fa747-41b4-41e2-81d8-bfa3211e8835", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Download the shapefile for Austria\n", | |
"\n", | |
"# This is included in geopandas, no need for download then:\n", | |
"# world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n", | |
"# austria = world[world['name'] == 'Austria']\n", | |
"\n", | |
"world = gpd.read_file('ne_50m_admin_0_countries.shp')\n", | |
"austria = world[world['ADMIN'] == 'Austria']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "dd4be217-72d3-4c4e-bf79-71dad9dcb750", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def clip_on_axis(shape, ratio):\n", | |
" \"\"\"Will clip a given shape on the x-axis at ratio * width. Returns the Clipped shape and the percentage of area which is filled.\n", | |
" \n", | |
" Parameters\n", | |
" ----------\n", | |
" shape : geopandas.geodataframe.GeoDataFrame\n", | |
" the shape to be clipped\n", | |
" ratio : float\n", | |
" between 0 and 1\n", | |
" \n", | |
" \"\"\"\n", | |
" minx, miny, maxx, maxy = shape.bounds.values[0]\n", | |
"\n", | |
" # TODO support for other axis?\n", | |
" maxx = minx + (maxx - minx) * ratio\n", | |
"\n", | |
" clip_polygon = box(minx, miny, maxx, maxy)\n", | |
"\n", | |
" # this is needed for plotting the clip box only\n", | |
" #poly_gdf = geopandas.GeoDataFrame([1], geometry=[clip_polygon], crs=shape.crs)\n", | |
"\n", | |
" shape_clipped = shape.clip(clip_polygon)\n", | |
" \n", | |
" return shape_clipped, shape_clipped.to_crs(f'+proj=cea +units=m').area / shape.to_crs(f'+proj=cea +units=m').area\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "bbf476bf-9c02-462a-8914-b6a4aa9c9913", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def clip_to_percentage(shape, percentage):\n", | |
" \"\"\"Clip the shape to the given percentage of area.\"\"\"\n", | |
" optimization_result = minimize_scalar(\n", | |
" lambda ratio: abs(clip_on_axis(shape, ratio)[1].iloc[0] - percentage),\n", | |
" bounds=(0, 1),\n", | |
" )\n", | |
"\n", | |
" # this ratio corresponds the given percentage of area in the shape\n", | |
" ratio = optimization_result.x\n", | |
" return clip_on_axis(shape, ratio)[0]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "e2caa79a-c8a4-4fd0-a62c-d9fedb689544", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# 1 MWh = 3.6 GJ \n", | |
"# gigajoules = megawatt-hours × 3.6" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "eaa7e9c5-4fe6-41e4-b504-0e2190b02a1c", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# value for 2021\n", | |
"# source: https://www.enerdata.net/estore/energy-market/austria/\n", | |
"austria_electricity_consumption_twh = 67 \n", | |
"\n", | |
"# value for 2021\n", | |
"# source: https://ourworldindata.org/energy/country/austria\n", | |
"austria_primary_energy_consumption_twh = 404\n", | |
"\n", | |
"austria_area_km2 = 83_871" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "721ea763-f761-4fbe-9c88-a56379d17211", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Sources:\n", | |
"# Land-use: https://ourworldindata.org/land-use-per-energy-source\n", | |
"# CO2 emissions: https://www.sciencedirect.com/science/article/pii/S0301421522001768#tbl3 Table 3\n", | |
"land_use_m2_per_mwh_per_type = {\n", | |
" 'Hydropower': (33., 0.07),\n", | |
" 'Concentrating solar': (22., 0.08), # CO2 source: https://www.frontiersin.org/articles/10.3389/frsus.2022.1021971/full\n", | |
" 'Solar PV (silicon)': (19., 0.08),\n", | |
" 'Coal power': (15., 0.37),\n", | |
" 'Gas plant': (1., 0.20),\n", | |
" 'Nuclear power': (0.3, 0.11),\n", | |
" 'Onshore wind (min)': (8.4, 0.04),\n", | |
" 'Onshore wind (max)': (247., 0.04),\n", | |
" 'Onshore wind (direct impact)': (0.4, 0.04),\n", | |
" \n", | |
" # Source: https://www.sciencedirect.com/science/article/pii/S0301421522001768#tbl3 Table 3\n", | |
" 'Biogas': (1/(50/3.6 * 1e-4), # GJ/ha to m2/MWh\n", | |
" 0.34),\n", | |
"}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "807b033b-02b1-4741-a5b6-779519ebfdfb", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_austria_filled(percentage, title, land_use_m2_per_mwh, co2_emission):\n", | |
" austria_clipped = clip_to_percentage(austria, percentage)\n", | |
"\n", | |
" fig, axes = plt.subplots(1, 2, figsize=(12, 5), width_ratios=[10, 1])\n", | |
" ax1, ax2 = axes\n", | |
" \n", | |
" plt.subplots_adjust(wspace=0.)\n", | |
" \n", | |
" austria_clipped.plot(ax=ax1, color=\"#0d8085\")\n", | |
" austria.boundary.plot(ax=ax1, color='k')\n", | |
" \n", | |
" ax1.set_title(title, fontsize=26)\n", | |
" center = austria.to_crs('+proj=cea').centroid.to_crs(austria.crs).iloc[0]\n", | |
" ax1.text(center.x * 0.965, center.y, f'{percentage*100:.2f} %', fontsize=44)\n", | |
" ax1.text(center.x * 0.965, center.y * 0.993, f'{land_use_m2_per_mwh:.1f} m² yr/MWh', fontsize=16)\n", | |
" ax1.set_axis_off()\n", | |
"\n", | |
" ax2.bar('GHG Emissions\\nt $CO_2$ eq/MWh', co2_emission, width=0.1, color='#c72321')\n", | |
" ax2.set_ylim(0, .5)\n", | |
" ax2.text(-0.035, 0.5 * co2_emission - 0.01, f'{co2_emission:.2f}', fontsize=18, color='black')\n", | |
" ax2.axes.get_yaxis().set_visible(False)\n", | |
" plt.box(False)\n", | |
" plt.tick_params(bottom=False)\n", | |
" \n", | |
" fname = title.lower().replace(' ', '-').replace('(', '').replace(')', '')\n", | |
" plt.savefig(f'austria-energy-cover_{fname}.pdf', bbox_inches=\"tight\")\n", | |
" \n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "4668c1b8-48e9-4f97-bc1a-a6ea3268323d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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dunVLM2w1M0VV1apVMXPmTMybNw9AcgFRtWpVjBw5Eo0bN4apqSlevnyJvXv3KmYP7du3r9pDR7OiQoUKWLlyJUaPHg0ACAwMhKOjI4YMGYLmzZvDwsICISEhOHXqFPbt24ekpCQAyb23O3bsgLm5uVrXSbkPZ2dnDBgwAO3atYOVlRVCQ0Nx+vRp7N69W9G2VCrFpk2bYGJiIlrmZs2a4dy5c0rbXF1d012HVFUPpr6+vtIzk+np2bMnHj16hIULFwIA7t+/DwcHB3Ts2BEtWrRA2bJlYWJigq9fvyI4OBheXl64dOkSnj59CgCYO3fud69BRESU5wlERLlk7ty5AgDFKytSnz937ly1z7t27ZrSuTVr1szS9UePHq3UTnqvkSNHCu7u7mrdb+rvS9OmTTOdadWqVYJEIlErl4GBgXDs2LEM2/s2d0REhFCnTp3vti2VSoVt27aJkjm1O3fupGljw4YNGZ5Trlw5peNdXV3Vvp4gCMK6desEXV1dte5HnZ/hQYMGKY4ZNGhQprIQERHlNg5/JaICoVq1apDJZIr3memlTM3NzQ179uxByZIlVe4vUaIENm7cqLQOZk776aefcOfOHbRs2RJSqeq/1vX09NCrVy88fvwYnTt3zlT7JiYmuHbtGiZNmpRuD6STkxM8PDwwZMgQ0TPXqlUrTY/m94ayfttb+b3jvzVmzBj4+Phg5MiRSuuaqmJiYoJ27dph586dmDp1aqauQ0RElBdJBEEQxA5BRJTT3NzcMHbsWADJE+8EBwenWyCpQy6X48aNG3j8+DHCwsJQtGhRlC9fHo0bN063SMoNnz59wpUrVxAcHIyvX7/C3NwcpUqVQtOmTdW+38uXLysmrwGA1P9MREVFwd3dHa9fv8bXr19RrFgx1KtXD5UrVxY1c16SlJSEu3fv4tmzZ/j06RNiY2NhYmICa2trVKxYEVWrVk2ztAkREZE2Y1FJRAVC1apVFTONjhkzBuvWrRM5Ud6VUVFJRERE9C0OfyWifO/48eNKS1eMGzdOxDRERERE+QuLSiLK13x9fTFhwgTF+65du8LBwUHERERERET5Cx/qIKJ8JTQ0FCNHjgQAvH//Hnfv3kViYiIAwNDQEEuWLBEzHhEREVG+w6KSiPKV6OhonDhxIs12iUSCDRs2oHz58iKkIiIiIsq/WFQSUb4llUphYWGBhg0bYurUqWjUqJHYkYiIiIjyHc7+SkRERERERFnGiXqIiIiIiIgoy1hUEhERERERUZaxqCQiIiIiIqIsY1FJREREREREWcaikoiIiIiIiLKMRSURERERERFlGYtKIiIiIiIiyjIWlURERERERJRlLCqJiIiIiIgoy1hUEhERERERUZaxqCQiIiIiIqIsY1FJREREREREWcaikoiIiIiIiLKMRSURERERERFlGYtKIiIiIiIiyjIWlURERERERJRlOmIHICIiovwrICAAffv2RUREBMzNzRWvIkWKwNzcHDY2NujZsydMTU3FjkpERFkkEQRBEDsEERER5T8RERFo2LAhHj9+nOFxxYsXx5IlS9C/f39IpRxERUSkbVhUEhERkcYJgoBOnTrh5MmTsLa2xsaNGxETE4Pw8HCEhYUpXpcuXYK/vz8AoF69elizZg3q1q0rcnoiIsoMFpVERESkcffu3UPt2rWhr6+PK1euoF69eiqPi4uLw+rVq/Hbb78hMjISADBo0CAsXrwYxYsXz9K1Y2Nj4efnB3t7exgYGGT5HoiISD0cY0JEREQa9+rVKwCAk5NTugUlAOjr62PatGl48eIFBg0aBADYuXMnKlSogL/++kutayUmJsLT0xOLFi1C8+bNYW5ujmrVqqFIkSJo1aoVli9fjocPH0Iul2f/xoiIKA32VBIREZHGrV69Gj///DN69uyJgwcPqn2ep6cnJkyYgNu3bwMAzp07h5YtW6o81svLC6tWrcKxY8fw9etXpX0GBgaIjY1V2mZlZYXmzZujefPmaNGiBUqWLJnJuyIiIlXYU0lEREQa9/btWwBAiRIlMnVevXr1cPPmTYwePRoA8OOPPyIqKkqxPykpCSdOnICrqytq1qyJnTt34uvXrzA3N0fXrl3x119/4enTp4iKioK3tzdWrlyJtm3bwsjICKGhodi3bx+GDh0KW1tbNGnSBB4eHpq7aSKiAoo9lURERKRxffv2xf79+7F8+XJMnjw50+dHRkaiSpUqeP36NVq1aoVSpUrh8+fPePDgAV6+fAkA0NHRQY8ePTBu3DjUq1cPMpks3fbi4+Nx8+ZNXLhwARcuXMDdu3cVw2E7duyIRYsWoUqVKlm7WSKiAo5FJREREWlc06ZNcfXqVRw4cAC9evXKUhtnzpxB27Zt02w3NzfHjz/+iLFjx2Z5COvbt28xf/58bN26FXK5HFKpFIMGDcL8+fNha2ubpTaJiAoqFpVERESkcfb29vD398e1a9fg7Oyc5Xa2bduGR48ewcLCAhYWFrC2tkarVq1gbGyskZzPnz/HzJkzcfToUQDJEweNHz8ev/zyC4oUKaKRaxAR5XcsKomIiEijBEGAoaEh4uLi8PLlS5QpU0bsSN9169YtTJ8+HVevXgUAmJmZYcaMGZgwYQKMjIxETkdElLexqCQiIiKN+vTpEywtLQEkrxmpr68vciL1CIKAM2fOYMaMGfD29gYA2NjYYN68eRgyZAh0dHRETkhElDdx9lciIiLSqKCgIABA0aJFtaagBACJRIK2bdviwYMH2LVrF0qXLo3g4GCMHDkSVatWxdGjR8HP4omI0mJRSURERBqV1eVE8gqZTIYBAwbAx8cHf/75JywsLODj44Nu3bqhQYMGuHLlitgRiYjyFBaVREREpFEpRWVWZ2bNK/T19fHzzz/D398fs2bNgpGRETw9PeHi4oJ27drh0aNHYkckIsoTWFQSERGRRqUMf9XWnspvmZmZ4bfffoO/vz9Gjx4NHR0d/Pvvv6hRowYGDBiAJ0+eiB2RiEhULCqJiIhIo7R9+Gt6rK2t4ebmhqdPn6Jnz54QBAF79uxB1apVUbduXWzYsAHh4eFixyQiynUsKomIiEijUnoqtX34a3rKly+PgwcP4s6dO+jSpQt0dHRw584djB49GsWLF0ffvn1x4cIFyOVysaMSEeUKLilCREREGlWtWjU8fvwY586dQ8uWLcWOk+NCQ0Oxd+9ebN++XbEUCQDY2tpi8ODBGDx4MGxsbPDmzRu8efMGr1+/xps3bxAcHAyJRAI9PT2lV9WqVdGlSxdIJBIR74qISH0sKomIiEijihQpgrCwMDx+/BhVqlQRO06uEQQB9+7dw/bt27Fv375sDYVt3749tmzZgmLFimkuIBFRDmFRSURERBoTHR0NY2NjAEB4eDjMzMxETiSO2NhYHD9+HNu3b8eFCxcgCAKMjIxga2uLUqVKoVSpUihRogSkUini4+MVr4iICOzbtw9xcXEoWrQotm7dig4dOoh9O0REGWJRSURERBrj6+uLChUqwNjYGBERERzCCeDTp08Akntw1fl+PH78GP369VMsWfLjjz9ixYoVimKdiCiv4UQ9REREpDGpZ35lQZnMwsICFhYWan8/qlatitu3b2PKlCmQSCTYuHEjatasidu3b+dwUiKirGFRSURERBqT32d+zS36+vpYtmwZ/vvvP5QsWRK+vr5o2LAhfvvtNyQmJoodj4hICYtKIiIi0hgfHx8AyTOfUva5urri0aNH6N27N5KSkjBnzhw0adIE/v7+YkcjIlJgUUlEREQa8++//wIAmjZtKnKS/MPc3Bz79+/H3r17YWZmhps3b6JGjRrYtm0bODUGEeUFnKiHiIiINCI4OBglSpQAAISEhHA5jBwQGBiIQYMG4cqVKwCALl26YNOmTbC0tBQ5GREVZCwqiYiISCO2bNmCESNGoG7duvD09BQ7Tr6VlJSEFStWYNasWUhISIC1tTW2b9+O1q1bix1NbREREZg/fz6uX78OCwsLWFlZoVixYrCysoKVlRUqVqyI2rVrc7InIi2hI3YAIiIiyh9OnToFAGjfvr3ISfI3mUyGadOmoWXLlujXrx+ePn2KNm3aYNy4cfjjjz9gaGgodsQMXbx4EcOHD0dgYGCGx9nb22PQoEEYMGAASpcunUvpiCgr2FNJRERE2RYbGwsLCwtER0fj/v37qFmzptiRCoSYmBjMmDEDa9asAQA4ODhgz549qFWrlsjJ0vry5QumTJmCLVu2AADs7Owwd+5cyOVyvH//HqGhoXj//j3ev38PT09PREVFKc51dXXFkCFD0KdPH+josE+EKK9hUUlEREQZioiIwPXr16GnpwcjIyOVL3d3d7Rp0wY2NjYICgrisMVcdu7cOQwZMgTv3r2Drq4ufvvtN0yZMgUymUzsaACAM2fOYOTIkYolZ8aNG4fFixfDxMRE5fGRkZH4+++/sXPnTri7uyu216pVC5s3b86TRTNRQcaikoiItJKvry8+fPiA+vXrQyrlZOY55e3bt2jUqNF3hyqmGDFiBDZt2pTDqUiVT58+YeTIkTh69CgAoHHjxti1axfs7OxEzTVv3jzMnz8fAFCuXDls3bo1U7MDBwYGYteuXVi5ciXCw8Mhk8kwceJEzJs3D8bGxjkVm4gygUUlERFpnfDwcNjZ2eHLly8oVaoUBgwYgLFjx6J48eJiR8tXwsPD0bhxYzx+/BhFixZFsWLFEB0drXhFRUUhKSlJcbxUKsWVK1fg7OwsYuqCTRAE7NixAxMmTEBkZCQKFSqEdevWoV+/fqL0Hi9cuBCzZs0CAPz0009YtGgRjIyMstRWSEgIfv75Zxw8eBAAUKZMGaxfvx6tWrXSWF4iyhoWlUREpHVWr16Nn3/+WWmbiYkJZs2ahZ9//hn6+vriBMtHYmJi0KpVK1y7dg3FixfHjRs3VPZ4JSQkKIpMAwMDmJub535YSuPly5cYMGAAbty4AQD44YcfULt2bdjb2yteNjY2OdrLv3LlSkyePBkA8Mcff2Dq1Kkaaff06dMYM2YMXr9+DQDo168fVq5cCSsrK420T0SZx6KSiIi0iiAIqFy5Mp4/f44VK1agRIkS+PPPPxVLWNjb22PlypVo3749n+vLIrlcju7du+PYsWMoVKgQrl27hurVq4sdizIpMTERS5Yswfz585GYmJhmv4GBAcqVK6dUaKa8bG1ts/U85rp16zBu3DgAwIIFCzB79uwst6VKZGQkZs+ejTVr1kAul6NIkSJYuXIlBg4cyD/3RCJgUUlERFolJCQExYsXh1QqRVhYGAoVKgS5XI49e/Zg+vTpCAkJAQC0atUKq1atQqVKlUROrH1WrVqFiRMnQl9fH+fOncvU82+U9zx9+hQXL16En5+f4vXq1SuVhWYKXV1dlC1bFvb29jA1NYVEIlG8pFKp0vtvt0dHR2Pv3r0AgF9++QULFy7MsULvzp07GDFiBB4+fAgAaNasGTZu3Ah7e/scuR4RqcaikoiItMqzZ89QuXJlmJub4/Pnz0r7IiIisHDhQvz555+Ij4+Hjo4OJkyYgDlz5sDMzEykxNrl0aNHqFOnDuLj47F+/XqMGjVK7EiUAxITExEYGKhUaKa8Xr58ifj4+GxfY+LEiVixYkWO9xwmJCRg1apVmDt3LmJiYqCvr49u3bqhb9++aNmyJXR1dXP0+kTEopKIiLTMzZs30bBhQ9jZ2eHVq1cqj/Hz88OkSZNw8uRJAEDJkiVx4sQJLkPwHbGxsahTpw4eP36MDh064MSJExxKWAAlJSUhKCgIfn5+8Pf3R0xMDARBULzkcrnSe1XbKlSogJ49e+bqz4+/vz9Gjx6NCxcuKLYVKVIEPXr0QOfOnVG9enUUL16cP9NEOYBFJRERaZWzZ8+iTZs2qFGjBh48ePDdY8ePHw8/Pz8YGhpi+/bt6NWrVy4l1T4///wzVq9eDSsrK3h7e3PiE9I6giDg9u3b2L9/Pw4cOID3798r7S9cuDCqVKmCypUro0qVKqhevToaNWoEPT09kRIT5Q8sKomISKscPHgQvXv3RtOmTXH58uXvHv/lyxf07dsX//77LwBg5syZWLBgAde2/Mb58+cVSzOcPn0abdu2FTkRUfYkJSXB3d0d+/fvx/Xr1+Hn5we5XJ7muEKFCqFt27bo3Lkz2rRpg0KFComQlki7sagkIiKtsnHjRowaNQodO3bEiRMn1DonKSkJv/76K/744w8AQKdOnbB7926YmprmZFSt8fHjR1SrVg0hISEYO3Ys/vrrL7EjEWlcbGwsXrx4gSdPnuDJkyd4+vQpbt68qZjcC0ieoGjq1KlYuHChiEmJtA+LSiIi0ip//PEHpk+fjoEDB2Lnzp2ZOnfPnj0YPnw44uLiUKVKFZw8eRJlypTJoaTaQRAEdO3aFcePH4eDgwPu3bsHQ0NDsWMR5Qq5XI47d+7g+PHjOH78OJ4/fw4A8PX15QyyRJnAsT9ERKRVwsPDASBLs7n2798fV65cQfHixfHkyRN06tQJBf2z1a1bt+L48ePQ1dXFvn37WFBSgSKVSlGvXj0sXrwYz549Q8uWLQFAsSQKEamHRSUREWmViIgIAMjy0NV69erh9u3bMDU1hbe3N86ePavJeFrF19cXP/30EwBg4cKFqFGjhriBiEQ2YMAAAMDu3bsL/AdORJnBopKIiLSKJibYKVmyJEaMGAEAWLFiRbbb00aJiYno168foqOj4erqismTJ4sdiUh0Xbp0gbGxMfz9/XHr1i2x4xBpDRaVRESkVXR0dAAkF0XZ8dNPP0Emk+G///6Dl5eXBpJpl6tXr+LOnTswMzPDzp07ORsuEQBjY2N07doVQHJvJRGph/+CEBGRVpHJZACSZ3TNjlKlSqFnz54ACmZvpY+PDwCgSZMmsLW1FTkNUd6RMgT24MGDiI+PFzkNkXZgUUlERFpFUz2VABRDPg8cOIA3b95kuz1t4uvrCwAoX768yEmI8pZmzZqhePHi+Pz5s2J9WyLKGItKIiLSKprqqQQAJycnuLi4IDExEWvWrMl2e9rEz88PALhsAtE3ZDIZ+vbtC4BDYInUxaKSiIi0iiZ7KgFgypQpAIBNmzbh69evGmlTG7Cnkih9KUNgT506hbCwMJHTEOV9LCqJiEiraLqobNOmDRwcHPD161ds2bJFI23mhLi4OHh4eOD69evZfs4rKSkJL1++BMCeSiJVHB0dUa1aNcTHx+Pw4cNixyHK81hUEhGRVtHk8FcgeYmSSZMmAQBWr16NhIQEjbSbXZGRkTh//jxmzZqFpk2bwszMDM7OzmjcuDEsLCzQqVMnuLm5wd/fP9NtBwUFIT4+Hnp6epykhygdKb2VO3fu5JqVRN/BopKIiLTKu3fvACRP/a8p/fv3h5WVFV6/fo0jR45orN2scnd3h62tLVq1aoWFCxfi6tWriIuLg5WVFYoWLYrIyEj8888/GDt2LOzt7WFvb48hQ4ZgyZIlOHbsGJ4+fYq4uLh0208Z+lq2bFlFkU5Eyvr27QsdHR3cuHED27ZtEzsOUZ6mI3YAIiKizPjvv/8AAE2bNtVYmwYGBhg3bhzmzJmD5cuXo2fPnqIVW//88w969uyJuLg42NrawtXVFY0bN0bjxo1RoUIFCIIALy8vnDt3DufOnYOHhwf8/f3T9FhKpVKUKVMGFStWTPNKKSo59JUofSVKlMBvv/2GX375BePGjUPt2rXh6OgodiyiPEkisD+fiIi0xLt372BjYwOJRIIPHz7AwsJCY21//PgRpUqVQkxMDMzMzNCkSRO4uLjA1dUVjo6OkEpzfnDP3r17MWjQICQlJaFz587Yv38/DAwMMjwnIiICly9fhpeXF3x8fODj44Pnz58jMjIy3XOkUinkcjkmTpyIlStXavo2iPINuVyODh064N9//0X58uXx+PFj6OnpiR2LKM9hUUlERFpjz549GDBgAJycnHD37l2Nt79161ZMnjwZX758Udpubm6OJk2awNXVFa6urqhatarGi0w3NzeMGzcOgiBg4MCB2Lp1q2JSoswSBAHv3r1TFJmpXwEBAZDL5QCSF3fv2bOnJm+DKN8JDQ2FtbU1BEHA8+fPUbFiRbEjEeU5LCqJiChbAgMD4e7ujk6dOsHc3DzHrhMfH48WLVrg6tWrmD59OpYsWZIj10lKSoKXlxfc3d3h7u6Oa9euISIiQukYCwsLNG3aFK6urnBxcUHlypWzVWQuXrwYv/76KwBg/PjxWLVqVY71jMbFxcHPzw/R0dFwcnLKlR5YIm12//59ODk5oXDhwvjw4UOWP+whys9YVBIRUZY9ffoUrq6uCA0NhYmJCUaOHImff/5Z4zOKyuVy9OvXDwcOHICRkRHu3LmDypUra/Qa6UlMTMT9+/fh7u6Oy5cv49q1a4iKikpznEwmg66ubqZfcXFxuHbtGgBg9uzZmD9/PiQSSa7cGxF937Fjx9C1a1fUr18fN2/eFDsOUZ7EopKIiLLk/v37aN26NT58+ABDQ0PExMQASF5Hsl+/fpg2bZpGCj9BEDB+/HisW7cOurq6OHnyJFq1apXtdrMqISEBd+/exeXLl+Hu7g4PDw9ER0dnu93ly5dj8uTJGkhIRJrk5uaGsWPHokuXLjh69KjYcYjyJBaVRESUaV++fEGZMmUQFhaGWrVq4fz587h9+zb++OMPXL58WXFc+/btMX36dDg7O2f5WvPnz8e8efMgkUiwb98+9O7dWwN3oDkJCQkIDw9HQkJCll8ODg6oV6+e2LdCRCrMnj0bv//+O0aPHg03Nzex4xDlSRwUTkREmXbjxg2EhYWhVKlScHd3R6FChdCmTRu0adMGnp6e+OOPP3Ds2DGcOnUKp06dQsOGDTFt2jR06NAhU8/wubm5Yd68eQCANWvW5LmCEgB0dXVRtGhRsWMQUQ5JWRu3ePHiIichyrv4dD4REWXavXv3AACNGzdGoUKFlPbVq1cPf//9N54/f44RI0ZAT08PN27cQOfOnVGlShVs27YNcXFx373GoUOHMG7cOADAnDlzFF8TEeUWQRDw+PFjAICNjY3IaYjyLhaVRESUaSlFpZOTU7rHVKhQAZs2bUJAQABmzJgBMzMzPH/+HMOGDUPZsmWxfPlyfP36Nc15t2/fRq9evdCnTx8IgoAxY8YoeiuJiHLTmTNn4OnpCT09PbRo0ULsOER5Fp+pJCKiTCtVqhTevHmDK1euoEmTJmqd8/XrV2zatAl//vkngoODAQBmZmYYPXo0JkyYAKlUiv79++PixYuKc4YOHYpNmzZBJpPlyH0QEaUnMTERjo6OePr0KaZOnYo//vhD7EhEeRaLSiIiypQPHz7AysoKEokEX758gampaabOj4uLw759+/DHH3/g+fPnAAA9PT2Ym5vj/fv30NXVRZ8+fTBp0iQ4OjrmxC0QEX3X5s2bMXLkSBQpUgT+/v4oXLiw2JGI8iwOfyUiokxJGfpaoUKFTBeUAKCvr48hQ4bgyZMnOH78OBo0aID4+Hi8f/8e5cuXh7e3N3bu3MmCkohEExkZiTlz5gBInv2VBSVRxjj7KxERZcrdu3cBZPw8pTqkUik6deqETp064fr167hx4waGDRsGCwsLTcQkIsqyFStWICQkBGXLlsWYMWPEjkOU57GoJCKiTFFnkp7McnZ2ztZalkREmvL+/XssW7YMALBkyRLo6emJnIgo7+PwVyIiypScKCqJiPKKtWvXIioqCnXq1EH37t3FjkOkFThRDxERqS1lkh4A+PLlS5o1KomItFlUVBRsbW0RFhaGo0ePokuXLmJHItIK7KkkIiK1pZ6khwUlEeU327dvR1hYGOzt7dGxY0ex4xBpDRaVRESkNg59JaL8KikpCStXrgQATJw4kevjEmUCi0oiIlIbi0oiyq+OHTuGV69ewcLCAoMHDxY7DpFWYVFJRERqY1FJRPmRIAhYvnw5AGDMmDEwMjISORGRduFEPUREpJaPHz+iaNGiAIDw8HCYmZmJnIiISDM8PDzg7OwMfX19BAYGolixYmJHItIq7KkkIiK1pJ6khwUlEeUnKb2UAwcOZEFJlAUsKomISC0c+kpE+VFSUhL++ecfAMCECRNETkOknVhUEhGRWlhUElF+JJVKIZfLAUAxxJ+IModFJRERqYVFJRHlRxKJBAYGBgCAmJgYkdMQaScWlURE9F2fPn1CYGAgAKBmzZoipyEi0ixDQ0MAQGxsrMhJiLQTi0oiIvqulF7K8uXLc5IeIsp3UopK9lQSZQ2LSiIi+i4OfSWi/IxFJVH2sKgkIqIMCYKAM2fOAGBRSUT5U8ozlRz+SpQ1LCqJiChDa9euxbVr16Cvr4/OnTuLHYeISOOMjIwAAOHh4eIGIdJSLCqJiChd3t7emDZtGoDkxcHt7e1FTkREpHkpozCOHTsmchIi7SQRBEEQOwQREeU9MTExqFu3Lh4/fox27drh5MmTkEgkYsciItK427dvo169ejAwMEBISAgnJCPKJPZUEhFRGnK5HOPHj8fjx49RrFgxbNu2jQUlEeVbderUQZUqVRAbG4sDBw6IHYdI67CoJCIiJdHR0ejRowe2bt0KANixYwesrKxETkVElHMkEgmGDh0KANi2bZvIaYi0D4e/EhGRQmhoKDp27AhPT0/o6elh+/bt6Nu3r9ixiIhyXGhoKEqUKIHExEQ8fvwYVapUETsSkdZgTyUREQEAnj9/jvr168PT0xNFihTBxYsXWVASUYFhZWWF9u3bAwC2b98uchoi7cKikoiogAsPD8dff/2FBg0a4NWrVyhXrhxu3ryJxo0bix2NiChXpQyB3bVrFxISEkROQ6Q9OPyViKgAEgQBd+/exYYNG7B//37ExMQAABo0aIATJ06gaNGiIickIsp9iYmJsLW1RUhICI4dO8a1eYnUxJ5KIqICJDIyEps2bULt2rVRt25dbNu2DTExMahSpQrWrl2LS5cusaAkogJLR0cHAwcOBMAJe4gygz2VREQFwMOHD7Fx40bs2bMHERERAAB9fX306NEDo0aNQsOGDblkCBERkp8vd3BwgEwmw5s3b1C8eHGxIxHleSwqiYjyofDwcNy4cQPXrl3Df//9hzt37ij2lS9fHj/++CMGDRoES0tLEVMSEeVNjRo1wo0bN7B06VJMmzZN7DhEeR6LSiKifCA0NBTu7u64du0arl+/jkePHiH1X+86Ojro0qULRo0aBVdXV/ZKEhFlYOvWrRg+fDgqVaqEp0+f8u9Mou9gUUlEpKXi4+Nx8uRJ7NixA2fOnEFSUpLSfnt7ezRu3BjOzs5o27YtrK2tRUpKRKRdIiIiYG1tjejoaNy4cQMNGjQQOxJRnqYjdgAiIsqchw8fYtu2bdi7dy8+ffqk2O7o6IgmTZooCkk+B0RElDWmpqbo0aMHdu7ciW3btrGoJPoO9lQSEWmJwMBATJs2DYcOHVJsK168OAYOHIjBgwejUqVKIqYjIspfrl69iqZNm8LExAQhISEwNjYWOxJRnsWikogoj4uMjMTSpUuxfPlyxMbGQiqVokuXLhg6dChatmwJHR0OOiEi0jRBEFChQgX4+flhx44dGDRokNiRiPIsrlNJRJRHyeVy7N69GxUrVsTvv/+O2NhYuLi44P79+zhy5Ajatm3LgpKIKIdIJBIMGTIEANesJPoe9lQSEeVBt27dwk8//YTbt28DAMqUKYPly5ejS5cunIWQiCiXBAUFoXTp0pDL5fD19YW9vb3YkYjyJPZUEhHlIUFBQejfvz8aNGiA27dvw8TEBIsXL8bTp0/RtWtXFpRERLmoZMmSaNWqFQBgx44d4oYhysNYVBIR5QHR0dFYsGABKlasiL179yqGXb148QIzZsyAgYGB2BGJiAqklCGwO3bsSLN0ExEl4/BXIiIRCYKAgwcPYtq0aXjz5g0AoFGjRli9ejWcnJxETkdERHFxcbCxscHnz59x5swZtG7dWuxIRHkOeyqJiERy9+5dNG7cGH369MGbN29QqlQpHDhwANeuXWNBSUSUR+jr66N///4AOGEPUXrYU0lElMvevXuHX3/9VfF8jpGREWbMmIEpU6bA0NBQ3HBERJTGw4cPUaNGDejq6iI4OBiWlpZiRyLKU9hTSUSUS+RyOZYtW4YKFSooCsr+/fvDx8cHs2fPZkFJRJRHOTo6olatWkhISMC+ffvEjkOU57CoJCLKBR8/fkTbtm0xbdo0REZGol69erh58yZ2796NkiVLih2PiIi+Y+jQoQCArVu3ggP9iJRx+CsRUQ67desWevTogaCgIBgaGmLNmjUYOnQopFJ+rkdEpC0+f/6MkiVLIiYmBn///Te6du0qdiSiPIO/0RAR5RBBELBmzRo0adIEQUFBKF++PDw9PTF8+HAWlEREWqZIkSKYMmUKAGD69OmIj48XORFR3sHfaoiIcsDXr1/Rq1cv/PTTT0hISECPHj1w9+5dVKtWTexoRESURVOnTkWxYsXg5+cHNzc3seMQ5Rkc/kpEpGHe3t7o3r07Xrx4AR0dHaxYsQLjx4+HRCIROxoREWXT5s2bMXLkSJibm8PPzw9FihQROxKR6NhTSUSkQWfOnEG9evXw4sULlCxZElevXsWECRNYUBIR5RNDhw5F1apVERYWht9//13sOER5AnsqiYg0JDQ0FFWqVMHHjx/RsmVL7N27l2uZERHlQ+fOnUPr1q2hq6uLZ8+eoVy5cmJHIhIVeyqJiDRAEASMGjUKHz9+RPXq1XHy5EkWlERE+VSrVq3QqlUrJCQkYMaMGWLHIRIdeyqJiDRg37596NevH3R0dHDnzh3UqFFD7EhERJSDvL29UaNGDcjlcly/fh2NGjUSOxKRaNhTSUSUTe/evcO4ceMAALNnz2ZBSURUAFSrVg1Dhw4FAEyePBnsp6GCjD2VRETZIAgCOnbsiFOnTqFWrVq4desWdHV1xY5FRES5ICQkBPb29oiKisL+/fvRu3dvsSMRiYI9lURE2bBr1y6cOnUKenp62LlzJwtKIqICxNraGtOnTwcAzJgxA7GxsSInIhIHi0oioiwKCgrCTz/9BACYP38+qlatKnIiIiLKbZMmTYKNjQ0CAwOxZs0aseMQiYJFJRFRFh04cABfvnyBk5MTpkyZInYcIiISgbGxMRYuXAgAWLhwIT5+/ChyIqLcx6KSiCiLoqOjAQB16tSBjo6OyGmIiEgsAwcORI0aNfD161fMnz9f7DhEuY5FJRFRFsnlcgCARCIROQkREYlJKpVixYoVAIANGzbAx8dH5EREuYtFJRFRFqUUlVIp/yolIiromjVrhvbt2yMxMRFLly4VOw5RruJvQkREWSSTyQAAvr6+XJ+MiIjw888/AwDOnDnDfxeoQGFRSUSURV27doWOjg7Onz+PgwcPih2HiIhE5uzsDCMjI4SEhODRo0dixyHKNSwqiYiyqFq1apg1axYAYNy4cQgNDRU5ERERiUlfXx+urq4AgHPnzomchij3sKgkIsqGX375BY6Ojvj06RPGjh0rdhwiIhJZq1atAABnz54VOQlR7pEIHPBNRJQtXl5eqFOnDhITE3Ho0CH06NFD7EhERCSSFy9eoGLFitDV1cXnz59hYmIidiSiHMeeSiKibKpRowZ++eUXAMCYMWPw4cMHkRMREZFYypcvj7JlyyIhIQEdOnTAx48fxY5ElONYVBIRacCsWbNQrVo1fPz4EePGjRM7DhERiUQikWD9+vUwMTHB5cuXUadOHTx8+FDsWEQ5ikUlEZEG6OnpYfv27ZDJZDh06BD+/vtvsSMREZFIWrZsiVu3bqFcuXIICAhAw4YNceTIEbFjEeUYFpVERBri5OSEGTNmAEgeBsshT0REBVeVKlVw+/ZttGjRAtHR0ejRowdmz54NuVwudjQijWNRSUSkQbNnz0aVKlUQGhqKCRMmiB2HiIhEVKRIEfz777+YNGkSAOD333/H1KlTRU5FpHksKomINEhfXx87duyATCbD/v37cezYMbEjERGRiHR0dDB27FgULlwYALimMeVLLCqJiDSsdu3amDZtGgBg9OjR+PTpk8iJiIhILO/evUOLFi0QHh6OatWqYc2aNWJHItI4rlNJRJQD4uLiUKtWLTx9+hQ9e/bEgQMHIJFIxI5FRES5KCwsDE2aNMHjx49RtmxZXL9+HcWLFxc7FpHGsaeSiCgHpAyD1dHRwaFDh7BlyxaxIxERUS6KiopCu3bt8PjxYxQvXhwXLlxgQUn5FotKIqIcUqdOHSxatAgAMGHCBHh7e4uciIiIckN8fDy6deuGmzdvonDhwjh37hzKli0rdiyiHMOikogoB02ePBlt2rRBbGwsevXqhaioKLEjERFRDnNzc8O5c+dgZGSEf//9F9WqVRM7ElGOYlFJRJSDpFIpdu7cCRsbGzx79gzjx48XOxIREeWw+/fvAwCmT5+OBg0aiJyGKOexqCQiymFFixbF3r17IZVKsX37duzZs0fsSERElIMCAwMBAOXLlxc5CVHuYFFJRJQLXFxcMGfOHADAqFGj8OLFC5ETERFRTkkpKkuXLi1yEqLcwSVFiIhySVJSEpo3b47Lly+jRo0auHnzJgwMDMSORUREGpSYmAgDAwMkJSUhKCgIJUqUEDsSUY5jTyURUS6RyWTYu3cvLC0t4eXlhSlTpogdiYiINCw4OBhJSUnQ1dXlEiJUYLCoJCLKRTY2Nti9ezcAYN26dTh69KjIiYiISJNShr7a2tpCKuWv2lQw8CediCiXtW7dGtOmTQMADB06FAEBAeIGIiIijeHzlFQQsagkIhLB77//jvr16+PLly/o3bs3EhISxI5EREQa4OvrC4BFJRUsOmIHICIqiHR1dbF//37UrFkTnp6emDlzJv744w+xY+VJkZGR8PDwgJeXFx4/foxnz54hNDQU4eHhiImJgZmZGczNzWFhYYGaNWuiQYMGcHZ2RtmyZcWOrlHBwcG4c+cOXrx4gZCQEERGRkIQBJiYmMDc3BxlypRB+fLl4ejoyAmgsuDTp0/4+++/cfLkSTx79gzv37+HIAgoVqwYKlSogHbt2qF79+6wtrbW+LUPHTqEXr16KW1btGgRfvnlF41fi3LW9evXFX+X16pVS+Q0RLmHs78SEYno2LFj6Nq1K2QyGcLCwmBqaip2pDzh7t27OH78OC5duoQ7d+4gMTEx0224urpi7Nix6Ny5M2QyWQ6kzHlBQUHYvn079u/fj2fPnql1jq6uLqpXrw5XV1e0bdsWzs7O0NXVzeGk/9O7d28cPHgw3f3u7u5wcXHJtTzfI5fLsXbtWsybNw/h4eEZHmtsbIwZM2Zg2rRp0NPT08j1IyMjUalSJbx9+1axrWLFinj06JHGrkG5w9vbG02aNEF4eDjatWuHY8eO5eqfPSIxsagkIhKZVCqFIAh49+5djvSCaIuwsDAsWrQIR44c0ehzprVr18bOnTtRuXJljbWZ0z5+/IgFCxZgw4YN2R4avXnzZgwfPlxDyTJ28uRJdOzYMcNj8lJRmZiYiIEDB2L//v2ZOq9ly5Y4evQojI2Ns51h6tSpWL58udK2CxcuoHnz5tlum3JPYGAgGjZsiODgYDRs2BAXLlyAkZGR2LGIcg2fqSQiEplEIgEAFPTP+Pz9/bF8+XKNT1x09+5d1KpVCxs2bNBouznlzJkzqFq1KtauXatVz9p+/foVo0ePFjtGpgwbNizTBSUAnD9/Hp07d872n9knT55g1apVStt69erFglLLCIKALl26IDg4GFWqVMHJkydZUFKBw6KSiEhkKVPOy+VykZNoBysrK9SqVQutW7dG37590b59e9SsWTPDIa5xcXEYPXo0/vzzz1xMmnmrVq1Cu3bt8P79e7GjZNqUKVOUhnDmdYcPH8auXbvSbG/Tpg3+++8/hIWF4evXr7h+/Xqa5x0B4OLFi1i5cmW2MowdO1ZpaLeJiQlWrFiRrTYp94WEhODBgweQSqU4e/YsihQpInYkolzHiXqIiETGnsqMmZqaomPHjnB1dUWTJk1Qvnx5lcdFRETg2LFjWLp0KZ4+farymMmTJ8PBwQGtW7fOychZsmTJkgwnZqlQoQI6duyIVq1aoWTJkihWrBhMTEwQHh6ODx8+wNvbG/fv38eFCxfw4MGDXEyePKR1y5YtuXrN7EhKSsKUKVPSbJ88eXKaoaiNGjVCo0aNUKdOnTTnzJs3D8OHD4eZmVmmM+zZswdXrlxR2jZ//nyUKFEi022RuLy8vAAk/xktWbKkuGGIxCIQEZGo9PX1BQDC69evxY4iqjt37ggAFK+6desKO3fuFKKjozPVTkJCgjBt2jSltlK/SpQoIURFReXQXWTNnj170s1btmxZ4eTJk5lq7/Xr18LSpUuFMmXKCJs3b86h1Mmio6OFcuXKKWXW09MTSpcurfJ+3N3dczSPOv7+++80uerXry/I5fIMz+vatWua81auXJnp64eHhwvW1tZK7VStWlVISEjI6i2RiBYvXiwAEHr37i12FCLRcPgrEZHIUnoqOfw1maurKy5dugRPT08MHDgQhoaGmTpfR0cHS5cuxeLFi1Xuf/v2bZ56vvLFixf48ccfVe7r27cvnjx5gvbt22eqTVtbW0ybNg1+fn7o3r27JmKma9asWfD391fa9uuvv8LOzi5Hr5sdhw8fTrNt/vz5ij+L6fntt9/SbDt06FCmrz979myEhIQobXNzc4OODgeQaaOUnsoaNWqImoNITCwqiYhElvJMpVDAh78WLVoUZ8+exaVLl+Dq6prt9mbMmIEOHTqo3Ld169Zst68JgiBg0KBBiIqKSrOvd+/e2LVrV7bWnJRKpShcuHA2Embszp07WL16tdI2BweHPL++ooeHh9J7S0tL/PDDD989r3LlyqhevbrStvv37yMuLk7ta3t5ecHNzU1p28CBA9G4cWO126C8JWW4vYODg8hJiMTDopKISGR8pjJZ6dKl0apVK422uXTpUpXbnz59itevX2v0Wlmxe/du3Lp1K8322rVrY/fu3Xl6fc2EhAQMGzYMSUlJim0SiQSbNm3K0+srfvr0CW/evFHa5uTkpPb3ul69ekrv4+Pj8eTJE7XOFQQBY8aMUfqeFS5cGMuWLVPrfMqbUnrlc/tZZqK8hEUlEZHIOPw15zg4OKBKlSoq992/fz+X0yhLSkrC/Pnz02yXSqXYvHlznh8KuXDhQnh7eyttGzFiBJydnUVKpJ6PHz+m2Zbe5E+qqDpWVZuqbNu2DTdv3lTa9vvvv8PKykrt61PekzLE/MiRIyInIRIPi0oiIpFx+GvOqlu3rsrtgYGBuZxE2dGjR/Hy5cs023v06JHnn8168uRJmmdWra2t0+0ZzkvCwsLSbCtUqJDa56ua6VVVm9/6/PkzZsyYobStVq1aWre2J6XVoUMH6Orq4vHjx3j+/LnYcYhEwaKSiEhEMTExiI+PFztGvlasWDGV2yMiInI5ibL0luCYMGFCLifJHLlcjmHDhqX5uV2zZk2OPr+ZkzLzgY6qY783wQ8A/PLLL0o9mhKJBG5ubooPlUh7mZubo3nz5gCAv//+W+Q0ROLg32RERCLauHEjYmNjYWdnl6dny9RmCQkJKreL+dzfhw8f8N9//6XZbmdnh4YNG4qQSH2rVq2Cp6en0rb27dujR48eIiXKHHNz8zTbvn79qvb5qo5V1WZqt2/fTvMhwvDhw9M8n0naK2VysWfPnomchEgcLCqJiEQSExOjGC44c+bMPP8Mnbby9fVVuT29HszccP78eaXJWlKkN1ttXvHy5UvMnj1baZuJiUma2UzzMktLyzTbvl0SJSN+fn5ptllYWKR7vFwux5gxY5SembawsEh3yRvSTikTPanTa02UH7GoJCISycaNGxESEgI7OzsMHDhQ7Dj5UmJiIq5fv65yn5jT/7u7u6vcromlVHLSiBEjEB0drbRt4cKFsLW1FSlR5llYWKTJe+/ePbUnyrpz547Sez09vXQngwKADRs24N69e0rblixZkmEhSton5eeHRSUVVCwqiYhEkLqX8tdff83TSzBos1OnTuHz589ptpuYmKBWrVoiJEr27fDRFLVr11Z6L5fLcfbsWYwdOxb16tWDpaUl9PT0YGZmBnt7e9SvXx8jR47E4cOH8enTpxzNvHnzZly6dElpW926dTFu3LgcvW5OaNCggdL7Dx8+4MqVK989z8/PL82yETVr1oS+vr7K4z98+IBZs2YpbatXrx6GDRuWycSU16U8a8tnZKmg4k8+EZEINm3ahJCQEJQuXRqDBg0SO06+ld5spJ07dxZtuHFiYiJevHiRZruZmZmiB00QBOzcuRP29vZo06YN3NzccPv2bXz69AkJCQn4+vUr/P394enpic2bN6Nnz54oVqwYhgwZglevXmk8c3BwMKZOnaq0TUdHB5s2bdLKX6K7deuWZpuq5V2+NW/evDTbUpaTUGXq1KlKM8PKZDKsX7+evVn5UEpRyf+3VFBp378ERERaLiYmBkuWLAHAXsqctHfvXty6dUvlPjF71169eqVyxt+yZcsCSO7datmyJQYPHpypAjEpKQk7duxAxYoVMWfOHI0uUTNmzBh8+fJFadvkyZPh6OiosWvkpq5du8LGxkZp25UrVzB37tx0z9m4cSP27t2rtM3IyCjdXkcPDw/s2rVLadvo0aNRs2bNLKamvCylmIyLixM5CZE4OCsEEVEu27x5M0JCQlCqVCkMHjxY7Dj5UkhICH766SeV+9q1ayfqrJvBwcEqt9va2iIoKAguLi6ZmjjmWwkJCfjtt9/w5MkT7N69G0ZGRlluCwAOHDiAEydOKG0rV65chgVYXqejo4MlS5akeZZ5wYIF8PLywqRJk1CzZk3IZDI8fvwY69atw+7du9O0M3PmTJUzvyYmJmLMmDFKhX2xYsXw+++/a/5m8qmQkBA8evQIr1+/RmBgIL5+/YomTZqgZcuWMDU1FTteGlWrVgWQPNMvUUHEopKIKBfFx8ezlzKHJSUloW/fviqfMTQwMMCff/4pQqr/CQkJUbndwMAAbdq0SbegrFy5MkqVKgVzc3N8+vQJr169SndmWwA4evQoYmJicPr06SwPyfv06ZPKdTM3bNgAQ0PDLLWZVwwYMAD//PMPjhw5orT9n3/+wT///PPd852dnTF9+nSV+9auXYtHjx4pbVu2bBnMzMyyHrgAOXXqFLp166ZyLVQ9PT24urqiQ4cO6NChA0qVKiVSSmWNGjWCTCaDv78/3rx5o1WTVxFphEBERLnmwoULAgDByspKiIuLEztOvjRt2jQBgMrXypUrxY4nbNmyRWU2HR2dNNsMDAyEWbNmCYGBgSrb8vX1FX7++WeV56a85s+fn+Ws/fr1S9PegAED1Dq3adOmKvO4u7tnOY+mxcbGCp06dUr3e5feq0mTJkJ4eLjKNoODgwVTU9M0x5N6bt++LRgZGQkAhHLlyglt27YVRo0aJYwbN06wt7dP8/9i3Lhxeebv0rp16woAhF27dokdhSjXsagkIspFEyZMEAAIQ4cOFTtKvrRjx450C4HWrVsLcrlc7IjCX3/9pVbhUrZsWcHX11etNu/fvy8UK1ZMZTtSqVTw8vLKdM7Tp0+nacvS0lL48OGDWudrQ1EpCIKQkJAgLFmyJE0hqOplaGgozJw5U4iJiUm3vd69e6f5sMDb2zvDDH5+fsKSJUuEpk2bCqVLlxYMDAwEMzMzoUKFCkKPHj2EXbt2CZGRkZq+9TzH399fsLKyEgAIrVq1EuLj45X2y+Vy4dmzZ8LSpUsFZ2dnxfe4QYMGQlBQkEip/2f69OkCAGHIkCFiRyHKdSwqiUgUjx49SveT/vxKLpcLZcuWFQAIa9euFTtOvnPu3DlBV1dXZTFgZ2cnfPr0SeyIgiAIwurVq79bvNjY2AjBwcGZatfHx0coVKiQyvZ69uyZqba+fv0q2Nrapmln586darehLUVlitDQUGHdunVCmzZthDJlygjGxsaCkZGRYGdnJ7Ro0UL4888/v1u4XLp0Kc39TpkyJd3jw8PDhQkTJmTY05z6Z2LPnj2avu084/nz54q/H2vUqCF8/fr1u+ecPHlSMDMzE4Dk0R+XL1/OhaTpO3PmjABAKFOmjKg5iMTAopKIct3cuXMVn/oPGjRIuHbtWp7oQcppcrlc8QsQAMHV1VVYuHChsGXLFuHkyZOCp6enEBAQICQkJIgdVevcuHFDMDY2VvnLuKWlpfDs2TOxIyq4ubl9t4A4c+ZMltrevn17ur2VL168ULudUaNGpWmjefPmmcqibUVldsXHxwsODg5K91qiRAkhIiJC5fHv3r0TqlevrlavderX1KlTc/nOct6lS5eEwoULKwqyt2/fqn2ur6+v4vsok8mEFStWiPbvydevXwWZTCYAEAICAkTJQCQWFpVElKvOnj2r8helihUrCsuWLcvULxPa6NGjR0Lv3r0Vv3ioepmbmwuDBw8WTp8+nWeeFcrLvLy8FL+QfvsqVKiQcOfOHbEjKtm6dWuGRYOLi0u22v+2sEl5LV++XK3zr1y5IkgkEqVzDQ0NBT8/v0zlKGhF5ZIlS9Lc66FDh1QeGxUVle7/J3Vec+fOzd2by0FbtmxR9NQ2aNBAeP/+fabbiIqKUnr+t2fPnukW8znh48ePwoULF4QlS5YoPjjcvn17rl2fKC+QCIIGF7IiIvqOxYsX49dff0WnTp0wffp0bNmyBQcOHEB0dLTimLJly6Jhw4Zo2LAhGjVqhCpVqkAmk4mYWvNev36NXbt24eXLl3j//j1CQ0Px/v17vH//XmnGQzMzM3Tv3h2rVq2CiYmJiInzpmfPnqFp06b48OFDmn1GRkY4e/YsGjduLEKy9B0+fBg9e/ZMd//Bgwcz3P89a9asUbmcSvv27XHy5MkMz42NjUX16tXTzCq7ePFizJgxI1M5XFxccOXKlTTb3d3d4eLikqm28ro3b97AwcEBUVFRim0tWrTA+fPnVR4/duxYuLm5KW2TSqUYPXo0hg0bhooVKyImJgY3btzAwoUL4enpqXSsTCaDh4eHqEvjZJdcLseMGTOwbNkyAECfPn2wbds2GBgYZKk9QRCwbt06TJw4EYmJiXBwcMCxY8dQsWLFdM+Ji4tTLFkSEBCAqKgo6OvrQ19fH3p6eoqvv90WEhKC+/fvK16BgYFp2t65c2eaJWuI8jWRi1oiKmA2bNggABA6deqk2Pblyxdh06ZNQr169dL0kOD/e5tatmwpzJs3T7hw4UK+7r1LTEwULl++LIwdO1awtrZWfA/++usvsaPlOX5+foKNjY3Knhx9fX3h/PnzYkdUSdVzd6lfHz9+zFb7jx8/VtmumZnZd4cFTp06Nc151atXz9KQ7ILUU9m1a1ele9TT0xN8fHxUHuvj45Pm7zmZTCacOHFC5fEJCQlCz54903wfGzdunJO3lKOeP3+u9PMxd+5cjQ1Z9fDwEIoXLy4AEExNTYW///47zTGhoaHCkCFDMhwxktmXvb290LNnT2HJkiXC5cuXC8QjHUSpsagkolx1+PBhAYDQqFEjlfvDw8OFc+fOCXPmzBGaN28umJiYpPnHu0SJEsLSpUuFsLCw3A2fyxITE4VZs2YJAIQffvhB7Dh5SkBAgFCqVCmVv9zp6uoK//zzj9gR05Ve0Zfyi2l2yeXydGcyzWhyrLt376b5JVsqlQqenp5ZylFQisqUyVlSv2bOnJnu8ePHj09z/C+//JLhNWJiYoTSpUunOe/BgwcavpucFRcXJyxYsEDQ09MTAAhGRkY5MvnQu3fvhCZNmii+T66ursKKFSuEZ8+eCZs3bxaKFCmi2GdkZCQ4ODgIrVu3Fnr16iV07txZaNu2rfDDDz8Izs7OQt26dQVHR0ehUqVKQpkyZYQSJUoIDg4OQr9+/YQVK1YIly9fLnCTzhGpwqKSiHKVu7u7AECoVKmSWscnJiYKDx48ENatWyf069dPMd08AMHExESYOHFivp4Qwc/PT9GTkVdmLxVbUFCQYpbIb18ymSzd59jyisjIyHSLyqZNm2rkGhUqVFDZvr+/f7rnNGzYMM3xEyZMyHKGglBUxsbGplk7sXTp0kJ0dHS656T0oqW8DA0NhS9fvnz3WimjPDJTjOYlnp6eQuXKlRXZW7duLbx69SrHrhcfHy9MmjQp3T9r1atXF65fv84eRSIN4TOVRJSrvL29Ub16dRQtWhShoaGZPj8uLg779+/H8uXL8eTJEwDJzxf16NED06ZNQ82aNTWSMzY2Fl5eXrh9+zYePnyIKlWqYNSoUTAyMtJI+5nh6OiIR48eYceOHRg0aFCuXz8vCQkJgYuLC3x8fNLsk0ql2LFjBwYMGCBCssyxtrbG+/fv02zv1KkTjh8/nu3269evn+Y5PADw9PRE3bp1VZ5jZ2eX5tmwbt26ZflZ3rNnz6q8x1atWsHa2jrNdmdnZwwfPjxL1xLLggULMHfuXKVtJ06cQMeOHVUe/+rVK5QtW1ZpW5cuXXD06NHvXuvTp0+wsrKCXC5XbHNxcYG7u3sWkue+EiVKIDg4GFZWVli9ejV69eoFiUSS49f19/fHqVOncOrUKVy5cgV6enpYsGABJkyYAB0dnRy/PlGBIXZVS0QFy9u3bxU9SklJSVluRy6XC2fOnBGaN2+u+ORZIpEI69evz3RbSUlJwpMnT4Tt27cLo0ePFpycnFSuG2dtbS389ddfQmxsbJZzZ0XKEiypn0MtiEJDQ4UqVaqo7HWQSCTC5s2bxY6othYtWqi8j86dO2uk/bp166ps//bt2+meo2p4ZW6+Bg0apJF7zy0vX74UDAwMlO6hffv2GZ5z5MiRNPe9ePFita9Zvnx5pXMLFSqU3dvINS4uLgIAYdasWaJliIyMzNfP5BOJSZrtqpSIKBMsLCwAAElJSfjy5UuW25FIJGjdujUuXLiABw8eoGvXrhAEAaNHj8b8+fMhqDEI48WLFxg7diyKFCmCKlWqYMiQIVi/fj3u3buHxMREFC1aFO3bt8e0adNgZ2eHkJAQjBs3DhUrVsT27duRmJiY5fyZ0aVLFwDAuXPnlGaXLEg+f/6M5s2bK3qnv7V27Vqt6uWqU6eOyu1hYWEaaT88PFzldktLS420T8D48eMRGxureG9gYIA1a9ZkeM7Hjx/TbLO3t1f7muXLl1d6//XrVyQkJKh9vph+/PFHAMC6deuwYMEClaMNcpqxsTH09PRy/bpEBQGLSiLKVfr6+jA2NgaQPJxLE2rUqIEjR45g9uzZAIB58+Zh7NixSEpKSnOsIAi4fPkyOnbsiEqVKsHNzQ1fvnyBkZERmjRpgilTpuDQoUMICAjA+/fvcfLkSSxduhQ+Pj5Yt24dihcvjsDAQAwdOhRVq1bFwYMHlYaj5YTq1aujcOHCiI2NxcuXL3P0WnnRly9f0LJlSzx69Ejl/uXLl2Ps2LG5nCp7mjRponL727dvs922IAh49+6dyn0sKjXjxIkTOH36tNK2X3/9FWXKlMnwPFUfGhQqVEjt66o6VlMfROS0Ll26wMHBAWFhYZg7dy4qVaqEGjVqYPHixQXy7zWifEfcjlIiKmg+ffok6OvrCwCEZ8+eabz9v/76SzFdf5cuXYRDhw4Jp06dEi5duiTs2LFDqFGjRprhahcvXlR7yYSoqChh2bJlgoWFhaINR0dH4cmTJxq/l9SMjIwEAMLLly9z9Dp5zdevX4X69eunO2Ry4cKFYkfMkpiYGMHQ0FDlPeXUkiKWlpYZnsfhr+qJjo5O872yt7dXa1j84sWL09x3Zpa+6dOnT5rzQ0JCsnM7uerLly/C9u3bhdatW6d5xKB27drCsmXLhMDAQLFjElEWsKgkoly1cOFCRSGWU7PuHTp0SDFlvaqXoaGhMHr0aOH58+dZvsaXL1+E+fPnC4UKFRIACPXq1cux+0lISNBYwaFNoqKihMaNG6f7/3Hu3LliR8yWbt26qbyvgwcPZqvdVatWqWy3Z8+eGkqunvw6++uvv/6a5p7Onj2r1rmqZnA9cuSI2tdu27ZtmvO19RnBjx8/Cps2bRKaN28uSKVSpXuqX7++8OeffwpBQUFixyQiNXH4KxHlmri4OKxduxYAMHny5Byb+a9Hjx64cOECOnXqhCZNmqB27dqoXLkyqlWrhsWLFyMoKAhubm6oWLFilq9RqFAhzJkzB0+fPoWRkRE8PT3TDIfTlIiICMXXpqamOXKNvCY2NhYdO3bEtWvXVO6fMWMG5s2bl7uhNGzw4MEqt69fvz5b7W7YsEHl9h9++CFb7VLyc9jLly9X2tatWze0atVKrfNVDT/29fVV+/p+fn5K701NTbX2GUELCwuMGDECFy5cwLt37+Dm5oamTZtCIpHg1q1bmDhxImxtbdGkSROsW7cOISEhYkcmogxwSREi0hhBEPD582e8efMGr1+/xps3bxSv169fIyAgAEFBQbCxscGrV6+09pehb/3yyy9YsmQJatSogXv37kEq1ezndYGBgbCzs4OBgQFiYmI02nZeFB8fjy5duuDff/9VuX/ixIlYuXJlLqdKNnjwYOzcuTPN9kGDBmHHjh2Zaksul8PBwQEvXrxIs+/MmTNo3bp1pvPt2LEDQ4YMSbPd0NAQAQEBsLKyynSbWeXi4oIrV66k2e7u7g4XF5dcy6FJLVu2xIULFxTvjY2N8ezZM9ja2qp1/suXL1GuXDmlbeouKfL582cULVpU6Rnupk2b4vLly+qF1xLBwcH4+++/cfDgQXh4eCi2S6VSNG3aFL169UK3bt34fDBRHsMFeohIbZGRkSoLxtTb1Cl6Zs6cmW8KSgCYOnUq3Nzc4OXlhaNHj6J79+4abf/r168AMjehh7ZKTExE79690y0ox40bJ1pBqWlSqRSzZ89Wua7msGHDcPfuXRQvXlzt9l68eIGffvpJ5b5Ro0blakGZHx06dEipoASAOXPmqF1QAkDZsmVRrFgxpfU7z549i69fv373z/eRI0fSTArWoEEDta+tLWxsbDB+/HiMHz8eb968weHDh3Hw4EHcvn0b7u7ucHd3x9ixY/HDDz/g999/T3cmZSLKXSwqiQhA8tDUt2/fptvL+ObNm3SXKfhWsWLFYGtrq/QqVaoUbG1tUaZMGZULn2uzIkWKYMSIEVixYgXWrFnDojKL5HI5Bg4ciGPHjqncP3LkyO8u2aBt+vXrh40bN+L69etK24ODg9G4cWOcO3cuTc+WKl5eXmjdurXiZyU1ExMTTJs2TWOZC6LIyEhMmjRJaZuDgwMmTpyY6ba6d++OdevWKd7HxMRgyZIlWLRoUbrnxMXFYfHixWm29+zZM9PX1ya2traYNGkSJk2ahICAABw6dAgHDx7E/fv3cf78eXh5eeHt27fQ0eGvs0Ri459CogIgKSkJISEhaYrE1O9Tf3KeETMzM0WB+G3BaGtri5IlS0JfXz+H7yhviY2NxYkTJwAAdevW1Xj7BaWo/Ouvv7B//36V+wwMDBAbG6tyaGdWVapUCTNmzNBYe1khkUiwbds21K5dO01B6O/vj2rVqmHKlCkYMWKEyh4xf39//PXXX1i3bl266xXu2LEj332Qk9vmzZuXZrmXdevWQVdXN9NtjRs3Dm5ubkpr6f7xxx+oX78+OnbsmOb4pKQkDBkyBAEBAUrbGzVqhJo1a2b6+trKzs4O06ZNw7Rp0+Dr64uGDRsiNDQU7u7uaNGihdjxiAo8FpVE+UB0dDR8fHzSLRiDg4ORmJj43XYMDAzSFInfvi8oE8VkxoYNG+Dn5wcbGxvMmTNH4+0XlKLy8+fP6e6LjY3Frl27NHq9pk2bil5UAskL2u/duxddunRJ8+c0JiYGv/32G3777TdUqVIFpUuXRuHChfH582e8fPlS5fOYqf3yyy/o1q1bTsbP9548eYLVq1crbevbty9cXV2z1F6lSpUwcuRIbNy4UbEtKSkJXbp0wZgxYzBs2DBUqFABsbGxuHHjBhYtWoSbN28qtSGTybBs2bIsXT8/KF++PLp164aNGzfi4MGDLCqJ8oACX1QmJSVBKpXm2CyURDklPj4e58+fx759+3DixAlER0dneLxMJkOJEiUyLBotLCz4ZyELUn6xHzRoUI4UfgWlqCzI2rdvjwMHDqBfv36Ii4tTecyTJ0/w5MkTtducMmUKFi5cqKmIBdaYMWOUiv1ChQqlmQE2s1asWAF3d3elDwXkcjn++usv/PXXX989f9asWfnyecrM6NWrFzZu3IijR4/Czc0tXz2nT6SNCnRR+fjxY7Ro0QIymQyDBw/G4MGDYW9vL3YsonTJ5XJcu3YN+/btw5EjR5R6diwtLWFnZ5du0WhtbQ2ZTCZi+vzL2NgYQHKhnxM+ffoEIHnoMeVf3bp1Q+nSpdGnT580S0dkhoWFBdatW4devXppMF3BtHv3bly9elVp24IFCzI1gZIqxsbGimGbT58+zdS506ZN0/rldDShSZMmsLa2RkhICC5evIi2bduKHYmoQCuwRWVAQABatWqlWPdo4cKFWLhwIZo2bYqhQ4eiW7duil8UicQkCAIePHiA/fv3Y//+/UrP9VhbW6N3797o27cvateuzV5GkaT8XREVFZUj7af0ZvBDr/yvdu3aePz4MdauXYtVq1aleY4vI0WKFMGPP/6IqVOnwtzcPAdTFgxfvnzB1KlTlbY5Ojpi3LhxGmnfxsYG169fx8yZM7Fp0yYkJSVleHyJEiWwdOlS9OvXTyPX13YymQw9evTA2rVrceDAARaVRCIrkOtUhoaGolGjRvDz84O0qBX0Grsg4ZEXkvx9gf//dpiamqJXr14YOnQo6tevz1/WKdf5+vpi//792LdvH3x8fBTbzczM0L17d/Tp0wcuLi7sfcwD/vrrL4wfPx5ly5bFnTt3UKRIEY2237BhQ9y8eRMHDx7M97M90v8kJibi0qVLOHfuHO7duwc/Pz+EhYUhNjYW+vr6sLS0RJkyZeDk5IQffvgBzZs3z1OTZO3YsSPN5DJA8lqfdnZ2uZ4ns8aPH680FFUikeD69eto2LChxq/l6+uLw4cP4+zZswgICEBoaCj09fVRrFgx1KhRAx06dEDXrl35Yfc3PDw84OzsDFNTU4SGhsLAwEDsSEQFVoErKp8/f44+ffrAy8sLErPCMBo2EtJCyUPK5F++IOHhfSQ8uA8h7H/DCqtVq4YFCxagU6dO+aa4PHXqFJYsWYLGjRujR48eqFmzptr3JggCYmJiEBUVhcjISERGRiIqKgqGhoaoXr16vvkeiUEul2PXrl1wc3PDnTt3FNsNDAzQoUMH9O3bF23atMlTvzhS8vDU2rVrIyAgAC1atMC///6rsSnuBUGAhYUFwsLC4OXlBUdHR420S0Sk7eRyOUqXLo2goCAcO3YMnTt3FjsSUYFVYIrKz58/Y/78+XBzc0NiYiIkRsbJBaWFZZpjBbkcSa8DkfDgHhKfPAYSk6dpr1evHhYtWoRmzZrldnyNCg8PR/ny5fHx40fFtnLlyqF169YQBCFNsZjyder36f3YVK1aFWPGjEH//v05S2gmPXnyBD/++CM8PDwAJA/tadGiBfr06YPOnTtzkpY87uHDh2jYsCGio6Mxfvx4rF69WiMfsHz48AFWVlaQSCSIjIyEkZGRBtISEeUPkydPxsqVK9G7d+90lyQiopynlUVlTEwMDhw4gPj4eJQqVQqlS5dGqVKlYGJikubYxMREbNy4EXPmzFFMaqJTsRL0W7WFtIjFd68lxMQg3uMa4j1vAP+/Bljz5s2xaNEi1KlTR7M3lktWr16Nn3/+Gfb29qhRowZOnz6NmJiYLLVlZGQEExMTmJiY4N27d4p2TExMMHDgQIwePRpVq1bVZPx8J2XJgGXLliExMRHGxsaYPXs2hgwZAisrK7HjUSYcPnxYMTy1Y8eO2LFjR7afbbt27RqaNGkCOzs7vHr1ShMxiYjyjdu3b6NevXowNjZGaGgoP3gjEolWFZWCIOD48eOYNGmSyuc0ihQpoigwS5cujeLFi2P37t2KmdWkRa2g37oddMplfrILeUQE4q+6I+H+XeD/H6bv2rUrfv/9dzg4OGTrvnLbyJEjsXnzZsyZMwfz589HZGQkTp8+jbt378LIyAjGxsaKQjH119++NzIyglQqVbQbHh6uGLqZ+hnAJk2aYPTo0WjYsKHifD09PQ6TBXDu3DmMGTMGL1++BAB06tQJa9euVbnIOWmHrVu3YuzYsYiLi0OZMmVw+PBhODk5Zbm9LVu2YMSIEWjdujXOnDmjwaRERNrv7du3KFmyJAAgKCgIJUqUEDkRUcGkVUXl3r170b9/fwCAxMQUUhsbCOHhkH/5AsTFpnuexNAIes2aQ7dWbUiyOamJPOwz4tz/Q6L3Q0AQIJVKMXDgQMybNw+lS5fOVtu5xdXVFZcvX8bu3bsV309NEgQB7u7ucHNzw/Hjx1XOaCeTyRQFprGxcZqvCxcujJ9++gnVq1fXeL68ICQkBBMnTsSBAwcAACVLlsTatWv5PEg+cf/+fXTv3h2vXr2Cnp4e1qxZg5EjR2bpg5QpU6ZgxYoV+Omnn7Bq1SrNhyUi0mIzZszA0qVL0bhx4zTLvxBR7tGqovLKlSto1apV8sLQurrQd20O3foNIZFKIcTGQv4l/P+LzHAIX5KLTal5Eeg1dIbE0FCjWZJC3yP+0gUkPn8GANDT08OoUaMwc+bMPD9k0dbWFkFBQbh58ybq16+fo9d6+/YtNm/ejJ07dyI4ODhT6/jlx+cj5HI5Nm3ahBkzZuDLly+QSqWYMGECFixYwGdQ85nw8HAMHjwYJ06cAAD069cPGzZsUDlMPyMdOnTAqVOnsH79eowaNSonohIRaaWIiAjY2triy5cvOHHiBDp27Ch2JKICS6uKSiB5vbaRI0fiypUrAACd6jVg0Klrtnsgsyop6A3i/juPpFfJwxeNjY0xbdo0/PLLL9DV1RUlU0aio6MVU5J//PgRFhbff65UkxITExWT/URFRSleqd8fOXIEJ0+exJAhQ7Bt27ZczZdToqOjcfz4caxZswaenp4AACcnJ2zatAm1atUSOR3lFEEQsGLFCsyYMQNJSUlwcHDAn3/+iZYtW6rda2lvbw9/f3+4u7vDxcUlZwMTEWmRlDkiKlSogGfPnik9kkNEuUvrikogubdnw4YNmDBhApKSkiArXxGGPXpDoqcnWqZEfz/E/Xce8uDkhaqdnZ1x4MCBPDe239vbG9WrV4e5ubli4qK8ZuLEiVi1ahUmT56M5cuXix0ny+RyOa5evYpdu3bhyJEjiIiIAJA8idGiRYswZswYrjFZQFy7dg29evXCu3fvAACNGjXCb7/9BldX1wzPS/nzqquri5CQEI2vf0lEpK0SExNhb2+PwMBAbNy4ESNHjhQ7ElGBppUf6UilUowZMwbHjx+HgYEBknx9EL17O4QszmCqCTrl7GE0YjQMuvYE9PVx/fp11KhRA+fOnRMtkyq+vr4AgPLly4ucJH0pD9yfOnUKiYmJIqfJPF9fX8ycORNlypSBq6srtm/fjoiICNjZ2WH27Nl4/vw5xo8fz4KyAGncuDEePXqEiRMnwsDAAB4eHmjWrBmaNWumWEJGla1btwJInkmWBSUR0f/8/fffCAwMRNGiRTFgwACx4xAVeFpZVKZo3749Lly4gMKFC0P+5jWit2+G/OtX0fJIJBLoVneE8cixkFoXx8ePH9G6dWvMmjUrzxRHfn5+AJKH1OVVI0aMgIWFBXx8fLBnzx6x42SKp6cnqlWrhkWLFuH169cwMzPDiBEjcPXqVfj7+2PBggV5rveacoelpSVWrlwJf39/jB07Frq6unB3d4ezszPatGmDO3fuKB0fFxeH3bt3AwCGDRsmRmQiojxJEAQsW7YMADB27FgYanjeDCLKPK0c/votb29vtGrVCu/evYOksDmMBgyG1MJS1ExCQgLizv2LhLu3AQBNmzbFgQMHYG1tLWquESNGYMuWLZg7dy7mzZsnapaMLFu2DNOmTYOdnR18fHygJ+LQ5sxo164d/v33X9StWxeTJ09Ghw4d+I8dqRQYGIjff/8d27dvV8yQ7OrqCl1dXXz8+BHv37/H27dvUaJECQQGBrJnm4jo/125cgUuLi4wMDDA69evUbRoUbEjERV4Wt1TmaJatWrw8PCAvb09hPAwRG/dhKR3waJmkujqwqB9Jxh06wXo6eHKlSto06ZN8sy1ItKG4a9A8ieP1tbWCAgIwOrVq8WOo5aHDx/i33//hVQqxb59+9CzZ08WlJSu0qVLY/PmzfDx8cHAgQMhlUrh7u6O8+fP4/79+3j7Nvn57J9++okFJRFRKjt37gQADBgwgAUlUR6RL3oqU4SGhqJ169Z48OABZOXsYTRgiNiRAADyjx8QvW0ThOhoTJkyRTFkQwwlSpRAcHAwbt26hXr16omWQx0bN27EqFGjIJVK8ffff+fpNRwFQUDPnj1x5MiRfLkUCuU8Hx8fXLhwAaamprC0tISlpSWsra21Zv1bIqLckJiYCGtra3z69AmXLl367oRnRJQ78lVRCfxv2KRO1eow7N5L7DgKic+fIeZA8vOBFy9exA8//JDrGaKiohRr5H369CnPT/whCAJGjhyJLVu2wMDAABcvXkSjRo3EjpVGcHAwhg0bhrNnzwIAvLy84OjoKHIqIiKi/Cdl6GuRIkXw/v176OjoiB2JiJBPhr+m5uPjAwCiP1P5LZ1KDtB1qgMAGDRoEKKjo3M9g7+/PwCgSJEieb6gBJInPlq/fj06dOiA2NhYdOjQAU+fPhU7lpKDBw+iatWqOHv2LAwMDLB+/XoWlERERDkgISEBbm5uAIAOHTqwoCTKQ/JdUfnixQsAgNQybxWVAKDfqi0khQvj7du32LZtW65fX1uep0xNR0cHBw4cQP369REWFobWrVsrnjUT0+fPn9G3b1/07t0bYWFhcHJywv379zFq1CixoxEREeU7Pj4+aNSoEQ4dOgQA6N+/v8iJiCi1fFdU5tWeSgCQ6OnBoFETAMDy5cuRkJCQq9dPKSrz8nIiqhgZGeHkyZOoUKEC3rx5gzZt2iA8PFy0POfPn0e1atWwf/9+yGQyzJ07Fzdv3oSDg4NomYiIiPIjQRCwfv161KxZE3fu3IG5uTkOHjyI5s2bix2NiFLJV0VleHg4QkNDAeTNohIA9Go6oWjRoggMDMSFCxdy9dopa1RqU09lCktLS5w7dw7W1tbw9vZGz549IZfLNdJ2SEgI5s6dC2dnZ5w8eVJpnyAICAoKwj///IP58+ejbdu2aNWqFYKDg1GhQgXcuHED8+bNg66urkayEBERUTIvLy+0adMGY8aMQUxMDJo3b674HYCI8pZ8NRg9ZeirxMQUEn19kdOoJtHVhaWlJT58+JDrzwJo4/DX1Ozs7HD27Fk0bNgQFy5cgJubG8aNG5fl9h48eIBVq1Zh//79il7jTp06YerUqZDJZLh//z7u37+PDx8+pDl3woQJWLx4MYyMjLJ8fSIiIkrLy8sLCxYswLFjxwAA+vr6WLJkCSZMmACpNF/1hxDlG/myqMyrvZQAICQlKXoMK1asmGvXDQ0Nxe3btwEAVapUybXrapqjoyOWLl2K8ePHY/r06WjdurXaw3nlcjm8vb1x+fJlHD16FFevXlXsa9iwIcqUKYO9e/fijz/+UDpPJpOhcuXKqFWrFmrVqoWmTZtyMh4iIiINEgQBDx8+VComJRIJevfujblz5+bq70xElHn5qqhUPE+ZByfpSSEPD0dCQgIMDAxga2uba9ddu3YtYmNjUbduXVSvXj3XrpsTxowZg6NHj8Ld3R2DBw/GiRMnUKRIEUgkEqXj5HI5Hj16hMuXL+PKlSu4cuUKwsLCFPt1dHTQo0cP/Pzzz6hbty4AwNXVFQcPHkSZMmUURWTVqlVhaGiYq/dIRESUHz148ACXL1/G27dvERwcrPTfmJgYAP8rJmfPns35Coi0RL5ap7JXr144dOgQ9Fu2gV5DZ7HjqCT39UHU3l2oVq0aHj16lCvXjIyMRKlSpRAWFoYjR46gW7duuXLdnBQQEIBq1aohMjISAGBsbIzSpUvDzs4OpUuXRnBwMK5evapURAKAiYkJnJ2d4eLign79+qFkyZJixCciIipwoqOjUaxYMcW/3d+SSqXo2bMnZs+ejcqVK+dyOiLKjnzTUymXy3Hv3j0AeXv4qzwqCgDw7NkzLFiwAL/88kuOT/Kybds2hIWFwd7eHp07d87Ra+UWOzs77N69GxMmTMCbN28QFRWFp0+fplnHMnUR6eLiglq1anFSHSIiIhE8efIEkZGRMDU1xYgRI2BjY4MSJUqgRIkSsLGxgY2NDUcGEWmpfNNTefr0abRv3x7Q14fJxGmQGBiIHUklaUICmj/3xt9//w0AqFatGlxdXVGmTBnY2dkp/mtmZqaR6yUmJsLe3h6BgYFYv359vlxHMTY2Fq9fv0ZgYKDiZWpqqigiuTgyERGR+LZu3Yrhw4ejefPmuT4DPhHlrHzz2/by5csBALpOdfNsQQkkr1V5+PBhHDhwAGPHjoW3tze8vb3THGdvb48hQ4Zg8ODBsLGxyfL1Dh8+jMDAQBQtWhSDBg3KTvQ8y8DAABUqVECFChXEjkJERETpSPl9R9vndiCitPLFvMx3797F5cuXAakUevUaiB3nuyQSCfr06YNnz55h/fr1mDZtGnr06IE6derA8v8nGfLz88PMmTNha2uLDh06ZOn5y8TERCxduhQAMH78eA4pISIiUoOdnR0kEgkCAgLEjpKvpBSV1apVEzkJEWlavigqV6xYAQDQqVodUg0NG80NxYoVw6hRo7B06VIcOnQIt2/fxocPHxAeHo4dO3bA2dkZcrkcp06dwtSpUzPd/qJFi/Dw4UOYmppizJgxOXAHRETZd/z4cfz4449wcnJC8eLFoaenh8KFC6Nhw4ZYvXo14uPjVZ7n7u6OCRMmoEGDBihRogT09fVhamoKJycn/Pbbb4iIiMhypmfPnqFfv34oXrw4DAwMUK5cOUyZMgXh4eFZbrMgio6OhqGhodJSVikFm0QiweTJkzM8f/Xq1YpjU8/wHR0dDT09PUgkEjx48EDluVeuXFGct2zZMpXHJCQkwNjYGBKJJPnDacpRKY+jpPdnmoi0l9YXlQEBATh8+DAA5NkZXzPLzMwMgwYNwrVr1zBhwgQAQKlSpTLVhoeHB+bPnw8AWL9+PSwsLDSek4hIE5YvX45NmzbhyZMnMDQ0hKOjI0xMTHDz5k38/PPPaNiwocpibuvWrVi7di3u3r0LHR0dVK9eHRYWFnjw4AHmzJkDR0dHvH79OtN53N3d4eTkhH379iEpKQlVqlRBSEgIVqxYAScnJ7x//14Dd509c+fOhaOjI6ysrFCkSBE0btwYFy9eFDtWGhcuXEBsbGzynAcqpHyP07Nnzx6V242MjFCrVi0AwLVr11Qec/36dcXX6R1z//59REdHQ1dXF/Xq1Us3B2lGyv+zu3fvipyEiDRN64vK1atXIykpCbKy9pBZFxc7jsY9fvwYABTrKKojPDwc/fr1g1wuR//+/dGvX7+cikdElG3Dhw+Hu7s7IiIi8PLlS9y5cwdBQUG4efMmSpYsiXv37mHmzJlpzuvSpQvOnDmDr1+/IjAwEHfu3EFAQAAeP36M6tWr49WrVxg9enSmskRERKBXr16IiYnBhAkT8PbtW9y7dw+vX79Go0aN8PLlSwwbNkxTt55lZmZm2L59O969e4fXr1/Dzs4O7dq1y7WlqtR16tQpAFBZVFasWBEhISHpFsM+Pj64e/duuoveN27cGEDGRaVEIkHp0qXh4eEBVfMSphSetWvX5iMiuaB27doAoJitn4jyD60uKsPCwrB582YA+aeXMjW5XI47d+4AUL+oFAQBo0aNQmBgIMqWLYt169blZEQiomwbPHgwXFxc0iz3U79+faxcuRJA8hDZb3Xr1g2tW7dOUwxUrlwZW7ZsAQCcO3cOsbGxamfZsGEDPnz4AAcHB6xcuVKRycLCAvv27YOOjg5Onz6N+/fvZ+YWNW7SpEmoVasWZDIZTExMMHnyZMTHx+PSpUui5kpNEAT8+++/KFKkCBo2bJhmf//+/QGk3xu5e/duAMCAAQNU7k8pKlP3SKaQy+W4ceMGHBwc0LZtW3z+/DnNklPA/wrSJk2aqHFHlF1OTk4Akp+tzMyfSyLK+7S6qNy4cSOioqIgtSoGWTl7seNo3PPnzxEREQEjIyOl51EysnPnThw8eBA6OjrYt28fChUqlMMpiYhyTqVKlQAkP0OXlfOSkpIQFxen9nlHjx4FkFzoymQypX2lSpVC8+bNAQBHjhxRu8158+ZBIpFg3rx5+PTpE8aMGYOSJUsqhvoeOHBAcWxgYCCGDBmiWK/PyckJp0+f/u41UtpQ5wPI8PBwGBoaQldXN8OhvO3bt4dEIlH6cNLFxUXx/KGXlxe6d++OYsWKQSqVYseOHUrn379/H8HBwWjdunWa7yUANG3aFLa2tjh27Bii/n8N5xSCIGDv3r0wNDRE165dVeZzdnaGRCJBSEgI/Pz8lPY9evQIX79+hbOzMxo1agRAdY+mh4cHgP8VqKrcunULbdq0gbm5OYyNjdG4ceM8Vbxrk9KlS8PCwgIJCQkqZ74nIu2ltUVlXFwc1qxZAwDQa9hY6QH+/OL27dsAkj/ZU2etRV9fX4wbNw4AsGDBAj4fQkRa7+bNmwD+9yxWZs8rW7as2uv+JiYmKoblpRQi30rZ7unpmak8QPLomvr162Pr1q0oVqwYLCws8OjRI/Tp0we7du2Cj48P6tati0OHDsHGxgYmJia4f/8+OnXqlOHzkmfOnMHy5csxdOhQlT2C3ypcuDC6dOmCxMRE7N27V+Ux79+/x7lz56Cnp4c+ffqk2X/16lXUr18f586dg62tLcqUKZPmmIyGvgLJM6H369cPUVFROHbsmNK+69evIyAgAJ07d4apqanK84sUKYLKlSsDSFswpvReOjs7w9nZWeUxz58/x8ePHyGVStP9/33q1Ck0adIEd+7cQbly5aCrq4vr16+jVatWnNgnCyQSiaK3kkNgifIXrS0q9+/fj3fv3kFiagqdqvlzauqUv3Dr1Knz3WP9/PzQo0cPREVFwcXFBdOmTcvpeEREOSIpKQlBQUFwc3PDlClTYGxsjMWLF3/3PEEQEBISgr1792Lw4MHQ0dFRDJ9VR0BAABISEgAkF6OqpGz39fVVu90U69evh62tLd68eYN79+4hKCgIS5YsAQDMmDEDAwcORLNmzRASEoK7d+/i/fv3+PHHH5GUlKTymVIAuHHjBnr06IEmTZpg/fr1amcZOnQogOTRLars3bsXiYmJ6NixI4oUKZJm/4IFCzBo0CC8f/8ed+/ehb+/P3r16qV0zKlTpyCTydC6det0c6QMbU0Z6prie0NfU6QMW/12CGxKAens7IzSpUujZMmS6R5TrVo1FC5cWGX7kyZNwoIFCxT3+eHDB/Tr1w+JiYmYMWNGhtlItZTnKjlZD1H+opVFpSAIWL58OQBAt15DSNToxdNGHz9+BADY2tqme0xMTAzmzJmDKlWq4OHDhyhSpAh2796tcqgREVFetmrVKkgkEujo6MDW1hZjx47FDz/8gFu3bmU4rPP48eOQSCSQSqUoXrw4+vfvjwoVKuDy5cvo1KmT2tcPCwtTfG1ubq7ymJTtqY9Vl46ODvbs2QMrKyvFtilTpqBkyZJ49+4d3rx5g61btyp65qRSKZYsWQIDAwPcvn0bnz9/Vmrv2rVraNWqFRo3boxTp05BT09P7Sw//PAD7Ozs8OjRI3h5eaXZn1JsDh48WOX5VatWxfr162FkZKTYlvrZ1pCQENy7dw+NGjVK93sJJD//WrNmTfz333949+4dgOSRSIcPH4aVlRVatGiR4X2kN1mPh4cHbGxsFD2ojRo1wuvXr5VmA04pMjMa+tq6dWvMmDFD8W+qrq4uVq1aBX19fXh6embp56CgY08lUf6klUXluXPn8OTJE0BPD3pO3+/F01aRkZEAABMTE5X7T548icqVK+O3335DfHw8WrZsiVu3bqFkyZK5GZOISCNKlCiBRo0aoW7duihWrBiA5OU99u/fn+GyExYWFmjUqBHq16+PEiVKQCKR4Pbt29i1axdiYmLUvn7qiUPSK9D09fUBIFPtpmjTpg1sbGyUtslkMsVC8H369FEq0oDkoaophdGrV68U2y9evIg2bdqgU6dO+Oeff9Kc9z0SiQSDBg0CkLa30svLC48ePYK1tXW6vYz9+/eHVJr+rxCnT5+GIAjpDn1NbcCAAUhKSsL+/fsBJPdwhoeHo0+fPt999COlIPT19VU8H/ry5Uu8fftWMewVgMrnKtWZpGf48OFptllaWsLOzk5xLcqclJ7Kx48fc7IeonxEK4tKRS9lrTqQ5OMpwFOKym+fJ3n16hU6duyIjh07IiAgACVLlsSRI0dw9uxZlC9fXoyoRETZ1qNHD1y/fh2enp4ICQnBrVu3YGdnh0WLFimeF1elcePGuH79Om7evImgoCA8efIE9evXx6ZNm9Kd5EUVAwMDxdfpLc6eMulPVpafKFeunMrtRYsWVWt/yr8JADBy5EhERUXh7NmzKF68OCwtLWFpaYnx48ernWfIkCGQSCTYt28fEhMTFdtTisz+/funO+rFwcEhw7a/9zxlan369IFMJlMMeU35b8rssBkpWbKkosBL6XlM/TxlipSiMmXfu3fvFEV6Rj2V6f0/SeltTv3/hNRja2sLS0tLJCYm5rklcIgo67SuqHzw4AH+++8/QCqFXv0GYsfJUSn/WN2+fRuLFy/G8OHD4erqisqVK+PkyZPQ0dHB9OnT8ezZM3Tr1i1fTlZERAVXvXr18O+//0JfXx+bNm1CYGCgWuc5ODjg5MmTKFasGM6ePatyyQlVUg/TTG9YY8r2jIZ0pie93sSUv7u/tz/1OosvX76EIAj4+PGj0mvt2rVq5yldujSaNWuG0NBQnDlzBkDyZEX79u0DkP7QVwAwNjZOd198fDwuXryIsmXLfrf4BABra2s0b94cXl5euHr1Ks6cOYNKlSoperS+59shsKqKSkdHR5iYmCiOSflv+fLlYW1tnW7b6d1nSi+tqrUvKWMSiYTPVRLlQ1pXVK5YsQIAoFO5KqSFM/+PujZJmWJ95cqV+PXXX7F161ZcvnwZsbGxaNasGR49eoQlS5akOzyWiEjb2djYoEaNGpDL5Xj48KHa5xkbG8PFxQUA1F5T0s7OTrEuZXrDGlO255dRId9O2HPmzBmEhoaidu3aai9l9S13d3dERkaq1UuZImVCngEDBiA+Pv67E/Sk9m1Ree3aNZiamqJ69eqKY2QyGerXr4+nT5/i8+fPimMz6qWknMPnKonyH62a4SYhIUHxS4VeQ+fvHK39+vbti40bN8LW1hblypVTvBwcHODk5MSeSSIqEFKGZqYeopkT5+no6KBWrVrw9PSEh4eHymUmUtY1zC9LNnXt2hWFCxfGyZMn8fnzZ8Vakxn1Un5PZoa+pujSpQtMTEzw+vVrxVIj6kp5JvLhw4d49eoVfHx80KJFizRDd52dnXHx4kV4eHioNUkP5ZyU4ePfri9KRNpLq4rKpKQkRPz/kFBJJma501azZs3CrFmzxI5BRCSagIAAxYeJjo6Oap/35csXuLu7AwBq1Kih9nldu3aFp6cnduzYgcmTJysVJq9fv1asF9mtWze128zLDAwM0KdPH6xfvx5//fWXYhZZVWtTquv06dMwNTVF06ZN1T7HyMgIkydPxvXr11G+fHmULl1a7XMrVqwIKysrhIaGYtmyZRAEQWnoa4qUDwlOnz4Nb29vABlP0kM5w8vLC7/99huA5A8TiCh/0KrhrwYGBqj6/8NxEh5wyAQRkba7d+8e5s6dq3K46dmzZ9GmTRskJiaibdu2SpOmBAcH4+eff06eCfwbt27dQuvWrfH582dUq1YtTXFz5MgR2NnZqSw8Ro0aBUtLSzx79gyTJk1SrFv56dMn9O3bF4mJiWjTpo1i+F5+kDIENmUm8fTWplTHkydP8OrVK7Ro0SJTS5wAwLx583Dx4sVMrbeZIuX/5fbt25Xep1a/fn3IZDLs3LkTSUlJsLGxSXc9UsoZERER6NmzJ+Li4tCuXTtMmDBB7EhEpCFaVVQCUAyJSXzFabyJiLRdREQEFixYgHLlyqF48eKoU6cOHB0dYW5ujjZt2uD58+eoU6dOmmUv4uPjsXr1alStWhUWFhZwcnJCrVq1ULRoUTRo0AC3bt1CuXLlcOzYsTTDICMjIxEYGIigoKA0eQoVKoQDBw7AwMAAa9asQYkSJVC7dm2UKlUKHh4esLOzw7Zt23L0e5LbateujerVqyuGCef20FdNSBnGGhsbCx0dHZXDk01MTODo6KhYxoK9lLlv2bJl8PX1ha2tLXbu3JnhsjREpF207k9zrVq1AADy0FAIcrnIaYiIKDscHR2xevVqdOzYEcbGxnj+/DmeP38OQ0NDtGnTBtu3b8eNGzdgaWmpdJ61tTU2btyInj17wtLSEv7+/vD29oZEIkGzZs2wZs0aeHt7p7skREZ++OEH3L17F71794ZEIoG3tzeKFSuGSZMm4f79+xnOFqqtUgrJjNamVMepU6cgkUjQtm1bDSVTT+pnI2vVqpXuTLqpn5Pl85S5KzQ0FCtXrgQArFq1ChYWFiInIiJNkghaNh92UlISTExMEBsbC+NxEyH95heNvE4mkSBszi9ixyAiIlKYMWMGli5diilTpmDZsmVZauPz58+wsrKCk5MTPD09NZyQtN3EiROxatUq1K5dG7dv3+Zkg0T5jNb1VMpkMsWzLIkBHAJLRESUHQkJCdi1axcAYMiQIVlu5+zZs0hKSsr1oa+U97158wZubm4AgEWLFrGgJMqHtK6oBICWLVsCAJL8ORU1ERFRdqxZswbv3r1D06ZNUbly5Sy307dvXwiCgNmzZ2swHeUHN2/eRHx8PCpXrozmzZuLHYeIcoBWFpWtWrUCACS+8oeWjd4lIiISXUhICFxcXFCtWjVMmTIFUqkUCxcuFDsW5VMpzza/f/9e5CRElFO0sqisWbNm8tCJ2FgIUVFixyEiItIqsbGxuHLlCnx8fFClShUcOnRIaRIbIk2qUqUKZDIZPn36hODgYLHjEFEO0BE7QFbo6emhePHiCA4OhvAlHDAxETsSERGR1rCzs+NIH8o1BgYGcHBwwOPHj+Hl5YUSJUqIHYmINEwreyoBoFSpUgAA+ZcvIichIiIioow4OjoCALy8vMQNQkQ5QmuLyrJlywIA5G/TLl5NRERERHlHjRo1ALCoJMqvtLao7Nq1KwAg4eF9CElJIqchIiIiovSwqCTK37S2qOzQoQOsrKwgREYi0ddH7DhERERElI6U4a/+/v6IiIgQOQ0RaZrWFpV6enoYPHgwACDhticnHCAiIiLKo4oWLQobGxsIggBvb2+x4xCRhmltUQkAI0aMgEwmQ9JLPyTcvS12HCIiIiJKR8oQ2Js3b7IzgCif0eqi0t7eHkuXLgUAxJ09jSRO2kNERESUJ6UUlVOmTIGlpSWaNWuGSZMmISAgQNRcRJR9EkHLPyoSBAFdu3bF8ePHISlsDuMfx0JiaCh2rHTJJBKEzflF7BhEREREucrHxwd9+/bFw4cPkZRqksVWrVrh7NmzIiYjouzS6p5KAJBIJNi+fTvKli0LITwM8TeuiR2JiIiIiL5RsWJF3Lt3D5GRkbh37x7c3NwAABcuXMDbt29FTkdE2aH1RSUAFC5cGPPmzQMAJPr7iRuGiIiIiNJlYGCAWrVqYfTo0WjcuDHkcjkOHz4sdiwiyoZ8UVQCgKurKwBA/i4YQmysyGmIiIiI6HtKliwJAIiLixM5CRFlR74pKkuWLAl7e3tAEJD0OlDsOERERET0HU+ePAEAVK1aVeQkRJQd+aaolMvliIyMTH4jk4kbhoiIiIgylJCQgOfPnwMAqlSpInIaIsqOfFNU3rp1CyEhIYC+PmSl7cSOQ0REREQZ8PPzQ3x8PIyNjVGqVCmx4xBRNuiIHUBTjh49CgDQqVAJEp18c1tEWi8pKQkeHh74559/IAgC+vbti1q1akEikYgdjYiIRPTs2TMAgIODA6TSfNPPQVQg5YvqSy6X/6+odKgschoiio2NxcWLF3Hs2DH8888/+Pjxo2LfypUrUa1aNWzbtg21a9cWMSUREYkpdVFJRNotXxSV+/fvx6tXrwA9fejYVxA7DlGB9OXLF5w+fRrHjx/HmTNn/veMM4AiRYqgQ4cOiIuLw7Fjx+Dt7Y0VK1Zg//79IiYmIiIxpTxPyaKSSPtpfVEZHR2NGTNmAABkJW2R+OwpJPr6kNqWgtTYWOR0RPnbu3fv8M8//+DYsWO4dOkSEhISFPtKliyJLl26oHPnzmjSpAl0/n9Y+tmzZ9GmTRvcu3dPrNhERJQHpBSVlSpVEjkJEWWX1heV//zzD4KCggAASS/9kPTST7FPalkUstJ2kJUuA1np0pCaFRYpJVH+4efnh2PHjuHYsWO4desWBEFQ7HNwcECXLl3QpUsXODk5qXxu8syZMwDA52eIiAqw+Ph4PH36FACLSqL8QOuLysaNG6N79+4IDw+HRCKBRCLB27dv8eTJE8g/foD84wck3LsDAJAUNv//ItMOOqXtICliwclCiL5DEAQ8ePBAUUimrCmWol69eooeyYoVK2bY1okTJ7BmzRoAwIoVK3IsMxER5W1Xr15FdHQ0ihUr9t1/O4go79P6orJEiRI4fPhwmu2fPn3C9evXcfXqVVy9ehX379+HPDwMieFhSHz4AHEAJCYmkJUuA13HmpDZl4eEPSdECh8/fsS2bduwadMm+Pv7K7br6OjA1dUVXbp0QadOnWBjY6NWe2/evMGQIUMAAJMmTUK7du1yJDcREeV9J0+eBAC0a9eOI1eI8gGJkHrsWj4WERGBmzdvKopMT09PxMfHK/ZLLSyhW78hdB1rQqKnl2M5ZBIJwub8kmPtE2WHIAi4efMm3NzccPjwYcWfESMjI7Rp0wZdunRB27ZtYW5unql2ExMT4eLiAg8PD9SuXRseHh7Qy8E/Z0RElHcJgoBy5crh1atXOHr0KLp06SJ2JCLKpgJTVH4rNjYWt2/fxokTJ7BlyxZ8/fo1eYeBIfRq14Fu3fqQFjLT+HVZVFJeFBERgb1792L9+vV49OiRYnvt2rUxevRo9O7dG0ZGRlluf+3atZgwYQJMTU3x4MEDlCtXThOxiYhICz19+hRVqlSBnp4ePn36BBMTE7EjEVE2FdiiMrWIiAhs374dq1evxsuXL5M3SqXQqVwVeg0aQVaipMauxaKS8hJvb2+sX78ee/bsQUREBADA0NAQffr0wejRozWyjmRERATKlSuHDx8+wM3NDaNHj852m0REpL0WLVqEmTNnolWrVjh79qzYcYhIA1hUppKUlIRTp07hzz//xJUrVxTbZbalYdCpC6SWRbN9DRaVJLa4uDj8/fffWL9+Pa5fv67YXrFiRYwaNQqDBg3K9PDWjMybNw/z589H+fLl8eTJE+jq6mqsbSIi0i7R0dGoV68eHj9+jC1btmDYsGFiRyIiDWBRmY779+9j1apVOHDgABISEiCzLQ2jYSOz3S6LSkotPv7/2rvzqCqr/Y/j78OMgigyOQDK4ICzmPMA4pCZVtfspjk23FLLbNCy0dvkLyuHSs1K025hpWmpaVkK1nVORS3QcgQVRQGVeTjn/P4wz5VABQQOyOe11rM4PMN+voe1BD9n72fvXPbu3UtKSgq2trbY2dlha2tr2S5/b2dnR6NGjW5oiNDRo0dZsGABixYt4uzZs8ClSXfuvPNOxo0bR3h4eJnPhnzmzBkCAwPJyMhg2bJl3H333WXavoiIWN+GDRt48cUXSUhIwMvLCy8vLzw9PQt89fLyIi4ujrfeeoukpCQcHBw4deoUdevWtXb5IlIGFCqv4/DhwzRr1oz8/HxqPPIYtj4+N9SeQmX1lpSUxNatW9myZQtbtmzh119/JTs7u1jX2tra0q5dO3r06EGPHj3o3r07np7X7j03Go2sXbuW+fPn8/3331vWlGzQoAH/+te/ePDBB4s9e2tpPProo8ydO5eOHTuybds2LeEjInIT+eOPP3j66actM7kWV6NGjZg9ezZ33HFHOVUmIhVNobIY7rnnHpYtW4Z96C04DbrzhtqqqFC5efNmNmzYwKhRo2jUqFG5308uzXB68eJFLly4UGA7efIkW7duZevWrRw6dKjQde7u7vj6+mI0Ggts+fn5ltc5OTmkpKQUurZ58+Z07twZe3t7cnJyCm1//PEHCQkJlvP79u3L+PHjuf3227GzK98VhQ4dOkTz5s3Jz88nKiqKsLCwcr2fiIhUjJSUFF555RXmzp1Lfn4+tra2jB8/nmHDhpGSkkJSUhJnz54t8DUpKQlbW1vGjRvHiBEj9CiEyE1GobIYoqOjCQ8PB3sHXJ56BoOTU6nbqohQuWnTJm699Vays7OxtbXlnnvuYfLkybRr165c73uzOXnyJBs2bCA1NdUSEIsKjZe3zMzMYrXbokULunbtatmCg4OL1YOXkJDAL7/8wi+//MLPP/9MbGxsse7n7u7O2LFjefjhhwkODi7WNWVh/vz5jB8/ng4dOrBz584Ku6+IiJSPvLw8PvjgA6ZNm2b5oHPgwIG8/fbbNGvWzMrViYg1KVQWg9lspkWLFsTFxeE0+C7s25d+RszyDpW//vorvXv3Ji0tDV9f3wK9VP369WPKlCn07t1bwxCvITk5menTp/P++++Tk5NT4uudnZ2pVasWbm5uuLm54eHhQYcOHejatSudOnUqs0lwzp07x+bNm4mJicHGxgZHR8dCm5ubG71798bZ2blM7lkS27Zto0uXLri6unL27FkcHR0rvAYRESkbhw8fZtCgQcTFxQHQsmVLZs6cSd++fa1cmYhUBgqVxfT888/zxhtvYNe2Pc53Dil1O+UZKuPi4ujRowfJycmEh4ezdu1aDhw4wIwZM/jqq68wGo0A9OjRg++++w5XV9dyqaOqSk9PZ/bs2bz11luWdUtDQ0MJCgrCzc2tQFC8vP19X61atXBwcLDyO6kcTCYTDRs2JDExke+++47bbrvN2iWJiEgpHDlyhLCwMBISEvD09OTVV1/lgQceKPfHKESk6tBvg2Lq1q0bAMb441aupGjHjx+nX79+JCcn06FDB7799lucnJxo27YtkZGRvP7668yaNYuPP/6YX375hUWLFvH4449bu+xKITc3lw8//JBXX32VpKQkANq2bcv06dPp37+/enVLycbGhjvvvJP58+ezcuVKhUoRkSro2LFjhIeHk5CQQNOmTYmOjsbnBictFJGbj421C6gqunTpAoA5JRlTerqVqynozJkz9OnThxMnThASEsK6desK9UI2btyYd999l7fffhuADz74gOreSW00Gvnss89o1qwZjz32GElJSQQGBrJ06VJ27drFrbfeqkB5g/7xj38A8O2331p6ykVEpGqIj48nPDyc+Ph4goOD2bhxowKliBRJobKY6tSpQ4sWLQAwJsRbuZr/OX/+PP379+fQoUM0atSI9evX4+HhcdXzR4wYQc2aNTlw4ADR0dEVV2glYjabWbNmDe3atWPkyJEcPXoUHx8f5s+fT1xcHPfeey82NvqnURZ69epFnTp1OHv2LFu2bLF2OSIiUkwJCQmEh4dz7NgxgoKCiIqKKtclqESkatP/nEvg8hDY3KifMCaesnI1kJGRwcCBA9m7dy/e3t78+OOPNGjQ4JrX1KpVi5EjRwKXZuesjiZMmMCgQYPYv38/tWvXZvr06Rw+fJhHHnlEU5yXMXt7e26//XYAli5dauVqRESkOE6ePEl4eDhHjhwhICCAqKio6/7/QkSqN03UUwL79+8nLCzs0jTaNjY4dOuBQ89wDCUIImU1UU9ubi533HEH33//PbVr12bTpk20bt26WNfu27ePNm3aYGdnR3x8PPXq1bvheqqKjRs3EhERgcFgYPLkyTz77LNlNhurFO2HH36wDCVet24d/fv3t3ZJIiJyFadOnSIsLIw///yTxo0bEx0djZ+fn7XLEpFKTj2VJdCqVStiY2MZOnQomEzk/rKJzAVzK3w4rNFoZMSIEXz//ffUqFGDtWvXFjtQArRu3ZquXbuSn5/PwoULy7HSyiUnJ4fx48cDMG7cON58800FygrQv39//vWvf2E2m7nvvvuIj688w8dFROR/EhMT6d27N3/++Sf+/v5ERUUpUIpIsShUlpC3tzdfffUVX3/9Nd7e3pjOnSVz0Ydkf/8d5tzccr+/2WzmkUceYdmyZdjb2/PNN99YJhEqiXHjxgHw4Ycfkp+fX9ZlVkpvv/02Bw8exNvbm9dff93a5VQrc+bMoX379iQnJzN06NBSrf8pIiLl58yZM0RERHDw4EH8/PyIiorC39/f2mWJSBWhUFlK//jHP4iNjWX06NFgNpO3bQsZ898j/8jhcr3vs88+y8cff4yNjQ2RkZGlXnT47rvvpm7duiQkJPDdd9+VcZWVz5EjR3jttdcAmDlzJrVr17ZuQdWMk5MTy5cvp06dOuzYsYOnnnrK2iWJiMhfkpKSiIiIIC4ujoYNGxIVFUXjxo2tXZaIVCEKlTfA3d2dxYsXs27dOnx9fTGnppD16SKyV63EnJ1d5vf7v//7P2bMmAFc6mG8++67S92Wk5MTDzzwAMBNPwTWbDYzYcIEsrOziYiIYNiwYdYuqVpq3Lgx//nPfwCYO3cukZGRVq5IRETOnTtHnz59+P3332nQoAFRUVEEBARYuywRqWIUKsvArbfeyu+//255Xi9v969kzJ1D/sG4MlsL8oMPPmDq1EsT/Lz99tuWQHgjevbsCVx6KP9m9vXXX/P999/j4ODA3LlztfakFQ0cOJAXXngBgIceeojff//dyhWJiFRfycnJREREsH//furVq0dUVBRBQUHWLktEqiCFyjLi6urK3Llz2bRpE0FBQZjTLpK19DMy584h55dNmC6cL3XbS5cutQTW559/vsyGDmb/1Zvq5ORUJu1VRmlpaTz++OMAPPPMMzRt2tTKFcm0adPo06cPmZmZDBkyhLS0NGuXJCJS7aSkpNCnTx/27duHt7c3UVFRBAcHW7ssEamiFCrLWM+ePdm3bx9TpkzB2dkZ07mz5G5YT8bst8lcspDcmN2kp6cXu721a9cyatQozGYz48eP59VXXy2zWrOysgBwdnYuszYrm5deeolTp04REBBg6ekV67K1tSUyMpKGDRty8OBBHnjggTLr0RcRketLTU2lb9++xMTE4OXlRVRUlD50FZEbolBZDpydnXnzzTc5ffo0ixYtIiwsDMxmjEePkLlyOd7e3owaNYqffvoJo9F41XZ++eUXhgwZQn5+PsOHD+e9994r06Gbl0PlzdpTGRMTw7vvvgtceobvZg7PVY2npydfffUVdnZ2LFu2jDlz5li7JBGRauH8+fP069eP3bt34+npycaNG2nevLm1yxKRKs5gVhdBhTh27BifffYZn376KX/++adlf4MGDRgxYgSjRo0iJCSEjIwM1qxZw9KlS1m7di15eXncfvvtrFixAnt7+zKt6cMPP+Thhx/Gzs6OcePGMX78eFxcXLC3t8fBwQF7e3vLZmNTtT5/MJlMdOvWjW3btjF06FC++uora5ckRXjvvfeYOHEidnZ2REdH061bN2uXJCJyU0pPT2fevHm88847JCUl4eHhwcaNG2nVqpW1SxORm4BCZQUzm81s376dTz/9lC+++ILU1FTLsZYtW3L06FEyMjIs+wYMGMDXX39dLr1sycnJjBo1irVr1173XFtbWxwcHHBxcaFevXrUq1eP+vXrF/nVx8cHR0fHMq+3JL7//nsGDBiAi4sLBw4coEGDBlatR4pmNpsZPnw4X3zxBfXr12fPnj14eXlZuywRkZvGxYsXef/995k5cybJyckABAQEsGLFCtq0aWPl6kTkZqFQaUU5OTl89913LFmyhLVr15Kfnw9cWnph2LBhDBs2jJYtW5Z7HRs3buSFF15g79695OXlkZeXd8Nt9uzZk5UrV+Lu7l4GFZbc4MGDWb16NY8//jizZ8+2Sg1SPOnp6dxyyy0cOHCA8PBw1q9fj52dnbXLEhGp8j755BOefPJJzp8/D0BwcDDPP/88w4cPL/PRTyJSvSlUVhJnz57lp59+IiAggI4dO1p12Quz2Ux+fj55eXnk5uZagmZubi4XLlwgMTGRxMRETp06VeTXy6G0W7du/PjjjxX+LOOxY8cICAjAbDZz4MABTT5QBcTGxtKxY0cyMjKYOnUqb7zxhrVLEhGp0j799FNGjx4NQPPmzXnhhRf45z//ia2trZUrE5GbkUKllCmz2cyePXvo3bs3Fy5c4K677mLZsmUV+kfsueeeY/r06URERPDTTz9V2H3lxnzxxRcMGzYMg8HA3r179ZyPiEgpffvttwwZMgSj0cjEiROZOXOmwqSIlKuqNfuKVHoGg4H27dvz7bff4uDgwMqVK5k4cWKFLRmRk5PDxx9/DMCECRMq5J5SNu69917uvvtuzGYzU6ZMsXY5IiJV0saNG7nnnnswGo2MGTOGWbNmKVCKSLlTqJRy0atXLz7//HMMBgPz5s1j+vTpFXLf5cuXc/bsWRo2bMigQYMq5J5SdqZPn469vT3ff/+9eplFREpox44dDB48mNzcXO666y4++uijKjd7u4hUTfpNI+Xm7rvvtqw/+Pzzz7N48eJyv+e8efMALEulSNUSFBTEuHHjAJgyZQomk8nKFYmIVA2//fYbAwYMICMjg4iICCIjI/V3UEQqjJ6plHL37LPP8uabb2Jra8vq1asZMGBAudwnJiaGdu3aYWdnR0JCAj4+PuVyHylf586dIzAwkIsXL/Lpp58ycuRIa5ckIlKpZWRkEBwcTGJiIp06deKnn37CxcXF2mWJSDWinkopd9OnT2fkyJEYjUbuvvtupk+fzqlTp8r0HikpKfzrX/8CYMiQIQqUVZiHhwdTp04FLvVwZ2dnW7kiEZHKbe/evSQmJuLu7s7atWsVKEWkwilUSrkzGAwsXLiQ/v37k5mZyXPPPYefnx+DBw/m22+/veF1MU+dOkXPnj3ZuXMn7u7uvPTSS2VUuVjL448/TsOGDUlISODdd9+1djkiIpXa5TUnXVxcrLY+tIhUbxr+KhUmNzeXyMhIFi5cyH//+1/Lfh8fH0aNGkWnTp3w8vKybG5ubkWu12kymYiPj+e3337j999/Z8GCBRw9epT69euzfv16WrRoUZFvS8rJkiVLGDNmDG5ubhw+fJi6detauyQRkUpp3759tGnTBm9vb06fPm3tckSkGlKoFKs4cOAAixYtYsmSJSQlJRV5joODQ6GQeeTIEWJjY8nIyChwbmBgID/++CONGzeuiPKlAhiNRkJDQ9m7dy+TJk1i1qxZ1i5JRKRSOnDgAM2bN6dOnTqkpKRYuxwRqYYUKsWq8vLyWLNmDV9++SUJCQkkJSVx5swZ0tLSrnmdg4MDzZo1o0WLFrRu3ZoHHngAT0/PCqpaKsqPP/5Iv379sLe3Jy4ujsDAQGuXJCJS6Rw9epSAgABq1KhR6ENXEZGKoFAplVJWVhZnz54lKSnJEjRTU1Px9/enRYsWBAUFaar0aqJ///6sX7+egQMHsnr16iKHRIuIVGcnT56kYcOG2NnZ3fA8BSIipaFQKSKVWmxsLO3atSM3N5ePP/6YBx54wNoliYhUKufOnbOM1jEajdjYaB5GEalY+q0jIpVaSEgIr7/+OgCTJk3i6NGjVq5IRKRycXBwsLzOzc21YiUiUl0pVIpIpffEE0/Qo0cP0tPTGTt2LCaTydoliYhUGo6OjpbXOTk5VqxERKorhUoRqfRsbW1ZvHgxNWvWZNOmTcyZM8faJYmIVBqX16kE9VSKiHUoVIpIlRAQEMDMmTMBmDp1KrGxsVauSESkcrCxsbEES/VUiog1aKIeEakyzGYzAwcOZN26dYSGhrJ169YCn9CLiFRWFy9e5M8//+TQoUOWr8eOHcPX15eIiAgiIiLw9fUtdfsuLi5kZGRw+PBhAgICyrByEZHrU6gUkSrl1KlTtGzZktTUVB577DHefPNNnJ2drV2WiAjp6en88ccfBcLj5ddJSUnXvT44OJiIiAj69OlDeHg47u7uxbqv0WikTp06pKWlERsbS/PmzW/0rYiIlIhCpYhUOV988QXDhg0DwNvbmylTpvDwww9Ts2ZNK1cmItWRyWRixowZvPzyy9d8ptHLy4ugoCCCg4MJDg7G19eXgwcPsmHDBnbu3FlgEjKDwUC7du0svZjdu3e/6u+49957j4kTJ1KrVi1OnjyJi4tLmb9HEZFrUagUkSppyZIlvPTSS8THxwPg6enJ008/zfjx4/UfKhGpMElJSYwaNYoffvgBuPS7KDg4uEB4DAoKIigoCDc3t6u2c/78eTZt2sSGDRvYsGFDoefG7e3t6dKliyVkduzYEXt7ezIyMmjcuDFnz55l3rx5jBs3rlzfr4hIURQqRaTKys3N5T//+Q+vv/66Zf3KunXr8uSTT/Loo49Sq1YtK1coIjezTZs2MWzYMBITE3F2dub9999n7NixGAyGG247MTGRjRs3WkLm5Q/QLnNxcaFnz544Ozvz9ddfExgYyIEDB7Czs7vhe4uIlJRCpYhUeXl5eURGRvLaa69x6NAhAGrXrs3DDz9MeHg4nTt3vmYPgYhISRiNRl5//XX+/e9/YzKZaN68OcuWLaNFixblcj+z2czhw4f56aef2LBhA1FRUSQnJxc4Z/HixYwePbpc7i8icj0KlSJy08jPz+fLL7/k1Vdf5eDBg5b9BoOBli1b0q1bN7p160bXrl1p3LhxmfQmiEj1cvr0aUaMGMGGDRsAGDNmDO+//36FPtNtMpnYu3evJWB6eXnx0UcfqZdSRKxGoVJEbjpGo5EVK1awevVqNm/ezJEjRwqd4+PjYwmY3bp1o1WrVtSoUcMK1YpIVfHTTz8xYsQIzpw5Q40aNZg/fz6jRo2ydlki1c62IC2bU1KdDxX+v1BZUqgUkZve6dOn2bJlC5s3b2bLli3s2rWLvLy8Que5urpSr169q25NmzalYcOGVngHImItJ0+e5MsvvyQyMpJdu3YB0LJlS5YtW0azZs2sXJ1I9aRQWXIKlSIiZSwrK4tdu3axefNmS9D8+/NJV9OmTRsGDRrE4MGDCQ0NxcbGppyrFanezGYzycnJxMfHEx8fT0JCAvHx8RiNRry8vPD29rZsXl5eeHl54ejoeEP3TElJYfny5SxdupRNmzZx+b9Ktra2PPjgg8ycOVMjG0SsSKGy5BQqRUTKmdlsJi0tjcTExKtup06d4o8//iiwjpyPj48lYEZERODs7GzFdyFSNWVnZ1uC4pWh8cotKyurRG3Wrl27UNi88vsr911+FjIjI4NVq1YRGRnJDz/8UGA0Q/fu3Rk2bBhDhw7F09OzTN+/iJScQmXJKVSKiFQS586dY926daxatYrvv/+e9PR0yzFnZ2f69u3LoEGDCA8PJyAgQBMBifwlJSWFqKgojh8/Xig0JiUlFasNHx8ffH198fPzw8/PDzs7O86cOcOZM2dISkqyfM3Pzy9RbTVr1sTb25vTp0+TmZlp2d+mTRuGDx/OP//5T/z9/UvUpoiUL4XKklOoFBGphHJycti0aROrVq1i1apVJCQkFDju4eFB586d6dSpE507d+aWW27RsiZSreTl5bFu3TqWLFnCmjVryM3Nveq5NWrUwN/fHz8/vwLB8fLWsGHDYg1pNZlMpKamWsLmlYGzqC0nJ6fA9QEBAQwfPpxhw4YREhJywz8DESkfCpUlp1ApIlLJmc1m9u3bx6pVq1i7dm2REwEZDAZCQkIsIbNz586EhIRga2trpapFylZ+fj5xcXHs2bOHbdu2sWzZMs6dO2c53qJFC1q1alVkcKxTp06F9+xfHvZ+OWDWrFmTtm3baoSBSBWgUFlyCpUiIlVMdnY2MTExbN++nW3btrFt2zaOHTtW6DwXFxduueUWS8js1KkT3t7eFV+wSCmdOXOG6dOns3XrVvbt20d2dnaB497e3tx3332MHj2a1q1bW6lKEbnZKFSWnEKliMhN4MyZMwVC5s6dOws8k3lZo0aNCoTMdu3a3fBMliLlYd26dYwZM6bAM5Gurq60bduWdu3a0b9/f/r164ednZ0VqxSRm5FCZckpVIqI3ISMRiOxsbGWkLl9+3ZiY2P5+69kBwcH2rVrV+D5zEaNGmmInlhNdnY2zz77LHPmzAEurdn4/PPPExoaSmBgoJbZEZFyp1BZcgqVIiLVxIULF9i5c6clZG7btq3AM2mXeXl5FZoEyNXV1QoVS3UTGxvLsGHD2LdvHwATJ07kzTffxMnJycqViUh1olBZcgqVIiLVlNls5siRIwWGzcbExBQ5CVCLFi0sw2Y7duxIUFCQ1s2UMhUfH0/Lli1JS0vD09OTTz75hIEDB1q7LBGphhQqS06hUkRELLKzsy2za17e4uPjizzXy8sLf39/y1INf39tjRk3peoaMWIEn3/+OaGhoaxZswYfHx9rlyQi1ZRCZckpVIqIyDUlJiZaejO3b9/Orl27SEtLu+51Li4uRYZNf39/vLy8cHR0xMHBocBXW1tbBdFqaMeOHXTq1AmDwcCvv/5K+/btrV2SiFRjCpUlp1ApIiIlYjabSU1N5fjx4xw/fpz4+PhCr6+csbMkDAZDkWHTycmJNm3aEBYWRlhYGMHBwQqfNwmz2UyPHj3YvHkzo0ePZvHixdYuSUSqOYXKklOoFBGRMpeVlUV8fHyRgfP48eMkJyeTm5tLTk5OqdqvV6+eJWAqZFZty5Yt45577sHZ2Zk///yTBg0aWLskEanmFCpLTqFSRESsxmw2k5+fbwmYV3698vWFCxfYtm0b0dHRbN26tVAYVcismk6fPk379u1JTEzk5ZdfZtq0adYuSUREobIUFCpFRKRKyc7OZvv27URHR183ZPbq1YuwsDCaNGmikFnJ5Obm0rt3bzZv3kxISAg7duygZs2a1i5LROSGQ2WGycTS8xeIysggMS8fGwP42dvTx8WFoW61sL+Bv0cp+UY+O3+ezZlZnM7Px9FgIMDBnttcXRnk6lLk37rdWVlMOHW62Pd4sE5tHnCvU6K6FCpFRKRKK07I9PHxKdCTqZBpfRMmTGDevHm4ubmxc+dOgoODrV2SiAhwY6EyMS+PCadOk5ifD4CTwYAJyP0rEjVxcOC9+j7UsrUtcdsHcnKYdOo0F0wmAGoYDOSYzRj/Ot7J2ZkZ9bxx+Nvft33Z2Uw9fe25DrJNJjL/qvEdH2+61qxRotoUKkVE5KZSnJBZp04d2rdvT4cOHWjfvj0+Pj7UqlULV1dXXF1dqVWrFo6Ojgqe5eSTTz7h/vvvx2AwsHr1aq1HKSKVSmlDpdFsZvSJkxzOzcPD1pYXvTzpWMMZk9nMxowMpiedI9NspksNZ2bWK9mySelGE/cmnCDZaMTf3p6XvTxp7uRIntnMtxfTmHMumXzgH7VcmezpUeLan048zebMLDxtbVnp74ttCf/+KVSKiMhNLTs7mx07dlhC5pYtW4o1QZCdnR21atWidu3ahISEEBoaSmhoKO3bt6d+/foKnKW0c+dOevToQU5ODv/+97956aWXrF2SiEgBpQ2Vqy6mMf3sOQA+bFCPVk5OBY6vT0vn5aSzALxbz4dbajgXu+0FKaksTj2Po8FApG8D6tvbFzi+JPU8H6SkYgtE+jbEz8G+6IaKcDY/n7uOJ2AExtSpzcMlHPoKCpUiIlLN5Obm8vvvv/Prr7+ya9cuYmJiSE1N5eLFi6SlpZGRkXHdNry9vS0hMzQ0lA4dOmjW0mJISkoiNDSUEydOMHjwYFauXImNjY21yxIRKaC0oXLcyVPEZOcQ6uTE+w3qFTpuNpu5O/4Ep/LzGeDiwkvensVu+67j8ZzONzLQ1YUXvApfl2kyMehYPJlmM/fXqc1DJQiGi1PPsyAlFQOw3K9hocBaHOUdKu3KtXUREZEScnBwoF27drRr146HHnqo0HGj0Uh6ejppaWlcvHiRc+fOERMTw+7du9m1axexsbGcOXOGtWvXsnbtWst1QUFBREREEBERQXh4OB4eJR9+dDPbtm0bI0eO5MSJEzRt2pRPP/1UgVJEbhrZJhP7si+Ngul8lR5Ig8FA5xrOrLiYxo6srGK3fTw3l9P5l56c7FKj6Gcda9jY0MbZia2ZWezIzCp2qDSbzay5mAZAB2enUgXKiqBQKSIiVYqtrS1ubm64ublZ9vXs2dPyOjMzk71797Jr1y5L0Pztt984dOgQhw4dYsGCBRgMBtq2bWsJmT169Ki2M5vm5eXxyiuv8MYbb2AymWjYsCHffPNNgZ+viEhVdywvD9NfrwMdHK56XsBfx5KNRi4YjbgVY8KeI7l5lteB1xjWGuDgwNbMLI7m5RavaGB3djYn/5pUaHAt12JfV9EUKkVE5KZSo0YNunTpQpcuXSz7Lly4wM8//8yGDRvYsGEDv/32G3v27GHPnj28/fbb2NvbM2DAAMaOHcvAgQOxr6SfBJe12NhYRo4cye7duwG47777eP/996ldu7Z1CxMRKWNn842W1552V49Annb/C5Hn8osXKs8Z84vX9l9tZZjMZJpM1CjGaJDVf/VSutnY0LMSf/ipcS0iInLTc3NzY9CgQcyePZv9+/eTmJjI559/zv3334+/vz95eXmsWrWKu+66iwYNGvDEE0+wb98+a5ddbkwmE7Nnz6Z9+/bs3r0bd3d3vvrqKz777DMFShG5KWWaTJbXjjZXn8jNyfC/eJRpNl31vCtlmP43RY3jNSaJc7rivlfWczVpRiNRGZkA9Hd1KbQUSWWiUCkiItWOj48Pw4cPZ+HChRw9epTffvuNyZMn4+Pjw9mzZ5k9ezZt2rShffv2vPfeexw9epSbZV67Q4cO0bdvX5544glycnLo378/+/fvZ+jQodYuTURErvBDeoZl/czBrpV36CsoVIqISDVnMBho0aIFM2bMICEhgTVr1jBkyBDs7e3Zs2cPEydOJCAggDp16hAWFsakSZNYvHgxMTEx5OYW/7kYaztw4AAjR46kadOmbNy4kRo1ajBv3jzWrVtH/fr1rV2eiEi5unKoaY7p6h8SZl/RO1nDULyoVPOKHsica3wAmX3FfUsy9LWFoyOBjld/DrQy0DOVIiIif7Gzs2PgwIEMHDiQ5ORkIiMj+fzzz9m9ezcXLlxg06ZNbNq0yXK+vb09ISEhtG3b1rK1adOGOnVKvoZYedm/fz+vvfYay5Yts/S23nbbbcyaNYsmTZpYuToRkYpx5bOSZ/PzCbpKSLvy2UsPu+s/TwngYfu/SHU2P5+aV5kI6KzxUts1bQzXDZUHc3L4468PLivzBD2XKVSKiIgUoW7dujz22GM89thj5ObmEhcXR0xMTIHt/Pnz7N27l71797JkyRLLtf7+/paQ2aJFCxo1akSjRo3w8PDAUEHPxOzevZvXXnuNlStXWvbdeeedvPDCC4SGhlZIDSIilUUje3tsABNwODeXLjWLXvrjyF9Brq6tbbEm6QEIuGLG18O5eTS6Sqi83HZj++v3Oq76q5fS2WCgj0vlnaDnMoVKERGR63BwcKBNmza0adOG0aNHA5fWDouPjy8UNI8dO8bx48c5fvw43377bYF2atSoYQmYjRo1wt/fv8D3np6eNxw6s7OzGTlyJMuXLwcuDe8dOnQozz//PK1bt76htkVEqionGxtaOzkSk53DtqwsRtSpXegcs9nM9sxL61N2dC56Lcui+Ds44GNny+l8I9syM4koIgRmmUzszcq+1PZV1sm8LNtk4sf0DAAiXGoWa6istSlUioiIlILBYMDf3x9/f3/uuOMOy/7U1FT27dtHTEwMe/bs4dChQxw7doxTp06RmZlJbGwssbGxRbbp7OxsCZjdunVj9OjRNGzYsER1zZo1i+XLl2NjY8Pw4cN57rnnaN68+Q29VxGRm8EAV1disnPYnZXN79nZtHByKnB8Q0aGZU3IAa4uJWr7VldXFqee56f0DO6vU5t6f1ua6usLF8k0m7EF+rtcu+3ojEzS/podtioMfQUwmG+W6exEREQqsZycHBISEjh27FiR26lTpwrNMGtjY0O/fv0YO3YsPXr0IDs7m8zMTBwcHAgKCirUq3nq1CmaNGlCRkYGn376KSNHjqzItygiUiG2BQWU6rp8s5kxJ05yODcPT1tbXvTy5JYazpjMZqIyMpl+9iwZJjNdajgzs55PgWs/TkllYep5AFb4NSwUGtONJu5NOEGy0Uhje3te8vakmaMjeWYzqy+mMftcMnnAP2q5MtnT45p1jj+ZyJ7sbBrb2xPpV7IPFq+m86EjZdLO1ShUioiIVAK5ubmW0Hnw4EG++uqrApMC/V1ERARvv/02bdu2BcBoNHLffffx5Zdf0rlzZ7Zs2VJhz2+KiFSk0oZKgMS8PCacOk3iXz2STgYDJrAs3dHEwYH36vtQ62/PU14vVAIcyMlh0qnTXPirl7GGwUCu2Uz+X8c7OTszo573NdebTMjL45/xJzADE+u6M6y2W6nf65UUKkVERKqpQ4cOsXjxYpYsWcLJkydxdnbG2dmZixcvkpeXh8FgYPTo0TzyyCNMmTKFn3/+GYDt27fTsWNHK1cvIlI+biRUAmSYTESev0B0RgaJefkYAD8He/q6uDDUrRb2RYS+4oRKgJR8I/85f57NmZmcyTfiaDAQ4GDPba6u3O7qgs11Puybn5zCp+cvYA+sauRH7WJOFnQ9CpUiIiLV3OU/1Zd7Ho8ePcpzzz3HF198UeA8FxcXFixYwPDhwyu8RhGRinKjobI6Ku9QWfmnEhIREanmDAZDgaGsjRs3ZunSpWzbto1u3boB0LFjR2JiYhQoRUSkwqmnUkREpAozm838+eefBAYGYltGw6RERCoz9VSWXHn3VGpJERERkSrMYDDQpEkTa5chIiLVmIa/ioiIiIiISKkpVIqIiIiIiEipKVSKiIiIiIhIqSlUioiIiIiISKkpVIqIiIiIiEipKVSKiIiIiIhIqSlUioiIiIiISKkpVIqIiIiIiEipKVSKiIiIiIhIqSlUioiIiIiISKkpVIqIiIiIiEipKVSKiIiIiIhIqSlUioiIiIiISKkpVIqIiIiIiEipKVSKiIiIiIhIqRnMZrPZ2kWIiIiIiIhI1aSeShERERERESk1hUoREREREREpNYVKERERERERKTWFShERERERESk1hUoREREREREpNYVKERERERERKTWFShERERERESk1hUoREREREREpNYVKERERERERKTWFShERERERkXIUHR2NwWDg/PnzN9TOsWPHMBgMxMTElEldZUWhUkRERERErOb06dM8/vjjBAUF4eTkhLe3N927d+eDDz4gMzPTcl6jRo2YPXt2oeunTZtG27ZtC+y7ePEiL774Ii1atMDZ2Zm6detyyy23MGPGDFJTU69ay+LFizEYDIU2JyenG3qPXbt2JTExETc3txtqx9fXl8TERFq2bHlD7ZQ1O2sXICIiIiIi1dORI0fo1q0btWvX5o033qBVq1bk5+fzxx9/sGjRIurXr8/gwYNL1GZKSgrdu3fn4sWLvPrqq4SGhuLg4MChQ4eIjIwkMjKSCRMmXPX6WrVqcfDgwQL7DAZDqd7fZQ4ODvj4+NxQGwC2trZl0k5ZU0+liIiIiIhYxfjx47Gzs+PXX3/lnnvuoXnz5rRq1YohQ4bw3XffMWjQoBK3+dxzzxEfH8/27dsZO3YsrVu3plmzZtx+++1ERkYyfvz4a15vMBjw8fEpsHl7e1uOh4WF8dhjjzFp0iTq1KmDt7c3H374IRkZGYwdOxZXV1cCAwNZt26d5Zq/D389fvw4gwYNok6dOtSsWZMWLVqwdu1aAFJTU7nvvvvw9PTE2dmZ4OBgPvnkE6Do4a+bNm2iY8eOODo6Uq9ePZ599lny8/ML1Dtx4kSmTJmCu7s7Pj4+TJs2rcB7njZtGn5+fjg6OlK/fn0mTpxYop+5QqWIiIiIiFS45ORk1q9fz4QJE6hZs2aR55S0h9BkMvHll18yYsQIGjRoUCZtFmXJkiV4eHiwY8cOHnvsMcaNG8fQoUPp2rUru3fvpn///owcObLA8N0rTZgwgZycHH7++Wf279/Pm2++iYuLCwAvvvgisbGxrFu3jri4OObPn4+Hh0eR7Zw8eZLbbruNW265hb179zJ//nwWLlzIa6+9VqjemjVrsn37dmbMmMErr7zCjz/+CMDy5cuZNWsWCxYs4M8//+Sbb76hVatWJfp5KFSKiIiIiEiFO3ToEGazmaZNmxbY7+HhgYuLCy4uLjzzzDMFjj3zzDOWY5e3N954w3L87NmznD9/vlCboaGhlvOHDRt2zbouXLhQ6B79+vUrcE6bNm144YUXCA4OZurUqTg7O+Ph4cFDDz1EcHAwL730EsnJyezbt6/Ie8THx9OtWzdatWpFQEAAt99+Oz179rQca9euHR06dKBRo0b06dPnqj228+bNw9fXl/fff59mzZpx55138u9//5t33nkHk8lkOa9169a8/PLLBAcHM2rUKDp06MCGDRss9/Px8aFPnz74+fnRsWNHHnrooWv+jP5Oz1SKiIiIiIjV/L3ncMeOHZhMJu677z5ycnIKHJs8eTJjxowpsO/dd9/l559/vmabK1euJDc3l2eeeYasrKxr1uPq6sru3bsL7HN2di7wfevWrS2vbW1tqVu3boHevcvDZZOSkoq8x8SJExk3bhzr16+nT58+DBkyxNLmuHHjGDJkCLt376Zfv37ceeeddO3atch24uLi6NKlS4H3261bN9LT0zlx4gR+fn6F6gWoV6+epbahQ4cye/ZsAgICuPXWW7ntttsYNGgQdnbFj4rqqRQRERERkQoXFBSEwWDgwIEDBfYHBAQQFBRUKMjBpV7MoKCgApu7u7vluKenJ7Vr1y7Upp+fH0FBQbi6ul63Lhsbm0L3+PtQWnt7+wLfGwyGAvsuh7wrewuv9OCDD3LkyBFGjhzJ/v376dChA++99x4AAwYM4Pjx40yaNIlTp04RERHB008/XWQ7ZrO5UIA2m80FarhavZdr8/X15eDBg8ydOxdnZ2fGjx9Pz549ycvLK/oHVASFShERERERqXB169alb9++vP/++2RkZJRJmzY2Ntxzzz189tlnnDx5skzaLC++vr488sgjrFixgqeeeoqPPvrIcszT05MxY8bw2WefMXv2bD788MMi2wgJCWHLli2WIAmwZcsWXF1dr/pMaVGcnZ0ZPHgw7777LtHR0WzdupX9+/cX+3oNfxUREREREauYN28e3bp1o0OHDkybNo3WrVtjY2PDzp07OXDgAKGhoSVu84033iA6OppOnTrxyiuv0KFDB2rWrMm+ffvYunXrddd4NJvNnD59utB+Ly8vbGzKpk9u0qRJDBgwgCZNmpCamsrGjRtp3rw5AC+99BKhoaG0aNGCnJwc1qxZYzn2d+PHj2f27Nk89thjPProoxw8eJCXX36ZJ598sti1Ll68GKPRSKdOnahRowb/+c9/cHZ2xt/fv9jvR6FSRERERESsIjAwkD179vDGG28wdepUTpw4gaOjIyEhITz99NPXXf6jKHXr1mXHjh28+eabvPXWWxw9ehQbGxuCg4P55z//yaRJk655/cWLF6lXr16h/YmJiWW2RqTRaGTChAmcOHGCWrVqceuttzJr1izg0pqWU6dO5dixYzg7O9OjRw+++OKLIttp0KABa9euZfLkybRp0wZ3d3ceeOABXnjhhWLXUrt2bf7v//6PJ598EqPRSKtWrVi9ejV169YtdhsG85V9pSIiIiIiIiIloGcqRUREREREpNQUKkVERERERKTUFCpFRERERESk1BQqRUREREREpNQUKkVERERERKTUFCpFRERERESk1BQqRUREREREpNQUKkVERERERKqJsLAwJk2aVKZtKlSKiIiIiEilUJLAs2vXLu69917q16+Pk5MTgYGB3H///fzxxx8FzouJieHee+/Fx8cHBwcHAgMDmTZtGnl5eeXwDkpmzJgxPPvss5bXBoOBRx55pNB548ePx2AwMGbMGAA++OADXF1dyc/Pt5yTnp6Ovb09PXr0KHDtL7/8gsFgKPRzKUsKlSIiIiIiUqV8/PHHdOrUCTc3N1asWMHBgwf56KOPSElJYeHChZbzPvnkEzp27Ii3tzdr1qwhLi6OF198kXfffdcS0KzFZDLx3Xffcccdd1j2+fr68sUXX5CVlWXZl52dzdKlS/Hz87PsCw8PJz09nV9//dWy75dffsHHx4edO3eSmZlp2R8dHU39+vVp0qRJub0XhUoREREREbG6MWPGsGnTJubMmYPBYMBgMHDs2LFC5/33v//l4Ycf5r333mPBggV07twZf39/evfuzTfffMMzzzwDXApTDz74IB999BFz5syhQ4cOBAYGMmbMGN566y0iIyM5cOBAies0m83MmDGDgIAAnJ2dadOmDcuXLy9wTkZGBqNGjcLFxYV69erxzjvvFOqF3bx5MzY2NnTq1Mmyr3379vj5+bFixQrLvhUrVuDr60u7du0s+5o2bUr9+vWJjo627IuOjuaOO+4gMDCQLVu2FNgfHh5eoD6TycSUKVNwd3fHx8eHadOmlfjncCWFShERERERsbo5c+bQpUsXHnroIRITE0lMTMTX17fQeU8++SS9evVi3LhxRbbj7u4OwOOPP86AAQMYPXp0oXMuh6y9e/eWuM4XXniBTz75hPnz5/P777/zxBNPMGLECDZt2mQ5Z/LkyURFRbFy5UrWr19PdHQ0u3btKtDOqlWrGDRoEDY2BSPZ2LFj+eSTTyzfL1q0iPvvv79QHWFhYURFRVm+j4qKIiwsjF69eln25+bmsnXr1kKhcsmSJdSsWZPt27czY8YMXnnlFX788ccS/ywuU6gUERERERGrc3Nzw8HBgRo1auDj44OPjw+2trYFzomLi2Pnzp1MmDDhmm3t2bOHffv2XfW8y8NLHRwcSEhIICwsjJCQEFq3bs2yZcuu2m5GRgYzZ85k0aJF9O/fn4CAAMaMGcOIESNYsGABcOnZxoULF/L222/Tt29fWrVqxZIlSzAajQXaWrVqVYGhr5eNHDmS//73vxw7dozjx4+zefNmRowYUei8sLAwNm/eTH5+PmlpaezZs4eePXvSq1cvSw/mtm3byMrKKhQqW7duzcsvv0xwcDCjRo2iQ4cObNiw4eo/0OuwK/WVIiIiIiIiFWj37t0AhIaGXvO8PXv2ANC2bdtrttO2bVvs7OyYPXs2bdu2JSkpifbt23PbbbdRs2bNQtfFxsaSnZ1N3759C+zPzc21DE89fPgwubm5dOnSxXLc3d2dpk2bWr6Pi4vjxIkT9OnTp9A9PDw8GDhwIEuWLMFsNjNw4EA8PDwKnRceHk5GRgY7d+4kNTWVJk2a4OXlRa9evRg5ciQZGRlER0fj5+dHQEBAgWtbt25d4Pt69eqRlJRU5M+qOBQqRURERESkSrg8AY2Li8s1z7s8s6uTk1ORx+fOnUuPHj1o3LgxcClUAXh5eeHu7k5KSkqRodJkMgHw3Xff0aBBgwLHHB0dgUvPXF7PqlWr6Nu3L87OzkUev//++3n00UcttRYlKCiIhg0bEhUVRWpqKr169QLAx8eHxo0bs3nzZqKioujdu3eha+3t7Qt8bzAYLO+tNDT8VUREREREKgUHB4dCw0Sv1LJlS+DSTKdFuTys9XKv4ZXPOV72zjvvEBMTw5w5cwod+/XXXzGZTEU+ywkQEhKCo6Mj8fHxBAUFFdguXxMUFIS9vT3btm2zXJeamlpgSY9vv/2WwYMHX/V93nrrreTm5pKbm0v//v2vel54eDjR0dFER0cTFhZm2d+rVy9++OEHtm3bVmjoa3lQT6WIiIiIiFQKjRo1Yvv27Rw7dgwXFxfc3d0LTGTTpUsX+vXrx/jx40lPT6dLly6YTCZ27tzJBx98wPz582nZsiUdO3bk1ltvZcKECeTl5dGhQwfOnDnDxx9/zGeffcaXX35ZYDZVgOTkZEaNGsXHH3981fpcXV15+umneeKJJzCZTHTv3p2LFy+yZcsWXFxcGD16NC4uLjzwwANMnjyZunXr4u3tzfPPP295H0lJSezcuZNvvvnmqvextbUlLi7O8vpqwsPDLe/xck8lYJnIKDs7W6FSRERERESqj6effprRo0cTEhJCVlYWR48epVGjRgXOWbVqFbNmzWLGjBkcOXIER0dHgoKCGDRoECEhIZbzvv76a15++WWeeuopTp8+jYeHB7179yYmJoZmzZoVaDMnJ4e77rqLqVOn0rVr12vW+Oqrr+Ll5cX06dM5cuQItWvXpn379jz33HOWc9566y3S09MZPHgwrq6uPPXUU1y4cAGA1atX06lTJ7y8vK55n1q1al335xUeHk5WVhbNmjXD29vbsr9Xr16kpaURGBh41V7XsmQwF2fQr4iIiIiIyE3IbDYzfPhwmjZtesPrNV5LWFgYbdu25ciRI3Tv3p0pU6aU270qmp6pFBERERGRamvz5s18+eWXfPPNN7Rt25a2bduyf//+crtf9+7dGTZsWLm1bw0a/ioiIiIiItVW9+7db2jm05K6mXooL9PwVxERERERESk1DX8VERERERGRUlOoFBERERERkVJTqBQREREREZFSU6gUERERERGRUlOoFBERERERkVJTqBQREREREZFSU6gUERERERGRUlOoFBERERERkVJTqBQREREREZFSU6gUERERERGRUvt/E/ch/1o7RPEAAAAASUVORK5CYII=", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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r1qnkPdu6dausXRsbG+Ht27dCxYoVf5hBT09POHv2bI7azs7z58+F4sWL//CcEolEmDdvnuDl5ZVpe3YUee+/pWjbgiAI9+/f/2HuuXPnKnReIiIidcXhr0RUqOjp6WH16tUIDg7G5MmTYW9v/8NjtLW1Ub9+faxevRpv377F2rVrUbx48Wz379q1Ky5evIhq1arJfV1DQwMtW7bE7du3FR4Wum7dOrRt2zbbHtKvs3bs2BE3b97EqFGjFGo7p6ysrHDr1i0MGDAgU4/b15o3b47bt2+jVatWKjmnnZ0dbt68ibZt22a7T7Vq1XDq1CnMnTtXJedUBScnJzx69AgLFy5E06ZNUbJkyWzfMyIiosJKIgicB52ICrewsDDcunULkZGRiIqKQkpKCkxNTWFmZgZ7e3tUr14dOjo6OW5XEATcvn0bN2/eRFRUFIyNjVG6dGk0btwYpUqVUiqrVCrFkydPEBgYiDdv3iAuLg4SiQTFihWDvb09atWqhWLFiinVdna2bduGQYMGAQBsbGwQEhIiey06OhqXL1/G69evkZiYCCsrKzRp0kTp5UMUERISgqtXr+Ldu3fQ0tJC6dKl4ezsjKpVq+bZOYmIiEh5LCqJiIq47xWVRERERD/C4a9ERERERESkNBaVREREREREpDQWlURERERERKQ0FpVERERERESkNBaVREREREREpDTO/kpERERERERKY08lERERERERKY1FJRERERERESmNRSUREREREREpjUUlERERERERKY1FJRERERERESmNRSUREREREREpjUUlERERERERKY1FJRERERERESmNRSUREREREREpjUUlERERERERKY1FJRERERERESmNRSUREREREREpjUUlERERERERKY1FJRERERERESmNRSUREREREREpjUUlERERERERKU1L7ABERERUeIWEhKB3796IjY2FmZmZ7GFubg4zMzNYWVmhe/fuMDY2FjsqEREpSSIIgiB2CCIiIip8YmNj0bBhQzx8+PC7+5UuXRpLlixB3759oaHBQVREROqGRSURERGpnCAI6NSpE06cOIFSpUphw4YNSExMRExMDKKjo2WPS5cuITg4GABQr149rFmzBnXr1hU5PRER5QSLSiIiIlK5W7duoXbt2tDV1cWVK1dQr149ufslJydj9erV+P333xEXFwcAGDBgABYvXozSpUsrde6kpCQEBQXBzs4Oenp6Sl8DEREphmNMiIiISOVevnwJAKhVq1a2BSUA6OrqYtq0aXj27BkGDBgAANi+fTvs7e2xdu1ahc6VlpYGf39/LFq0CO7u7jAzM4OTkxPMzc3RqlUrrFixAvfu3YNUKs39hRERURbsqSQiIiKVW716NSZMmIDu3btj//79Ch/n7++PcePGISAgAABw7tw5tGzZUu6+d+/exV9//QVPT098/vw502t6enpISkrKtK1EiRJwd3eHu7s7WrRogbJly+bwqoiISB72VBIREZHKvX37FgBQpkyZHB1Xr149+Pn5YeTIkQCA4cOHIz4+XvZ6eno6jh07Bjc3N9SsWRPbt2/H58+fYWZmhq5du2Lt2rV4/Pgx4uPj8eDBA6xatQpt27aFgYEBIiIisGfPHgwePBjW1tZwdXWFr6+v6i6aiKiIYk8lERERqVzv3r2xd+9erFixApMnT87x8XFxcXB0dMSrV6/QqlUrlCtXDh8/fsSdO3fw4sULAICWlha6deuGMWPGoF69etDU1My2vZSUFPj5+eHChQu4cOECbt68KRsO27FjRyxatAiOjo7KXSwRURHHopKIiIhUrmnTprh69Sr27duHHj16KNXGmTNn0LZt2yzbzczMMHz4cIwePVrpIaxv377F/PnzsXnzZkilUmhoaGDAgAGYP38+rK2tlWqTiKioYlFJREREKmdnZ4fg4GB4e3ujcePGSrezZcsW3L9/HxYWFrCwsECpUqXQqlUrGBoaqiTn06dP8euvv+LIkSMAvkwcNHbsWMycORPm5uYqOQcRUWHHopKIiIhUShAE6OvrIzk5GS9evED58uXFjvRD169fx/Tp03H16lUAgKmpKWbMmIFx48bBwMBA5HRERAUbi0oiIiJSqaioKFhaWgL4smakrq6uyIkUIwgCzpw5gxkzZuDBgwcAACsrK8ybNw+DBg2ClpaWyAmJiAomzv5KREREKvXmzRsAQPHixdWmoAQAiUSCtm3b4s6dO9ixYwdsbGwQFhaGYcOGoVq1ajhy5Aj4WTwRUVYsKomIiEillF1OpKDQ1NREv379EBgYiD///BMWFhYIDAzEzz//jAYNGuDKlStiRyQiKlBYVBIREZFKZRSVys7MWlDo6upiwoQJCA4OxuzZs2FgYAB/f380a9YM7dq1w/3798WOSERUILCoJCIiIpXKGP6qrj2V3zI1NcXvv/+O4OBgjBw5ElpaWjh9+jScnZ3Rr18/PHr0SOyIRESiYlFJREREKqXuw1+zU6pUKXh4eODx48fo3r07BEHArl27UK1aNdStWxf//PMPYmJixI5JRJTvWFQSERGRSmX0VKr78NfsVKpUCfv378eNGzfQpUsXaGlp4caNGxg5ciRKly6N3r1748KFC5BKpWJHJSLKF1xShIiIiFTKyckJDx8+xLlz59CyZUux4+S5iIgI7N69G1u3bpUtRQIA1tbWGDhwIAYOHAgrKyu8fv0ar1+/xqtXr/D69WuEhYVBIpFAR0cn06NatWro0qULJBKJiFdFRKQ4FpVERESkUubm5oiOjsbDhw/h6Ogodpx8IwgCbt26ha1bt2LPnj25Ggrbvn17bNq0CSVLllRdQCKiPMKikoiIiFQmISEBhoaGAICYmBiYmpqKnEgcSUlJOHr0KLZu3YoLFy5AEAQYGBjA2toa5cqVQ7ly5VCmTBloaGggJSVF9oiNjcWePXuQnJyM4sWLY/PmzejQoYPYl0NE9F0sKomIiEhlnj9/Dnt7exgaGiI2NpZDOAFERUUB+NKDq8j78fDhQ/Tp00e2ZMnw4cOxcuVKWbFORFTQcKIeIiIiUpmvZ35lQfmFhYUFLCwsFH4/qlWrhoCAAEyZMgUSiQQbNmxAzZo1ERAQkMdJiYiUw6KSiIiIVKawz/yaX3R1dbF8+XL8999/KFu2LJ4/f46GDRvi999/R1pamtjxiIgyYVFJREREKhMYGAjgy8ynlHtubm64f/8+evbsifT0dPz2229wdXVFcHCw2NGIiGRYVBIREZHKnD59GgDQtGlTkZMUHmZmZti7dy92794NU1NT+Pn5wdnZGVu2bAGnxiCigoAT9RAREZFKhIWFoUyZMgCA8PBwLoeRB0JDQzFgwABcuXIFANClSxds3LgRlpaWIicjoqKMRSURERGpxKZNmzB06FDUrVsX/v7+YscptNLT07Fy5UrMnj0bqampKFWqFLZu3YrWrVuLHU1hsbGxmD9/Pnx8fGBhYYESJUqgZMmSKFGiBEqUKIHKlSujdu3anOyJSE1oiR2AiIiICoeTJ08CANq3by9yksJNU1MT06ZNQ8uWLdGnTx88fvwYbdq0wZgxY7Bs2TLo6+uLHfG7Ll68iP/9738IDQ397n52dnYYMGAA+vXrBxsbm3xKR0TKYE8lERER5VpSUhIsLCyQkJCA27dvo2bNmmJHKhISExMxY8YMrFmzBgDg4OCAXbt2wcXFReRkWX369AlTpkzBpk2bAAC2traYO3cupFIp3r9/j4iICLx//x7v37+Hv78/4uPjZce6ublh0KBB6NWrF7S02CdCVNCwqCQiIqLvio2NhY+PD3R0dGBgYCD34eXlhTZt2sDKygpv3rzhsMV8du7cOQwaNAjv3r2DtrY2fv/9d0yZMgWamppiRwMAnDlzBsOGDZMtOTNmzBgsXrwYRkZGcvePi4vD4cOHsX37dnh5ecm2u7i44N9//y2QRTNRUcaikoiI1NLz58/x4cMH1K9fHxoanMw8r7x9+xaNGjX64VDFDEOHDsXGjRvzOBXJExUVhWHDhuHIkSMAgCZNmmDHjh2wtbUVNde8efMwf/58AEDFihWxefPmHM0OHBoaih07dmDVqlWIiYmBpqYmJk6ciHnz5sHQ0DCvYhNRDrCoJCIitRMTEwNbW1t8+vQJ5cqVQ79+/TB69GiULl1a7GiFSkxMDJo0aYKHDx+iePHiKFmyJBISEmSP+Ph4pKeny/bX0NDAlStX0LhxYxFTF22CIGDbtm0YN24c4uLiYGJignXr1qFPnz6i9B7/8ccfmD17NgBg/PjxWLRoEQwMDJRqKzw8HBMmTMD+/fsBAOXLl8f69evRqlUrleUlIuWwqCQiIrWzevVqTJgwIdM2IyMjzJ49GxMmTICurq44wQqRxMREtGrVCt7e3ihdujSuXbsmt8crNTVVVmTq6enBzMws/8NSFi9evEC/fv1w7do1AMBPP/2E2rVrw87OTvawsrLK017+VatWYfLkyQCAZcuWYerUqSpp99SpUxg1ahRevXoFAOjTpw9WrVqFEiVKqKR9Iso5FpVERKRWBEFA1apV8fTpU6xcuRJlypTBn3/+KVvCws7ODqtWrUL79u15X5+SpFIpfvnlF3h6esLExATe3t6oXr262LEoh9LS0rBkyRLMnz8faWlpWV7X09NDxYoVMxWaGQ9ra+tc3Y+5bt06jBkzBgCwYMECzJkzR+m25ImLi8OcOXOwZs0aSKVSmJubY9WqVejfvz9/7olEwKKSiIjUSnh4OEqXLg0NDQ1ER0fDxMQEUqkUu3btwvTp0xEeHg4AaNWqFf766y9UqVJF5MTq56+//sLEiROhq6uLc+fO5ej+Nyp4Hj9+jIsXLyIoKEj2ePnypdxCM4O2tjYqVKgAOzs7GBsbQyKRyB4aGhqZnn+7PSEhAbt37wYAzJw5E3/88UeeFXo3btzA0KFDce/ePQBA8+bNsWHDBtjZ2eXJ+YhIPhaVRESkVp48eYKqVavCzMwMHz9+zPRabGws/vjjD/z5559ISUmBlpYWxo0bh99++w2mpqYiJVYv9+/fR506dZCSkoL169djxIgRYkeiPJCWlobQ0NBMhWbG48WLF0hJScn1OSZOnIiVK1fmec9hamoq/vrrL8ydOxeJiYnQ1dXFzz//jN69e6Nly5bQ1tbO0/MTEYtKIiJSM35+fmjYsCFsbW3x8uVLufsEBQVh0qRJOHHiBACgbNmyOHbsGJch+IGkpCTUqVMHDx8+RIcOHXDs2DEOJSyC0tPT8ebNGwQFBSE4OBiJiYkQBEH2kEqlmZ7L22Zvb4/u3bvn6/dPcHAwRo4ciQsXLsi2mZubo1u3bujcuTOqV6+O0qVL83uaKA+wqCQiIrVy9uxZtGnTBs7Ozrhz584P9x07diyCgoKgr6+PrVu3okePHvmUVP1MmDABq1evRokSJfDgwQNOfEJqRxAEBAQEYO/evdi3bx/ev3+f6fVixYrB0dERVatWhaOjI6pXr45GjRpBR0dHpMREhQOLSiIiUiv79+9Hz5490bRpU1y+fPmH+3/69Am9e/fG6dOnAQC//vorFixYwLUtv3H+/HnZ0gynTp1C27ZtRU5ElDvp6enw8vLC3r174ePjg6CgIEil0iz7mZiYoG3btujcuTPatGkDExMTEdISqTcWlUREpFY2bNiAESNGoGPHjjh27JhCx6Snp2PWrFlYtmwZAKBTp07YuXMnjI2N8zKq2oiMjISTkxPCw8MxevRorF27VuxIRCqXlJSEZ8+e4dGjR3j06BEeP34MPz8/2eRewJcJiqZOnYo//vhDxKRE6odFJRERqZVly5Zh+vTp6N+/P7Zv356jY3ft2oX//e9/SE5OhqOjI06cOIHy5cvnUVL1IAgCunbtiqNHj8LBwQG3bt2Cvr6+2LGI8oVUKsWNGzdw9OhRHD16FE+fPgUAPH/+nDPIEuUAx/4QEZFaiYmJAQClZnPt27cvrly5gtKlS+PRo0fo1KkTivpnq5s3b8bRo0ehra2NPXv2sKCkIkVDQwP16tXD4sWL8eTJE7Rs2RIAZEuiEJFiWFQSEZFaiY2NBQClh67Wq1cPAQEBMDY2xoMHD3D27FlVxlMrz58/x/jx4wEAf/zxB5ydncUNRCSyfv36AQB27txZ5D9wIsoJFpVERKRWVDHBTtmyZTF06FAAwMqVK3PdnjpKS0tDnz59kJCQADc3N0yePFnsSESi69KlCwwNDREcHIzr16+LHYdIbbCoJCIitaKlpQXgS1GUG+PHj4empib+++8/3L17VwXJ1MvVq1dx48YNmJqaYvv27ZwNlwiAoaEhunbtCuBLbyURKYb/ghARkVrR1NQE8GVG19woV64cunfvDqBo9lYGBgYCAFxdXWFtbS1yGqKCI2MI7P79+5GSkiJyGiL1wKKSiIjUiqp6KgHIhnzu27cPr1+/znV76uT58+cAgEqVKomchKhgad68OUqXLo2PHz/K1rclou9jUUlERGpFVT2VAFCrVi00a9YMaWlpWLNmTa7bUydBQUEAwGUTiL6hqamJ3r17A+AQWCJFsagkIiK1osqeSgCYMmUKAGDjxo34/PmzStpUB+ypJMpexhDYkydPIjo6WuQ0RAUfi0oiIlIrqi4q27RpAwcHB3z+/BmbNm1SSZt5ITk5Gb6+vvDx8cn1fV7p6el48eIFAPZUEslTo0YNODk5ISUlBQcPHhQ7DlGBx6KSiIjUiiqHvwJfliiZNGkSAGD16tVITU1VSbu5FRcXh/Pnz2P27Nlo2rQpTE1N0bhxYzRp0gQWFhbo1KkTPDw8EBwcnOO237x5g5SUFOjo6HCSHqJsZPRWbt++nWtWEv0Ai0oiIlIr7969A/Bl6n9V6du3L0qUKIFXr17h0KFDKmtXWV5eXrC2tkarVq3wxx9/4OrVq0hOTkaJEiVQvHhxxMXF4fjx4xg9ejTs7OxgZ2eHQYMGYcmSJfD09MTjx4+RnJycbfsZQ18rVKggK9KJKLPevXtDS0sL165dw5YtW8SOQ1SgaYkdgIiIKCf+++8/AEDTpk1V1qaenh7GjBmD3377DStWrED37t1FK7aOHz+O7t27Izk5GdbW1nBzc0OTJk3QpEkT2NvbQxAE3L17F+fOncO5c+fg6+uL4ODgLD2WGhoaKF++PCpXrpzlkVFUcugrUfbKlCmD33//HTNnzsSYMWNQu3Zt1KhRQ+xYRAWSRGB/PhERqYl3797BysoKEokEHz58gIWFhcrajoyMRLly5ZCYmAhTU1O4urqiWbNmcHNzQ40aNaChkfeDe3bv3o0BAwYgPT0dnTt3xt69e6Gnp/fdY2JjY3H58mXcvXsXgYGBCAwMxNOnTxEXF5ftMRoaGpBKpZg4cSJWrVql6ssgKjSkUik6dOiA06dPo1KlSnj48CF0dHTEjkVU4LCoJCIitbFr1y7069cPtWrVws2bN1Xe/ubNmzF58mR8+vQp03YzMzO4urrCzc0Nbm5uqFatmsqLTA8PD4wZMwaCIKB///7YvHmzbFKinBIEAe/evZMVmV8/QkJCIJVKAXxZ3L179+6qvAyiQiciIgKlSpWCIAh4+vQpKleuLHYkogKHRSUREeVKaGgovLy80KlTJ5iZmeXZeVJSUtCiRQtcvXoV06dPx5IlS/LkPOnp6bh79y68vLzg5eUFb29vxMbGZtrHwsICTZs2hZubG5o1a4aqVavmqshcvHgxZs2aBQAYO3Ys/vrrrzzrGU1OTkZQUBASEhJQq1atfOmBJVJnt2/fRq1atVCsWDF8+PBB6Q97iAozFpVERKS0x48fw83NDRERETAyMsKwYcMwYcIElc8oKpVK0adPH+zbtw8GBga4ceMGqlatqtJzZCctLQ23b9+Gl5cXLl++DG9vb8THx2fZT1NTE9ra2jl+JCcnw9vbGwAwZ84czJ8/HxKJJF+ujYh+zNPTE127dkX9+vXh5+cndhyiAolFJRERKeX27dto3bo1Pnz4AH19fSQmJgL4so5knz59MG3aNJUUfoIgYOzYsVi3bh20tbVx4sQJtGrVKtftKis1NRU3b97E5cuX4eXlBV9fXyQkJOS63RUrVmDy5MkqSEhEquTh4YHRo0ejS5cuOHLkiNhxiAokFpVERJRjnz59Qvny5REdHQ0XFxecP38eAQEBWLZsGS5fvizbr3379pg+fToaN26s9Lnmz5+PefPmQSKRYM+ePejZs6cKrkB1UlNTERMTg9TUVKUfDg4OqFevntiXQkRyzJkzBwsXLsTIkSPh4eEhdhyiAomDwomIKMeuXbuG6OholCtXDl5eXjAxMUGbNm3Qpk0b+Pv7Y9myZfD09MTJkydx8uRJNGzYENOmTUOHDh1ydA+fh4cH5s2bBwBYs2ZNgSsoAUBbWxvFixcXOwYR5ZGMtXFLly4tchKigot35xMRUY7dunULANCkSROYmJhkeq1evXo4fPgwnj59iqFDh0JHRwfXrl1D586d4ejoiC1btiA5OfmH5zhw4ADGjBkDAPjtt99kXxMR5RdBEPDw4UMAgJWVlchpiAouFpVERJRjGUVlrVq1st3H3t4eGzduREhICGbMmAFTU1M8ffoUQ4YMQYUKFbBixQp8/vw5y3EBAQHo0aMHevXqBUEQMGrUKFlvJRFRfjpz5gz8/f2ho6ODFi1aiB2HqMDiPZVERJRj5cqVw+vXr3HlyhW4uroqdMznz5+xceNG/PnnnwgLCwMAmJqaYuTIkRg3bhw0NDTQt29fXLx4UXbM4MGDsXHjRmhqaubJdRARZSctLQ01atTA48ePMXXqVCxbtkzsSEQFFotKIiLKkQ8fPqBEiRKQSCT49OkTjI2Nc3R8cnIy9uzZg2XLluHp06cAAB0dHZiZmeH9+/fQ1tZGr169MGnSJNSoUSMvLoGI6If+/fdfDBs2DObm5ggODkaxYsXEjkRUYHH4KxER5UjG0Fd7e/scF5QAoKuri0GDBuHRo0c4evQoGjRogJSUFLx//x6VKlXCgwcPsH37dhaURCSauLg4/PbbbwC+zP7KgpLo+zj7KxER5cjNmzcBfP9+SkVoaGigU6dO6NSpE3x8fHDt2jUMGTIEFhYWqohJRKS0lStXIjw8HBUqVMCoUaPEjkNU4LGoJCKiHFFkkp6caty4ca7WsiQiUpX3799j+fLlAIAlS5ZAR0dH5EREBR+HvxIRUY7kRVFJRFRQ/P3334iPj0edOnXwyy+/iB2HSC1woh4iIlJYxiQ9APDp06csa1QSEamz+Ph4WFtbIzo6GkeOHEGXLl3EjkSkFthTSURECvt6kh4WlERU2GzduhXR0dGws7NDx44dxY5DpDZYVBIRkcI49JWICqv09HSsWrUKADBx4kSuj0uUAywqiYhIYSwqiaiw8vT0xMuXL2FhYYGBAweKHYdIrbCoJCIihbGoJKLCSBAErFixAgAwatQoGBgYiJyISL1woh4iIlJIZGQkihcvDgCIiYmBqampyImIiFTD19cXjRs3hq6uLkJDQ1GyZEmxIxGpFfZUEhGRQr6epIcFJREVJhm9lP3792dBSaQEFpVERKQQDn0losIoPT0dx48fBwCMGzdO5DRE6olFJRERKYRFJREVRhoaGpBKpQAgG+JPRDnDopKIiBTCopKICiOJRAI9PT0AQGJioshpiNQTi0oiIvqhqKgohIaGAgBq1qwpchoiItXS19cHACQlJYmchEg9sagkIqIfyuilrFSpEifpIaJCJ6OoZE8lkXJYVBIR0Q9x6CsRFWYsKolyh0UlERF9lyAIOHPmDAAWlURUOGXcU8nhr0TKYVFJRETf9ffff8Pb2xu6urro3Lmz2HGIiFTOwMAAABATEyNuECI1xaKSiIiy9eDBA0ybNg3Al8XB7ezsRE5ERKR6GaMwPD09RU5CpJ4kgiAIYocgIqKCJzExEXXr1sXDhw/Rrl07nDhxAhKJROxYREQqFxAQgHr16kFPTw/h4eGckIwoh9hTSUREWUilUowdOxYPHz5EyZIlsWXLFhaURFRo1alTB46OjkhKSsK+ffvEjkOkdlhUEhFRJgkJCejWrRs2b94MANi2bRtKlCghcioiorwjkUgwePBgAMCWLVtETkOkfjj8lYiIZCIiItCxY0f4+/tDR0cHW7duRe/evcWORUSU5yIiIlCmTBmkpaXh4cOHcHR0FDsSkdpgTyUREQEAnj59ivr168Pf3x/m5ua4ePEiC0oiKjJKlCiB9u3bAwC2bt0qchoi9cKikoioiIuJicHatWvRoEEDvHz5EhUrVoSfnx+aNGkidjQionyVMQR2x44dSE1NFTkNkfrg8FcioiJIEATcvHkT//zzD/bu3YvExEQAQIMGDXDs2DEUL15c5IRERPkvLS0N1tbWCA8Ph6enJ9fmJVIQeyqJiIqQuLg4bNy4EbVr10bdunWxZcsWJCYmwtHREX///TcuXbrEgpKIiiwtLS30798fACfsIcoJ9lQSERUB9+7dw4YNG7Br1y7ExsYCAHR1ddGtWzeMGDECDRs25JIhRET4cn+5g4MDNDU18fr1a5QuXVrsSEQFHotKIqJCKCYmBteuXYO3tzf+++8/3LhxQ/ZapUqVMHz4cAwYMACWlpYipiQiKpgaNWqEa9euYenSpZg2bZrYcYgKPBaVRESFQEREBLy8vODt7Q0fHx/cv38fX/9619LSQpcuXTBixAi4ubmxV5KI6Ds2b96M//3vf6hSpQoeP37M35lEP8CikohITaWkpODEiRPYtm0bzpw5g/T09Eyv29nZoUmTJmjcuDHatm2LUqVKiZSUiEi9xMbGolSpUkhISMC1a9fQoEEDsSMRFWhaYgcgIqKcuXfvHrZs2YLdu3cjKipKtr1GjRpwdXWVFZK8D4iISDnGxsbo1q0btm/fji1btrCoJPoB9lQSEamJ0NBQTJs2DQcOHJBtK126NPr374+BAweiSpUqIqYjIipcrl69iqZNm8LIyAjh4eEwNDQUOxJRgcWikoiogIuLi8PSpUuxYsUKJCUlQUNDA126dMHgwYPRsmVLaGlx0AkRkaoJggB7e3sEBQVh27ZtGDBggNiRiAosrlNJRFRASaVS7Ny5E5UrV8bChQuRlJSEZs2a4fbt2zh06BDatm3LgpKIKI9IJBIMGjQIANesJPoR9lQSERVA169fx/jx4xEQEAAAKF++PFasWIEuXbpwFkIionzy5s0b2NjYQCqV4vnz57CzsxM7ElGBxJ5KIqIC5M2bN+jbty8aNGiAgIAAGBkZYfHixXj8+DG6du3KgpKIKB+VLVsWrVq1AgBs27ZN3DBEBRiLSiKiAiAhIQELFixA5cqVsXv3btmwq2fPnmHGjBnQ09MTOyIRUZGUMQR227ZtWZZuIqIvOPyViEhEgiBg//79mDZtGl6/fg0AaNSoEVavXo1atWqJnI6IiJKTk2FlZYWPHz/izJkzaN26tdiRiAoc9lQSEYnk5s2baNKkCXr16oXXr1+jXLly2LdvH7y9vVlQEhEVELq6uujbty8ATthDlB32VBIR5bN3795h1qxZsvtzDAwMMGPGDEyZMgX6+vrihiMioizu3bsHZ2dnaGtrIywsDJaWlmJHIipQ2FNJRJRPpFIpli9fDnt7e1lB2bdvXwQGBmLOnDksKImICqgaNWrAxcUFqamp2LNnj9hxiAocFpVERPkgMjISbdu2xbRp0xAXF4d69erBz88PO3fuRNmyZcWOR0REPzB48GAAwObNm8GBfkSZcfgrEVEeu379Orp164Y3b95AX18fa9asweDBg6Ghwc/1iIjUxcePH1G2bFkkJibi8OHD6Nq1q9iRiAoM/kVDRJRHBEHAmjVr4Orqijdv3qBSpUrw9/fH//73PxaURERqxtzcHFOmTAEATJ8+HSkpKSInIio4+FcNEVEe+Pz5M3r06IHx48cjNTUV3bp1w82bN+Hk5CR2NCIiUtLUqVNRsmRJBAUFwcPDQ+w4RAUGh78SEanYgwcP8Msvv+DZs2fQ0tLCypUrMXbsWEgkErGjERFRLv37778YNmwYzMzMEBQUBHNzc7EjEYmOPZVERCp05swZ1KtXD8+ePUPZsmVx9epVjBs3jgUlEVEhMXjwYFSrVg3R0dFYuHCh2HGICgT2VBIRqUhERAQcHR0RGRmJli1bYvfu3VzLjIioEDp37hxat24NbW1tPHnyBBUrVhQ7EpGo2FNJRKQCgiBgxIgRiIyMRPXq1XHixAkWlEREhVSrVq3QqlUrpKamYsaMGWLHIRIdeyqJiFRgz5496NOnD7S0tHDjxg04OzuLHYmIiPLQgwcP4OzsDKlUCh8fHzRq1EjsSESiYU8lEVEuvXv3DmPGjAEAzJkzhwUlEVER4OTkhMGDBwMAJk+eDPbTUFHGnkoiolwQBAEdO3bEyZMn4eLiguvXr0NbW1vsWERElA/Cw8NhZ2eH+Ph47N27Fz179hQ7EpEo2FNJRJQLO3bswMmTJ6Gjo4Pt27ezoCQiKkJKlSqF6dOnAwBmzJiBpKQkkRMRiYNFJRGRkt68eYPx48cDAObPn49q1aqJnIiIiPLbpEmTYGVlhdDQUKxZs0bsOESiYFFJRKSkffv24dOnT6hVqxamTJkidhwiIhKBoaEh/vjjDwDAH3/8gcjISJETEeU/FpVEREpKSEgAANSpUwdaWloipyEiIrH0798fzs7O+Pz5M+bPny92HKJ8x6KSiEhJUqkUACCRSEROQkREYtLQ0MDKlSsBAP/88w8CAwNFTkSUv1hUEhEpKaOo1NDgr1IioqKuefPmaN++PdLS0rB06VKx4xDlK/4lRESkJE1NTQDA8+fPuT4ZERFhwoQJAIAzZ87w3wUqUlhUEhEpqWvXrtDS0sL58+exf/9+seMQEZHIGjduDAMDA4SHh+P+/ftixyHKNywqiYiU5OTkhNmzZwMAxowZg4iICJETERGRmHR1deHm5gYAOHfunMhpiPIPi0oiolyYOXMmatSogaioKIwePVrsOEREJLJWrVoBAM6ePStyEqL8IxE44JuIKFfu3r2LOnXqIC0tDQcOHEC3bt3EjkRERCJ59uwZKleuDG1tbXz8+BFGRkZiRyLKc+ypJCLKJWdnZ8ycORMAMGrUKHz48EHkREREJJZKlSqhQoUKSE1NRYcOHRAZGSl2JKI8x6KSiEgFZs+eDScnJ0RGRmLMmDFixyEiIpFIJBKsX78eRkZGuHz5MurUqYN79+6JHYsoT7GoJCJSAR0dHWzduhWampo4cOAADh8+LHYkIiISScuWLXH9+nVUrFgRISEhaNiwIQ4dOiR2LKI8w6KSiEhFatWqhRkzZgD4MgyWQ56IiIouR0dHBAQEoEWLFkhISEC3bt0wZ84cSKVSsaMRqRyLSiIiFZozZw4cHR0RERGBcePGiR2HiIhEZG5ujtOnT2PSpEkAgIULF2Lq1KkipyJSPRaVREQqpKuri23btkFTUxN79+6Fp6en2JGIiEhEWlpaGD16NIoVKwYAXNOYCiUWlUREKla7dm1MmzYNADBy5EhERUWJnIiIiMTy7t07tGjRAjExMXBycsKaNWvEjkSkclynkogoDyQnJ8PFxQWPHz9G9+7dsW/fPkgkErFjERFRPoqOjoarqysePnyIChUqwMfHB6VLlxY7FpHKsaeSiCgPZAyD1dLSwoEDB7Bp0yaxIxERUT6Kj49Hu3bt8PDhQ5QuXRoXLlxgQUmFFotKIqI8UqdOHSxatAgAMG7cODx48EDkRERElB9SUlLw888/w8/PD8WKFcO5c+dQoUIFsWMR5RkWlUREeWjy5Mlo06YNkpKS0KNHD8THx4sdiYiI8piHhwfOnTsHAwMDnD59Gk5OTmJHIspTLCqJiPKQhoYGtm/fDisrKzx58gRjx44VOxIREeWx27dvAwCmT5+OBg0aiJyGKO+xqCQiymPFixfH7t27oaGhga1bt2LXrl1iRyIiojwUGhoKAKhUqZLISYjyB4tKIqJ80KxZM/z2228AgBEjRuDZs2ciJyIiorySUVTa2NiInIQof3BJESKifJKeng53d3dcvnwZzs7O8PPzg56entixiIhIhdLS0qCnp4f09HS8efMGZcqUETsSUZ5jTyURUT7R1NTE7t27YWlpibt372LKlCliRyIiIhULCwtDeno6tLW1uYQIFRksKomI8pGVlRV27twJAFi3bh2OHDkiciIiIlKljKGv1tbW0NDgn9pUNPA7nYgon7Vu3RrTpk0DAAwePBghISHiBiIiIpXh/ZRUFLGoJCISwcKFC1G/fn18+vQJPXv2RGpqqtiRiIhIBZ4/fw6ARSUVLVpiByAiKoq0tbWxd+9e1KxZE/7+/vj111+xbNkysWOpBV9fX5w6dQo3btxAYGAgPn78iKSkJBgZGaFEiRJwcHBAkyZN0LFjR9jb24sdV2nPnj3D8ePH4e3tjSdPniAiIgJxcXHQ09ODubk5KleujDp16qBdu3Zo1KhRvuV68OABvL29cePGDdy/fx9RUVGIiYlBXFwcjIyMUKxYMVhYWMDJyQl16tRB48aNUaNGjXzLp6yoqCgcPnwYJ06cwJMnT/D+/XsIgoCSJUvC3t4e7dq1wy+//IJSpUqp/NwHDhxAjx49Mm1btGgRZs6cqfJzUd7y8fGR/S53cXEROQ1RPhKIiEg0R44cEQAImpqawufPn8WOU6Dt2rVLcHBwEAAo/GjRooXg7+8vdvQcuX79uuDu7p6j66xataqwe/fuPMuUkpIibNy4UahVq1aOcmU8XFxchH/++UdITk7Os4zKSk9PF/766y+hWLFiP7wOQ0ND4ffff1fpdcTGxgplypTJdJ7KlSsXyPeKvu/+/fuy76N27doJKSkpYkciyjdcUoSISGQaGhoQBAHv3r3Lk14QdRcREYFevXrh0qVLSh2voaGB8ePHY9myZdDSKrgDdFJTUzF16lSsWbMGyv7T7O7ujj179qB48eIqy3Xz5k0MGTIE9+/fz3Vb1apVw+bNm1G3bl0VJMu9tLQ09O/fH3v37s3RcS1btsSRI0dgaGiY6wxTp07FihUrMm27cOEC3N3dc9025Z/Q0FA0bNgQYWFhaNiwIS5cuAADAwOxYxHlGxaVREQi09TUhFQqRVhYGKef/0ZQUBCaN2+O169f57qtFi1a4NixY9DX11dBMtVKSEhAhw4dlC6cv1auXDl4eXmhQoUKuW5r79696NevH9LT03PdVgZNTU1s27YNffv2VVmbyhowYAB27Nih1LHu7u44f/48JBKJ0ud/9OgRnJ2dkZaWJtvWo0cP7Nu3T+k2Kf8JgoBatWrhzp07cHR0xNWrV2Fubi52LKJ8xaKSiEhk2traSEtL4yLZ33j37h3q1av33YLS3t4eVatWhaGhIaKionDnzh28f/8+2/3btm2LEydOFKhp/tPT09GuXTucO3cu231KlSqFmjVrwtzcHHFxcXj06BGCgoKy3d/Gxgb+/v4oWbKk0rkOHTqEnj17freg1NHRQY0aNVC6dGkYGxvj8+fPCAsLw/379787+VTGmq3f3keYnw4ePIju3btn2d6mTRtMmTIFLi4u0NTUxP379/H3339j//79WfZdsWIFJk+erHSGZs2a4cqVK7LnRkZGePr0KX8PqJl3797BysoKGhoaCA0NRdmyZcWORJT/RBt4S0REgiAIgra2tgBAeP36tdhRCoy0tDShadOm2d7b1r17d+Hx48dZjpNKpcL58+e/e+/fvHnzRLii7P3666/ZZq1Vq5Zw4cIFQSqVZjnu0aNHQvfu3bM9tnnz5kJ6erpSmcLCwgQTE5Pv3iO5f/9+ISkpSe7xCQkJws6dO4Vq1apl24axsbHw9u1bpfLlVlpamlCuXLksmSZPnpztMStWrMiyv5GRkRATE6NUhp07d2Zpb+XKlcpeEono9OnTAgChSpUqYkchEg2LSiIikenq6goAhFevXokdpcBYs2aN3EJEQ0ND2Lhx4w+PT0lJEQYPHiy3DS0tLeHBgwf5cBU/dvfuXUFTU1NuzsGDBys00cfGjRsFDQ0NuW2sX79eqVx9+vTJthicMmWKkJqaqlA7ycnJwqhRo7Jtq1evXkrly63Dhw9nyVK/fn25xfvXunbtmuW4VatW5fj8MTExQqlSpTK1U61aNYXfVypYFi9eLAAQevbsKXYUItGwqCQiEpmenp4AQAgJCRE7SoEQHR2d7UycK1asULgdqVQqdOjQQW477u7ueXgFimvWrJncfB06dPhhgfO15cuXy23H3Nxc+PTpU44yRUdHy3rP5RW6yujdu7fc9rS1tYXo6Gil2syNnj17Zsly7ty5Hx736NEjucVoTo0dOzZLO1evXlXmUqgA6NGjhwBAWLJkidhRiERTcG4qISIqojLu7xN4izsAwMPDAzExMVm2N2nSBJMmTVK4HYlEgi1btqBYsWJZXrt48SJu3LiRi5S55+fnh8uXL2fZbmZmhi1btuRoApjJkyejSZMmWbZ//PgRGzZsyFGukydPyr0f0tTUFMuXL89RWxn++usvmJiYZNmempqKEydOKNVmbvj6+mZ6bmlpiZ9++umHx1WtWhXVq1fPtO327dtITk5W+Nx3796Fh4dHpm39+/eX+/+P1MPjx48BAA4ODiInIRIPi0oiIpFlFA8sKgGpVJrlD+4My5Yty/FMm5aWlpg+fbrc19asWZPjfKqU3fmnT58OS0vLHLUlkUhkC65/a+3atTn63rp586bc7V26dFF6RsvixYujY8eOcl+7ffu2Um0qKyoqKsvkT7Vq1YKmpqZCx9erVy/T85SUFDx69EihYwVBwKhRozJNflSsWDGli3UqGGxtbQEAd+7cETcIkYhYVBIRiSyjUJJKpSInEd+lS5fw9u3bLNvr1auH+vXrK9Xm8OHDoaurm2W7p6cn4uPjlWozt2JjY3Hs2LEs2/X09DB8+HCl2qxfv77c9R9fvXqVaYbRHwkPD5e7Pbc9aU2bNpW7/d27d7lqN6ciIyOzbKtUqZLCx8vbV16b8mzZsgV+fn6Zti1cuBAlSpRQ+PxU8Pzyyy8AvsyYTFRUsagkIhIZh7/+H09PT7nbc7OmoZmZGdq2bZtle3x8/HeX8chLZ8+eRWJiYpbt7dq1kztcV1F9+vSRu/3IkSMKtxEVFSV3e6lSpZTKlCG7NVg/fvyYq3ZzKjo6Oss2eUNzs2NqaqpQm9/6+PEjZsyYkWmbi4sLRo4cqfC5qWDq0KEDtLW18fDhQzx9+lTsOESiYFFJRCSixMREpKSkiB2jwLhw4YLc7e3atctVu9kdn9358lpBvs7sCqycDj1WlLwiLb/l5AMdefsq8t7MnDkzU4+mRCKBh4dHgVozlZRjZmYGd3d3AMDhw4dFTkMkDv4mIyIS0YYNG5CUlARbW1vZfTlF1fv37/H8+fMs28uVK4fy5cvnqm03Nze5269evZqrdpXl7e0td3uzZs1y1W7FihVhbW2dZfvTp0/x4cMHhdrIbuH23A5Tze54eXnzkpmZWZZtnz9/Vvh4efvKa/NrAQEB2LRpU6Zt//vf/7Lcn0nqK+N3zJMnT0ROQiQOFpVERCJJTEzE0qVLAQC//vortLS0RE4kruwmbKldu3au265QoYLcSWYCAwORkJCQ6/ZzIj4+Hs+ePcuy3dzcPNfFM5D9+6XohDiNGjWSuz27QlhR2d3X2bhx41y1m1PyJkEKDg5W+PigoKAs2ywsLLLdXyqVYtSoUZnumbawsMDixYsVPicVfBkTPeVVjz5RQceikohIJBs2bEB4eDhsbW3Rv39/seOI7v79+3K3V6tWTSXtV61aNcu29PR02XIA+eXhw4dyJ2VS1XU6OjrK3f7gwQOFjm/Tpo3cIbCenp4K3TsoT2RkJI4fP55lu5mZGVq1aqVUm8qysLDI0jt669YthSfK+nYpGh0dnWzfcwD4559/cOvWrUzblixZ8t1ClNRPxvcPi0oqqlhUEhGJ4OteylmzZkFHR0fkROJ78eKF3O12dnYqaT+7drI7b14p6NdpbGyMESNGZNn+6dMnTJ06ValMEyZMkDtsdOzYsTA0NFSqzdxo0KBBpucfPnxQaIbcoKCgLMtG1KxZU+7swhntzp49O9O2evXqYciQITlMTAVdxr22vEeWiip+5xMRiWDjxo0IDw+HjY0NBgwYIHacAiEkJETu9jJlyqik/ezaefnypUraV5Q6XOfcuXPlLp2xefNmTJs2DWlpaQq1k5KSgtGjR2P37t1ZXqtWrRpmzZqlcCZV+vnnn7Nsmz9//g+PmzdvXpZtGctJyDN16tRMvbuamppYv349e7MKoYyikv9vqahiUUlElM8SExOxZMkSAOyl/FpERITc7bldyiJDdktaZHfevKIO12lgYIBTp07Bysoqy2vLly9H/fr1cfDgQSQnJ8s9PjExEXv27EHt2rXh4eGR5XUbGxucOnUq2x6+vNa1a9cs13blyhXMnTs322M2bNiQpTg2MDDIttfR19cXO3bsyLRt5MiRqFmzppKpqSDLKCaz+5kgKuyK9qwQREQi+PfffxEeHo5y5cph4MCBYscpMLJbHzE36zZ+LbulK7I7b15Rl+usVKkSfHx80KtXL/j7+2d67datW+jevTt0dXVRo0YNlC5dGkZGRoiLi8Pbt29x7949pKamym23WbNm2LVrl8p6ZpWhpaWFJUuWZLmXecGCBbh79y4mTZqEmjVrQlNTEw8fPsS6deuwc+fOLO38+uuvcmd+TUtLw6hRozItP1KyZEksXLhQ9RdTSIWHh+P+/ft49eoVQkND8fnzZ7i6uqJly5YwNjYWO14WGfdEBwQEiJyESBwsKomI8lFKSgp7KbPx6dMnudtzsjD992TXTkxMjEraV5Q6XWf58uXh4+ODLVu2YMmSJVmG0CYnJyv8R3SVKlUwa9Ys9OnTp0Dcd9avXz8cP34chw4dyrT9+PHjcicV+lbjxo0xffp0ua/9/fffWSaeWr58eYFYk1MdnDx5Ej///HOWNXzXrFkDHR0duLm5oUOHDujQoQPKlSsnUsrMGjVqBE1NTQQHB+P169f5vlQOkdjE/61ORFSEXL16Fe/evUOJEiUwaNAgseMUKNkNG1NV4Z3dUMv8Hq6mbteppaWFYcOGISgoCOvXr89xj2qxYsXwzz//4PHjx+jXr1+BKCgz7Nq1C506dcrxca6urjh58qRsGYmvvXv3LsswWldXV/Tr10/pnEXJjRs30KNHD6SkpKBixYpo27YtRowYgTFjxsDOzg4pKSk4d+4cxowZAxsbG4wdOzZL8SkGExMT1KpVCwBw+fJlccMQiaDg/GYnIioCTpw4AQBo3749eym/kd1wSVWt35ldO9mdN6+o23UmJSXBw8MD9vb2GDlyZI57PGNiYjBixAjY2Njgzz//RHx8vFI58oKuri4OHTqEJUuWKDSkUl9fH7/++ivOnTuXba/jpEmTEBsbK3uupaWFdevWfbfd4OBgLF26FM2aNYOtrS309fVRrFgxVK5cGd27d8fOnTsL1PuWV168eIH27dsjISEBrVq1wpMnT3Dq1CmsX78ef//9N549e4YnT55g6dKlsvVN165di2bNmuHt27cipwfc3NwAAF5eXiInIRKBQEQkgvv37wsxMTFix8hXUqlUqFChggBA+Pvvv8WOU+BoaGgIALI8pFKpStr/77//5LbfvHlzlbSvqObNm8vNcenSJZW0n56eLrd9DQ2NHLfl4+MjlC9fXm57yj7KlSsnXL58WSXXqkoRERHCunXrhDZt2gjly5cXDA0NBQMDA8HW1lZo0aKF8Oeffwpv3rz5bhuXLl3Kcr1TpkzJdv+YmBhh3LhxgpaW1g/fNysrK2HXrl2qvuwC4+nTp7Lfj87OzsLnz59/eMyJEycEU1NTAYBQokQJ0b+vzpw5IwAQypcvL2oOIjGwqCSifDd37lwBgKCvry8MGDBA8Pb2VlnhUJBJpVLZH0AABDc3N+GPP/4QNm3aJJw4cULw9/cXQkJChNTUVLGjikJXV1fuH9MpKSkqaf/s2bNy22/durVK2ldUq1at5OY4f/68StpPSkqS276enl6O2tmxY4egqakpty0tLS2hR48ewtatW4UnT54IUVFRQmpqqhAZGSk8fvxY2Lp1q9C9e/dsiyUNDQ1h69atKrnegiIlJUVwcHDIdJ1lypQRYmNj5e7/7t07oXr16jkuyqdOnZrPV5b3Ll26JBQrVkxWkL19+1bhY58/fy57HzU1NYWVK1eK9u/J58+fZT8zISEhomQgEguLSiLKV9n9YV+5cmVh+fLlOfpjQh3dv39f6NmzZ7Z/rAMQzMzMhIEDBwqnTp0SkpOTxY6cb4yNjeW+H9n9UZ5Tx44dk9t+p06dVNK+ojp06CA3x4kTJ1TS/qdPn+S2b2pqqnAbnp6e2fYct2rVSggNDVWonZCQkGyLaA0NDeHw4cNKXmXBs2TJkizXeODAAbn7xsfHZylAc/KYO3du/l5cHtq0aZPsw4cGDRoI79+/z3Eb8fHxQp8+fWTvT/fu3VX2e0MRkZGRwoULF4QlS5bIPjgsbB+aEP2IRBC+mu+aiCiPLV68GLNmzUKnTp0wffp0bNq0Cfv27UNCQoJsnwoVKqBhw4Zo2LAhGjVqBEdHR7kTYqizV69eYceOHXjx4gXev3+PiIgIvH//Hu/fv8806YSpqSl++eUX/PXXXzAyMhIxcd6ztrbGmzdvsmwPCwvLdu3FnNi9ezf69u2bZXv//v2xffv2XLevqH79+mHXrl1Ztu/Zswe9evXKdftv375F2bJls2wvV64cQkNDf3h8eHg4HB0d8fHjxyyvjRkzBmvWrMnRAu+CIGDcuHFYu3ZtltfMzc3x4MEDuethqpPXr1/DwcEh032PLVq0wPnz5+XuP3r06Czrd2poaGDkyJEYMmQIKleujMTERFy7dg1//PFHliVdNDU14evri3r16qn+YvKJVCrFjBkzsHz5cgBAr169sGXLFujp6SnVniAIWLduHSZOnIi0tDQ4ODjA09MTlStXzvaY5ORk2ZIlISEhiI+Ph66uLnR1daGjoyP7+ttt4eHhuH37tuwh7+dq+/btWZasISrUxK1piaio+eeff7L0Dn369EnYuHGjUK9ePUEikWT5VN7ExERo2bKlMG/ePOHChQuFuvcuLS1NuHz5sjB69GihVKlSsvdg7dq1YkfLczVq1JDbK/P48WOVtL927Vq57U+cOFEl7Stq/PjxcnN4eHiopP2HDx/Kbb9mzZoKHT98+HC5x7ds2VJIT09XKlN6errQokULue0OGzZMqTYLkq5du2a6Jh0dHSEwMFDuvoGBgVl+z2lqagrHjh2Tu39qaqrQvXv3LO9bkyZN8vKS8tTTp0+Fpk2bZup5VdWQVV9fX6F06dICAMHY2Fhub3hERIQwaNCg744YyenDzs5O6N69u7BkyRLh8uXLReKWDqKvcZ1KIspXFhYWAIDIyEjZNhMTEwwdOhRDhw7Fp0+f4O/vD19fX1y7dg3Xr1/H58+fcf78edmn/mXKlMG4ceMwbNgwlS0YX1BoamqiadOmaNq0KVavXo158+Zh4cKF8PT0xOjRo8WOl6dKliwpd3t4eDgcHBxy3X54eLjc7SVKlMh12znxvetUhdxcZ3R0NHbs2JFlu4aGBlatWqX0ciAaGhr4888/Ub16dUil0kyv7dy5E4sXL4a5ublSbYvt7NmzOHLkSKZtU6dOhb29vdz9165dC+GbQWLTpk1Dx44d5e6vpaWF7du3w9/fP1OPmLe3N+7evQtnZ+fcXUA+SklJwdKlS7Fw4UKkpKTAwMAAGzduRJ8+fVR2joYNG+L27dvo0aMHrl69ip9//hlubm5o37492rZtCx8fH0yfPl3WE29gYAAbGxvY2NjA1NQUycnJSElJQXJycpavM56bmJjAxcUFLi4uqFWrFpydnbkGKZHYVS0RFS1eXl4CAKFKlSoK7Z+WlibcuXNHWLdundCnTx+hRIkSsk+GjYyMhIkTJxbqCRGCgoJkPRlRUVFix8lTw4YNk9sDsGPHDpW0P2jQILnt79u3TyXtK2rPnj1ycwwePFgl7W/fvl1u+yNGjPjhsQcPHpR7bLNmzVSS7eveqa8fBw8eVEn7+S0pKUmws7PLdC02NjZCQkJCtsdk9KJlPPT19YVPnz798FwZozy+fsycOVOVl5On/P39hapVq8qyt27dWnj58mWenS8lJUWYNGlStj2L1atXF3x8fNijSKQiXKeSiPJVRk9lVFSUQvtramrC2dkZo0aNwq5du/Dq1Sts3boVjo6OiIuLw59//omKFSuiV69euHPnjspyJiUl4fr161izZg2GDBmCVatWZbrvM79UrFgR1atXR3p6umyNy8KqQoUKcrcHBQWppP3s2snuvHmlIF+nr6+v3O0tWrTIVaYM7u7uOTpvQbd06dIs7/eaNWugr68vd/+XL1/i3bt3mba1bt0aJiYmPzzXL7/8kqWn2M/PL4eJxdOlSxc8fvwYJUqUwN69e3H69GnY2trm2fm0tbWxcuVKBAUF4a+//oK7uzu0tbVhaGiIlStX4tatW2jUqFGO7g8mouyxqCSifJVRVH78+DHLMDhF6OrqYuDAgXjw4AHOnDkDd3d3pKenY9++fahVqxb++eefHLcplUrx+PFjbNu2DaNGjULt2rVhbGyMBg0aYPz48diyZQsmT56MihUrYt26dUhOTs7xOXKjS5cuAABPT898PW9+c3Jykrv90aNHKmn/8ePHWbZpaGjA0dFRJe0rytHRUe4wUlVdZ3btVK9e/YfHZreAfMWKFXOV6UfthIWFqaT9/PTy5UssXrw407b27dtnO4wVAG7fvp1lW926dRU6n4WFRZb3T157BVXGcOBhw4ahZ8+e+VbMVaxYEePHj8eFCxcQHR2Njx8/YtKkSdDS4h1gRKrEopKI8lVGUZmeno5Pnz4p3Y5EIkHr1q1x4cIF3LlzB127doUgCBg5ciTmz5+f5Z4leZ49e4bRo0fD3Nwcjo6OGDRoENavX49bt24hLS0NxYsXR/v27TFt2jTY2toiPDwcY8aMQeXKlbF161akpaUpnT8nMorKc+fOZZpdsrCpVauW3O03b97MddsvX76U2zteuXJlGBgY5Lr9nDAyMpJ7v11UVBRCQkJy3X5271fNmjV/eGxMTIzc7aq63zHj5/9b0dHRKmk/P40dOxZJSUmy53p6elizZs13j/n6XvIMdnZ2Cp+zUqVKmZ5//vwZqampCh8vpuHDhwMA1q1bhwULFiAwMDDfMxgaGkJHRyffz0tUFLCoJKJ8paurC0NDQwCKD4H9EWdnZxw6dAhz5swBAMybNw+jR49Genp6ln0FQcDly5fRsWNHVKlSBR4eHvj06RMMDAzg6uqKKVOm4MCBAwgJCcH79+9x4sQJLF26FIGBgVi3bh1Kly6N0NBQDB48GNWqVcP+/fuV6nHNierVq6NYsWJISkrCixcv8vRcYipZsmSWP5oBIDQ0VKGlML7Hy8tL7nZXV9dctausJk2ayN1++fLlXLX78uVLvHr1Ksv2ypUrKzRRT8bP5rdU9WFGdu0YGxurpP38cuzYMZw6dSrTtlmzZqF8+fLfPU5e8azI0Nfv7asuBXmXLl3g4OCA6OhozJ07F1WqVIGzszMWL15cqH+vERUVLCqJKF99/PhR1sOnyp4+iUSCBQsWYO3atZBIJFi/fj26deuGgwcP4tSpU/Dy8sL27dvh4uICNzc3nDhxAoIgoH379rh48SI+ffqEK1euYPny5ejWrRtsbGwyDc/S0dHBqFGjEBQUhOXLl8PCwgKBgYHo2bMnXFxc5A6tVOW1ZaxdWdjXqszu3r1v/4DPqdOnT8vd3rJly1y1q6zsrjO7nIrK7n1S9DqLFy8ud7uqZqb99n7CH523IEpMTMT48eMzbbOzs8O0adOUai8nw0Dl7avIqIyCQFdXF9evX8fWrVvRunVraGlp4d69e5g1axYqVqyIOnXqYMWKFXI/FCEiNSDqNEFEVOT88ccfAgChRo0aeTbr3oEDBwQdHZ1sZ/3T19cXRo4cKTx9+lTpc3z69EmYP3++YGJiIgAQ6tWrl2fXk5qaKsseGRmZJ+coKC5cuCD3/1mDBg2UbjM6OlrQ09PL0qahoaEQFxenwvSK+/z5s6Cvry/3ezMmJkbpduvXry/3/fPy8lLo+NmzZ8s9vnfv3kpn+lqPHj3ktv/bb7+ppP38MGvWrCz5z549q9Cx8mZwPXTokMLnbtu2bZbj1XXd3sjISGHjxo2Cu7u7oKGhkema6tevL/z555/CmzdvxI5JRApiUUlE+SYpKUkoVaqUSpeJyM6VK1eETp06Ca6urkLt2rWFqlWrCk5OTsLixYtVujTHmzdvBAMDAwGAcOLECZW1+7WPHz+q/R+QikpPTxfKlCkjt/Dw9/dXqs2lS5fKba9v374qTp8zPXv2lJtr2bJlSrXn7+8vtz1ra2uFP/A4ffq03DbMzc2F2NhYpXJl+PTpk1CsWDG57Z87dy5XbeeXwMDALB9Y/fzzzwoff+jQoSzXvnjxYoWPt7e3z3SssbGxMpdR4Lx//17w8PAQmjZtKkgkEtn1SSQSoUmTJsLatWuFd+/eiR2TiL6DRSURqYxUKhUiIyOFO3fuCMeOHRPWrl0rTJ8+Xejdu7fQuHFjoWzZsgIAwcrKqlAVRzNmzBAACM7OzkJ6errK2w8JCREACHp6eipvuyDK6M3+9tG0adMctxUZGSmYm5urrEgdMGCA3LYGDBiQ47Z8fX2zLeCU6ZHObg3IpUuXKtxGQkKC3F5dAMKCBQtynOlr2fWC6uvrC4mJiblqO7+0aNEiS2/3q1evFD4+ODg4y/V36dJFoWOjoqKy9Ogp8zNR0L19+1ZYs2aN0KhRo0zXqqGhIbi5uQn//POP8OHDB7FjEtE3WFQSkcJiY2OFx48fC2fPnhX+/fdf4bfffhMGDRokuLu7C/b29nKH88l7rFu3TuxLUamoqCjZMNi8WMT9/v37AgChRIkSKm+7IIqOjs62R2vVqlUKtyOVSoVOnTrJbeenn35SKpsqi0pByL4Q7Ny5c46GU69atSrbAvXTp085ytS1a1e5bWlrawv//fdfTi9REARBOHv2rKCpqSm33W7duinVZn7bv39/rgr2DCVLlsxSVCvy/2jDhg1Zzj9jxgxlLkVtvHr1Sli5cqVQt27dTNetqakptGzZUggICBA7IhH9fywqiUgQhC9DU4ODg4XLly8LO3bsEP744w9hxIgRQrt27QQnJ6ds/8iX9yhZsqRQu3ZtoUuXLsK4ceOE5cuXC/v37xeuXbtWaIcwTZ48WQAgNGnSROVt+/j4CAAEOzs7lbddUK1Zs0bu95aGhoawefPmHx6fmpoq/O9//5PbhpaWlnD//n2lcqm6qLxz5062xdbQoUOF1NTUH7axefPmLD1YGY/169fnONPDhw+zzWRkZCTs2bMnR+1t3bpVNkT824empqbw5MmTHGfMb7GxsVmGZTs4OAgpKSk5bmv06NFZ3oeZM2d+95ikpCTB1tY2y3G3b99W9pLUzsuXL4WlS5cKLi4ususvUaKEQj8jRJT3WFQSFQFpaWnCmzdvBD8/P+HAgQPCihUrhPHjxwtdu3YV6tSpk+WT8+89TE1NBScnJ6Ft27bC8OHDhYULFwo7duwQvLy8hKCgICEpKUnsy813iYmJgp2dnQBAmDx5ssrbz7jPzcXFReVtF1RpaWmCq6trtt+HPXv2lFuMSKVS4eLFi0Lt2rWzPXbu3LlK51J1USkIgvDrr79mm7V27drCf//9J7fX8vHjx9nelwlAaN68udLDsYcPH/7d3wMtWrQQzpw5k+3Pe2JionDy5EnBzc3tu+2MHj1aqXz5LeNDo68fly5dUqqtJ0+eZLpvMKO4PnbsmNz909LShF69emU5f6NGjXJzSWrt2bNngqWlpQBAOH/+vNhxiEgQBIkgqMlc1ESUrYSEBAQGBuL169d49eoVXr9+LXu8evUKYWFhCi3foaenB2tra5QrVw7W1tayx9fP1W09ufzw119/YeLEibCyssKTJ09ytO6cIvbv34+ePXuiWbNm2a63WBiFhYWhfv36eP36dbb7VK5cGVWrVoWBgQE+fvyIO3fufHf5izZt2uDkyZPQ0FBuRa2BAwdi+/btWbYPGDAA27ZtU6rN9PR0tG3bFufPn892n9KlS6NmzZowNzdHXFwcHj9+jGfPnmW7f7ly5RAQEICSJUsqlSk5ORlt2rT54febnp4eatSogZIlS8LY2BifP3/G+/fvce/ePSQnJ3/3WHd3d5w+fRra2tpKZcwvjx49grOzc6bfob1798bu3buVbnPEiBHYsGFDpm0aGhoYNWoUhgwZAnt7eyQlJeHatWtYtGgR/Pz8Mu2rqakJb29vNGjQQOkM6i7jPRwyZAg2bdokdhyiIk9L7ABiS09Ph4aGRo7WiSIqCFJSUnD+/Hns2bMHx44dQ0JCwnf319TURJkyZb5bNFpYWPBnQQkZf9wPGDBA5QUlAHz+/BlAzhZJLwysrKzw33//oXnz5njz5o3cfQIDAxEYGKhQez/99BMOHz6sdEGZVzQ1NeHp6Yn27dtnW8S9e/cu2zUev2VtbY1Lly4pXVACX9YUPHr0KNq3bw9vb+9s90tKSoK/v3+O22/WrBmOHDlS4AtKABg1alSmgtLExAQrVqzIVZsrV66El5dXpg8GpFIp1q5di7Vr1/7w+NmzZxfpghIAevTogQ0bNuDIkSPw8PCAjo6O2JGIirQiXVQ+fPgQLVq0gKamJgYOHIiBAwfCzs5O7FhE2ZJKpfD29saePXtw6NAhfPz4UfaapaUlbG1tsy0aS5UqBU1NTRHTF16GhoYAvhT6eSEqKgoAYGpqmiftF2SVKlXCzZs30atXL6V7aSUSCcaNG4cVK1ZAS6tg/rNnYGCAc+fOYcqUKfj777+VXtD+p59+wp49e1CiRIlcZzIxMcHly5exbNkyzJ07VyXf37q6uvj9998xefLkAlfcy7Nz505cvXo107YFCxagdOnSuWrX0NAQXl5eaNGiBR4/fpyjY6dNm4Z58+bl6vyFgaurK0qVKoXw8HBcvHgRbdu2FTsSUdEm8vBb0bx8+VKwsrLKco9C06ZNhe3bt4u2IDbRt6RSqXDr1i1hypQpWSaKKFWqlDBhwgQhICAgRzNFkmrNnTtXACCMGDEiT9ofNGiQAECYP39+nrSvLnbt2iVUqVJF4ft/AQju7u7C9evXVZYhL+6p/Jafn5/w008/5eg6HRwchF27dqksw7devnwpzJgxQyhRokSOcmU8SpQoIcyYMUMICQnJs4yqFhMTk+V+8xo1aghpaWkqO8fHjx+FkSNHZjsx0tePMmXK5On/Y3U0duxYAYDQr18/saMQFXlF8p7KiIgINGrUCEFBQXB0dMSsWbOwa9cunDt3DlKpFABgbGyMHj16YPDgwahfvz6HBFK+e/78Ofbu3Ys9e/ZkGt5namqKX375Bb169UKzZs3Y+1gArF27FmPHjkWFChVw48YNmJubq7T9hg0bws/PD/v370f37t1V2ra6EQQBvr6+OHXqFAICAvDs2TN8/PgRSUlJMDQ0RMmSJeHg4IDGjRujU6dOqFy5stiRlRYYGIhjx47Bx8cHT548wfv37xEfHw89PT2Ym5vD3t4edevWRbt27dC4ceN8yZSSkoJr164hICAA/v7+CA4ORnR0NGJiYhAfHw9DQ0MUK1YMZmZmsLOzQ926dVG3bl00bNhQ7YYnjh07NtNQVIlEAh8fHzRs2FDl53r+/DkOHjyIs2fPIiQkBBEREdDV1UXJkiXh7OyMDh06oGvXrrJREfSFr68vGjduDGNjY0REREBPT0/sSERFVpErKp8+fYpevXrh7t27sLGxga+vL8qUKQMAePPmDbZv344tW7bgxYsXsmOcnJywYMECdOrUqdAUlydPnsSSJUvQpEkTdOvWDTVr1lT42gRBQGJiIuLj4xEXF4e4uDjEx8dDX18f1atXLzTvkRikUil27NgBDw8P3LhxQ7ZdT08PHTp0QO/evdGmTRvo6uqKmJK+FRUVhdq1ayMkJAQtWrTA6dOnVTbMUhAEWFhYIDo6Gnfv3kWNGjVU0i4RkbqTSqWwsbHBmzdv4Onpic6dO4sdiajIKjJF5cePHzF//nx4eHggLS0NxYsXh6+vLypVqpRl34z71rZs2YKDBw8iMTERAFCvXj0sWrQIzZs3z+/4KhUTE4NKlSohMjJStq1ixYpo3bo1BEHIUixmfP318+y+bapVq4ZRo0ahb9++nCU0hx49eoThw4fD19cXwJfJO1q0aIFevXqhc+fORW6SFnVz7949NGzYEAkJCRg7dixWr16tkg9YPnz4gBIlSkAikSAuLg4GBgYqSEtEVDhMnjwZq1atQs+ePbF3716x4xAVWWpZVCYmJmLfvn1ISUlBuXLlYGNjg3LlysHIyCjLvmlpadiwYQN+++032aQmHTt2xKpVq1CxYsUfnis6OhrLly/H6tWrZbNruru7Y9GiRahTp45qLyyfrF69GhMmTICdnR2cnZ1x6tQpWeGcUwYGBjAyMoKRkRHevXsna8fIyAj9+/fHyJEjUa1aNVXGL3QSExPx+++/Y/ny5UhLS4OhoSHmzJmDQYMGqWSyDco/Bw8elA1P7dixI7Zt2wYzM7Nctent7Q1XV1fY2tri5cuXqohJRFRoBAQEoF69ejA0NERERAQ/eCMSiVoVlYIg4OjRo5g0aRJCQkKyvG5ubi4rMG1sbFC6dGns3LlTNrOao6Mj/vzzT7Ro0SLH5w4PD8fChQuxceNGpKamAgC6du2KhQsXwsHBIVfXld+GDRuGf//9F7/99hvmz5+PuLg4nDp1Cjdv3oSBgQEMDQ1lheLXX3/73MDAINPsfTExMbKhm1/fA+jq6oqRI0eiYcOGsuN1dHQ4TBbAuXPnMGrUKNlw606dOuHvv/+GtbW1yMlIWZs3b8bo0aORnJyM8uXL4+DBg6hVq5bS7W3atAlDhw5F69atcebMGRUmJSJSf2/fvkXZsmUBfLmNKeOWJiLKZ/k/N5Dydu3aJZsFTWJkLGjaVxY0SpQUoKv33RnTLCwsBA8PDyE1NTXXGV68eCH069dPkEgkAgBBQ0NDGDhwoFrNaNesWTMBgLBz5848aV8qlQr//fef8PPPP2c7o52mpqZgYmIiWFlZCZUqVRKcnZ2Fxo0bC61atRK6du0qDB48WLh3716e5CsI3r17J/Ts2VP2fpQtW1bw9PQUOxapyK1bt4Ty5csLAAQdHR3hn3/+UXp23smTJwsAhPHjx6s2JBFRITB9+nQBgNCkSROxoxAVaWrVU3nlyhW0atUKycnJgLY2dN3coV2/ISQaGngwfDA+f/iA0NBQvHr1SvbfihUrYvLkybkegvatR48eYfbs2Th69CgAQEdHByNGjMCvv/5a4IcsWltb482bN/Dz80P9+vXz9Fxv377Fv//+i+3btyMsLCxH65wVxvsjpFIpNm7ciBkzZuDTp0/Q0NDAuHHjsGDBAt6DWsjExMRg4MCBOHbsGACgT58++Oeff+QO0/+eDh064OTJk1i/fj1GjBiRF1GJiNRSbGwsrK2t8enTJxw7dgwdO3YUOxJRkaVWRSUAPHv2DMOGDcOVK1cAAFrVnaHXqStezZwCM339fM/j7++PWbNm4dKlSwC+LGg8bdo0zJw5E9ra2vme50cSEhJkU5JHRkbCwsIiX8+flpYmm+wnPj5e9vj6+aFDh3DixAkMGjQIW7Zsydd8eSUhIQFHjx7FmjVr4O/vDwCoVasWNm7cCBcXF5HTUV4RBAErV67EjBkzkJ6eDgcHB/z5559o2bKlwsO/7ezsEBwcDC8vLzRr1ixvAxMRqZGMOSLs7e3x5MmTTLfkEFE+E7WfVEnp6enCunXrZEMrNStVFt5ERoqa6cKFC0KdOnVkwxkbN24svHnzRtRM8ty/f18AIJiZmYkdJVsTJkwQAAiTJ08WO0qupKenC15eXsKgQYMEY2Nj2feGkZGRsGbNGpUuoE0F29WrV4XSpUvLvgcaNWokXLp06YfHZfy8amtrC1FRUfmQlIhIPaSmpgo2NjYCAGHDhg1ixyEq8tTyIx0NDQ2MGjUKR48ehZ6eHtKfB6Jr+/aIjo4WLZO7uzv8/f2xe/dumJiYwMfHB87Ozjh37pxomeR5/vw5AMhdSqWgyLjh/uTJk0hLSxM5Tc49f/4cv/76K8qXLw83Nzds3boVsbGxsLW1xZw5c/D06VOMHTsWmpqaYkelfNKkSRPcv38fEydOhJ6eHnx9fdG8eXM0b95ctoSMPJs3bwbwZSZZc3Pz/IpLRFTgHT58GKGhoShevDj69esndhyiIk8ti8oM7du3x4ULF1CsWDEEXL8OV1dXhIWFiZZHIpGgd+/euHXrFpydnREZGYnWrVtj9uzZBaY4CgoKAvBlSF1BNXToUFhYWCAwMBC7du0SO06O+Pv7w8nJCYsWLcKrV69gamqKoUOH4urVqwgODsaCBQs4M10RZWlpiVWrViE4OBijR4+GtrY2vLy80LhxY7Rp0wY3btzItH9ycjJ27twJABgyZIgYkYmICiRBELB8+XIAwOjRo6Evwu1PRJSZWheVANC4cWNcvXoVpUuXxsOHD9GoUSNZb5xY7Ozs4Ofnh5EjRwIA/vjjD7i7uyM8PFzUXIB69FSamJhg+vTpAID58+fnaHIfsS1YsADJycmoW7cu9u/fj3fv3mHjxo1o0qQJ7/UgAICVlRXWrl2L58+f43//+x80NTVx9uxZ1K1bF82bN0erVq1Qq1YtVKxYER8/fkSZMmXQsmVLsWMTERUYV69exa1bt6Cnp4dRo0aJHYeIUAiKSgBwcnKCr68v7OzsEBISgkaNGuHu3buiZtLT04OHhwf27t0LIyMjXLlyBW3atPkyc62I1KGoBL588liqVCmEhIRg9erVYsdRyL1793D69GloaGhgz5496N69Oz89pWzZ2Njg33//RWBgIPr37w8NDQ14eXnh/PnzuH37Nt6+fQsAGD9+PIdKExF9Zfv27QCAfv36oXjx4iKnISJADWd//Z6IiAi0bt0ad+7cQcuWLQvM/YyBgYFo3LgxIiMjMWXKFNmQDTGUKVMGYWFhuH79OurVqydaDkVs2LABI0aMgIaGBg4fPozOnTuLHSlbgiCge/fuOHToUKFcCoXyXmBgIC5cuABjY2NYWlrC0tISpUqVgo2NjdjRiIgKjLS0NJQqVQpRUVG4dOkS3NzcxI5ERChkRSUALF++HNOmTUOvXr2wZ88esePIHD9+HJ06dQIAXLx4ET/99FO+Z4iPj5etkRcVFVXgJ/4QBAHDhg3Dpk2boKenh4sXL6JRo0Zix8oiLCwMQ4YMwdmzZwEAd+/eRY0aNURORUREVPhcuXIFzZo1g7m5Od6/fw8tLS2xIxERCsnw168FBgYCAOzt7UVOklnHjh0xbNgwAMCAAQOQkJCQ7xmCg4MBAObm5gW+oAS+THy0fv16dOjQAUlJSejQoQMeP34sdqxM9u/fj2rVquHs2bPQ09PD+vXrWVASERHlgdTUVHh4eAAAOnTowIKSqAApdEXls2fPAACVK1cWOUlWq1atgo2NDd6+fYstW7bk+/nV5X7Kr2lpaWHfvn2oX78+oqOj0bp1a9m9ZmL6+PEjevfujZ49eyI6Ohq1atXC7du3MWLECLGjERERFTqBgYFo1KgRDhw4AADo27evyImI6GuFrqgsqD2VAGBoaIhp06YBAFasWIHU1NR8PX9GUVmQlxORx8DAACdOnIC9vT1ev36NNm3aICYmRrQ858+fh5OTE/bu3QtNTU3MnTsXfn5+cHBwEC0TERFRYSQIAtavX4+aNWvixo0bMDMzw/79++Hu7i52NCL6SqEqKmNiYhAREQGgYBaVADBo0CAUL14coaGhuHDhQr6eO2ONSnXqqcxgaWmJc+fOoVSpUnjw4AG6d+8OqVSqkrbDw8Mxd+5cNG7cGCdOnMj0miAIePPmDY4fP4758+ejbdu2aNWqFcLCwmBvb49r165h3rx50NbWVkkWIiIi+uLu3bto06YNRo0ahcTERLi7u8v+BiCigqVQDUbPGPpaunRpGBsbi5xGPn19fVhaWuLDhw/5fi+AOg5//ZqtrS3Onj2Lhg0b4sKFC/Dw8MCYMWOUbu/OnTv466+/sHfvXlmvcadOnTB16lRoamri9u3buH37Nj58+JDl2HHjxmHx4sUwMDBQ+vxERESU1d27d7FgwQJ4enoCAHR1dbFkyRKMGzeOaz4TFVCFavbXXbt2oV+/fmjatCkuX74sdhy50tLSYGBggNTUVISEhOTbcgERERGwsbFBUlKS2s9OunbtWowdOxYGBga4d++ewsN5pVIpHjx4gMuXL+PIkSO4evWq7LWGDRuifPny2L17d5bjNDU1UbVqVbi4uMDFxQVNmzZV6/ePiIiooBEEAffu3ctUTEokEvTs2RNz584tkHNlENH/KVQ9lRn3UxbkXzwhISFITU2Fnp4erK2t8+28f//9N5KSklC3bl1Ur149386bF0aNGoUjR47Ay8sLAwcOxLFjx2Bubg6JRJJpP6lUivv37+Py5cu4cuUKrly5gujoaNnrWlpa6NatGyZMmIC6desCANzc3LB//36UL19eVkRWq1YN+vr6+XqNREREhdGdO3dw+fJlvH37FmFhYZn+m5iYCOD/isk5c+ZwvgKS67pdBbEjqJ36QS/ytP1CVVRmDH8tqPdTAv9X+FaqVCnfhnDExcVh3bp1AIBp06ZlKb7UjYaGBrZs2QInJyf4+vrC0tIShoaGsLGxga2tLWxsbBAWFoarV69mKiIBwMjICI0bN0azZs3Qp08flC1bNtPrQ4YMwZAhQ/LzcoiIiIqEhIQEuLq6Ii4uTu7rGhoa6N69O+bMmYOqVavmczoiyo1CU1RKpVLcunULQMHuqcy4P+/JkydYsGABZs6cmeeTvGzZsgXR0dGws7ND586d8/Rc+cXW1hY7d+7EuHHj8Pr1a8THx+Px48dZ1rH8uohs1qwZXFxcOKkOERGRCB49eoS4uDgYGxtj6NChsLKyQpkyZVCmTBlYWVnBysqKI4OI1FShuafy1KlTaN++PUxMTPD69WuYmJiIHUmu+Ph4DBgwAIcPHwYAODk5wc3NDeXLl4etra3sv6ampio5X1paGuzs7BAaGor169cXynUUk5KS8OrVK4SGhsoexsbGsiKSiyMTERGJb/Pmzfjf//4Hd3f3fJ8BnwoXDn/NOQ5/VdCKFSsAAMOHDy+wBSXwZa3KgwcPYt++fRg9ejQePHiABw8eZNnPzs4OgwYNwsCBA2FlZaX0+Q4ePIjQ0FAUL14cAwYMyE30AktPTw/29vYFetgzERFRUZfx9466z+1ARFkVinmZb968icuXL0NLSwvjxo0TO84PSSQS9OrVC0+ePMH69esxbdo0dOvWDXXq1IGlpSWAL2tK/vrrr7C2tkaHDh1w//79HJ8nLS0NS5cuBQCMHTuWQ0qIiKhIkUgkaj+PQGGSUVQ6OTmJnISIVK1QFJUrV64EAPTq1SvLxCsFWcmSJTFixAgsXboUBw4cQEBAAD58+ICYmBhs27YNjRs3hlQqxcmTJzF16tQct79o0SLcu3cPxsbGGDVqVB5cARFR7r18+RL//vsvhg4diho1akBLSwsSiQQLFy7Mddt+fn7o1KkTihcvDn19fVStWhW///47kpKSVJC86Hjx4gUkEgnatWsn25ZRsEkkEvz999/fPX7ixImyfW1tbWXbnz17BolEAg0NDURFRck9dvv27bJjDx48KHefsLAw2T4hISE5vj7KHxm3o6SkpIichIhUTe2LypCQENk/MpMnTxY5jWqYmppiwIAB8Pb2lvW8litXLkdt+Pr6Yv78+QCA9evXw8LCQuU5iYhUYfXq1Rg2bBg2bdqE+/fvIz09XSXt7t69G02aNMHx48ehq6sLBwcHBAUF4bfffoOrqysSEhJUcp7cGDFiBBwcHGBpaYnixYujdevWsknnCpITJ04AANq3by/39Z07d2Z7bHp6Ovbt2yf3NXt7e5QsWRKCIMDX11fuPj4+PrKvvb295e6Tsb1s2bKZilYqWFxcXAB8GWFGRIWL2heVq1evRnp6Opr99FOhXJD+4cOHACBbR1ERMTEx6NOnD6RSKfr27Ys+ffrkVTwiolyztLRE+/btsWDBApw5cwY///xzrtsMCQnBkCFDkJ6ejmXLluH169e4ffs2nj9/jsqVK+PGjRuYNm2aCtLnjpWVFTw9PfHhwwc8efIEUqkU7u7uCA8PFztaJidPngSATD2VGTLez4wls7514cIFhIeHZzsze5MmTQBkXzD6+PigWLFiKFas2Hf3+botKphq164NAAXygxMiyh21Liqjo6Px77//AgDGjB8vchrVk0qluHHjBgDFi0pBEDBixAiEhoaiQoUKsvUpiYgKqtmzZ+PEiROYM2cOWrduDSMjo1y3uXz5ciQnJ6Nly5aYOnWq7L46GxsbbNmyBQCwceNGvH//Ptfnyo3ffvsNVapUgUQigaWlJUaNGoWYmBhcv35d1Fxfi42NxdWrV1G9enW5o2b69u0LANi1a5fc4zO29+vXT+7rGYXg1z2SGSIjI/H06VM0bNgQDRo0wP379/H58+cs+2UUm66urgpcEYmlVq1aAL7cW8kh6ESFi1oXlRs2bEB8fDw0SpSE208/iR1H5Z4+fYrY2FgYGBjA0dFRoWO2b9+O/fv3Q0tLC3v27CnQM+ESEeUFQRDg6ekJABgyZEiW1xs2bIgqVaogNTUVx44dU7jdgQMHQiKRYNu2bQgNDUXfvn1RsmRJGBkZoUGDBpmWSHjw4AF+/vlnlChRAgYGBnB1dVWoUNy3bx+0tbVRs2bNH+4bGBgoK0a/d4+ak5MTJBIJTp06Jdtma2sru//Qy8sLbdq0gaWlJSQSCS5fvpzp+PPnzyMlJSXboa8///wz9PX1sWvXLny7Sll8fDyOHj2KcuXKZVvwZRSVt27dyjIkOaPQbNy4MRo1agSpVIpr165l2ufz58+yCWC+11N55swZuLq6wtjYGKampmjTpg3u3LmT7f6kejY2NrCwsEBqaqrcme+JSH2pbVGZnJyMNWvWAAB0GjYplLO7BQQEAPjyyZ4iay0+f/4cY8aMAQAsWLAA9erVy9N8REQF0atXr/Du3TsAQKNGjeTuk7Hd398/x+2/fPkStWvXxtGjR2FtbQ19fX1cv34dbdu2xaVLl+Dj44MGDRrg0qVLKFeuHHR0dODt7Y2ffvoJjx49yrbdjRs3Yv/+/ZgzZw5sbGx+mKNy5cpo0KABoqKiZMNTv3Xr1i08fPgQpUqVQuvWrbO8vnfvXri7u8Pf3x8VKlSQO9ldRtvZFZXGxsbo1KkTQkJCstwXeeTIEcTHx6NPnz7Z/jtdo0YNmJqaIjU1Ncv/j6+LysaNGwPIOkz22rVrkEqlsLCwQNWqVeWe459//kG7du0QFBQEe3t7pKen4+zZs3B1dcXTp0/lHkOqJ5FIZL2VHAJLVLiobVG5d+9evHv3DhJjY2hVK5xTU2f8wq1Tp84P9w0KCkK3bt0QHx+PZs2aFYh7hYiIxPD8+XMAgK6ubrbr/FaoUCHTvjmxePFiuLu74927d7h58ybev3+PUaNGIS0tDZMmTUK/fv0wfPhwvH//XvZ6hw4dkJCQgAULFsht88iRIxg1ahT69u2L2bNnK5xl8ODBAL6MUpEnY3vfvn2hqamZ5fU5c+Zg7ty5iIiIQEBAAF69eoUGDRrIXhcEAWfOnIGlpeV3P6jMGNr67YQ9Gc8zhsjKo6GhgYYNGwLIOgTW29sbOjo6qFOnDurWrQttbW25+wBfCs/sCtfJkydjy5YtCAsLw61bt/Du3Tv89NNPiIuLw7x587LNRqqXcV8lJ+shKlzUsqgUBAErVqwAAGjXawiJAr146igyMhIAYG1tne0+iYmJ+O233+Do6Ih79+7B3NwcO3fulPvHAxFRURAdHQ0AKFasWLZFhpmZWaZ9c8LS0hKbN2+GsbExgC9F0aJFi6Cnp4d79+7BzMwMK1asgI6ODoAvxe3y5csBAGfPns3S3sGDB9GjRw/0798f27Zty9HImx49esDQ0BBnzpzBhw8fMr2WmpqKvXv3AvgydFeetm3b4rfffpONhpFIJNDV1ZW9HhAQgPfv36Nt27bQ0Mj+T4aWLVuiRIkSOHDgAJKTkwEA7969w6VLl+Di4pJtD2IGeZP1JCQk4M6dO6hduzb09PSgr68PFxcXBAQEZBruq8gkPUOGDMn0HhgbG+PPP/8EIP//CeUd9lQSFU5qWVSeO3fuyxAiHR3o1PpxL566iouLA4BsJ604ceKEbM21lJQUtGzZEtevX1ertTqJiFQtYwKQjKJOnozCKTExMcft9+rVCwYGBpm2mZqaonz58gCAQYMGZSkMK1euDH19fXz+/DnTeow7d+5Er169MGnSJGzevDnHHwgaGxvjl19+QWpqKvbs2ZPptVOnTiEyMhK1a9fO9r78/v37f7f9Hw19zaClpYWePXsiJiZGdu/mnj17kJ6enu0EPV/LKAj9/PxkS8pcv34dqampsmGvwJdhy0lJSbJJ7FJSUmS3inxvkp7//e9/WbY5OTlBT08Pnz59ynaNTFK9jJ7Khw8fcrIeokJELYtKWS+lSx1I9PVFTpN3MorKjE/DM7x8+RIdO3ZEx44dERISgrJly+LQoUM4e/YsKlWqJEZUIqICQ09PD8D3F1jP6E3TV+LfkIoVK8rdXrx4cYVez/jdDgADBgyAVCrF5s2bUbx4cVhaWsLS0hLLli1TOE92Q2AznmfXSwkADg4O32375MmT0NbWRqtWrX6YI2OIa8aQ14xRM7169frhsXXq1IGuri7i4uJw9+5dAJnvp8yQcS9sxms3b95EUlISjIyMvju5UU7+n1Desra2hqWlJdLS0nD//n2x4xCRiqjduNE7d+7gv//+AzQ0oFO/wY8PUGMZ/8gFBATgxYsXCA4ORnBwMK5fv46kpCRoaWlh8uTJmD17tkqm4CciKgwyhrbGxMRAEAS5w0kzhr1m7JsT3/ZSZsg4z49e/3qGVKlUmuPzf8vV1RWVKlXCnTt38ODBAzg5OSEyMhKnTp2Cjo7Od4s6Q0PDbF97+/Yt7t69i+bNmys0k3idOnVQpUoVnD59GlevXsW9e/fQunVrlCxZ8ofH6urqom7duvD29oa3tzdq1aoFHx8fSCSSTJMtfT1Zz/Tp02XFZYMGDb47oV1215kxpPfbWWsp70gkEtSuXRtnz57FzZs3c7QONxEVXGrXU7ly5UoAgFbVatAolvM/BtRJfHw8AGDVqlWYNWsWNm/ejMuXLyMpKQnNmzfH/fv3sWTJEhaURERfyRixkZycjLCwMLn7vHjxItO+6i6jNzKjd3Lv3r1ITU1Fx44dYW5urlSbig59/Vrfvn2RkpIiG/KqyNDXDF/fV5meng4/Pz84ODhkyl+iRAnY2dnB19cXgiDI7sH83v2UVPDwvkqiwketisrU1FTcu3cPAKDTsPEP9lZ/vXv3RtmyZdGgQQP07dsXc+fOxY4dO3Djxg1cvHjxh8OWiIiKonLlyqFUqVIAkGWJiwwZ2wvL0ksDBw6EpqYmdu/ejbS0NGzbtk22XVnKFpUSiQSvXr2CkZEROnfurPCxGfdE+vj44O7du4iLi8s09DVD48aNERMTgwcPHsjWrGRRqV4yhp0HBQWJnISIVEWthr+mp6cj9v8PCZV8ZwKGwmL27Nk5mlqeiIi+DK/r0qUL1q9fj82bN6N79+6ZXr927RqePn0KbW1tdOzYUaSUqmVlZYWWLVvizJkzWLlyJW7fvp3t2pSKSEpKwqVLl2Bvb5+j3lwbGxsMHz4cz58/R5MmTbIdCixPw4YNoampiYiICGzevBkA5BaVjRo1wrZt2/DPP//g48eP0NHRKTQfDhQFd+/exe+//w4A6NKli8hpiEhV1KqnUk9PD9X+/wx2qXc4ZIKIqCj766+/YGtri549e2Z5berUqdDR0cH58+exfPly2T1zoaGhsolt/ve//8l6NAuDjOvK+DAyu7UpFfHff/8hISEhR72UGdavX4+LFy9i7ty5OTrO2NgYNWrUAABs3boVQPZF5df71K5dW6kJlyj/xcbGonv37khOTka7du0wbtw4sSMRkYqoVVEJAH369AEApL18IXISIiJSBV9fX9msp5aWlti3bx8AYPHixZm2v379OtNxMTExCA0NRXh4eJY2y5cvj3///RcaGhqYNm0arK2t4eLigkqVKiEwMBC1atWSrR1ZWHTs2FE2qyaQ/0NfVSFjGGtSUhKsrKxky7R8rUqVKrCwsJAtR/G9pUSoYFm+fDmeP38Oa2trbN++/btrnxKRelG7n2YXFxcAgDQiAoIKZs0jIiJxpaamIioqSvbIWO4jISEh0/aM9QsV1b9/f3h7e6N9+/ZITEzE48ePUaFCBcybNw8+Pj7fnflUHeno6KB3794A8N21KRVx+vRpmJqayu0pzEtf3xuZ3bklEgkaNmwo9xgquCIiIrBq1SoAX0YZWFhYiJyIiFRJIqjZPNrp6ekwMjJCUlISDMdMhIalJQAgdNpEmHH4CxERFWE9e/bE/v37sXbtWowePVqpNu7duwdnZ2d0794d+/fvV3FCKqomTpyIv/76C7Vr10ZAQIDcpX6IFHXdroLYEdRO/aC8HeWpdj2Vmpqasqmo00I4BJaIiAgAoqKicOzYMejq6n53bcofOXXqFID8H/pKhdfr16/h4eEBAFi0aBELSqJCSO2KSgBo2bIlACA9mFNRExERAcC8efOQlJSEnj17Kr02JQDMmjULgiDkaI1Jou/x8/NDSkoKqlatCnd3d7HjEFEeUMuislWrVgCAtJfBULPRu0RERCpz9+5dNGvWDPb29li7di309fUxZ84csWMRZVKxYkUAwPv370VOQkR5RS2Lypo1a34ZOpGUBCE+Xuw4REREooiJicGVK1fw6tUr1KlTB6dPn5b9AU9UUDg6OkJTUxNRUVEICwsTOw4R5QEtsQMoQ0dHB6VLl0ZYWBiETzGAkZHYkYiIiPJds2bNOGKHCjw9PT04ODjg4cOHuHv3LsqUKSN2JCJSMbXsqQSAcuXKAQCknz6JnISIiIiIvqdGjRoAvgzZJqLCR22LygoVvkwlLH37RuQkRERERPQ9zs7OAFhUEhVWaltUdu3aFQCQeu82hBwuiE1ERERE+YdFJVHhprZFZYcOHVCiRAkIcXFIex4odhwiIiIiykbG8Nfg4GDExsaKnIaIVE1ti0odHR0MHDgQAJAa4M+JCoiIiIgKqOLFi8PKygqCIODBgwdixyEiFVPbohIAhg4dCk1NTaS/CMK2TZvEjkNERERE2cgYAuvn58fOAKJCRq2LSjs7OyxduhQAMHPqVNy8eVPkREREREQkT0ZROWXKFFhaWqJ58+aYNGkSQkJCRM1FRLknEdT8oyJBENC1a1ccPXoUtra2uH37NszMzMSORURERERfCQwMRO/evXHv3j2kfzXJYqtWrXD27FkRk5G6uW5XQewIaqd+0Is8bV+teyoBQCKRYOvWrahQoQJCQkKwYsUKsSMRERER0TcqV66MW7duIS4uDrdu3YKHhwcA4MKFC3j79q3I6YgoN9S+qASAYsWKYd68eQC+/GIiIiIiooJJT08PLi4uGDlyJJo0aQKpVIqDBw+KHYuIcqFQFJUA4ObmBgC4desWPn36JHIaIiIiIvqRsmXLAgCSk5NFTkJEuVFoisqyZcvCzs4OUqkUvr6+YschIiIioh949OgRAKBatWoiJyGi3Cg0RaVUKkVcXBwAQFtbW+Q0RERERPQ9qampePr0KQDA0dFR5DRElBuFpqi8fv06wsPDYWJigqZNm4odh4iIiIi+IygoCCkpKTA0NES5cuXEjkNEuaAldgBVOXLkCACgQ4cO0NHRETkNEWVIT0+Hr68vjh8/DkEQ0Lt3b7i4uEAikYgdjYiIRPTkyRMAgIODAzQ0Ck0/B1GRVCiKSqlUKisqu3TpInIaIkpKSsLFixfh6emJ48ePIzIyUvbaqlWr4OTkhC1btqB27doipiQiIjF9XVQSkXorFEXl3r178fLlSxgbG6N169ZixyEqkj59+oRTp07h6NGjOHPmjOweZwAwNzdHhw4dkJycDE9PTzx48AArV67E3r17RUxMRERiyrifkkUlkfpT+6IyISEBM2bMAADUr18fnp6eMDExQYMGDVC8eHGR0xEVbu/evcPx48fh6emJS5cuITU1VfZa2bJl0aVLF3Tu3Bmurq7Q0vry6+bs2bNo06YNbt26JVZsIiIqADKKyipVqoichIhyS+2LyuPHj+PNmzcAgAsXLuDChQuy1xwcHODq6gpXV1c0adIE1tbWYsUkKjSCgoLg6ekJT09PXL9+HYIgyF5zcHBAly5d0KVLF9SqVUvufZNnzpwBAN4/Q0RUhKWkpODx48cAWFQSFQYS4eu/CNXQ27dvMWHCBMTExEAikUAikeDt27eydY++Vr58eTRp0kRWaNrZ2XGyEKIfEAQBd+7ckRWS3/5s1atXT9YjWbly5e+2dezYMXTu3BkAcPLkSbRr1y6vYhMRUQF28eJFtGjRAiVLlkRYWBg/aKQcuW5XQewIaqd+0Is8bV/teyrLlCmDgwcPZtkeFRUFHx8fXL16FVevXsXt27fx8uVLvHz5Ejt27AAAlCpVCq6urhgwYABat27NX2hEX4mMjMSWLVuwceNGBAcHy7ZraWnBzc0NXbp0QadOnWBlZaVQe69fv8agQYMAAJMmTWJBSURUhJ04cQIA0K5dO/79RVQIqH1PpaJiY2Ph5+cnKzL9/f2RkpIie71y5coYP348+vfvD0NDQxGTEolHEAT4+fnBw8MDBw8elP2MGBgYoE2bNujSpQvatm0LMzOzHLWblpaGZs2awdfXF7Vr14avry+X/iEiKqIEQUDFihXx8uVLHDlyhDP3U46xpzLn8rqnssgUld9KSkpCQEAAjh07hk2bNuHz588AADMzMwwfPhxjxoxBmTJlRE5JlD9iY2Oxe/durF+/Hvfv35dtr127NkaOHImePXvCwMBA6fb//vtvjBs3DsbGxrhz5w4qVqyoithERKSGHj9+DEdHR+jo6CAqKgpGRkZiRyI1w6Iy5/K6qCyy4w309PTg6uqKlStX4s2bN1i9ejUqVKiA6OhoLFmyBLa2tujduzdu3LghdlSiPPPgwQOMGjUKZcqUwciRI3H//n3o6+tj8ODBuHHjBm7cuIHBgwfnqqCMjY3F77//DgBYunQpC0oioiLu6NGjAAA3NzcWlESFRJEtKr9mbGyMcePG4dmzZzh69CiaNm2KtLQ07N27F/+vvfsOa/Lq3wB+hx2mIktlyXCAIgrFiTLcq31/rbY4cbQqttYOV52trVZrHa2rddKBWut43QsBLYjiQK2AFgFRtoDKTkjy+0PJa8qQIBCQ+3NduYBnnOebeIG5c85zjoeHB3r37o07d+6oukyiWlFSUoKgoCB4enrCxcUFmzdvRl5eHtq1a4e1a9ciJSUF27dvh7u7e61c7/vvv0dWVhYcHR0xZcqUWmmTiIgap8LCQvkaxSNHjlRxNURUW5rs8NeXuXbtGtatW4c9e/ZALBajV69e+Ouvv1RdFr1mRCIRbty4gZycHKirq0NDQwPq6uryR9nPGhoasLW1faVPdBMTE/HTTz9hx44dyMrKAvBs0p233noL06dPh7e3d63PhpyRkQF7e3sUFBRg3759eOedd2q1fSIiUr3g4GAsWrQIDx48gJmZGczMzGBqaqrw1czMDLGxsfjuu++QmZkJLS0tpKamokWLFqounxohDn9VHu+pVLF79+6hffv2KC0txY0bN+Di4qLqkqgRy8zMxMWLFxEREYGIiAhcuXIFxcXF1TpXXV0dXbp0gaenJzw9PdG7d2+YmppWeY5EIsHx48exefNmnDx5Ur6mZOvWrfHBBx9gypQp1Z69tSY+/PBDbNy4ER4eHoiMjOQSPkREr5G7d+/i888/l8/kWl22trZYt24d3nzzzTqqjF53DJXKY6hsAEaNGoV9+/Zh6tSp2LJli6rLqZbw8HAEBwdj/PjxsLW1VXU5TUJpaSmePn2KJ0+eKDxSUlJw8eJFXLx4EfHx8eXOMzY2hpWVFSQSicKjtLRU/n1JSQlycnLKnduhQwd0794dmpqaKCkpKfe4e/cuHjx4ID++f//+CAgIwLBhw6ChUbcrCsXHx6NDhw4oLS1FSEgIvLy86vR6RERUP3JycvDVV19h48aNKC0thbq6OgICAuDn54ecnBxkZmYiKytL4WtmZibU1dUxffp0jB07Fpqamqp+GtSIMVQqj6GyAQgNDYW3tzf09PSQkpICIyMjVZdUpbCwMAwaNAjFxcVQV1fHqFGjMHv2bHTp0kXVpTUqKSkpCA4ORm5urjwgVhQayx6FhYXVatfZ2Rk9e/aUPxwdHavVg/fgwQNcuHABFy5cwPnz5xETE1Ot6xkbG2PixImYOnUqHB0dq3VObdi8eTMCAgLg7u7OCa+IiF4DYrEYW7ZswdKlS+UfdA4dOhSrV69G+/btVVwdNSUMlcpjqGwAZDIZnJ2dERsbi+3bt2PSpEmqLqlSV65cgY+PD/Ly8mBlZaXQSzVgwADMmTMHPj4+HIZYhezsbKxYsQIbNmxASUmJ0ucLhUIYGhrCyMgIRkZGMDExgbu7O3r27Ilu3bopvcZjZR49eoTw8HBER0dDTU0N2tra5R5GRkbw8fGBUCislWsqIzIyEj169ICBgQGysrKgra1d7zUQEVHtuHfvHoYPH47Y2FgAQMeOHbFmzRr0799fxZVRU8RQqTyGygZiwYIFWL58Ofz9/bFz505Vl1Oh2NhYeHp6Ijs7G97e3jh+/Dji4uKwatUq/PHHH5BIJAAAT09PHDt2DAYGBiquuGHJz8/HunXr8N1338nXLXVzc4ODgwOMjIwUgmLZ49/bDA0NoaWlpeJn0jBIpVJYWloiLS0Nx44dw5AhQ1RdEhER1UBCQgK8vLzw4MEDmJqaYtmyZZg8eXKd30ZBVBmGSuUxVDYQx48fx9ChQ+Ho6Ii7d++qupxy7t+/j969e+Phw4dwd3fHuXPnFEJjYmIi1q5di23btqGoqAjr1q3Dxx9/rMKKGw6RSISff/4Zy5YtQ2ZmJgDA1dUVK1aswMCBA9mr+woCAgKwefNmTJkyBVu3blV1OUREpKSkpCT07dsXycnJaNeuHUJDQ2FhYaHqsqiJY6hUHkNlA5GbmwtjY2MAz5ZJMDMzU3FF/5ORkYHevXsjPj4eTk5OCAsLg4mJSYXHbtq0CTNmzED79u0RExPTpAOTRCLB7t27sXjxYiQmJgIA7O3t8fXXX2PUqFFQU+Myrq/q7Nmz6N+/P0xNTZGWlgZ1dXVVl0RERNWUnJyMvn37IikpCY6OjggNDa3TGcOJqouhUnl1HSr5rrmamjdvDmdnZwBARESEiqv5n8ePH2PgwIGIj4+Hra0tTp8+XWmgBICxY8dCT08PcXFxCA0Nrb9CGxCZTIajR4+iS5cuGDduHBITE2FhYYHNmzcjNjYW7733HgNlLenbty+aN2+OrKysBvV7Q0REVXvw4AG8vb2RlJQEBwcHhISEMFASUaX4zlkJvXr1AgAsWrQI169fV3E1QEFBAYYOHYobN27A3NwcZ86cQevWras8x9DQEOPGjQPwbHbOpmjGjBkYPnw4bt26hWbNmmHFihW4d+8epk2bxinOa5mmpiaGDRsGANi9e7eKqyEioupISUmBt7c3EhISYGdnh5CQkJe+vyCipo2hUgkffvghjI2N8ffff+ONN97AggULqr1wfW0TiUR45513EBERgWbNmuH06dNwcHCo1rnTp08HABw8eBBpaWl1WWaDc+7cOWzevBkCgQBz5sxBQkIC5s2bB11dXVWX9toaM2YMAGDLli04deqUiqshIqKqpKamwtvbG/fu3UObNm0QEhICS0tLVZdFRA0cQ6USOnXqhJiYGIwcORISiQTLly9Hly5dcPHixXqtQyKRYOzYsTh58iR0dXVx/PhxuLi4VPt8FxcX9OzZE6Wlpdi+fXsdVtqwlJSUICAgAMCzYL1y5cpaW96DKjdw4EB88MEHkMlkGDNmDJKTk1VdEhERVSAtLQ0+Pj74559/YGNjg5CQEFhbW6u6LCJqBBgqlWRubo4//vgD+/fvh7m5OeLi4tCrVy988sknKCgoqPPry2QyTJs2Dfv27YOmpiYOHTqEHj16KN1OWW/lzz//jNLS0tous0FavXo17ty5A3Nzc3zzzTeqLqdJWb9+Pbp27Yrs7GyMHDmyRut/EhFR3cnIyICvry/u3LkDa2trhISEwMbGRtVlEVEjwdlfX0FOTg4+/fRTBAYGAgDs7OywdetW+Pj41Nk1586di1WrVkFNTQ179+7FO++8U6N2iouLYWlpiezsbBw6dAhvvvlmLVfasCQkJMDZ2RnFxcX4/fffMXr0aFWX1OQkJibCzc0Nubm5mDFjBjZs2KDqkoiICEBmZiZ8fHxw+/ZtWFpaIiwsDHZ2nF2TGq5Xnf21QCrF7sdPEFJQgDRxKdQEgLWmJvrp62OkkSE0a7A6QmZpKS4UFOJqURHuloiQ9Xx9+Bbq6uioo40RBgZw1xW+tJ2HYjF+e/wElwuLkC2RQE8gQFttbbxpaABvfT2l6yrDJUUagZMnT+KDDz7AgwcPAADvv/8+vvvuOxgZGdXqdb799lvMnz8fALBt2zZMnjz5ldorC6jDhw/H4cOHa6PEBkkmk2HIkCE4efIkfH19cebMmSa9lIoqHTt2TD5xD8M9EZHqPXr0CD4+Prh16xZat26N0NDQas/RQKQqrxIq08RizEhNR9rzkXo6AgGkAETPI1FbLS382MoChkosg5ZRWor/3H+AF0OVjkAAGYCSF6LWMAN9zDM1gXol70MjCgqxICMTxc/P0VMToEgqg/T5/qEG+lhgalKj97FcUqQRGDRoEG7fvi2/X2/r1q1wdnbGkSNHUFuZfcuWLfJAuXr16lcOlADQp08fAM9uyn+d7d+/HydPnoSWlhY2btzIQKlCQ4cOxcKFCwE8+/Dl9u3bKq6IiKjpys7Ohq+vL27duoWWLVsiJCSEgZJeaxKZDLPTM5BWWgoTdXWsb2mBEDtbhLSxwTJzU+gKBLgrEmFpZpZS7UplMsgAuAt1sMjMBIdtrBBiZ4tzbWwQZNUafZ5PCHk0Lx/bch9X2EaqWIyFzwOli4429lpZ4mwbW5xpY4NJzZsBAI7l5eP3x09e4RWoOwyVtcTAwAAbN25EWFgYHBwckJKSghEjRsDJyQkrVqyQ92LWxO7du+WBdcGCBfjss89qpeaymWt1dHRqpb2GKC8vDx9//DGAZz2z7dq1U3FFtHTpUvTr1w+FhYV4++23kZeXp+qSiIianJycHPTr1w83b96Eubk5QkJC4OjoqOqyiOrUsbx83BOJAQDLLczg8Xw4qppAgH76+phr+myt94uFRYgqLKp2uwZq6thl2Qo/tmqJIQYGMNXQkLfbRksL31qYobvw2bX+ePwEJVJpuTa25uSiSCZDC3V1rLYwh7XWs2XudNXU8L5xc7xpaAAA2PX4MZ4+H1rbkDBU1rI+ffrg5s2bmDNnDoRCIeLi4vDFF1/AxsYGvr6+CAwMRH5+frXbO378OMaPHw+ZTIaAgAAsW7as1motKnr2yyIUvnx8d2O1ePFipKamws7OTt7TS6qlrq6OoKAgWFpa4s6dO5g8eXKt9egTEdHL5ebmon///oiOjoaZmRlCQkL4oSs1CSeef5DtpqODThV0qvTX10Or54HwRF7136/rq6uhnbZ2pfsFAgGGPQ+FhTIZksRihf1FUilCCgoBAP8xNIBBBUNvJzR7dltdgVSG88+PbUgYKuuAUCjEypUrkZ6ejh07dsDLywsymQznzp2Dv78/zM3NMX78eJw9exaSKj5puHDhAt5++22UlpZi9OjR+PHHH2t16GZZqHxdeyqjo6Pxww8/AAA2btz4WofnxsbU1BR//PEHNDQ0sG/fPqxfv17VJRERNQmPHz/GgAEDcO3aNZiamuLcuXPo0KGDqssiqnPFUiluFj+bfb57JRPmCAQC+b7LRdXvqawOrRfew0v/9Vn6jeJi+b2XPSpZO72lpiZsNTXrpLbawFBZhwwNDTFx4kSEhIQgMTERy5Ytg6OjIwoLC/Hrr7+if//+sLGxwbx58xATEwMAKCgowN69e/HWW2/B19cXxcXFGDZsGHbt2gU1tdr95yrrHTp58iRmzpyJuLg4PHz4EBkZGcjNzUV+fj5KSkograCLvqGTSqWYPn06pFIpRo4ciUGDBqm6JPqXHj16YM2aNQCA2bNnIzw8XMUVERG9vvLz87Fq1Sq0a9cOV65cgYmJCYKDg+Hs7Kzq0ojqRZJYLJ/wxl5Lq9Lj7J7vy5ZI8KQWh5lefx4ENQH50NYyCaL/9Vza/WtfRbUliES1Vldt4eyv9Uwmk+HSpUv45ZdfsGfPHuTm5sr3dezYEYmJiQrrXQ4ePBj79++vk1627OxsjB8/HsePH3/pserq6tDS0oK+vj5atmyJli1bolWrVhV+tbCwgHYVQwDqw8mTJzF48GDo6+sjLi4OrVu3Vmk9VDGZTIbRo0djz549aNWqFa5fvw4zMzNVl0VE9Np4+vQpNmzYgDVr1iA7OxvAsyXQDhw4gM6dO6u4OqKaqcnsrxcKCjEnPQMA8KtlazhoVxwszxcUYG56JgDgN8vWsK/kOGWkisUY8yAFxTIZBunrY4m5qcL+Hx5lY/eTpzBQU8PpNpWvD7vuUTb2PnkKIzU1nKziuIrU9eyvGnXaOpUjEAjQvXt3dO/eHWvXrsWxY8cQGBiI48eP4++//wYAtGnTBn5+fvDz80PHjh3rrJYWLVrg2LFjOHfuHBYuXIgbN25ALBZD/K9x3gAgkUhQVFSEoqIiZGVl4ebNm1W23adPHxw8eBDGxsZ1VX6VNm3aBACYPHkyA2UDJhAIsHXrVkRHRyMuLg7vvfceTp8+DQ0N/mkiInpVO3fuxKefforHjx8DABwdHbFgwQKMHj0ampqV94YQvY4KXxh5p61W+e1kOoL/jQwslL36aL1iqVS+TIiRmhqmt2heQW2y59eu+ja3sv2FDXAUId+5qZC2tjb+7//+D//3f/+HrKwsnD17FnZ2dvDw8KjXZS98fHwQEREh/1kmk6G0tBRisRgikUgeNEUiEZ48eYK0tDSkpaUhNTW1wq9isRjnz5/HiBEjcObMmXq/lzEpKQlHjx4FAEyfPr1er03K09fXx/79++Hh4YGQkBAsXrwYy5cvV3VZRESN2i+//IJJkyYBADp06ICFCxfi3XffhboSa+8R0asplcmwJDMLcSUiaAD40twUZq/pB+ev57NqhExNTeHn56fqMgA86z3S1NSEpqYmdCu4Wbiq4TIymQzXr1+Hj48PwsPDMWbMGOzbt69e/xP7+eefIZPJ4Ovry9nsGgknJyds27YNfn5++Pbbb+Hn54dOnTqpuiwiokbpv//9rzxQzpw5E2vWrGGYpCZP94W5SUr+PVPOC4pf6J3UFdR8PhOJTIYvM7NwvqAQ6gC+NDdDt0om4dF93nNa/JK7Esv269byPCu1oeFVRI2aQCBA165d8d///hdaWlo4ePAgZs6cWW9LRpSUlGDbtm0AgBkzZtTLNal2vPfee3jnnXcgk8kwZ84cVZdDRNQonTt3DqNGjYJEIoG/vz/Wrl3LQEkEwFTjf78HWaWllR6XVfq/yXlMNGr2u1MWKM/mF0AdwFJzU/jo61V6vMnz3ss8qRTFVQxtLautpnXVJYZKqhN9+/bF77//DoFAgE2bNmHFihX1ct0///wTWVlZsLS0xPDhw+vlmlR7VqxYAU1NTZw8eRJnz55VdTlERI3K5cuXMWLECIhEIvznP//B1q1ba33meKLGylZTUx587lUxe2rZzKot1NVhVIMPZCQyGZZmZuHM80C5xMwU/fT1qzznxRlfX5wJtrLa7KqYvVZV+JeG6sw777wjX39wwYIF2LVrV51fs2yCnqlTp3Kyl0bIwcFBfh/snDlzGuVyNkREqvD3339j8ODBKCgogK+vL4KCgvj/INELdNTU4KLzbHWCyErWeZTJZLhU+GyfRw3mBCkLlGdfCJT9DaoOlADQWUcH2s/nU4ksLKzwmDSxGEnPJ9OsSW11jaGS6tRHH32EuXPnAgCmTJmCEydO1Nm1oqOjERERAQ0NDUyZMqXOrkN1a9GiRTA0NMT169fx+++/q7ocIqIGr6CgAAMGDEBOTg66deuGQ4cOQUdHR9VlETU4gw0MAADXiopxu7i43P7gggKkPB8aO7gaYfBFEpkMSzIUh7xWJ1ACgFBNDd56z+63PPg0D/mS8h+q//b4CQBAVyBAH72K781UJYZKqnMrVqzAuHHjIJFI8M4772DFihVITU2t1Wvk5OTggw8+AAC8/fbbsLCwqNX2qf6YmJhg/vz5AJ71cBdX8EefiIj+58aNG0hLS4OxsTGOHz8O/ZcMtSNqqoYY6MNeSxMyAPPTMxH1vFdSKpMhOL8A32Y9AgD00BXiDV3F3sBtObnocS8RPe4lIu1fy++V3UMZXFAgn5TnZUNe/+194+YQCgR4JJFgdno6HjwfBlsklWJ7Ti4OPs0DAExs3gyGDfA+aYGsvmZQoSZNLBZj+PDhOHXqFABAXV0dQ4YMweTJkzFkyJBXWi8rNTUVAwYMwO3bt2FsbIwLFy7AycmptkonFSgqKkLbtm3x8OFDrFy5khP3EBFVISoqCh4eHrC2tsb9+/dVXQ5RnYt0sKvxuWliMWakpiPteY+kjkAAKQDR80jUVksLP7ayKBfctuXkYnvuYwDAAWtLtHzhvev1oiIEpKYDeLa0xstC3ycmxhWGzoiCQvmalgCgr6aGIqkUZVMHDTXQxwJTkxotPdg9PkHpc5TBUEn1RiQSISgoCNu3b8dff/0l325hYYHx48ejW7duMDMzkz+MjIwq/KWRSqVITk7G33//jdu3b+Onn35CYmIiWrVqhdOnT8PZ2bk+nxbVkcDAQPj7+8PIyAj37t1DixYtVF0SEVGDdPPmTXTu3Bnm5uZIT09XdTlEde5VQiUAFEilCHr8BKEFBUgTl0IAwFpLE/319THSyBCaFbz/rCpUXisqwozU6v/uLTQ1wVBDgwr3PRSL8VvuE1wuKsKj0lLoqqmhnbYW3jI0hHcVM8i+DEMlvZbi4uKwY8cOBAYGIjMzs8JjtLS0yoXMhIQExMTEoKCgQOFYe3t7nDlzBm3atKmP8qkeSCQSuLm54caNG5g1axbWrl2r6pKIiBqkuLg4dOjQAc2bN0dOTo6qyyGqc68aKpsihkp6rYnFYhw9ehR79+7FgwcPkJmZiYyMDOTl5VV5npaWFtq3bw9nZ2e4uLhg8uTJMDU1raeqqb6cOXMGAwYMgKamJmJjY2Fvb6/qkoiIGpzExETY2dlBV1e33IeuRK8jhkrlMVRSk1RUVISsrCxkZmbKg2Zubi5sbGzg7OwMBwcHTpXeRAwcOBCnT5/G0KFDceTIkRrdR0BE9DpLSUmBpaUlNDQ0IBZXvsYd0euCoVJ5DJVE1KTFxMSgS5cuEIlE2LZtGyZPnqzqkoiIGpRHjx7JR+tIJBKoqXFyf3q9MVQqr65DJf/qEFGD5uTkhG+++QYAMGvWLCQmJqq4IiKihkVLS0v+vUgkUmElRNRUMVQSUYP3ySefwNPTE/n5+Zg4cSKk0vKLAhMRNVXa2try70tKSlRYCRE1VQyVRNTgqaurY9euXdDT00NYWBjWr1+v6pKIiBqMF9d6Zk8lEakCQyURNQp2dnZYs2YNAGD+/PmIiYlRcUVERA2DmpqaPFiyp5KIVIHTZxJRo/H+++/j0KFDOHHiBMaPH4+LFy8qfEJPRNRQPX36FP/88w/i4+PlX5OSkmBlZQVfX1/4+vrCysqqxu1raWlBLBazp5KIVIKzvxJRo5KamoqOHTsiNzcXH330EVauXAmhUKjqsoiIkJ+fj7t37yqEx7LvMzMzX3q+o6MjfH190a9fP3h7e8PY2Lha15VIJGjevDny8vIQExODDh06vOpTIWrQOPur8rikCBHRv+zZswd+fn4AAHNzc8yZMwdTp06Fnp6eiisjoqZIKpVi1apVWLJkSZU9hWZmZnBwcICjoyMcHR1hZWWFO3fuIDg4GFFRUQqTkAkEAnTp0kXei9m7d+9K/8b9+OOPmDlzJgwNDZGSkgJ9ff1af45EDQlDpfIYKomIKhAYGIjFixcjOTkZAGBqaorPP/8cAQEBfENFRPUmMzMT48ePx6lTpwA8+1vk6OioEB4dHBzg4OAAIyOjStt5/PgxwsLCEBwcjODg4HL3jWtqaqJHjx7ykOnh4QFNTU0UFBSgTZs2yMrKwqZNmzB9+vQ6fb5EDQFDpfIYKomIKiESifDrr7/im2++ka9f2aJFC3z66af48MMPYWhoqOIKieh1FhYWBj8/P6SlpUEoFGLDhg2YOHEiBALBK7edlpaGc+fOyUNm2QdoZfT19dGnTx8IhULs378f9vb2iIuLg4YGp8ug1x9DpfIYKomIXkIsFiMoKAhff/014uPjAQDNmjXD1KlT4e3tje7du1fZQ0BEpAyJRIJvvvkGX375JaRSKTp06IB9+/bB2dm5Tq4nk8lw7949nD17FsHBwQgJCUF2drbCMbt27cKECRPq5PpEDQ1DpfIYKomIqqm0tBR79+7FsmXLcOfOHfl2gUCAjh07olevXujVqxd69uyJNm3a1EpvAhE1Lenp6Rg7diyCg4MBAP7+/tiwYUO93tMtlUpx48YNecA0MzPD1q1b2UtJTQZDpfIYKomIlCSRSHDgwAEcOXIE4eHhSEgo/4fUwsJCHjB79eqFTp06QVdXVwXVElFjcfbsWYwdOxYZGRnQ1dXF5s2bMX78eFWXRdTkMFQqj6GSiOgVpaenIyIiAuHh4YiIiMDVq1chFovLHWdgYICWLVtW+mjXrh0sLS1V8AyISFVSUlKwd+9eBAUF4erVqwCAjh07Yt++fWjfvr2KqyNqmhgqlcdQSURUy4qKinD16lWEh4fLg+a/70+qTOfOnTF8+HCMGDECbm5uUFNTq+NqiZo2mUyG7OxsJCcnIzk5GQ8ePEBycjIkEgnMzMxgbm4uf5iZmcHMzAza2tqvdM2cnBz8+eef2L17N8LCwlD2VkldXR1TpkzBmjVrOLKBSIUYKpXHUElEVMdkMhny8vKQlpZW6SM1NRV3795VWEfOwsJCHjB9fX0hFApV+CyIGqfi4mJ5UHwxNL74KCoqUqrNZs2alQubL/784rayeyELCgpw+PBhBAUF4dSpUwqjGXr37g0/Pz+MHDkSpqamtfr8iUh5DJXKY6gkImogHj16hBMnTuDw4cM4efIk8vPz5fuEQiH69++P4cOHw9vbG3Z2dpwIiOi5nJwchISE4P79++VCY2ZmZrXasLCwgJWVFaytrWFtbQ0NDQ1kZGQgIyMDmZmZ8q+lpaVK1aanpwdzc3Okp6ejsLBQvr1z584YPXo03n33XdjY2CjVJhHVLYZK5TFUEhE1QCUlJQgLC8Phw4dx+PBhPHjwQGG/iYkJunfvjm7duqF79+544403uKwJNSlisRgnTpxAYGAgjh49CpFIVOmxurq6sLGxgbW1tUJwLHtYWlpWa0irVCpFbm6uPGy+GDgrepSUlCicb2dnh9GjR8PPzw9OTk6v/BoQUd1gqFQeQyURUQMnk8lw8+ZNHD58GMePH69wIiCBQAAnJyd5yOzevTucnJygrq6uoqqJaldpaSliY2Nx/fp1REZGYt++fXj06JF8v7OzMzp16lRhcGzevHm99+yXDXsvC5h6enpwdXXlCAOiRoChUnkMlUREjUxxcTGio6Nx6dIlREZGIjIyEklJSeWO09fXxxtvvCEPmd26dYO5uXn9F0xUQxkZGVixYgUuXryImzdvori4WGG/ubk5xowZgwkTJsDFxUVFVRLR64ahUnkMlUREr4GMjAyFkBkVFaVwT2YZW1tbhZDZpUuXV57JkqgunDhxAv7+/gr3RBoYGMDV1RVdunTBwIEDMWDAAGhoaKiwSiJ6HTFUKo+hkojoNSSRSBATEyMPmZcuXUJMTAz+/SdZS0sLXbp0Ubg/09bWlkP0SGWKi4sxb948rF+/HsCzNRsXLFgANzc32Nvbc5kdIqpzDJXKY6gkImoinjx5gqioKHnIjIyMVLgnrYyZmVm5SYAMDAxUUDE1NTExMfDz88PNmzcBADNnzsTKlSuho6Oj4sqIqClhqFQeQyURURMlk8mQkJCgMGw2Ojq6wkmAnJ2d5cNmPTw84ODgwHUzqVYlJyejY8eOyMvLg6mpKXbu3ImhQ4equiwiaoIYKpXHUElERHLFxcXy2TXLHsnJyRUea2ZmBhsbG/lSDf/+XhUzblLjNXbsWPz+++9wc3PD0aNHYWFhoeqSiKiJYqhUHkMlERFVKS0tTd6beenSJVy9ehV5eXkvPU9fX7/CsGljYwMzMzNoa2tDS0tL4au6ujqDaBN0+fJldOvWDQKBAFeuXEHXrl1VXRIRNWEMlcpjqCQiIqXIZDLk5ubi/v37uH//PpKTk8t9/+KMncoQCAQVhk0dHR107twZXl5e8PLygqOjI8Pna0Imk8HT0xPh4eGYMGECdu3apeqSiKiJY6hUHkMlERHVuqKiIiQnJ1cYOO/fv4/s7GyIRCKUlJTUqP2WLVvKAyZDZuO2b98+jBo1CkKhEP/88w9at26t6pKIqIljqFQeQyUREamMTCZDaWmpPGC++PXF7588eYLIyEiEhobi4sWL5cIoQ2bjlJ6ejq5duyItLQ1LlizB0qVLVV0SERFDZQ0wVBIRUaNSXFyMS5cuITQ09KUhs2/fvvDy8kLbtm0ZMhsYkUgEHx8fhIeHw8nJCZcvX4aenp6qyyIiYqisAYZKIiJq1KoTMi0sLBR6MhkyVW/GjBnYtGkTjIyMEBUVBUdHR1WXREQEgKGyJhgqiYjotVKdkNm8eXN07doV7u7u6Nq1KywsLGBoaAgDAwMYGBjA0NAQ2traDJ51ZOfOnZg0aRIEAgGOHDnC9SiJqEFhqFQeQyUREb3WiouLcfnyZXnIjIiIqNYEQRoaGjA0NESzZs3g5OQENzc3uLm5oWvXrmjVqhUDZw1FRUXB09MTJSUl+PLLL7F48WJVl0REpIChUnkMlURE1KSIRCLcvn0bV65cwdWrVxEdHY3c3Fw8ffoUeXl5KCgoeGkb5ubm8pDp5uYGd3d3zlpaDZmZmXBzc8PDhw8xYsQIHDx4EGpqaqoui4hIAUOl8hgqiYiIXiCRSJCfn4+8vDw8ffoUjx49QnR0NK5du4arV68iJiYGUqm03HkODg7w9fWFr68vvL29YWJiooLqG67IyEiMGzcO8fHxaNeuHS5dugQjIyNVl0VEVA5DpfIYKomIiJRQWFiIGzdu4OrVq/Kg+ffffysETYFAAFdXV3nI9PT0bLIzm4rFYnz11VdYvnw5pFIpLC0tcebMGbRv317VpRERVYihUnkMlURERK/oyZMnOH/+PIKDgxEcHIy///5bYb+mpiYGDx6MiRMnYujQodDU1FRRpfUrJiYG48aNw7Vr1wAAY8aMwYYNG9CsWTPVFkZEVAWGSuUxVBIREdWy9PR0nDt3Th4y79+/L99namqKMWPGYOLEiXBxcVFhlXVHKpXihx9+wLx581BSUgJjY2Ns2bIFI0eOVHVpREQvxVCpPIZKIiKiOiSTyRATE4PAwED8+uuvSE9Pl+/r0qULJk6ciGHDhsHW1va1mFE2Pj4eU6dOxblz5wAAAwcOxI4dO9CqVSsVV0ZEVD0MlcpjqCQiIqonpaWlOHXqFHbu3InDhw9DLBbL9xkZGcHV1VXh4eTkBC0tLRVWXH1xcXH45ptvEBQUBKlUCl1dXaxevRrTpk17LcIyETUdDJXKY6gkIiJSgezsbAQFBeH333/HtWvXFAJmGU1NTTg5OSkEzc6dO6N58+YqqLhit27dwtdff419+/ah7L/8IUOGYO3atWjbtq2KqyMiUh5DpfIYKomIiFRMJBIhNjYW0dHRCo/Hjx9XeLyNjY08ZDo7O8PW1ha2trYwMTGpt17Ba9eu4euvv8bBgwfl29566y0sXLgQbm5u9VIDEVFdYKhUHkMlERFRAySTyZCcnFwuaCYlJVV6jq6urjxg2trawsbGRuFnU1PTVw6dxcXFGDduHP78808Az5ZPGTlyJBYsWPDaTjxERE0LQ6XyGCqJiIgakdzcXNy8eRPR0dG4fv064uPjkZSUhNTUVLzsv1yhUCgPmL169cKECRNgaWmp1PVXrFiBL774Ampqahg9ejS++OILdOjQ4VWeEhFRg8JQqTyGSiIiotdASUkJHjx4gKSkpAofFYVONTU1DBgwABMnToSnpyeKi4tRWFgILS0tODg4lOvVTE1NRdu2bVFQUIBffvkF48aNq8+nSERULxgqlcdQSURE1ASIRCJ56Lxz5w7++OMPhIWFVXq8r68vVq9eDVdXVwCARCLBmDFjsHfvXnTv3h0RERGc1ZWIXksMlcpjqCQiImqi4uPjsWvXLgQGBiIlJQVCoRBCoRBPnz6FWCyGQCDAhAkTMG3aNMyZMwfnz58HAFy6dAkeHh4qrp6IqG4wVCqPoZKIiKiJK/uvuqznMTExEV988QX27NmjcJy+vj5++uknjB49ut5rJCKqLwyVyqvrUKlWp60TERHRKxMIBApDWdu0aYPdu3cjMjISvXr1AgB4eHggOjqagZKIiOodeyqJiIgaMZlMhn/++Qf29vZQV1dXdTlERHWOPZXKq+ueSo06bZ2IiIjqlEAgQNu2bVVdBhERNWEc/kpEREREREQ1xlBJRERERERENcZQSURERERERDXGUElEREREREQ1xlBJRERERERENcZQSURERERERDXGUElEREREREQ1xlBJRERERERENcZQSURERERERDXGUElEREREREQ1xlBJRERERERENcZQSURERERERDXGUElEREREREQ1xlBJRERERERENcZQSURERERERDUmkMlkMlUXQURERERERI0TeyqJiIiIiIioxhgqiYiIiIiIqMYYKomIiIiIiKjGGCqJiIiIiIioxhgqiYiIiIiIqMYYKomIiIiIiKjGGCqJiIiIiIioxhgqiYiIiIiIqMYYKomIiIiIiKjGGCqJiIiIiIjqUGhoKAQCAR4/fvxK7SQlJUEgECA6OrpW6qotDJVERERERKQy6enp+Pjjj+Hg4AAdHR2Ym5ujd+/e2LJlCwoLC+XH2draYt26deXOX7p0KVxdXRW2PX36FIsWLYKzszOEQiFatGiBN954A6tWrUJubm6ltezatQsCgaDcQ0dH55WeY8+ePZGWlgYjI6NXasfKygppaWno2LHjK7VT2zRUXQARERERETVNCQkJ6NWrF5o1a4bly5ejU6dOKC0txd27d7Fjxw60atUKI0aMUKrNnJwc9O7dG0+fPsWyZcvg5uYGLS0txMfHIygoCEFBQZgxY0al5xsaGuLOnTsK2wQCQY2eXxktLS1YWFi8UhsAoK6uXivt1Db2VBIRERERkUoEBARAQ0MDV65cwahRo9ChQwd06tQJb7/9No4dO4bhw4cr3eYXX3yB5ORkXLp0CRMnToSLiwvat2+PYcOGISgoCAEBAVWeLxAIYGFhofAwNzeX7/fy8sJHH32EWbNmoXnz5jA3N8fPP/+MgoICTJw4EQYGBrC3t8eJEyfk5/x7+Ov9+/cxfPhwNG/eHHp6enB2dsbx48cBALm5uRgzZgxMTU0hFArh6OiInTt3Aqh4+GtYWBg8PDygra2Nli1bYt68eSgtLVWod+bMmZgzZw6MjY1hYWGBpUuXKjznpUuXwtraGtra2mjVqhVmzpyp1GvOUElERERERPUuOzsbp0+fxowZM6Cnp1fhMcr2EEqlUuzduxdjx45F69ata6XNigQGBsLExASXL1/GRx99hOnTp2PkyJHo2bMnrl27hoEDB2LcuHEKw3dfNGPGDJSUlOD8+fO4desWVq5cCX19fQDAokWLEBMTgxMnTiA2NhabN2+GiYlJhe2kpKRgyJAheOONN3Djxg1s3rwZ27dvx9dff12uXj09PVy6dAmrVq3CV199hTNnzgAA/vzzT6xduxY//fQT/vnnHxw6dAidOnVS6vVgqCQiIiIionoXHx8PmUyGdu3aKWw3MTGBvr4+9PX1MXfuXIV9c+fOle8reyxfvly+PysrC48fPy7Xppubm/x4Pz+/Kut68uRJuWsMGDBA4ZjOnTtj4cKFcHR0xPz58yEUCmFiYoL3338fjo6OWLx4MbKzs3Hz5s0Kr5GcnIxevXqhU6dOsLOzw7Bhw9CnTx/5vi5dusDd3R22trbo169fpT22mzZtgpWVFTZs2ID27dvjrbfewpdffonvv/8eUqlUfpyLiwuWLFkCR0dHjB8/Hu7u7ggODpZfz8LCAv369YO1tTU8PDzw/vvvV/ka/RvvqSQiIiIiIpX5d8/h5cuXIZVKMWbMGJSUlCjsmz17Nvz9/RW2/fDDDzh//nyVbR48eBAikQhz585FUVFRlfUYGBjg2rVrCtuEQqHCzy4uLvLv1dXV0aJFC4XevbLhspmZmRVeY+bMmZg+fTpOnz6Nfv364e2335a3OX36dLz99tu4du0aBgwYgLfeegs9e/assJ3Y2Fj06NFD4fn26tUL+fn5ePjwIaytrcvVCwAtW7aU1zZy5EisW7cOdnZ2GDRoEIYMGYLhw4dDQ6P6UZE9lUREREREVO8cHBwgEAgQFxensN3Ozg4ODg7lghzwrBfTwcFB4WFsbCzfb2pqimbNmpVr09raGg4ODjAwMHhpXWpqauWu8e+htJqamgo/CwQChW1lIe/F3sIXTZkyBQkJCRg3bhxu3boFd3d3/PjjjwCAwYMH4/79+5g1axZSU1Ph6+uLzz//vMJ2ZDJZuQAtk8kUaqis3rLarKyscOfOHWzcuBFCoRABAQHo06cPxGJxxS9QBRgqiYiIiIio3rVo0QL9+/fHhg0bUFBQUCttqqmpYdSoUfjtt9+QkpJSK23WFSsrK0ybNg0HDhzAZ599hq1bt8r3mZqawt/fH7/99hvWrVuHn3/+ucI2nJycEBERIQ+SABAREQEDA4NK7ymtiFAoxIgRI/DDDz8gNDQUFy9exK1bt6p9Poe/EhERERGRSmzatAm9evWCu7s7li5dChcXF6ipqSEqKgpxcXFwc3NTus3ly5cjNDQU3bp1w1dffQV3d3fo6enh5s2buHjx4kvXeJTJZEhPTy+33czMDGpqtdMnN2vWLAwePBht27ZFbm4uzp07hw4dOgAAFi9eDDc3Nzg7O6OkpARHjx6V7/u3gIAArFu3Dh999BE+/PBD3LlzB0uWLMGnn35a7Vp37doFiUSCbt26QVdXF7/++iuEQiFsbGyq/XwYKomIiIiISCXs7e1x/fp1LF++HPPnz8fDhw+hra0NJycnfP755y9d/qMiLVq0wOXLl7Fy5Up89913SExMhJqaGhwdHfHuu+9i1qxZVZ7/9OlTtGzZstz2tLS0WlsjUiKRYMaMGXj48CEMDQ0xaNAgrF27FsCzNS3nz5+PpKQkCIVCeHp6Ys+ePRW207p1axw/fhyzZ89G586dYWxsjMmTJ2PhwoXVrqVZs2b49ttv8emnn0IikaBTp044cuQIWrRoUe02BLIX+0qJiIiIiIiIlMB7KomIiIiIiKjGGCqJiIiIiIioxhgqiYiIiIiIqMYYKomIiIiIiKjGGCqJiIiIiIioxhgqiYiIiIiIqMYYKomIiIiIiKjGGCqJiIiIiIiaCC8vL8yaNatW22SoJCIiIiKiBkGZwHP16lW89957aNWqFXR0dGBvb49Jkybh7t27CsdFR0fjvffeg4WFBbS0tGBvb4+lS5dCLBbXwTNQjr+/P+bNmyf/XiAQYNq0aeWOCwgIgEAggL+/PwBgy5YtMDAwQGlpqfyY/Px8aGpqwtPTU+HcCxcuQCAQlHtdahNDJRERERERNSrbtm1Dt27dYGRkhAMHDuDOnTvYunUrcnJysH37dvlxO3fuhIeHB8zNzXH06FHExsZi0aJF+OGHH+QBTVWkUimOHTuGN998U77NysoKe/bsQVFRkXxbcXExdu/eDWtra/k2b29v5Ofn48qVK/JtFy5cgIWFBaKiolBYWCjfHhoailatWqFt27Z19lwYKomIiIiISOX8/f0RFhaG9evXQyAQQCAQICkpqdxxf/31F6ZOnYoff/wRP/30E7p37w4bGxv4+Pjg0KFDmDt3LoBnYWrKlCnYunUr1q9fD3d3d9jb28Pf3x/fffcdgoKCEBcXp3SdMpkMq1atgp2dHYRCITp37ow///xT4ZiCggKMHz8e+vr6aNmyJb7//vtyvbDh4eFQU1NDt27d5Nu6du0Ka2trHDhwQL7twIEDsLKyQpcuXeTb2rVrh1atWiE0NFS+LTQ0FG+++Sbs7e0RERGhsN3b21uhPqlUijlz5sDY2BgWFhZYunSp0q/DixgqiYiIiIhI5davX48ePXrg/fffR1paGtLS0mBlZVXuuE8//RR9+/bF9OnTK2zH2NgYAPDxxx9j8ODBmDBhQrljykLWjRs3lK5z4cKF2LlzJzZv3ozbt2/jk08+wdixYxEWFiY/Zvbs2QgJCcHBgwdx+vRphIaG4urVqwrtHD58GMOHD4eammIkmzhxInbu3Cn/eceOHZg0aVK5Ory8vBASEiL/OSQkBF5eXujbt698u0gkwsWLF8uFysDAQOjp6eHSpUtYtWoVvvrqK5w5c0bp16IMQyUREREREamckZERtLS0oKurCwsLC1hYWEBdXV3hmNjYWERFRWHGjBlVtnX9+nXcvHmz0uPKhpdqaWnhwYMH8PLygpOTE1xcXLBv375K2y0oKMCaNWuwY8cODBw4EHZ2dvD398fYsWPx008/AXh2b+P27duxevVq9O/fH506dUJgYCAkEolCW4cPH1YY+lpm3Lhx+Ouvv5CUlIT79+8jPDwcY8eOLXecl5cXwsPDUVpairy8PFy/fh19+vRB37595T2YkZGRKCoqKhcqXVxcsGTJEjg6OmL8+PFwd3dHcHBw5S/oS2jU+EwiIiIiIqJ6dO3aNQCAm5tblcddv34dAODq6lplO66urtDQ0MC6devg6uqKzMxMdO3aFUOGDIGenl6582JiYlBcXIz+/fsrbBeJRPLhqffu3YNIJEKPHj3k+42NjdGuXTv5z7GxsXj48CH69etX7homJiYYOnQoAgMDIZPJMHToUJiYmJQ7ztvbGwUFBYiKikJubi7atm0LMzMz9O3bF+PGjUNBQQFCQ0NhbW0NOzs7hXNdXFwUfm7ZsiUyMzMrfK2qg6GSiIiIiIgahbIJaPT19as8rmxmVx0dnQr3b9y4EZ6enmjTpg2AZ6EKAMzMzGBsbIycnJwKQ6VUKgUAHDt2DK1bt1bYp62tDeDZPZcvc/jwYfTv3x9CobDC/ZMmTcKHH34or7UiDg4OsLS0REhICHJzc9G3b18AgIWFBdq0aYPw8HCEhITAx8en3LmampoKPwsEAvlzqwkOfyUiIiIiogZBS0ur3DDRF3Xs2BHAs5lOK1I2rLWs1/DF+xzLfP/994iOjsb69evL7bty5QqkUmmF93ICgJOTE7S1tZGcnAwHBweFR9k5Dg4O0NTURGRkpPy83NxchSU9/vvf/2LEiBGVPs9BgwZBJBJBJBJh4MCBlR7n7e2N0NBQhIaGwsvLS769b9++OHXqFCIjI8sNfa0L7KkkIiIiIqIGwdbWFpcuXUJSUhL09fVhbGysMJFNjx49MGDAAAQEBCA/Px89evSAVCpFVFQUtmzZgs2bN6Njx47w8PDAoEGDMGPGDIjFYri7uyMjIwPbtm3Db7/9hr179yrMpgoA2dnZGD9+PLZt21ZpfQYGBvj888/xySefQCqVonfv3nj69CkiIiKgr6+PCRMmQF9fH5MnT8bs2bPRokULmJubY8GCBfLnkZmZiaioKBw6dKjS66irqyM2Nlb+fWW8vb3lz7GspxKAfCKj4uJihkoiIiIiImo6Pv/8c0yYMAFOTk4oKipCYmIibG1tFY45fPgw1q5di1WrViEhIQHa2tpwcHDA8OHD4eTkJD9u//79WLJkCT777DOkp6fDxMQEPj4+iI6ORvv27RXaLCkpwX/+8x/Mnz8fPXv2rLLGZcuWwczMDCtWrEBCQgKaNWuGrl274osvvpAf89133yE/Px8jRoyAgYEBPvvsMzx58gQAcOTIEXTr1g1mZmZVXsfQ0PClr5e3tzeKiorQvn17mJuby7f37dsXeXl5sLe3r7TXtTYJZNUZ9EtERERERPQakslkGD16NNq1a/fK6zVWxcvLC66urkhISEDv3r0xZ86cOrtWfeM9lURERERE1GSFh4dj7969OHToEFxdXeHq6opbt27V2fV69+4NPz+/OmtfFTj8lYiIiIiImqzevXu/0synynqdeijLcPgrERERERER1RiHvxIREREREVGNMVQSERERERFRjTFUEhERERERUY0xVBIREREREVGNMVQSERERERFRjTFUEhERERERUY0xVBIREREREVGNMVQSERERERFRjTFUEhERERERUY0xVBIREREREVGN/T+zhk5+zOGnTgAAAABJRU5ErkJggg==", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"for energy_source, (land_use_m2_per_mwh, co2_emission) in land_use_m2_per_mwh_per_type.items():\n", | |
" percentage = austria_electricity_consumption_twh * 1e6 * land_use_m2_per_mwh / (austria_area_km2 * 1e6)\n", | |
" plot_austria_filled(percentage, title=energy_source, land_use_m2_per_mwh=land_use_m2_per_mwh, co2_emission=co2_emission)" | |
] | |
} | |
], | |
"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": "3.12.0" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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