{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Advanced plotting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Topics\n",
"\n",
"* making movies\n",
"* customizing plots using matplotlib\n",
"* create data suitable for passing to matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/goldbaum/Documents/yt-hg/yt/config.py:112: UserWarning: The configuration file /Users/goldbaum/.yt/config is deprecated. Please migrate your config to /Users/goldbaum/.config/yt/ytrc by running: 'yt config migrate'\n",
" warnings.warn(msg.format(_OLD_CONFIG_FILE, CURRENT_CONFIG_FILE))\n"
]
}
],
"source": [
"import yt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sim = yt.load('/Users/goldbaum/Documents/test/enzo_cosmology_plus/DD????/DD????')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"yt.data_objects.time_series.DatasetSeries"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(sim)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"DD0000\n",
"DD0001\n",
"DD0002\n",
"DD0003\n",
"DD0004\n",
"DD0005\n",
"DD0006\n",
"DD0007\n",
"DD0008\n",
"DD0009\n",
"DD0010\n",
"DD0011\n",
"DD0012\n",
"DD0013\n",
"DD0014\n",
"DD0015\n",
"DD0016\n",
"DD0017\n",
"DD0018\n",
"DD0019\n",
"DD0020\n",
"DD0021\n",
"DD0022\n",
"DD0023\n",
"DD0024\n",
"DD0025\n",
"DD0026\n",
"DD0027\n",
"DD0028\n",
"DD0029\n",
"DD0030\n",
"DD0031\n",
"DD0032\n",
"DD0033\n",
"DD0034\n",
"DD0035\n",
"DD0036\n",
"DD0037\n",
"DD0038\n",
"DD0039\n",
"DD0040\n",
"DD0041\n",
"DD0042\n",
"DD0043\n",
"DD0044\n",
"DD0045\n",
"DD0046\n"
]
}
],
"source": [
"for ds in sim:\n",
" print ds"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"DD0000_Slice_z_density.png\n",
"DD0010_Slice_z_density.png\n",
"DD0020_Slice_z_density.png\n",
"DD0030_Slice_z_density.png\n",
"DD0040_Slice_z_density.png\n"
]
}
],
"source": [
"for ds in sim[::10]:\n",
" slc = yt.SlicePlot(ds, 'z', 'density')\n",
" slc.set_buff_size((800, 800))\n",
" slc.set_figure_size(8)\n",
" slc.set_zlim('density', 1e-31, 4e-28)\n",
" slc.set_width((32, 'Mpccm/h'))\n",
" slc.hide_axes()\n",
" slc.hide_colorbar()\n",
" fn = slc.save(mpl_kwargs={'dpi':100})[0]\n",
" print fn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"FFmpeg commands:\n",
"\n",
"```\n",
"# make a gif\n",
"ffmpeg -pattern_type glob -i 'DD*.png' out.gif\n",
"\n",
"# make a mp4\n",
"ffmpeg -pattern_type glob -i 'DD*.png' out.mp4\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Include as a gif like this:\n",
"\n",
"```\n",
"\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
""
],
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import io\n",
"import base64\n",
"from IPython.display import HTML\n",
"\n",
"HTML(data='''\n",
"''')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import io\n",
"import base64\n",
"from IPython.display import HTML\n",
"\n",
"video = io.open('out.mp4', 'r+b').read()\n",
"encoded = base64.b64encode(video)\n",
"HTML(data=''''''.format(encoded.decode('ascii')))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Customizing plots"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"slc = yt.SlicePlot(ds, 2, 'density')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
""
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"slc"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"yt.visualization.plot_window.AxisAlignedSlicePlot"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(slc)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"plot = slc.plots['density']"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"figure = plot.figure"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"figure"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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7jIQS+/8feqqqbY8hw/6/3bbCNIMvJBdpTLWN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\nUteuXbV48WIdPHhQ69at06pVq1RUVBRYuCEuLk4JCQny+/3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PDDD6tnz5667bbbHOO8+uqrmjVrloYNG6YHH3xQDzzwgH7zm9+otLRUt99+u5LJpGPc\nL3zhC9q0adMJ31cAAJBaKBoAADLehAkT9K1vfUubNm3Siy++KElqampSUVGR5s6dq3PPPdezWHv3\n7pUk5ebmnvAxw4cP19ChQ7VlyxZt27btqN8VFxef0LUMcnJyNHz4cF144YUyxuiSSy7RN7/5TUWj\nUUlSPB7XnDlzNHDgQM2dO1cff/xx27Fbt27VH/7wB11wwQVtRRVJ2rFjhzZs2KDy8nI1NDQ4xh08\neLD27NnDdQ0AAEhTFA0AAJB000036cwzz9SCBQu0fft2/elPf9K1117rOO2+K6qrq9um9rtxrAsi\nvvPOO7rkkktOuB/LsmRZlgYNGtTud/F4XNOmTVMikdBTTz3Vdvtjjz0m27Y1adKko9oPGzZMd955\np375y18eswjSv39/GWNUUVFxwjkCAIDUQdEAAABJsVhM99xzj6LRqO644w717t1bY8eO9TxOc3Oz\ncnJyXB/3ta99TbFYTCtWrJBt25Kk+vr6ThUgjufwrIV169ZJkowxbRcyHDZsWLv2U6ZMOe71Cnr2\n7NmWKwAASD8UDQAA+NTJJ5+sG264QTU1Nb5Np4/FYsdc/388ffv21cUXX6yamhqtXr1akvT6669r\n4sSJnubXu3dvSYc+5CcSCVVXVyuRSEiS8vLyXPcXix265nJzc7N3SQIAgMBQNAAA4FNNTU16++23\nNXbsWP3zn//UmjVrPI+Rm5urpqamTh17eInCyy+/LEkqLS3V6aef7mV62r9/v6RDxYNYLKbevXsr\nEjn0dqGurs51f4fva1ZWlndJAgCAwFA0AADgU/Pnz9d1112nu+++W4MHD9b999+vyspKT2MUFBSo\noaGhUzMZvvSlL6l///5at26d1q1b57hcoKtKSkokqe06CdFoVOedd54kHXMXhIqKCu3evdvxd4eX\nJeTn53udKgAACABFAwAAJL344ovq06ePvvSlL6lXr176+c9/roMHD+q3v/2tp3EOzww4vIvCsSST\nSRljjrotEonoa1/7mmzb1gMPPKDLLrusUzkYY7Rjx452t9fV1emFF15Qdna2rr322rbbb7zxRlmW\npRdeeMGxv7/97W/HjFVeXq54PK7+/ft3KlcAABAuigYAgIxm27aee+45zZs3T/vLStkAAAMySURB\nVJdffnnb7WeffbYmT56s9evX65FHHvEs3plnnqloNKqtW7ces01DQ4PeffddvfXWW+0KB5MnT5Yk\njR49WtnZ2e3uS1VVlYwxHc6QWL16tZYsWdLWf21tre69914lEgndd999Ovnkk9vannPOOfrxj3+s\nDz/8UPPnz2+bJWGM0bPPPqv8/HwNGTLEMc727dv1xS9+8bi5AACA1BULOwEAAMIyd+5crVq1qm0K\n/YIFCzRv3jxJ0vr16/Xqq6/Ksiw9+eSTWrFihYYPH6577rmnSzHj8bjOP/98vf/++0cVKaRDU/ln\nz56tHTt2qLm5WZs3b9abb76p8847T3fffbckaciQIbrwwgs1ZcqUtuO2bNmiefPmac+ePTp48KAs\ny9KyZcu0du1aDRw4UL/73e+OKjBYlqXp06ersbFRd9xxh5LJpOrq6jRq1CjdddddKigoaJf3lClT\nNGzYMD399NO65ZZblJ+fr6ysLI0fP17f+ta3jnl/N2/erAkTJnTpbwYAAMJjrVq1ynTcDAAAeGXl\nypV68MEHtWjRIlmWFWjshQsX6rHHHtNPfvITTZo0yddY+/bt04wZM/Too4/qtNNO8zUWAADwB8sT\nAAAI2Pjx4xWPx/XOO++EnYqvVq5cqXPOOYeCAQAAaYyiAQAAAYtGo/r+97+vxx9/POxUfGPbtpYs\nWaLvfOc7YacCAAC6gKIBAAAhuOyyyzRgwAAtXbo00LgHDx6UMUY1NTW+xnn++ec1bNgwXXTRRb7G\nAQAA/qJoAABASH72s5/plVdeUWlpqe+x1q1bp5kzZ+r555+XZVn661//qptvvlnFxcWex9q9e7eW\nL1+uO++80/O+AQBAsLgQIgAAIaqtrdUf//hH3XXXXcrNzQ07nS6rq6vTvffeq1tvvZVrGQAA0A1Q\nNAAAAJ4pLi5WQUGBBg8eHHYqAADAA7GwEwAAAN3H6NGjw04BAAB4iGsaAAAAAAAARxQNAAAAAACA\nI4oGAAAAAADAEUUDAAAAAADgiKIBAAAAAABwRNEAAAAAAAA4omgAAAAAAAAcUTQAAAAAAACOKBoA\nAAAAAABHFA0AAAAAAICj/w+6CXTdLynf/gAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"figure"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ax = plot.axes"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ax.plot([0, 15], [5, 10])"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
""
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"slc"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from mpl_toolkits.axes_grid1 import AxesGrid"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"fig = plt.figure()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"grid = AxesGrid(fig, (0.075,0.075,0.85,0.85),\n",
" nrows_ncols = (2, 2),\n",
" axes_pad = 1.0,\n",
" label_mode = \"1\",\n",
" share_all = True,\n",
" cbar_location=\"right\",\n",
" cbar_mode=\"each\",\n",
" cbar_size=\"3%\",\n",
" cbar_pad=\"0%\")"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fields = ['density', 'velocity_x', 'velocity_y', 'velocity_magnitude']\n",
"\n",
"# Create the plot. Since SlicePlot accepts a list of fields, we need only\n",
"# do this once.\n",
"p = yt.SlicePlot(ds, 'z', fields)\n",
"\n",
"# For each plotted field, force the SlicePlot to redraw itself onto the AxesGrid\n",
"# axes.\n",
"for i, field in enumerate(fields):\n",
" plot = p.plots[field]\n",
" plot.figure = fig\n",
" plot.axes = grid[i].axes\n",
" plot.cax = grid.cbar_axes[i]\n",
"\n",
"# Finally, redraw the plot on the AxesGrid axes.\n",
"p._setup_plots()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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89IwlgfWoahLAcbnsW1VfRY+1uomIiPqaX1/YM4YKgwNwIiIqGt59b/4nFbzn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\n",
"text/plain": [
""
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fig.savefig('my_plot.png')"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Tr0K3WIHfVmlFwnH1VW2EMRmcC2qSlW6ImqtWrVrV/HdRURHi4uKEmKKiqs9k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\npkKmQdASb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/wye0vu2nrLb+SWl2rwWZ/Q4Hkzs90dAMgp9U+8rPon\nXlb7tu2SBs7sLXF8v+stUcuXL9eIESM0bty4LssbGxv7sls5i6RHnikujqg3sJ+nn35aQRBo4cKF\n3d7OpyvHa1RhWbefDwAD2THlI3RM+Qit2r1Vv6t9S54SsUkPL2Y9smPk1ZeoZArTAgJAd1Sc+UlV\nnPlJ1f3hJdVc96PY8XCgjIXt7e3yPE+JREK1tbV6/fXXdeGFF3aJeeeddzRq1Kgs9TC3kPQYgH7w\ngx9o+/bt+spXvqJTTz1VZ555piorK7PdLeQI17PPsLumQqYRhe8yKYhn3wFDcU6/VVK4oJipdp+x\nuGkEU9FOR3bFQQFPTuyvV15GZWQBdJux6Gn4+xlkUBzVdOdxVEFG17ZApvH55ue2eeHxqNC1L8Ta\nW0VLgQPFjYcDZSycO3euvvGNb+jSSy/Vv/7rv8rzvC63tqxevVqXXHKJ7r333iz2MneQ9BhgVq1a\npaefflqO4+jnP/+5fv7zn6ugoECXXHKJbr31Vg0ZMiTbXUQ/l8xoZgH72VtMCRJ7CePsH45hRpJA\nrebZW9yicGwQPskbGEMtAAxgBzUe9aHI5Ex47GpLhce4VLJNCUPsQCkUidzy5wc36S8PblJzfQYz\n4+Wwa6+9Vn/7t3+r6dOnq6CgQDfccIPmzp2rtWvX6u/+7u+0dOlSBUGga665Ro8++mi2u9vvkfQY\nYAYPHqz//u//Vk1NjV555RU99dRTam9v169+9Su9+OKL+tOf/qQRIyynmQUA9AhfifgpawfIJb0A\ngIErajw88fzxOvH88fpwxS59+/QX+r5jfaywsFAPPvigGhoa5Lquyso6ygocdthhuu+++7rEIR5J\njwFm/PjxXS6N2rZtm6677jrdfffdWrdunS644AL98Y9/zGIPAWDgSaW5nHfZgxu0bPGGAfPrFgBg\n4Eo3HnauH0gGDRrU5d/JZFKHHnpolnqTu7h+bYAbMWKE7rzzTv3iF79QEAR65ZVX9Pzzz2e7WwAw\noHQWbjM9jrtggi6/71M6/z9mZLubAAD0qnTjYUqJvClkyqwrfYukByRJf//3f68LLrhAkvTKK69k\nuTcAAAAAkJ9OPvlknXjiifrRj36kjz76KNvdyXvc3oK9vvjFL+rBBx/U5s2bY2MHVc7XkNKPxTca\nhGe0MGlre9sqTpICyzY7gu0uBw8s4yTJde2n6m0fPNUqbvOkEus2a0c2WMemkvbvlalAaWFb+BBh\niouaeaWgPRybiJj9pbTRsK02QyFUtzy0zPUl3zB7iuuGp3AOvCbJMCuL7zcZnl8a7mjU/mdY7mdQ\n7d5RuMicMc5QnDVaJtX27WIz+a44hvc/MjaDX25sYx1DcdtIGf1wZPdelZSfEh8T/FWqfUte4CoV\nU9PDi5jpAdlVVDtcxTVjYuNK6g3HE4O20lbrbWdSb9N3bWcEsW+0uMn+O54wjCcm7cVt1m22ltr3\ntS1hPx4Gjmk6r/Ayz4t4TYZYx9SmYdySpKRr2deoOMO2/N2DQ8t2eUnjrC4TympCy0zHn0xmdMkk\nti2w21eSTsq6zcKE/diVMrwnRpnsU5nEehkMSMb9qu8ElseVRFP8ubPb1nEeFDce5stYuHLlSr3w\nwgv6zW9+o5tuukknnXSSLrnkEi1cuFAlJfZ/F8AOSQ/sNWnSJElSRUVFbOzvNy5WcaLrF7Kq8nhV\nDT2hV/oGALlu+Y7XtWJndZdldW11kjpmS4ibMYEZFfqnjT+7Q4nyrsnYytNna+isOVnqEQD0b3VP\nv6C6Z17ssqx9W62k+PEwX8ZCx3E0a9YszZo1Sz/5yU/0yCOP6De/+Y2+9rWvaf78+brkkks0Z84c\nOab5rpExkh7Yq6mp45fuo48+Ojb2nHHna6zNlR4AAElS1dDjVDX0uC7Lqnf8Vb/98F55cpWKudwk\nX0708s24y7+q0iMmZ7sbAJAzBn/mdA3+zOldlu166nltuumW2PEwH8fCoqIiXXTRRbrooou0fft2\n3X///br++uv1d3/3d7r44ov1+c9/XtOnT892N3Na/u016LannnpKpaWlOuecc7LdFQAAAAAYUIYN\nG6avfvWr+vOf/6wXX3xR5eXluuCCCzRt2jR973vf08aNG7PdxZxE0iPPNDc3S5J8P3yPXSqV0m23\n3aZf/vKXam3tes/wli1bdNttt+m73/2uhg4d2id9BQB06LiHOf0jX+5jBgAgStx4OJDGwsMPP1w3\n3nij3nnnHd11111av369jj/+eM2ePVu//OUvVV9fn+0u5gxub8kj27dv18svv7x36lnP85RI7Ls8\n7M0339Q3vvENSdL3vvc9/fjHP9anP/1pVVdX67LLLtNVV12lK664IlvdR5aZipE6hrnQC1vNhw3T\n8wvawwNTUav5ksWS3Ybnt4ULdLmFhsvIvR1y/brQ4taWN0PLAvlSEE4KBr6hyJmhQFdUIc/MCowC\nXXF7C9CP+Ibvmqk4aUQRR9dQtNMxLDPFZcIpNBe9DQzFaJ22cLFs33eV8g0Fxy37VRRRSDTFsQoH\nYSDe3mLj5JNP1sknn6zbb79djz/+uO655x5dffXVmjNnjj7/+c/rrLPOUjLJn/ZRBuZek2d839fH\nP/5xTZw4UTU1NXIcR88995zGjh2r888/f2/ctGnT9IMf/EBTpkzRxo0btXDhQk2bNk133XWX7rnn\nHl1zzTVZfBUAMHB5e369insAAJDPGAvTSyaTOuecc7Ro0SKtW7dOZ555pn74wx9q7Nixe2+LQRjp\noDzguq5effVVq9ivf/3r+vrXv97LPQIAAAAA9JaKigpdeumluvTSS7Vx40b9z//8j770pS+ppaVF\nl112mb75zW9mu4v9xsBOlQEA0A90Xs6b7jFQL+kFAAwcceMhY6HZuHHjdO2112rVqlVatGiRysrK\nst2lfoUrPdAtv9+4WMWJElVVHq+qoSdkuzsAkFOW73hdK3ZWq66toxaNb3HJrj/AL+ntrzb+7A4l\nystVefpsDZ01J9vdAYCcUvf0C6p75kW1b6uVFD8eMhbGmzFjhmbMmJHtbvQrJD3QLcO/frMqDp2i\njyQ9nSZu0wmrrNqr+PDj1tseUmM/u8z490fZtbndvgjlttHN1rG+Gy58ZtJSYl99ObBsM1OuqfCZ\noThpwgsPNq4hTpIK2sKxxU3m2LJd4QKhBc0t4cDAMz7fxPd2h5/ut8r3w+0GfrggXOAXh5c55u2b\nitRlwrV8XYFrv69mUlzViXhdB3LdUus2M+E44fc6SiIxzCouWXyidZvvfOJI69i3qj6witsy+cM0\naydJukjBEy9K/3obhUxz2MQvfl3lhx/V8Y/G6LiWcsPxzGDwFvsxLkjYH3dK6+x+9Ttqld24KUlF\ndi9JkrSmqtYqrnbsR9ZttpWYC3ketIK2bj/VdXw5hqKnmRQtdRWOLXDDRUOHlm0PLfPlyjeM5/Ut\nhmO3Eygw/AFZ6obf1zY/PJ5EFTxNGPqfiWbL55vekyipwP5PnoRrNx56GXymgWGf6AnJNrvXVdBa\nmEGb9ucO7UV235XWsuiDxdDTP6Ohp39GO555Vhu/810KmWbogQce0IUXXpjtbvR77DUAAAAAAOSY\nm2++OdtdyAlc6QEAQJZ5ir+9hV+3AAD5Lm48HEhjYU1NjR577DFt3bpVnhe+Aqm+vl6rVtldVT/Q\nkfQAACDLuL0FAID48XCgjIUvv/yy5s2bp8bGRgVB9O1RjmO+bRxdkfQAACDLKGQKAACFTDt961vf\n0pFHHqnzzjtPI0eOVCIRTgTV1dXp2muvzULvcg9JDwAAAABAv7V2yZt656G31FbfSwWM+5ktW7Zo\nzZo1SibT/7l+zz339FGPchtJDwCSJN9Ubd6QTDfN1BJVwDzhhWMLW8yX6CVbwxXAk60NoWVBakt4\nmV+vIAjPqmOavcX3mowztfheeJnjNIWXRcyeEjjh2Wd6a6YT5J9U4CoV8+tV3HoA/ZebwYwupuWm\nZaXJ8IwYUb+Q1xWGxzg3kTLOPFbkGGZFMTSbySwtbYH9jCAY2KLGw8POPUaHnXuMPlq5VUvO+HUW\neta3jjjiiNiEhyTdeuutfdCb3EfSAwCALPPlyoup6eEPkPuYAQADV9x4OFDGwjFjxmjLli0aNSr9\nNOJbt27tox7lNpIe6Ja1939PyZJBGnXSPI06aV62uwMAOaX+yT+q/uk/qn3rdkkdv87Gzt7ClR79\n0ge/+k8lS8t1yKfO0CGfOiPb3QGAnLLz2ee067nn1b6tVlL8eDhQxsKbbrpJV155pW655RaNHz8+\nMu7mm2/WhRde2Ic9y00kPdAtky++VhWHTsl2NwAgJ1XMPVUVc09V3RMvquZfb8t2d3AQJvz9/1H5\n4UdluxsAkJMq58xW5ZzZ2vHMs9r4ne9muzv9xujRo/Xtb39bp59+uk444QRNnjxZhYWFXWKYstYe\nSQ8AALLMC5zYmh1ewLR0AID8FjceDpSxcNmyZTrzzDO1a9cuffDBB5FxTFlrh6QHumXcJx/V8GNf\njY2bHFXh8gDJUUutt11kKBgZJWG5/eVNE63b/Kil0jq2aUf6+/A6lW8fYt3moI/sY8sa7AtpJtvD\n90/aliiLGptMy5Nt5laTLeGipU7Lh6Fl7anwMgXt8oNwQTffCxci9b0mealwgdPAD+9XjhN+AU5E\nMTbHLQpvS+HtRzFtyxhnXzdOctPXiOjasG2cfZsJd7B1bGHxidaxm2Z80irutVPftm5z25QnrGMP\nG/qBVdzHk+H97EDvD31PNeq8hzlmytoBch9zrmkYsUPtYy3uqTYUsjRpHF5rv/Gk/Xjoup5V3MYp\nI63bLG4ssY5NttgVsmwvCRe1juIV2L0mSQrcTA6edhKG99RUGFQyFyJNOub+FyfC70GxG15me44j\nSVsKwoVMC5JtKk6Gl5e64WWJwNB/mfufMtRjSBqeH6XJLYwPktQeGAquRmj17Lcf9RmG4jLYp+y+\n/R1cz36cLWi1e68SKfs220rsZ0dpHtRoFecn4z8rr6BjH48bDwfKWPjNb35TkyZN0nnnnacRI0Yw\nZe1BIukBAECWeXLlBelPSuOSIiYvvPCCGhoadM4553S3a12cfPLJWrZsWWj5iSeeqL/85S89sg0A\nwMAVNx52ZyzMRVu3btXKlSuNyY79/eY3v+mjHuW2gbHXAAAwgFRXV2vu3LmaPXu2qqur08a+//77\n+uIXv6jjjz9ep5xyik444QTdddddobhVq1ZpxIgRWrJkiR599NG9jzPOOEMLFizorZcCAMCAM3Hi\nxNiEhyTdcccdfdCb3MeVHgAAZJlvMXuLb1Gxvq6uTnfeeae2bdumpUuXxt7ru3z5cp1++ulauHCh\nli1bpkQioT/96U+aO3euXnvtNf385z/fG/vhhx9q8eLFKijoepvC5ZdfrttuoxgrAODgxY2HNmNh\nPpg0aZI+/PBDHXrooWnjVq1apY9//ON91KvcNTD2GgAA+jFfTsclvWkevkXhlcGDB+vqq6/WLbfc\norPOOittbH19vRYsWKCCggLdcccde39Rmjlzpq6++mrddddd+vWvf703fv78+aGEx9KlS1VSUqIp\nU5jNCwBw8OLGQ5uxMB98+9vf1nXXXafXX389bdx//ud/9lGPchtXeqBb/nTDcyqqKNKkc4/WpHOP\nznZ30AO8hF1BLt+1L8flGwr3+e7BDlbhwml+0KLAVMjUNxU3bTUWLfVT4aKjrqE4aVQhTyeDIm3A\nuodW64OH31BjTUcBX8/iSo+49QcqLi5Ou/6nP/2pNm7cqMsvv1xlZWVd1l166aW68cYbdd111+lz\nn/tc5CW2S5Ys0bnnnptRv/LN1h/ercSgUlV8pmMaYuQ+x7LobMINF2d0I56bNBQ9LTA8P3JbhuKa\nUYVMTcuLCsLjYdL1jP0tc8KxGTG8BQOlDgMyV/fUi6p/+o9q39ZRxDluPMx0LMxVv/jFL3T44Ydr\n/vz5GjdunHHK2oaGBr3xxhtZ6mFuIemBbpl502wNP9a+wjv6P+ukh+XJoCT5hnEpiEp6WM4KEgSG\n2QqCduPywAtXIA+C9oikR7gCuZ8Mz37jRvQzMM30IkPSBJA08dypmnjuVL2/eJVe+dojWenD3Xff\nLcdxdNppp4XWjRs3TocddpjWrVunZ555RnPnzjW2sWTJkgFfRG3kP1+m4qMOz3Y3kAWmRIZknqnF\nNcyHZoqT7BMcRY590qQ0aZ/IKDPM3pLy7Wf/MCU4WiNmPgMGn3GaBp9xmnY9+bxqbuRWyU7f//73\nVVtbqyAItGXLFr322mvGOKastUPSAwCALOupmh62amtr9e6778pxnMhbU6ZOnap169bpqaeeMiY9\nVqxYoebmZp100kk91i9bLS0t2rx5s+rq6tTc3KyysjKNGDFCo0eP7vO+AAB6DjU9OowYMUIzZ87U\nFVdcoWTS/Cd7XV2dPve5z/Vxz3ITSQ8AALLMCxyL21t67tec/S+HHTt2rDFmzJgxCoJAq1evNq5f\nvHixPvvZz/ZYn9JpaWnR448/rocfflhLly7Ve++9J98P//JdXFysE044QbNmzdJFF11ErREAyDFx\n42FPjoX92fDhw/XVr35Vc+bMSRt3zDHH9FGPchtJDwAAssyXxZUePXhP/I4dO/b+/6BBg4wxFRUV\nkqRt27YZ1y9evFi33357j/XJpL6+Xrfddptuv/12eZ6nE088UQsWLNDEiRM1evRolZaWqqCgQE1N\nTaqrq9OGDRu0Zs0aLVq0SDfddJNmzpyp66+/PvL2HABA/xI3HvbkWNif3XXXXRo5Mr6UwP4FxxGN\npEeeeeGFF9TQ0KBzzjkn210BAPRTTU37CvceOCNLp6Kijpo0jY3hejdvvfWWampqNGvWrN7poKTH\nHntMl112mWbOnKn77rtPs2fPDhVxS2f9+vW67777dPnll6uqqkp33nmnhg8f3mv9BQCgpxx++OHy\nfV+7du3SkCFDuqx77733FASBJk2apMmTJ2eph7mFpEeeqK6u1je/+U09/fTTuvHGG9MmPd5//319\n+9vf1urVq1VcXKzW1lZ9+ctf1j/+4z9ab6/QSanIMRSUPEBUZfED2bTVndhiy9jZ5Sut2/TK7Yt5\nvVsxyiquZmyldZs1TYdYx25uNv+Ca+I2lYeWFe8OF/KsaSwJPzflyvXC70tpffj5W8eGtyNJY9eH\nX9fIdeHYZM3a0DJPkuOHC8o5iXAhUb9tp1Kt20PLBw3/VGjZsmvCBbVm3PQ3oWUdG+t/vzwEhplu\notheLOo69sVZCwqPtI5955MnW8cu/5Td93XXhPXWbY6q2GIdW2hZPLDQ4viTdDo+I19O7K9XPTlN\nX0nJvu9xKpUy3i/c3t7R/9LS8Pf4wQcf1Pz58yNndTlYN9xwg15++WU9/fTTmjZtWrfaGD9+vK69\n9lpdddVVuuOOOzRnzhzdf//9PX/LixN0PGLjLGd4yqBYdCYSCcuil2PsvzfNGdxb39YaHjuMeut+\n/YiioyYFybbQMlMdgULX/nzEVEi0LGEuLlpomNWl1FBctNQN9zMZcdwvLAv3tc0vUMpw3Hm7bUxo\n2V82Hx9a9r8OfcK4rfogfMyocMMzpEXZ6ZTFB0kqyKCQayYz5RQm7D7XVMK+OKuXwf7nFdjvV02D\n7du1Fbj2s9EFvXC8ihsPB8qUtRs2bNCpp56qjRs3atGiRV1mSispKdENN9ygkSNH6jvf+U4We5k7\n+t9ZOjJSV1enW265Rffee6+WLl0aW8F3+fLlOu644+Q4jpYtW6ZXXnlFP/rRj/T1r39dX/7yl/uo\n1wCA/XUWbkv36MnibaNG7UvI7t692xjTudx0ee1DDz2khQsX9lh/9nfzzTcrkUjo2Wef7XbCY3/J\nZFJXXnmllixZoiuvvFLr1q3rgV4CAHpD3Hg4UAqZ3nLLLTr00EPleV6XW1Kljppbv/jFLzR8+HBu\nb7HElR45bvDgwbr66qslaW8mMEp9fb0WLFiggoIC3XHHHXt/oZs5c6auvvpq3XjjjTrllFP0hS98\noU/6DgDo4B9wIrftd69p2+//Kklq3bJLbVvrFKR67he9o48+em+SvKamJnTpbOdyx3GMRdL++te/\n9lhfDjR58mSdf/75Pd7upEmT9MADD2j58uWaOHFij7cPADh4B46HpvUDwVtvvaWnnnpKa9asUVVV\nlTHmyiuv1IIFC/jbzQJJjzxSXFycdv1Pf/pTbdy4UZdffrnKyrpeOnjppZfqxhtv1HXXXafPfe5z\nsZcs//H6F1VUUaTJ507WkecdddB9B4CB5L2H1uj9h99UY029cf2IBSdoxIITuixrWL1B1Qu+3yPb\nr6ys1LHHHquVK1dqzZo1Ovroo0MxnTO89GbdDpPeSHh0GjJkiE4//fQebXPrD+9WorxMFWd8ShVz\nT+3RtgEg39U99aLqn/6j2rfVZrsr/YrneSosLIxMeEiS4zhdanTUbj+DAAAgAElEQVQh2sBIlUGS\ndPfdd8txHJ122mmhdePGjdNhhx2mTZs26Zlnnolt69R/O03n3LOAhAcAdMPh507RZ/7f+Zr65RMl\nSX7g7JmmL/rh9/A0fRdffLGCINBLL70UWrdt2zatXbtWQ4cO1RlnnNGj2803I//5Mo279V9IeABA\nNww+4zR97JbrNfRvO26ZjBsPe3os7K+ibj3dX0tLi7Zu3doHvcl9XOkxQNTW1urdd9+V4ziRRdym\nTp2qdevW6amnnmJ6vwHIGbwjtKypuDm0zE+Ei666nrmQ6e5hdaFltYY4SaqZGL5SafT4cDG1yau/\nGFo2bO0ytTb/MbR80LRHQ8va3vtnNdWFL83/3aMXhpZdM+qq0LLvTDUXjLrgiz8LLfO8+AEL/5+9\nO4+P6dz/AP45M5OdrCIkqS0RQiylaLhIhKDSNEhdqtS1t6jbCtp7o5ZSS1tVrX2pn7jUEkurUjtt\nEEtFxFJKEluzIvs2y/n9kWYqzpnMMzGZycx8369XXi+e851zvjOZOc/JM8/5PgSouMjTNmVX1wu9\nkpKKz69KJV6UbuLEiVi+fDl27tyJJUuWVJktuHnzZvA8j6ioKPUqLnXF9u3boVBUFCVs3bo1unbt\niszMTEycOBHHjx9HgwYNMGPGDEybNs3ImRJTJREpOsnxwoKNYsUxJRoK1orFair2Xl8i7HsdRAqZ\nukiFfYwMSshE9nsuYYigraBhDuo7ZQvabRI7CY/V+aKg7cTRdwVtAPBKyP+JthPCQlt/aCmDHj4+\nPli6dClmz56tMSYqKkr0FlQiRDM9LETlNGUA8PLyEo3x9PQEz/O4du2aodIihBACgIdEfR+zph9e\nhy778ePHiI+PB8/zOHPmDJRK4R9xLi4uiImJQUFBAaZOnaoeSLh48SKWLFmCQYMGYdasWXp7jvqS\nmJiI9957D8nJyZDL5VCpVHjttddw5MgRzJ07F1988QX+97//Yd++fcZOlRBCiI609Ye69IWmbPbs\n2Zg7dy5ef/11xMbG4u7du3jy5AlSUlKwY8cO9OzZExs2bKiT/XRdRDM9LMSzVX/r1xdfxtTR0RFA\nxbRmQgghdUPOjxfx+OBFKAuE3/4+T6VSoVu3brh16xaKiorAcRxOnDgBLy8v9OjRA7GxsVXiQ0ND\nkZCQgEWLFiEwMBB2dnYoLi7GwoULMWXKFK0rghmDTCbD4cOH0aNHDwAVK8kkJiZi4cKF6sLePXv2\nxMiRI6ss8UcIIYSYig4dOmDDhg2YMGECDh06JNgukUiwZs0adO4sXE6aCNGgh4V4tsiNlZX4uuKV\nU5iLiooMkhMhhJAK1U3ndQ3rBtewbii6fg83BovfXlVJIpHg4kXhNPTqBAQEYMeOHTo9xpguXLiA\nxYsXq/9/+PBhcBxXpXq92DK7hBBC6j66veVvo0aNQkBAABYsWIC4uDiUl5dDKpUiJCQEc+fORWBg\noLFTNBk06GEh7Ozs1P9WKBSQyYS/erlcDgCwt7c3WF6EEEIAnqE4G29BF3rVeb5GyZUrV9CwYUN4\ne3tXaacBfEIIMT3a+kNL6wtffvll7Nu3DzzPIzs7G25ublpX2SRClnFTFEGjRo3U/9ZUDbiynb4h\nI4QQw9JWz6Pyh1QM0FfWKMnJycHly5fRp0+fKjF//PFHlX6PEEKIaaC+UBzHcWjYsCENeNQQzfSw\nEP7+/up7s9PT0+Hs7CyISU9PB8dxTFWAf/3kFGwcq1b0bzXYD62HtKrSZsPJmfKTQVhkzxw0s2Kr\nj8IaBwBFdveYY/NV7LN2ilXWTHGP3cVrwoiR88JTTJFCuEoLAChEYm+0uiNou9XVXdDW6I4X2l2K\nErQndU0VtHneW46WycLn2spxhaDtiry5oM3FQ7hPADj30RJBW+CSj0RjxXBSxt8VL17tnzmWE79Y\n4HnhZ1UiEf6uOE78fWJTL0zQltGmnZYE/5bYO4k5tthH+L4Q424rXD1Ik/oy9nXu60tLmeKeX0Hh\nzr6buLPvZpW2wvQC5uOSCv3790dUVBTGjh2LuXPnQqlUVrm15dq1a3j77bexfft2g+ST+dUmSOs5\nVGlzDO1Z8yVsdfkWU4dYpYrtQpnjhKuUaI5lPx852OczxVlL2a4bAEAC9uNrWlVFjNhKK2JcrNhX\n6BJbqcVeZEUWQHjuAAB3qfB81lCkrR5K4cAJz1GlzYR9lyTPDZKbAYL2Jy8Jl8CUljkI2hTNHwna\nAOC3Y8JV1vqFfisaWxvErj3Efv+a/ni2lgjfgwpe+Pmxlon//hRK4W3kEnsdzvU6xMrljKtrydmu\n8QAAjOcKAOAYz0H8c+eV/MO/IP9o1VX35JmPmY9rDvLy8uDk5GSy+zc1NOhhIVxcXNC+fXtcvXoV\nN27cgL+/vyCmcoWX4OBgrfvr/WkveLRvqPc8CSHEXPkO9ofv4Krn3tuxN3Byyk/geQ68lm+vLG1K\nryazZ8/GW2+9hQ4dOsDKygqffPIJ+vfvj9u3b2PMmDE4f/48eJ7HrFmzcPCgcNlqffP4YBxsW/vU\n+nEIIcRcOPbvJRgYzvv5NNLnLtfYHz79KQFPfzoPZQH7lxR12dGjR3H16lUsWLBA7/tOTk7G/Pnz\nsWfPHr3v21TRoIcFGT58OJKSkvDrr79i6NChVbZlZWXh9u3bcHV1RWhoqJEyJIQQy6QCBxWqH9TQ\ntt1SWFtbY8+ePSgoKIBEIoGDQ8U30C1atKhSkNXaWodvNgkhhNQJmvpDp0GBcBoUiOLrabgTOc/w\nielZZGQk0tLSEBERgY0bN6JBgwZ62e/69euxZcsWgwz6mxLLvCnKTJWUVCxn+HyRt0oTJ06Eu7s7\ndu7cidLSqlMfN2/eDJ7nERUVpV7FhRBCiKFIwPPiP08Pnkfqe1/jzyWms8LKi2AtQFq/fn31gAdQ\nsZRt06ZN1T+NGzeurRQJIYTUGs39YcUMEPP58zUqKgrDhg1Dhw4d8OmnnyI7O7tG++F5HgcOHECX\nLl1w6NAhHD58GK6urnrO1rSZz7vGwj1+/Bjx8fHgeR5nzpxRF3l7louLC2JiYlBQUICpU6dCoai4\nZ/XixYtYsmQJBg0ahFmzZhk6dUIIIdVwHhSIZqs+gOdHI42dikG8+uqr6Nq1K1auXFnjC0BCCCHE\nFLz11ls4e/YsEhMT0aRJEwwaNAgrVqxAfHw8cnJyRP+mKy0txc2bN7F9+3ZMmjQJ3t7e+PDDDxEV\nFYX9+/ejfn32+nuWgm5vMXEqlQrdunXDrVu3UFRUBI7jcOLECXh5eaFHjx6IjY2tEh8aGoqEhAQs\nWrQIgYGBsLOzQ3FxMRYuXIgpU6aoi50SoolYMTaN7SJNzjoUfnOxFha+eygTFhjL97qLy32EBcV6\nRo8TtDndOYmy0rOCdv8P/iNo+yNAeN9oy3Lx06b/BeHxa2XBTA2FSEWJFTLlVaL74CBWuEwYJ5GK\nF8VS2dJKGS+i4h5mWrIWAK5evYpTp05h27ZtWLBgAbp164a3334bERERVZZfJ8SUyEQ6RKmGQqyO\nEmHf4yBS9LQexIsqF/HCItQuScKCpY9fykKxr7AwtJ/jA0Fb2q1AQZvc5ano8eV25aLt+qZ8we9u\nNRW3FWuX6HAsmUgxXrHipkSctv7QHPvCpk2bYu/evUhOTsaGDRuwbNkyZGRkqP8uq1evHpycnKBS\nqVBUVIT8/IrrYysrK/Tt2xfLly9HZGQkrexSDRr0MHESiQQXL17U6TEBAQFV7nsmhBBiXFTI9G8c\nxyE4OBjBwcFYvXo1Dhw4gG3btmHatGkICwvD22+/jZCQEBqkJ4QQM6StPzTnvrBdu3ZYuXIlVq5c\niVu3buHSpUtISUlBdnY2iouLYW1tDScnJzRr1gxt27ZFly5dqCwBIxr0IIQQQoyMZnqIs7GxwbBh\nwzBs2DA8fvwY33//PebMmYMxY8Zg+PDhGDVqFDp06GDsNAkhhOiJJc70ENOqVSu0atXK2GmYDarp\nQQghhJA6z83NDVOmTMG5c+dw+vRp1KtXD5GRkWjXrh2WLl2Khw8fGjtFQgghhNRBNNOD1MjpOb/A\nxtEGrQb7ofUQGoUkhBBd3Nl3E3f23URhegEAmumhKx8fH8ybNw/z5s1DQkICYmJi0LlzZ7Rt2xZv\nv/02IiMj4ejoaJBcMr/aBGk9BziG9oRj/14GOSYhhJiL/MO/IP/oL5BnPgZAMz1I7aBBD1Ij3Rf0\ngXt7DwBAGf/i+9OlGJWmwl8vhr3AlAzCKsovSiFaRFKcDScskKWJuzSPOVYpYfsduEuFxUU10eV5\nsb6unexSBG1FvC2KVcJ7Guv9vkXQVuY5Aom9Xha0dxg7XdDmvGiFoK1FYqZoXmcHCQvH3W87UzRW\nzJCPDjPF8ZpeJ17YLpenC9qsrBrDyqqZ8OENIgRtmS2ERUtTWz4WPXxxPWHhvXvd2NeId3IQL4gn\nxpFje6/oUjTXTqr/wnuKau5JbhbRFs0i2uJO7HWcnnoQAAdoiM+LO4P8uDNQFgpfY1Kx2surr76K\nr7/+GnFxcYiJicHMmTMREhKCUaNGYeDAgZDJau9yx2P6BNi19qn4T7XdE9s5luf00KmKUDHuV6HD\nHxRSqUKH4+u/77aSsB/fVofPuINUvEDo8+pLS5j36ShhjxXru8XOJ1KJ8Fz4S1kAfs1pL2iXt7wn\naPtn80MYanVB0N4WHsI2R2Eh1G77ewvaACBv4jpBmy7XA0/l9ZjiSpXWzPusb8V+/hR7r4hde0pt\n2N/TSi01m56VU+7MHFvE+rkWea9oolKwv668gu36mVNpfv5Oob3hFNobuT+fQvq85aiuP/xrb8z5\nEVKJbm8hhBBCjI3nNP44DfgHXvp6Njyi3jF2lnWaTCbD66+/jl27diE1NRUDBgzAV199BS8vL/Vt\nMYQQQuq4avpD9Q8hOqJBD0IIIYSYFUdHR4wdOxYnTpzAb7/9hiZNmmDixIlo2bIllixZYuz0CCGE\nEGJANOhBCCGEGNtf9zBX90PfbtWMt7c3Zs+ejeTkZOzatQsODg7GTokQQogm1BeSWkA1PQghhBBj\n4yVa7mGG9u1Eq5dffhkvvyys6UMIIaSO0NYfUl9IaoAGPQghJkUqVgyPB8p44eks/dUxgrbf2/2J\n7GYZgvZZVkmCtg+mxAgfHy++OkNWC2GBVdtCe9HYFyGTNmKOFStYKrUJQLlza0H7vTbCQrCP3XMF\nbYVO4sVBy+3KmPMiInho//aqdupbmq3du3fjzTffNHYahNSaIl5YQFsGJRxtCgTtT0SKU96Tu+Oi\ntLmg3VFyR9Dm5ipcEjpxxE+ieQVasRdRfxEKkX5fkwK5sD+2kihgLVIM14oTtolde4hej2igSyFT\ni6etP6S+kNQADXoQQkyK2CovSl4iunrLrb7XBW25jbNh6yJcgSVAZAWfiW7CFVVWBgqPAwCNbYQX\neU9vdBWNfREya+GABQBAIqx2n9G2o6CtwEmBfCfhygSPGwoHgsrthQMZCmvx1YMUNuyrChFiCIsX\nL6ZBD2LWynjhQIaUU8HJWjg4XVAu7CPul7rjuKqDoN3DQdifBdQTrv7iLcsRzUuXlVpehELFfpxy\nXtjH20rLRAcubCVsAxy6DHoQQoyLBj1IjcTPOQkbRxu0HNwaLYf4GzsdQggxKXf33UDK/psoSq9c\nAprlPmW6j7lSeno6fvrpJ2RmZkKpFA6E5ufnIzk52SC5ZK7YCGk9BziG9oRTqPgSnoQQQsTlHTmN\n/CO/Qp5VOYimrT+kvpDojgY9SI3849NguLcXruNOCCFEO5/BbeAzuA3uxF7H6akH2Zbho+JtAID4\n+Hi89tprKCoqAs9rnufMcYZ5vTz+PR52rX0McixCCDE3TqG94RTaG7k/n0L6vOXa+0PqC0kN0KAH\nIYQQYmwqDpxKy4Wctu0W4j//+Q9atWqFIUOGwMPDA1KpcIp7Xl4eZs+ebYTsCCGEvBBt/SH1haQG\naNCDEEIIISYjIyMDN27cgExW/SVMTIywEDEhhBBCLA8NepAaKVVZoVglLKD1vDLGt5hMh2JQuhSO\nEit6aUi1UeSqtiqAG7sgl72EbfUPsfdKY9lTNJY9FbT/I+grQVsTSTY8OeGqJDZwE7QNlzwRtHl4\nbBXN6xHvKmjLe/WyaKyYH/azFT0tUgiLyWniILskaLOVlsNWUi5obygVFjcVI7ZKDgAUKoWrCHiI\nVMDXpFyHKvxSsL1Xxary6wPrZ7BcpDju8xT8X7MU6PYWZi1bttQ64AEAX375pQGyASQKGSRy7b9r\nZhz70gS8kr2Qo4qx6KNKyv65Yd0nAKhqo+/S4SpWokMfZ8Ux7tgw9To1KuSFhbVfkuXgpXrCAqNZ\ndsK+w1VSADeJcKUXJ65Y0NbLRlgYPJN3Fs3riVJYNDVd4SIaK6ZUqf36EtD8O5WIfIZsJCWCNntZ\nKeqJ9H31RWJ1uU4tUNoJ2nTpj+rJhK+/JirGfqFAadw/+TiV9s8/V/lc6PYWUgto0IMQQggxMg7P\nXPA9J+/IaeQd/QWqwiLDJlVHeXp6IiMjA40aVb98c2amcJUmQgghdVt1/WHldkJ0RYtGE0IIIcZW\n+c2WyI9TvyA0WfYJPKZPMHaWdcKCBQswffp03L9/v9q4xYsXGygjQgghelNNf8g0K9LMlJWV4dSp\nU4iLi1O3Xb16FU+fCmc4E81opgchhBBCTEbjxo0xf/58BAUF4ZVXXoGfnx+sratOhzfkkrWEEEJI\nbdiyZQuioqLw9OlTNG3aFCkpKQCA0tJS/Otf/8LgwYPxzjvvGDlL00CDHoQQQoiRcbwEnJaaB9q2\nW4oLFy5gwIAByM3NRVpamsY4Qy1ZSwghRH+09YeW0hf+9NNPGD9+PAYNGoQ+ffrgf//7n3pb165d\nsX//fnz44Yc4fvw4QkJCjJipaaBBD1IjF+Yeg7WjDZpHtEGLwW2NnQ6xcDacXLRobRfpXUGbK0rh\nKFInMAvpbMeCsEAbIF74LY93YNqnLnQp3OZsVShos5YoYCNSYJS1kGx9TljgDQBkIsVFWYodW6rU\nfdeQtv86itL/KiJIhUyZffTRR/D19cWQIUPQsGFDoy9Zm/HNOkjrOcCpbxCc+gYZ5JiEaGILOWw4\nYbFqmVTYRzpwpbCFXNB+TuEnaCvjhcV6dSnuaUgSkf7IVip8TViLYgOAQuQPbaWGKgEKqh6gk7wj\np5F37DQUWX8V4KVCpgCAzz//HDExMRgxYgQA4MCBA4KYJUuWYPjw4TTowYAGPUiNdJ3fF27tqy8i\nRwghRFzzwQFoPjgAKbHJODPtADi++sJtgE6Lepi1zMxMXL16VXSw41nbtm0zSD6Npk2CXStfgxyL\nEELMjVNobziF9kbu4ZP4c/6XWvtDS+kLi4qK1AMemlhbW6OkRPzLKFIVDUUSQgghxGQ0b95c64AH\nAKxatcoA2RBCCCH65+wsviT08x4/flzLmZgHGvQghBBCjKzimy3tPwTw9fXFvXv3tMZRIVNCCDE9\n1BdWUKlUuHPnjvr/PC984mvWrEHTpk0NmZbJokEPQgghxOhYluizjPuYtZk/fz6io6Nx+fLlauNW\nrFhhoIwIIYToD/WFADBlyhT06dMH33//PUpKStTFuZ88eYJDhw4hMjIS06dPx8yZM42cqWmgmh5E\nQC6X4/DhwwgLCzN2KoQQYhl4TmtND0sp3qbNxo0b4ePjg7CwMHh7e4suWVtQUIDr168bKUNCCCE1\npq0/tJC+cMiQITh9+jTeeustSCQSSCQS2NnZobz876K8X375Jbp27WrELE0HDXpYMKVSiebNm+Ph\nw4eCbdHR0dUOepTyVihW2Wg9htiKDi9KWgvVwpW1tPwVawXv2jq+Llhz0OX1F1slRCNhYXhxEuEq\nKaUiVeUBQCEVPqcs2CNLpL98CUVsx9cwrdINBYK2Is6WbZ8Awp0vMMWJVZDXRAntdQ8qaXoNn/dU\nKb56TQNZvqCtiOEcUamc8fgAUMazdV26fK50imWdJMkwBbecumGdLVu2DDk5OeB5HhkZGbh06ZJo\nnKGWrJWoJJAotX/WJEq29w0vYZ+7zeswz5tjyBEAVDL28wYv0+Uzxvb7EK6xYXis/VyB0o55n0qe\n/XVlPX5DaZ6gLY+3B3h7pscX8eJ9FOu5+67cjSkOAMpV7Od4N2thfyJGl+sRewn7O4u1P2LtiwDd\n+hgrCfu1k9jKbYbEqdieF8v5h1Oxf0Ysxddff43OnTtj4cKFuHPnDhSKivdGhw4dsGjRIrz22mtG\nztB00NWWBfv+++/x6NEjwYWhra0txo8fb6SsCCHE8nAMMz20zgSxEA0bNkT37t0xdepUyGTilzF5\neXkYOXKkgTMjhBDyorT1h5bWF44ePRqjR49GWloaMjMz4eXlBW9vb2OnZXJo0MOCffnll4iNjUWf\nPn2qtNva2gqmCj8vce7PsHa0RZOIdmgS0a420ySEELPzYP9VPDiQjJL0v76pVd+rLPT0+AnknjgJ\nZVGhATOsu9zd3TFlyhSEhIRUG9e2bVuD5PPnt2shrecA55BgOIcEG+SYhBBiLvKOnULesVOQZ+VU\nNFTTH6q3W6BmzZqhWbNmVdoKCgrw4MEDtGnTxjhJmRAa9LBQR48eBc/ziIiIqNHjX54/AC7tPPWc\nFSGEWIaXItrjpYj2uL8vCRenxf5VkV78Qs61Twhc+4Sg+PZt3H73XQNnWvds2LABHh4eWuO2bt1q\ngGwAz6mTYefX0iDHIoQQc+PUNwhOfYOQe+QkHn26rNr+ELCc1VtYXL58GfPnz8eJEyeMnUqdR4Me\nFuqLL77A48eP8e6776JXr14YMGAAXFxcjJ0WIYQQUi0fHx+oVCrk5ubC2dm5yra7d++C53n4+vrC\nz8/PSBkSQggh2pWUlGD37t01eqxSqcTWrVuRnZ2t56zMEw16WKDk5GQcPXoUHMdh3bp1WLduHays\nrPD222/jyy+/FFxEEkIIqV0cGGp6WMgyfdo8ePAAvXr1wsOHD7Fr1y4MHjxYvc3Ozg6ffPIJPDw8\nsGjRIiNmSQghpCa09Yfm1BfK5XKMGTNGtPA2z/NaC3LzPA93d/faSs+s0KCHBXJycsKWLVuQnp6O\nM2fO4MiRI5DL5fjuu+9w+vRpnD17Fg0bNjR2moQQYjGokCm7zz//HE2bNsW9e/fw5MmTKts8PT2x\nceNGrFixAlu3bsXo0aONlCUhhJCasKRCpo6OjpBKpRg2bBj69etXZZCD53ksWrQIvXv3xksvvSR4\n7OXLl3H//n1ERkYaMmWTRYMeFqhJkyZVLgSzsrIQHR2NTZs2ITU1FZGRkfjll1+MmCEhhFgYbYXb\nKmMIfv/9dxw5cgQ3btxAx44dRWOmT5+O8PBwGvQghBBTUwuFTE+dOoWCggK8/vrrL5DY31599VVc\nuHBB0N61a1ckJCTotC8XFxesX78eDg4OVdrXr1+PcePG4aOPPtL42A8++AC9e/fW6XiWin3RaDNX\nWlqKlJQUJCYm4uzZs0hKSkJ6erqx0zKIhg0bYv369di4cSN4nseZM2dw8uRJY6dFCCGECCiVSlhb\nW2sc8AAAjuNQXFxswKwIIYTUNYmJiejfvz/69OmDxMTEamNTUlLwzjvvoHPnzujRowdeeeUVbNiw\nQRCXnJyMhg0bYu/evTh48KD6JzQ0FOHh4TrnuGHDBsGABwD873//w6xZs6p97MKFC/HVV1/pfExL\nZLEzPUpLSxEXF4f9+/fj/PnzuHv3LlQqlSDO1tYWr7zyCoKDgzFs2DCzXhLoX//6F+Li4hAbG4sz\nZ84gOJiW3iOEEEOoqFavPYYAhYXal+4tLS1FZmamAbIhhBCiT9r6Q5a+MC8vD+vXr0dWVhbOnz+v\ntTbGlStXEBQUhIiICFy4cAFSqRRnz55F//79cenSJaxbt04de+/ePcTGxsLKyqrKPiZPnozly5dr\nT+45b7zxhsZtEkn18xMcHByQm5ur8zEtkcUNeuTn52P58uX4+uuvoVQq0bVrV4SHh6N58+Zo3Lgx\n7O3tYWVlheLiYuTl5eHBgwe4ceMGdu3ahQULFqB79+6YM2cO+vfvb+ynUiveeecd7NmzB3/++We1\nccVKG1gpbQ2UVc2peP1PZlIaeZ+18Zxqi5VEwRxbrLJmiqsvLWXe520pe0Xr24xxZTxbngBQyNsw\nx7Iq4tk/d2W8lfYgHWOlnHBwWBOZDrFKKJljwbN1XbXxWdX3fhUqacU/GGp60O0tFXx8fLB06VLM\nnj1bY0xUVBTatm1rkHykcilk5drfkxKlVO/H5nUYCVNJ2T5jSmv297dSh/ck69lAJdHhvCFhP28o\nVOyxchXbOaacMU5X+Uo7pjhdzkWP5K7MsfeLtS8JDQBuNnnM+9QlV136mdrAenxdnpMusaVK9usM\ndR+iTyr2XDnGWJbzH6f663yirT9kOO84OTlh5syZAKAueq1Jfn4+wsPDYWVlhVWrVkEqrci1e/fu\nmDlzJubNm4cePXqob5cMCwsT7OP8+fOws7PT65fjRUVFUCqV6nzE8DyP/Px8vR3TnFnUoMdPP/2E\ncePGoXv37tixYwf69OkDa2v2E8v9+/exY8cOTJ48GR07dsT69evNrmKur68vgIrCOtW5Mf8grByr\n/vHl+UYHeL6heboxIYRYskcHkvDoQFKVtpL0Z/5ooEENJrNnz0a3bt0QHx+PMWPGoGPHjnBxcUFu\nbi7Onz+P1atX48KFCzh79qxB8nm4djWkz01NdgnuA9fgEIMcnxBCTE3u8ZPIPV71Vnp5Vs7f/9Fj\nf2hrW/2XRWvWrMHDhw8xefJkwW0mY8eOxbx58xAdHY2RI0dqHIDYu3dvlZXE9KFTp05YsGAB5s+f\nrzFm1apVokVOiZDFDHp88skniI+Px9GjR9GuXbsa7aNJkyaYPXs2ZsyYgVWrViEkJATff/+9Wd3y\nUnkPtL+/f7VxbeaGwamdlyFSIoQQs+D1Rgd4vdGhStvDfefqYw0AACAASURBVFeQOF3zN1BEqEOH\nDtiwYQMmTJiAQ4cOCbZLJBKsWbMGnTt3Nkg+3pPfg31LP4McixBCzIFzSDCcQ6reR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1Eo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\nq1MICVzpQUREZDEViuEKFtEVLkRERIHKaDwMtrFwzJgxVqcQEjj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UqFEdlvd2nAMHDtQP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\ngg==\n",
"text/plain": [
""
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"\n",
"Image('my_plot.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FixedResolutionBuffer"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"image = slc.frb['density']"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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5upL8VOJW4MKWbJKTgNmW9vc3xwD83+QZKA80//3+qts2M7NFDKAUh6Q15EdG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\ngg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(image, origin='lower', extent=[0, 1, 0, 1])\n",
"plt.colorbar()\n",
"plt.set_cmap('viridis')"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1.56155712e-31, 1.56155712e-31, 1.56155712e-31, ...,\n",
" 2.58551431e-31, 2.58551431e-31, 2.58551431e-31],\n",
" [ 1.56155712e-31, 1.56155712e-31, 1.56155712e-31, ...,\n",
" 2.58551431e-31, 2.58551431e-31, 2.58551431e-31],\n",
" [ 1.56155712e-31, 1.56155712e-31, 1.56155712e-31, ...,\n",
" 2.58551431e-31, 2.58551431e-31, 2.58551431e-31],\n",
" ..., \n",
" [ 1.67725970e-31, 1.67725970e-31, 1.67725970e-31, ...,\n",
" 2.38243628e-31, 2.38243628e-31, 2.38243628e-31],\n",
" [ 1.67725970e-31, 1.67725970e-31, 1.67725970e-31, ...,\n",
" 2.38243628e-31, 2.38243628e-31, 2.38243628e-31],\n",
" [ 1.67725970e-31, 1.67725970e-31, 1.67725970e-31, ...,\n",
" 2.38243628e-31, 2.38243628e-31, 2.38243628e-31]])"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"np.array(image)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sl = ds.r[0.5, :, :]"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"YTSlice (DD0040): , axis=0, coord=6.16601975783e+25 cm"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sl"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"frb = sl.to_frb((30, 'Mpc'), 1600)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"density_image = frb['density']"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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62lwKXB4RXwaQ9GZgF/A64AuSzqBIJudExB1lm3cBX5H03oiYG0LcZjaOkiuQW+uTOZUP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\nIgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(density_image)"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
""
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds = yt.load('output_00080/info_00080.txt')\n",
"\n",
"sl = yt.SlicePlot(ds, 2, 'density', center=[0.5, 0.5, 0.75])\n",
"sl.set_figure_size(5)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([64, 64, 64], dtype=int32)"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.domain_dimensions"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create covering grid of density at AMR level 0\n",
"cgrid = ds.covering_grid(0, left_edge=[0, 0, 0], dims=[64, 64, 64])"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"density_array = cgrid['density']"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(64, 64, 64)"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"density_array.shape"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WApwm0GlqE9KWpm7F7/XhCYEwQsFaJaE1ykJq9qQXVrHlo7WIsxRnQhVNL8he\nKe6V3yNFqwADlqsKMbzraU5pH2Uu6sIsgqheMLtCy4cnwfJyofwy8MZr3b0YL5qlwxQWXBwmcTLj\nQFz6dzRLnd8Ehncy1KlTEqB06ozw086287V8Ka+b/AJOsdk69KSLrAGIN0BnHX/41xv14BgOTRUS\nCqiit6dd1/67NgKBdGIcJ/+6ZJ2p/N1bjwTxxnnaKCUGK+Op+IarUd57+OVNUV78eKfLt7JMRyc2\nGnHXYdl5ID/bhIX8+J/9dJKITzUvd4WAlUCnAjoW0GGSkaJ1MO8AwMBTAmErRD1toTFhngrqQRcA\nrALAvKhdXlUq4S4fY8XYzHEA4VipGyZ8qSCpVW7WVXU/yxcaKLlONDCuTu9F+nz4Rtbt7aXJ4wXG\nABw6HIvTbCLn5mScDxPqjfxYj/4Fk22GTEoAsKWz/WICU6GESSxThUQnLiSqpuZrAdvj2WyHPMW8\nRpbEkI6hkjDSNUwYbcA1Bqu79H9mv9xON5HUUO+WvjDpFDeCpQpw4bE6bReILwH03v2ATgyY3wxG\nSRYUSXa0TRGCWkJVTORqiQvpGqUz7Ibs7SCAs28Wi9I6CQa6CeuOHYckRCB2Rn1Nm9JkFKASgQqD\nVgIdCeVmAo4VfJjbIjr71pVxW3g6IJyH9Ba0cdkMJR9048i1gJcJNFfVKaKviLIDihl8oz4nHoEk\nR6FrD2Snsax4DLqrWPm+vBO9pUHUHW5WCIVvnQueH1wA4PBzb1lzY8DKggV8i4Dx7dTUDSrcVBlF\nOwxy/xYDIK6BxcR0JCbMap8szm/O5XPQURLQWW84WIS6q8UnDEEkiwi4LUll6+wS0ArYhO/Hf/bO\n20V0/gZs+W7HhKUjMlNG3z16M9y+Imzk9UzanESgB8CiqhMzp4xqAKtHZZ6+Z13Qz25MC68NDDAF\nMztnvyFtWX5Zd7epybUta1vdjCAHbThJG+WnS+NFYKlDuhFTQj5MwIHV1DB02I9UJT0hEMa2N7NQ\n4DOXdRbBrUsBzaWZUGUQzmoC+42AaQSInq5coKGXY8D1jIWbDrKigamDNOBdJrMA7qQTNmaQztwm\nFje6T5whNWfAFgBRsmqI29/YNjuHtnuEgG8B3yoQ30r5mkMZA2EwY1oTAIeyZlvZFcuMwveJfMIV\nbGlD107OinPuULpdPFJgVgAOvnBDh9mDcQ/Ew0Y1Asj8nAEctfokZb7+ZDfBpEBW6zjf16olUnzj\n52O6NZ2C8YM4AAAgAElEQVQom3ybLa0vQPBORMqOUNwWWBJPSmb7b181YagALn2ogq+PamNdh/Zi\nLNzM6GKby9kPGNwJ2iB4f6OPmK9nqgQ+yohcQBjacQXy8cjwZED49PGM04sbyMC0+FEKFWKac6pt\nX8uTmj3VUNgbVUJsTNwqIQ5HKEwQxQZt74WDfMP/aCjaePWhqqZZ0cGJdepRDRK/FwXD0lfU9Z+x\nazB8m/L4fYsvABJF1gC7FsFKgbCQqCI6v7+GG1reNvwM7doICq3cC1/u/GL5e2IV+FQ1QGuV8q+D\nuuyKm7rrDuKhqltnlyrN7kXvX3HX5m6TgD7t51convnf09jSHhcHUMgLG/KY68kzo4HuK66qADrW\nl3ov5s2b7UEfxeiklqpEzCTOjXpyHRAgqgEF6hr2W+NgltYnIrTPFJfKLAWZ7WkpW0H1pMqzQt7B\nbVUTuXNt37NvMoCyVJSHFdObE3guoOMUMELemY6Mcl9RTuwrJ90l6dQayVqvh9anA8Kf3ODhGzco\nCzAttmQTKO59q6IcGyCVoy4AWGvYw7FVXuf8pass/eNgjMYSqb++ZTtBMPxdAOAwH9NcGZLt1NrW\nIDR8cBBuRt49oKqAVwYb+NZm6tS9E4RpqHbQ59lXuzUQbgsuwrNVfdiybCYpTsrlY27ew0BZmt1q\ntJRAPLfhZAQBA21dnEN2ba2+x1u3BVQsm1yHcVhi346f0/hshZY7obHjaPQUG+u5kVB3eQ82d+oj\ny6QDMZod+eAbPtzfADCdAeKdjsTrRs6tGckoBqCinWUxhpzkn9Dqlkj07iTLsDdOmjw9sfxCe9vI\nb3jGEhY79sS+u2Nut9zks9+Ys32flFSUhxXT6wVgXboc8YQEj6YjYzoyaGltkSeAS3POX+vOjtyD\n8GRA+PjJAQ+f3GK+Z/A9Y7pXywbzSLUAqIyyyHiYTrp6yH22auWVADbOlFrBd43X6iyCr93rKhAu\nCBwrnKTAmYC4kIRsVdM6iUG3LyYRIaCYXuv5LQQAti0WiHXIF3FJ32s2j0HFMOpUuqEcuVmae44K\njqhNrUArmt+BqL/ViTRa2X9uCZCHghEkEBrHWlu71OfbLsB95+GZ3gBxCJkZRTC1YWvnjKbt2GJ7\num2GsPGc4sUBUx2BcDc6SSBsaY7POgqS2pHrLwFy36Vxu5KBeC90+QqobeoAWWUBVgAmDnGjbS7b\ntyEFbKqislLrJPYOOaQ612keqXmbiGUVTsz+Psa118GlztXJAqX3QaCFUe5Xsdxcarf7uyxUAkoV\nz3dlBYqqtaKqtM4yf7UuHyAIn755wPGHb8CvK/BFBUGdhRxrAzZog1Fg7lbLacPlUnRL8dCLdT24\n/IkLn3omqv8bMNhQxvXJct/W2/Ok9oQToU7CVOhU1WdsBaaq2+AYEHCvN+oabwTPMAtcK4jEltJW\n2nWNOqtS9hhx0Jv6cuM4QWbFoPpfKYMq+VfrFAFsbZwLu0qCNgCcgDgzYbO+tLK1R+KwNQPxHtvc\nfDOkw9LkACxHXle0LYBMhuz99B1C6I2CLJxL07mOML6/GaUBPQKz6hwHSYr5RwTgHqb7str7nz1t\nbCpskusyYRaQqwMwyR8pALPKp40ySEeu3XRdLLMRAId4PW1durlNdlp8cTeLkaooj3YGVVwWGVWz\nqiVMzRBHjkSqJgWBSI5iPit64nqjy55PH6I64psHPPzQDTCtIF5RlgXzPUtd2EordZTtHtNio7VV\ndmbzOhu7i0xXARnYgHKrZWMVaBUW3RJGIFbTOXPbaPaEZRYA5lJlSLeyrLCxpaZx2B2DeYozxXdn\nsKmLGWzWOk+wUROULQDbOz2IuuNq+1xUR6ymUlEGOU3gmfU3aedSm/PyDeOwCkqBIeCHgmZFEhh9\nGqLaaMYniELVCWtjPW8dQTdTHhfIKAPmqI4A2rN9ZYRTAzjqLrvTb0tjuN638VQf9s38Nc+rZI6r\nSaONjLbvtCsBqOyGAf61gbvYNG9QwEtAuJExYaiuH/b4JCO9GVcu2x6Am+7cyspOY8fOYR7D4hgZ\nOCMBcMVILIXosfg3icFH1WEEOU3CkicA84RKSsJ0Enu9m8D3O2kZhCcDwocvVtzerTh8sWJ+u2J6\nsF0Y9AHDwU7hjnZuFgkrtZHdJIWDAln/HaweKMXbgsU9cNDdCQ/k/5lQ1iKsfSoiD6aCgDzD6gpP\n2jD3H82NhBRo3fMaoXN+AlZzvbaufQS8BKglA/kEvYEtAQJUa3A1aFyFoC4ne5bLZGWsM9Fk9qTa\nAF3VoSZLE/c67Fi+I5ZuRR8aOzvD62Ph8McbO9sCAqA1/tiZnilzK/eo+/cDbZ/1z0teTM+4SSO0\nLInAi8quCaemz+JpoIUwhD/jJGeU/pi/zLgtUZfUFaMRiDJZc3PJpXUaXbAJbZrapHL+ScShWEOn\ni9bZ+j3kf2NnTcnUsXREyVWHA3mguIIyWzTE0Rizqj/UdM97E3aCRiiy7JxVBblWlLfLmULuw9MB\n4c8rbg4rprcV09uKcoy61PwDvBCicFYGUQWv8BEkF2F7tQB8EBSiGitD381gHwG4jraqUQFfSbzw\nrwXTXMEw0ONGnqJgWxx7jSoyCzjMyJliUj0U8fZ0KGI3PcX4pROiKjpbmTzTSbTwSRsmSrxSrv1e\nZWgCyOwMXHZEMCT32KRhsgExy2+KIBwbYGjkzoA9OTHiQTlxXwcZZDsZSc+POjwfZp8B4DEOtzgj\ngHdgzk2NoIDqGByS16czyBkz0tPbtGdmHf+PzzC3RnEuP4mEdul0JlnCKCSCaM+Ym411zNvg41rW\n3Z0sB/agp48CQy0+snMnUwXN6imWpcnHqoRtqWj7M2J77NJTZaVuXBFaCIRJnPrwpPsMFpT7DxGE\nv6i4mRaUI2N6EEsIZ8L6651Xh3tWWaprFKYHqbBJ9Lc8CWj53mBqMpqZAQHeiM1blXut0m96Oohk\nn7W1CiNdS9hp1yIUwezFb1zRbdJP/1iPrv/avlz1pmC91aHPrexioTyi+elegenE4GPFdBS9nuum\nu6F6deYrZka1B2v7eFEAXtVqIw6PNb2sz3TMJIMwt+e7vMbnckeLeL5z7EAY2xDKuus/uguPAOAM\ngCM1AwNMtclUrds67iO9rvPwdCfw30tXZOCUv5Pii2nrOkcFYBvdFGinEiTbgDjOL2C3G+myTaP8\nbgAxt6vS5CzNV8hcTZDBTlYqcFInzYzzG0JY8JFklYZodv+qfqE6oawVOBWUQ8H8dh3HOQhPCIQX\n3GAN7E19EsTeywF5r0E2XSMVtXFkGTrzBPGYz3BmKIDa0kC1xW1DLwr60QZcep0AnkrbQXblzgxM\nhAACTiqfXR5GgYIQe68ejhOh3om/0/VFwXInCys6l4cs+eP7inmqIKoobD0+Qh7aZBWrjpRW8QrV\n62gVgAsB6miF8+QiQRrFZviZQHgvdI0E2zjiNeDMcVCedn84rLdK0eO1DNi/aaOCnfyZSsH0xB37\nD6OC7YtXoBfOg2887wD4DBvOABzS4mZrDJhPDvYio/aL5o5k6sEE6iHu3nER+rpi9I005ttVYNSx\n4U5VF32yWLAFHkBbQdklaSQnoexiGgCQ2bvb3nTH8oGqI76ouKnqCSa22007Dv84mOm1CvjUbtXt\np/W+m5GxdWYcVF49mDsAK3tBmFTrNjkExG+FbdVdGDyxKu1l5nS7u/0eGACuD3YQL8LkSxMqngn8\nsoBeEeglYXpVQDekRIXaIrATgyZCJUJZAT5B7RrlR2Y3q35+yZxsm5OZbrhHME9gVHUlnDnBcWai\nubOJFY8jVFkognzRL0Ub0/TrdnHYBV9ruNSzwFzU9goB0fyqe8Dq5GwI3xsNYQNAs8U30N9fE67B\nZE9zYMjkqgjgbKfRMeGdNFRlv7G87Z0IhibDQZZiPyCvciAFQT+b677G7wzqSDsz38HZl+O3zWa7\nYB7t1irt1zqNNKqIJUQRIxD7BRYVxaQblZ7kvDx8gCCM0wk4nnqGEHvlYs6fJ1GSm8WEAWVseKTn\nC4OOAsbFBJ7htq1Ftyb3+g343umCjQF3TmlqEiYW4eMidr26Yy7pUlA3p6tB9wrNXzgAxnpFgFh1\nv6YDxi1w+40Fdx8tuP3GirtvLCi3jLfrjLfrjDfrhLfrjPUtoUBtqd+q3fJSFWjDsZqpFrdyywDc\nmQ6F4EwF3iGSmYAtupOGqXGAJsQRhHMZBlWJe76LDGnv/VHIjDACzwhcKf0zAqNzccSG7Hk9wzqz\nKuEx4eKIYNRJXVFmMVyVLgUsMw11R1BGHMKPoDa2Msq1diiWQwChH2229m3kwfIeysDUaHWVJfjr\nKqC4KDBGW98gwzKXrO1snlQjzSpuoeyizG7UI5oW4rB4RNNujrquCE8HhJcFOB7hjsXdNARNGKai\nXqYIwBomj9iHGP2kD4CJZHtxgqv+fZWX6UjlajgQok2vz6SaYAQH197QmEXCagG4eR2zOhLdcpyN\njehlgVuHMxEwi93hqrrf9Y5Ad8A3PnnAJ9+8x7e++RY/9M173LxY8AenW/zh6Q5/uNyCT7e4/2JS\nAJbJSjIn1L7jRdzAMTCbOJyMq+syS8qCCLR6cCBeZJiWRy2c4uiEvgddzg1g9L6l26svMeAcf3qn\nz9j4X3//asCM6aVxuY30yJt0DdKwdxyCRIr7WgA+y8/bPU+qLoEX50+zeOA76AIGPXIRNVk5yXxF\nOTHoxKCTzaSbCjLkJ7c1zwMDrGaolXTDzVUYsHlWjL9S2rZdESOmAvAMUDSrs/jRj3xruB9HE3as\nqi+mGlzWXg5PB4SPC0An6c0m299l6pmtVX4RJuouhw0YgR4sSJgwiHSDC9uCJ7le3AwRI/gqAOfF\nFs6KNX3uPETG33GkBIarM3xVmCvT4oPwNequ/z0UrHcFy4uC5SWhvGLcfLLikx96ix//1uf4e37o\nM7x8ccJvH1/i5vgK9fgKr4/AcT6gvGWUzytKYZmUUxBGtUULtRduKz/TtXWTH2EHZfQ7KfgQ0wG4\n+h5ibD4aOhBODANpFn1wH+GwYUWho+YAwJKuHeCMetLHEtG9OLNqxOLfY8R7TPgSQ86AuwfMozi7\ncEXG99JA/sc7bJ4L6s2MejeD72bZoeJGNs5cb2Rp7/TAmB4YrMcpOLWiqJ+NI6LYZqJM+C4twV4+\nTNJR2CuRpwk0q+/fonMoRECZgJmaI3n5uH6qjezksrWXSJ5MZoFOd/1BgvBpAXAS13DOysKqMWp7\nzUnPV2U4AakkskxHoWEZchCk/ES3REElAFkRFyrQvHq1ibmsozT2GMxaIvBXT7AAgd2zCb7IhL2R\nxko1r/6ijqg3CsIvC04fFUwfr7j51oJPfvgtfvzbn+Gnv/0H+MbLe9w+fIx6v+LNPfAH9xPeAiif\nMehGdHi0MnBiAeDoXCiHvPouMmFLqzYCX5BhQmhWJKZfNh1zdJAT8z4Y5jXMDXKwCfkGefqiOWA3\nITYKcZTVXWwHS9f1QevyEhCPmDpSes6B/SUgvip44sbZuBDC2ENVZ0VcoN7NqC8PWO8Iy61sFbTc\nCQjPbxn8loFJR2ioKMzimraEjlPlgmN76zppbvIY1ZBFWXA0W5vngCtW5no+kZuxbUqumgkVGsmg\nVL+W3izLexYXg/BoECaifxrAvwngZwF8CuAXmfmX0zN/GsC/AuATAP8zgH+VmX/jbLzLCqI0KcSq\nF+zMnki8PC2qY1Jg5L1Mn0jBFmKWBtoUmvWYXFgqkKkfqudfHCrlfEy8ZdZAv81PHPJAmTdavs13\nsiyDLFhvRBWxvCDgRQG9Yhw+WvHioxM++sY9Pn51j1dvb3E3HXEoCwqtwG0FzWpKBgXhNQh0Hj10\nEx4bytYAlGoAFQTWigEAL+BlRQcafOUE27Vg4kBKANtyck5gjCtAZcBU7c5I95tejZ0Hx/SHfFFs\nue+qBx6pGt4JgEPIrNYud6q9/BvMF1DYhmwqqBOaT4UDZGR3AnjW32Q25WreGEe9hFBaQTayc6As\nt+4PWX+rTJCTLdVX8GZdlerGDjYyCk2T1qpaRpX7jfowhCTjXzUTfgXgbwL4jwH85/kmEf1bAP51\nAP8SgN8E8O8C+BUi+qPMfDwbc8yETYxxAbN4jXA2zAiVloS5tQYFGvUfqzaBjZiEii0V4NJW+ahP\nXzdNc+Ybh0V7eUCXflfQZwDMk4hqAWETcNXsgF2fJvmsDLxZZ/z+6Q7/78MrHN4e8RHu8HfefgO/\n8+YjfO/NC9y/ucX6+QF4U4EHcfnZbWOeO4hcB65aIbhT9lp8exd3g8mJDVcW3f5pETXEWrfCeQ0A\nX6+47N8hi4va6NBW83VRjhgpY6gy2ACRvR/rTgHI+gJ19sJgNd6voRPkkIQrgDiD7qYMczlcGbzu\nQ548n5q2IJstn03H2rFNAFjFuyHoJDJ0ItADQG8J5Q3EhfYDMD+YWgKgB5mr8BWmttpSVXrsadT2\npz4q9v32bsuUbcXsoYBvC3AzeR2ZCSkAN4uVuSIALLtfD1VWuR6+RHg0CDPzXwLwlwCANhQBAPAn\nAfwZZv6v9Jl/EcB3AfwigF86E3EPwBHIvNdqYESqmvB2E8HXzn2RRfAdCwPiwODcobqoKbhw0zNb\nHDUB8FDvhgTAKjBAYqDsK9Dk+8aAi+rVGvtdb5RJ6Ko4roQ3ywG/f7zD4eEjLG8rXvAJv/v6Jf7u\n61f43usXePvmFsvnM/BmAT0AZYEIsJRcKyfTn+7VBdor0d2nOS/q1AesZbeubva2UdsMATiU3Ub3\ne23g7TumZorb41j24/NeBjoiYfTAayBNQOerY+NTQH51Ku5PBGDQcUU5LsDDAjqqD2xPRyYQvP+/\ntw/0jC2WwTUh5s0SQv2RKNzvVqPJj6Jtrjm2gYAXjitKZRkJPQB0AMoMTDoxNy2QibmFUE4yUUeL\nTFr7ikv3y9t2WxH/0wbAANw/bM6f/+nybLvy1JsJfDehTup+cmogXHSysJwY04ll9xWTeYt1BLyx\nXt4hvFedMBH9BIAfA/Df2zVm/oyIfhXAz+EcCHsDTABcS8t0GEYY+6BNFNyOqLqNDXSYUrtH/V01\nLUOZBEwKo7NbNOC0YfkeAMchemVp1DYs2dgY61DMG7YIus0mr7eE9U6sI3jW3hwAmJwJLw+Mz98W\n3KwLPv/iDp+9vsPnX9zh/vUtls8L6A1Q7gE+KYPQMuyAplVUOB0AJYVsOouM5a3vucvIAQDnb6X3\n27Xu5HKw/GwaB2Brx9mZcmB5nhby51r5hHiCiozirtRh5h2zMq1DcZNCJqC8PQFvT5hAOrt+Zfb2\nADii8Kj8zoUMwKbGCSBM+ZkS7OBtM9jsKKpIZ0fqmIpPq3T+kzZfNRhqriAJpRIKU79TC6CEa2rp\nWjVNawNDL7+hH4xQcVo+7uXwQDLCvJvU7STU+ZY8K+xcElQqg0p1B1fUItwJQaYfCcbve2LuxzQJ\n303Xv6v3zoegkLc16tKQZa26rxoDmiqia0wI72ujIwUC60UtkLU1gnuomlikZeKejbsaQj8wauyx\nMcQhPdK1jccxuCDzJL31qsuSl7uCeoDo04z5s6gj1tMdvngo+N23B0yniuPrA05f3OD4uRz5c6C8\nEaHipXhx+PeiTm1vyBvS2naYGDT+3PmNhs2juvZ3U3zvQilyHqKKwQFYm5LvZRaGUXEL9gzAcqJz\nBw2MSDdGhXrtw+0kW0LdFtTbSfxpzA9gEHhl4FR1P7KUxasYcCr3a8E8h6iGSqoWGl1zgqCbwU5z\nMx2NahnWeYdlbVtFAZh0yb5bMlHRtltgm7v2i3sK2tp7TYftzbfG5s6ts8zymPlFtDRSEF4PpG1L\njgDAk+BDqQxeqi7Dt3RcU7jvgMD4wVlHeFFdDrw9tUIw/Q1BvaOlCtwTZh9SDoYpqntqf5rJzAaM\ncvrOZSF2BjEtERt8aEuuEzbrDLGQsOfVkfQi/dLyMGE9HPB2IhDNoKmCv5iBzyfwZxPwBYllxGsA\n91CriC0w9kbpoaHHyY+atv7Jo4F3AdHNu7j+3WvDBV3d3t1zbY0ZzcF/fonIWVOrU/S7tsTYY4uI\nao8NDc+pHo1ownXvbbeybvLfzaVQiK9jxYEJZ/0vpXwAArxx3sM89HX1SnAve+bgqagFlOvVrUMI\nLLuUsJJzbXgQ25jJ5mYCkRqY64tuBkrqC9y9v1kaImPJVRA6waEQPQLqNLxvEP4dTcWPomfDPwLg\nfzv34q+9/VXMdKu6UqnoTz/6Dj791h/TbUOa/14AcIcyqqOSSbWK7PwaQM9uhgI6uAaEgk4A3F0b\nfS9El/WLzJLHOJQ1HRt0xwpWWV1VNlgmCniVn0SpY7wKoBSUzwj4nEGfVdDnjOmzivnzBdPbVXSR\nUT1gwNqpWBDO5d52B1uEZ2MR8GPl7gcYtPFLQYZzvRe29wHpZGOOoTaXnzIZWcE8wX0UL8KEaS3i\nQetYgJsiw+83J9DbI/BwkknLzqJm1NKpyQ9TV/bRBzXHsh8FCicEdBNte9+O7cDOXe0Q7o1US6MR\nXvcZnbzrttgKaTIAVv2sTJpNMLt7rKWthluLuIzM8mkGDLGzKbpnZYXsyvOwgkpBXQj1JHrpepDn\np3vGdNT941ZuHe5mVBdQmBm/ff8b+O3j/x3KBFgu2CDE8F5BmJl/k4h+B8DPA/jfAYCIPgbwjwP4\nD8+9+50X/wQ+nr8NHGa169NjWAtuQAyCmpz0Xruoht0nJEG9AI2EDPGIxGCtoJGY1RnBj+CbhTcy\niG41TxBKhliBqSMjVvAt2mPz3CacuBbwQgBV0GdA+YxRPltRPgOmL2SvrOnNIjPWgaU03W3IXzhy\nFOosfN2zuSyeKhJfAOLEIjvVjY0a/HFdPFCrrtLS2aZTAZ0K6EgoM4mOmIDysKA8LKCHRSarHIQD\nY+pUAHaP0LaFQpK/faLWbibQ7dgrtax3xGIQeWbx3TuxY+YeiOP7FqkDbmnxdgCMdp7laiqilljF\ngdTG5NNJRftU7IBKBbAw8FBBWEEnQjkIEPMsT5ejTswtTfbb3okJ8AMT/vT2j+DT25/qyvGz5ffw\nVz7/L3YqqA/vYif8CsAfQauqnySifxDAHzDz3wbwHwD4t4noNwD8FoA/A+DvAPgvL0TcfmHZLOty\nQzbrAWXCAsBpqASdyDM9cAbgEQvIKoo8HIxgfH0hhc+03n0Iwuaoxz1PNSbMC8IKOsgw6aRytxLq\nOoEXBlBA318xfcaYvl8xf3/F9HoF3S8KAm2ijKOFRjCAZ89rOnYdUG6we2D8FMMOEPs9CwIAnRSo\nbxLvvIh0jqF0smqjM0yQpfKA7je4uu8ONpM/qBXCpoMOnfcZvxPdu90NiwNjItCyiI5g7Klvut0r\nQlmNgDe3laRf3lMTxN3ON+ekxVCFDVOt3S413epVBeFcKgQCqlg/EFUwLyhTAR9tVxxpZGWV3TWK\nm6iFfObzTVuwvHL37zXhXZjwPwLgf0Ar7T+n1/8igH+Zmf8sEb0E8B9BFmv8TwD+2Ys2wsAWiJNH\nJgQmzM6Qw3MMuI/PrLfKPbLfQBOIGM4J5qU8xG/mxhAnIKxTmdp9AkBM4m7TXHnGZJFkcV0K6ATg\nSGCuoO8zyvdXzN+rOHxfGDDZoolT2NYnWS9wB6T6vYi558rggwFgCwMg3jzCDlK9mnbFZl+zVLf2\nLyNEzQhApdcUFLuZ9wieo04bAEXZ6uQ4/T8Cu24EiB44RwwWIa6SvuXv2dxBMBfLceS0RMKxA8Cs\neuJufsRWr6rTLV7DatZALDq7dU9CASrEiyCv4EW8Hfpk+KR66apiofHY5g8+0cjo498rr0HdnQvv\nYif8P8IVPLvP/CkAf+pREUeTl25cHwRlraBFBddHdUVmbc0HxBoFRhual8u2j2yHcO+x4OuNQoVG\n16vbr59soy6vkiZhGwRqqgibTd/7lpo/yy7UwPSa5fd2xfR2Fc/+7qhnldn55HyIc8OLPXw8PVse\n7R6/S6d1LrxrfNc0gB0M7u9xD8QxTbmzjZ+Pzw3TFiMEOlB1mWhJ6U/2ggLDZigPbHa6tjByGzlK\nbyK4Ho8BUV440XU2IZ7YcXXtPb3LDF3t4j8K7zGR+AuvzXqqd0TV0kaMRui0A7bdoNl7TPiog3Vx\nj4iAmNOxOgQi2ynGdPWmrvMspI7wyvB0fEcEpTyAVrlVjblJkV8zTbozqthoTiI/Npu1AgjKvUET\nyR8P39U/Se+zk+hNA+JCwGECH8SbFB/ErZ9thc16FJeaQFmV9drwx7y7nSqKCzM5gUMhFE0frYS6\nCLhO9xXlKJNwzUPa2lQQyU9vb/HgGU/l8BWGp0yed9tPRG4DtQHovfNHExFJAMkqax1zHn07qwFG\n+XCws/8Tcnr8OrIc6URH3+6uJ1Y4GhGGTokYOglKCnRKNkrKA8GtowBSWS4NdE2XqyDJGfSp6HJq\n9c8d1JztGwycIO5g1XUtuSoqzqekidbrsdfD0wLhzlEMFGgqQNCN9NTRB8GXFhIV8DzLkGNZvVKJ\n11RAZz/es+c4Y74RNOoOvTBBjPgPE+rtDL6dUW9n2YU1uvU7EMrCmI7AdGRMRwZUWUM6gVBUIEUe\nSc3xJEulCoBzYVWFV2G/ugTUHeeo/qxbdl1tQ8ydhjTEk1FjvxJ4njLY5nBVAwrgq2x5oxd8dJz2\nbLDLBRqzs6G/PtN9LneiHcOn/ef8lPs6iiAJ3da9ZiCO7w3ii/97OwE24GtqjpA+MoJAupDD0mMq\ni2RZwSFPsuO2lJfv8cghEdZGiwGwLqqxndKt79P00gwAE8BVRqYLAzA3CKq72KgMY/ldF54QCMfJ\nKbQKVyYsntNsFQvakK0QUGbwpF7VHE+5rRKz+GLYABDtXEf/zEbAqf9NRf2qzljvDqgvZtTbCesN\nsN6aWz8BX37DkO2CGOVUVXjk+1QJWNCpMGy7JPf+p5MAtFaU+4rysKKczJl60gFr793v3sv7Wd0W\n1lnASfMAACAASURBVJn/r3jlqYedNrPv32EAXnvylKNwHYeeRwZsvrQ7i5QAwl1aKT03SuJO3Y0u\neycQ06N5sxWgGwYdo01xd/mm/jyTFysLLxp2QLQ08Vz8XVbrEyPNdqSKsPsLmllfqisD4KorHHmO\nvj8krnKCqkFlwo4XXf5OCsRY4WqTLxGeDgiPdEQmfAzQSu2Wunk0b03imNlWNqAJCoVhVqf7ZPhw\na6MTxfZ56LMjAIY1HANhZcLq0m99ecB6N2G9ExBe9DjdV4AqqALTsWrPzx0QA9ChkmZvkgq3iQIf\nei0VdF/FGcpRZ+HXtU2aGABrWV6natkLHxq6XhEew1b3Qh7ONzS5PhmRKVpcXl88kMnw7SDnDQ8j\nMA+Ya5deKNMszYeDA2VoS9lypiWiO2wzF/KWVRLZ+iCXCaCTZyTE1CylfPIO7pDHQNh9hbuZJbzt\nMAUvheqp0JzOsy4csc2BTT1YFgZOIX+W3j1HQh8mEw4VDzQAdqDj9hxqt4syDkUJA6sNoS7g4DCM\nUqbCjFRAsTcPgpQBd0NpqA2pgkMTtkq9m7C+LFheFdQXQH0B8F1FuQNwB0yHirJWlAcW95dREGFA\na+Wg36jshKsBNsuE5cMiOxS4D18D4NyAR+h7oQHl54Dzk3BnO7Mrw/ue5Lsm0PX7ve2HICfW2fua\nXb0WhuG2hDfLUfO0p3FaHW4msvpy4ng2AuJRMELi38vsVGWJqTHyczri2J5MZ97FAzElZR29DuNK\naeYJppYQcNTlz9XWvDKokAMwreqZrTayYu1JsL+oilM8NZaVwopVAXVaRA3hDuB1lNulzfTPWeY/\nWBDu9MGAD5nzPVM4mInJXBSYCFh1g88lMAqVg/YqxWj6b/n5mUKMEw0RgKei+uDJ/f8ur4D6CqAX\nFeVFBe4q5hcVU2FM98B0w6IK5x2BMd1jqaDVent7lpvVyElcSJIxYHeek4U6F8h7Dl8q2ms7g68i\nvA86bCECMRqBcAIQRlAuQ3n1ZBHl/0q4KItXN/pU705w2vnYPazKWfS9EgGz6+DDJ1ylaBcVyBkS\nn024RQCOzHI0ejVb7KJxFXJywkTijU1dh5LZE/s34FVDK6EsJFvUz+L9DlNYlTupq4CTqjUQ/BE7\n8E4tL0hl8UGCsCncvffmPkMlCCNz8wU6iZIdYJRVt5+3ihrqa6LQIQyHQiHGyt+UZbhgvWNw9Sf6\nYNkNY31JOH1EwCvG9KKivFwwvVjlx4zyWlbtFM232SW6LpxZN482l34iDOJnmRvYrlUAeAkr4y4N\nYWMH1IUvgYBXvXrhIb7imfceKBzf17cjgNBWjuIkXGbBuvCIafBeiuOxrMvzGC0TnJGHcohROkAG\ne+Ah007/O/MV1isLqQBfe29zNhsQHsRtI4hCYiq2qvmgATAIsoOM7rKzGBgbGbHvSPbKolZKuglp\nMRWnbnXEc/FNgYtaWwkIo3k89dFJSL/2NY8JTweETSDjUkSrEDJmEJ9H0w3piheeZRkvjfTL1r7y\nRJpdj0Lg4B9eHsm5grD8Jqm8g3jRWu8Iy0vC6RVAHzHKy4rycsX88oSblyeUlYDPCHRjqpPSwDfk\nf5iEvOrNdk/2HS1qn48MxHlkEBvWu4SrX3uKAKyhG2W97zRkoEIjAt2ipADEmxFgrkPqj8BlQKZ0\nQoH5UhnLuKtUlNFmNryXX5tvcaao70aVR9f2Bqqz7sgwV6I8VdCkk/UaF9loQ3f5toVKPQj7HxDR\n1n5/LmD1iGc6aIqqpKno2zYKnQyN+1V7ls8rw9MCYZsEAPqKsSXJsKEau4P36kwYwKw9mwlzDRUd\nv9PtFEA9+JrT6D1WkNOsbg3ZgPgwiVN23ZhzeUUo3wD45Qp6tSgIH2UD0hfyPCZIWrP/YlM5AE2A\nGMniIax+WwdMeJvoViCW96cQvvZ0UDr/qtPTAzClFaLMNtmrj1+THKKUcgVDJzLx0URGzCxu1HEz\nAJtfuRpcotwqG87x2v8dAYqTx31aBIBX0DSBZw5JaXHSsvrcCJ3UX0f3XaOx0Xm91sU8geeqx8lX\ntMpIV5mwdUjGDxnwLb+q0eDHlNNTAuG94TO1Xsr8tvJhEgfas4FyfLY0MzEVrM41HTV3eQ7CgX1S\nTWnomIak0w3BQ9qpMpgqaAHKA2N+DdSD7NJRTivmNxXTG0a5I9kn7g8B/kOAPmfwmyozr0sAYLad\nmXMZIbCGwB72WEQ+H7XmBMY9Ib2GvV4T9tLzgwyBhQFbNmmzngDOLsLYa2C7qp/wfLc7hR71PsdJ\nr7qK17U1mBZezJcS7NGzmSXnZ/J+iWycL727m44tWSHAMSmcoJcFOOFqnv2wlV8fJQrZIF8T0I8y\nzDzTdzcftAfPk/VRYADF3W8KuZUVeVQLMDMYsgN854fa2LPtMWw67w8XhDGYyVdmbKB6mABbhXbQ\nnQ2Igs8McntCruLqzvzyiu0ftWFg6NV9oqtjn02obHkj1bZXGEW9dQUA0dPSQ8X0ZsJcGOAieqnX\njMMtY7oF6I6A2wL+DMDvAvgeA69X4FjF4Xcc1gyGUR1L6DquIIx7AHwJ/B7LjL9u8vqokIbBG0AO\nz4H7e100VzauOJ8R1QoUtmI35qvy1XbAJgXhVTZKjTuUjD+mdWEjvwGQ5f9zXV8L3Lv5bwwzXJFP\ngVX/Gzu59hRHed/Lp42MbbLNGG5Of7c4aaccRu8FN7gEiJ0x6wKx9IqIRmDGPuBW+37L6pXhCYGw\nrujqBEX/TNSWAd/O4JtJ7WcbEzYglsmx0KHqMmHbU2rU+MxfQwfGgBS0PcoQk5XFzN5WV4/J3mry\nTgFhesNgVt+yDwV0w5huGPMBKDcEHCbgNYO/z8D3GXjD4nh9NVA/o04wQDYwBhIQPxKAvTE6B7CP\npG9+yIHa0QE4MrcBEMeOr5tbuKJ1dcXZRl1tl4qeDcs7BkLqaS2qmrJeM1ZV/nCuq51RHe/IxjZK\nbjISgfsRnRFHNaPlIU++af4tXQZ0/i0jaXEOBOl9oDn1MdC+llS4KkHiolKlDfMUitqIm5ZFAbhM\n2u+xzOuU2OFcF54OCJs+NAuST74VsC6A4MMcmAU1sy5TMUwFDCmkOpu7OjHIHpKbAMK0IoAwJB5l\nF+W4ohLJ1nArC1vRb/tMaSUUVByWgum+oL4m0EygGSgzxHxunsAPVXZDfl2BN8qEr3GokoMNG7Xo\nzj1zNhDQhuAjxvKhhjhO15M4Ijr72gB8z4KPlRvDLSIUhKmzBQ4AbPE54K4wnx8bVVPXQQ5R+HzY\nY7shj/EJis9kS4zHgDFzi2wHgPO+hhzKm2J7qCzWDzEdWQ3HIf699IxCBaLlBrG6NCVzGlRctW1Y\no6lt1kqPslSR8HRAOBSki5qxCLe/nVHvDqKWYCR3c/Im2x5VZr52IPXdIJtmtu+107LydrtrTQjH\nBBGhYAGvDC5maG7qg+o6pWlRG0+zH96YIJF4PztVYcBHMTGzMmh7dIWG5iRuW8nsfwMSDwSte9P0\nkLlxP6XJumvC1UJv48bQeW/0nNQ/PvpOfC+EBiJ+pUUUJtxomrZ2wQYadQUvS78DR1cVqV4G6oFc\nc7b8ZLt8eRBSvRsAnf3mLhhr29j7jpMH3lzz+HxOR3NRzZcMQZ02dCAs8zLpU5Ay2M3/udFiVZZr\ndV7EOCC702VNG9TPjblPuDY8HRAGPMPmLQoE8CTbVIvZl9je1htSxormgawqEFeIWUllXZqo28bf\nQLYxIXumOW4WFkkKgAGErANnwL2brezuIX2nhLg4wn8kPzNKt721SMHZhlQDHVbvYrIJvW/cHlmZ\njvR68VFLkj09cVfokf22rzRg/8BA2YP3Wvqvga+cj9vIAIz9XWO0NjLafK1v6MMiS+Dly8jN2X5m\ndTtZ66orAdfm0fdUd5kFn5ucpEEBxft7IbLtodVIWlGbfhw31w3HYRlk9twS0cpWd3untcqOPcrO\nCMUxShgyGsGa1K3uFO1pz4enA8IjqwUi30q83hasL8T2tt6SWCEsAC0AL3CnRjaMAIsuWAC4ATEA\nBXDydeaVCcXeqezABsBZii2FbBMDNnTkHkTZ3iExTjcdkQGxDUuDr19bfDFkBREkw/C2m+zRyxse\nc1ZHEfI3aFCkt3rn5xu0f6IhAHA8kqDw3ohiHFUGYEqLirqvarWli90D+pBZtxQ9r+u2Iz8XutsU\nP54zsE3Hu4aNOiIA1rUgvRciAJsOPU1gunMh+4arKMJo1N5nXO4MYnv1NmZ1qudV7JFprWBaJWpC\n0+WTMmXbYKIWsR8uHyIIA03AtdC5kPpimLDeTlheFJxeFtRb2aDPfigCrAKWyoQZMkF3Q1hvGxiD\nTf0gAF5AwMRglnXnXASgbVbUPe3bOnQHYmXCVvnWqAAFYHIAJrdZNiAmeWepPRMGLvfOPqS2+FxJ\nlQiapieZ0g3LXB9vgMstvg5ULB0XmNrXGqgdHYDbOUV2nAOnW1kFUah1otbRduyX4br17fCkRc4A\nfAkvNX3waHL6qnDmW253T7vZftynIsCmAhvpjPfiGIUAxGTe5MoEmqctw40ArG3PmLD745AXRgkY\nMGmg29OP4AAsrisjADfGYwDMvoO0pI0/SBCOhVzCUuB5kgk5VUcsLwnrHYkv3ge487SySAXaDqlU\nZVJuvYEA8C2w3kBkfyHdkZxl4M4ELgLAqLLlNRGAoG8mA2Jjws5iDewCCHtvrEJpABwnhHymNzEg\nC0NdWwIWH6L5S6HtV2XiCYhHYcN4/eIA2PX7pqt5UkCcWV9f5uTXBq9yOEagpmDUHyfXOiaF9iwj\n6PJD55XBKnRu3carnZ3sOdQ8V/DUgy/QAOarYMRZR3yOBV/qYGKHZ7tZTFMozsBe/acAvIrKT4Cy\ngs5tAOSjkfAz5uzzIrqCl2rz4UEETBXgIvVssqHpdXmYP1QQ9oms4ksIbQVavWur0NY7tf0lxmSC\nT3CVhOmGeYaaqMkIoc7CmFkV+CLmrVLZQZy9QZgemGwt+qK63MhiY68c8xKHV/az+97wBrrAGDZC\nbXEZIBjgAyagrfkrEPuuhdvGIVf6e5zOyPXCrXGzXftBAvHVQ9wIvmgN+90/PK5HoAPT+PjehJo8\nHoEWLge86Yz3gPhSgefO0oS9xfflygNfDohDGKZDCQaZjtU8l/mKulB+6jvYyo/sfRRwOVNOsc3F\nUWhk41HFoUyGJmr1BMDUEVGN4v5krgxPBoTFDvggpmizMuC5qEeySR2iA3yQX1WPY8RiXluo6YgF\nNIFpUbXDUVaxTXO7Z1tbkx3t+hqA10C4QtjvcQGOpzAhd0aHt6n/xGxH8uE98KiAgKYK0F+cCo4M\nWUGH43LvyNgswsDgomATUUpeAgMDnti4v2ogvtio3wfFs8D9gWtwmRCAZ2BSGBceiGtVKXiGLvDJ\nYGXHR6sgrgwUj++xjM7VxxBYNyfjdwhAmdwdgP8ACKnQjiUx4Tg5R+YK9Fw6NxPp245D6t3YHXmd\nU2XZ8XmpyorhO3k4UXlEUT8dENbdKNgm4nRvtvVOfvVWTMzEyoGbNUQAF2Lo0l8WF3SsIFsYtcgO\nq7J/mzFbPc+ga+fVvsPqXX8d+Ow913jiPQr/Goj2tzej2C4eE75B7TqYovXGKK7j9m85wTJWG+6l\n+LYTfSkdHROmrxCIrxlCv08ARmC3mtcKMUms+i1GasBoAKyAYJOsMroSlZB4+hrVXwKD9xKs3B6p\ngjirStA/m2ciGdg7H8XHbcQSRxvBKRZmBWQvH30+dnoctuwCBIizDjl/d6/MIxhXoPOQFibhbW4I\nSwUQNmSwbz5ipPF0QPgwg29m2WrE7HoPBettQb2TybV6KwBcDxBZcFeVAgi0AIXUE/5JlhgX1m3d\nIUezbGiqhdqvlltr51LS9qwCo7eOyEPHTeMZAGbU0+22tUeO742JAkGgzRQOoKrDMgfhmC475/RZ\nuT4E4jRk61QSX4Vqgnb/+WqDA7GGCvENwiQTMB3wYsuGgzyI7xuZiHMVbWZdwPtlw5uiugDG14DG\nLpvm7fXIbDe6+vBOGMq798NJgJcjG9YyJfdxMQDS0BbZ1Al7+RqNQrKKpRRhwzZ5anM5KwNFiJzY\nx+a87xTTTnhCIKxM+EZ3prgpWG+KWDbcAfVWJtmcCZsFBCB1WQE+CtJQrSininIMvZapD5bmb9Rd\n3UWvZdbbAQG00EA5N7rdDKFVhD+XhTG9f4kNO+P0BIUXUty+T5mtgW95aAw4MNid7zUgHjS0c4D8\nPkLWhf8gwkatxB1QSOOmBpoc3okA3MWj1jc2UgF8Rdh2wch7DpSOw2d2ADSHS2nM7DMDcSf37ZmN\nX+VOFaFs2PTmVm6MxoKjbjewUFbV2tm8jPIU5bky8vZOpJOAXMQ3zGbSnR6Hwk8GhM19XNz7iQ8F\nfCCZYCvSwMVSAaJqYIBAXgmuTlAALg+rMl45tgUSa39uFRgr85rwrpMbueJNSPeE3GVWG7Nd88ae\nkM/jQ5N1W7xxFiTlBY7/M3p2oMJJg2s8AmI/DxcfXW5nhpbXhsyKhvp3Hp+n5zoA1jJi76xjjxY6\nOFIn5BGgou79Uqd+br7g3DvxmK+fO285uCoNW+K9BWDyid1eNhuIFbT9GkubdN4kKnV2oxGp1vfI\n+1xPyAf5sXzmny7eMLWErd4T8zSNuGCc5jPh6YBwCA60FbIi7oHV4oNRFrFyEBthBqmt8PSWMb9e\nMb+W7d/pYQUdqzp3VlMwX2ARLRuSdcI1gp6HZZv/KQgfpWsIwrwzTBvpWD1dVYa3AKTGTTmO0PYD\nIHT56oGjA4lRtp11cFvLn9nv6JqCThumBER+FJBE9vRYANZytPOcZstfpw/cnPTPxl981O1L03t2\nz88VFGyo3D2b6lA+2h3kuwHE9nrTayfNrgWLx9TZSF8cmXBWf3Wk0WRUAW8hyI7G9v/aT4p7ux2k\nd1Tfe+m1/O08y0guMdOPuIJrkIvHEDk8URB2UFCHOtNR+Jmcy2RTOUEn2BSQHyrmtyumNyvK21VY\n8HHtwXcJutxsGvYuw8EIELR3DOfxnVjfjlEBNGKjzmy32mx7+EaMx8swImwG4Pzx9H6Xzwugu7mG\n1JHssOAO9EYdkuVveKMPG1CzVwy0rmiQfaJCEnIHS/2zQ9/DEXy3aWQtk259TP/RcKB0nS+XyYgF\nn5usSum7eP8qHXIQ9ij3fCYPjDYhBjWtrKpaW5Y2ilUCNVb/oJfHS+m9lJeO3KSf2nWLBkLaLROJ\n3vjK8LRAWNutL46ohLICdGR3li7uKBm0qGnZAjk/VpT7BdP9inK/CBM+BQD2ygu9rQMVLgtgSGMv\nVFGw9froGtJ7I8P5yI7jkNZAxG4XMdURohVBIQt0AN8NAA8YRJfPBlztlccCMfq8d+lCXxY5+SN9\n8M7QtEtvfxNDAB42Oi+k/RD0uP2Tgw4gnsTbKZ39m60eGz6NOqdrOhOM83wOiPf0o93/+vlQphtP\nHLugFsD33MihUw9aZx5VieYu4AKBGsnmpbB5RuRCrFwGAFy4dRokaaXRSOdMeFogbMGBGIAvL9Ye\nx4YAi/7Wqva+wnzpuICOC8pRtjbhNYHwqGG8a0j6vSEI71V8lMHumZQ+jv/ouW2YqJtBtsmHxBr3\nVBBn40/5Y+VsI2G+SjVxhllGsBoCTurA9tLoeR2EPUZ06b297xC1svA8jMBrJ57YAXX9rAHUgAFf\nibnD9MbzS0x4lM58DrT0eifNWyDepKOjwg2IR5gHATgC6SJUVRsaA7btvK4ZwV7DhDdpDYkxSyYj\nbB0Ay8o5T7cNa4gVa64LTwaEedKf9bIVulsq1GoBzXbXF1TUtpptXYGT7CtFywKcbJsTBeK69gXz\nLrqxnOZ8oZOpR7AV1xP2cYk8jliWXjPrGOKdPFwA4C6tl4E4/s8p7eDxZN0oXZ4vZ8tjJrwpyz2d\n3Vk2jN105Hdaeffp6fKunV6XBzTfs10uz3ZATil3yioI0zvKZ2Tum+8j9oERcMOdd1HRnQleykNZ\ndGHG2Baegy54sNDiS+mt9+6RJwmxq2G/JG3BiJeqHm3/y2vDkwHh9Yaw3urKrqrAqpncbD/kfhy4\n33JoaVvCkE7AcVben2NvjwkuSAHAQvvtnsvXIlh0ejZgg4W7jG2A2Gf9A+yBbLgVQfGSUGe2ewZ0\nWxK4f3837t1/9pOCnI6Lrw3Sd+YDAYChw02O5XRNmQENfL0VEzZCQtb4qT2by2ukA92kFwIbxrI7\ncrsHvPH8TMd8bYhyvpH7yFKtTGgc/wh0rwXfc6OCvTxFYN1LU+gk2TYFnWRT0Fqny+nS8GRAWDyl\nFTEvYxZ73pNuJ8Q9CKPWLTDbChZVPbhDD677FZYb0FXDNKD3TMXY6LdGwCsfguvT4vfTI93JUMj0\nAxz+p5Ce+FhsfBFs/Rnavp/6lt1wDohH6ogNkGCnnK4M9i7LlucdED8ycASfq769BeJriky/FjrL\nvULQxm87LmcVTuycNyoXtA6jGLtU0Ivg91jwvTbsqaIyALuoyXX3I+5ZpC7LltfO7eu1IaoGs5rw\n3Lkz4RhXylYh8VEz60rfQ0FdP0QQPhDWm4KJGbwwyrqiHMXKwc3I4kacYesXd7RhWw7FBRjM2LgH\nfMeG2t7X455pUnzunT5jwJiYOscGgwC4kf1R+C5jA8S7nwsAHNPQPbcDrvneNSF2ZoN7F2Nx1qQv\nRCD2D5x7f4e5buqM/NdtE69xdEB8LRvOH4rfpPwLYBrqdfczyrT9HXOEXivcm95oE9k9QPZi+DLt\npW977NcaEA9f22HE7f1B/JfCHhh34Iv+WgbtQXy++cTNhHo7oZ4+QBCW1XFFFlaAgaWiPCwob08B\ncAdmZYx2/hjzsxELfiw4d8KqoBUBsGtkkWWe+4axWdqmcZiG8Iz9fz0la8/Gd0bXdl4bqnTOlWdk\naxtK0SIf7XLbfXyjMzUgBjZbNiE+tw28Oek+FNhQAGHLG/X64PbVKyrBVRN2TJ+OAEw2GRs6HM5x\nhXeIBrtRDMjIppNOgKxxnmsb3dUsByl9bTIttF0MjtcAYP7GMHE0jmPQobbM5LrY+75e163UZPMJ\n2QezPlwPrU8GhNkyQoCz13UFneKCigSuQF+56RnOz+UK1ut5aeNwD7H8X7yQQTf+u2FIj0DILMwR\nHEdh2FAGVONcHFGn6qqKQSdANkkx6gRa5K1tc//eMO3hhUczr9bJUQBlT0VsbLpLAytDlIm2M3XS\nAdSOTO2/dCFsAZiiHtIBVZkwAzYCIygLt0kgBRC3mAnZb8CaCMxwtHRt2tPTUdYjkI+ANqoU9tpo\nAH8vnsfIRZY1SmUaOvG2knEbx6XAFHZ0n3VPy/n6dD4ZEN4EE5yO9Y4BuH8J7d5eYxmBMTCogDM3\nHHjxWJm9AILARjdrN6wBvvcQwdb+TcDvjyZAfpdh6pfWOQJNFRQvxkDo1DXODMn3LXP/A7FRnsHU\nzlY0zNBHJz5funYyA+wYm8buTqW4c/fIuhUQ2YS0z5msnTqvJyeWub1y3CuPALhZVeaMff/I3f+D\n9pxkRKLteun9NhTL8WwYAPJePruUACO1ERcB4jqh7cp8RXhiIJx76vzDBfaBvgcGrgPfGKxQ7Z9d\nILZrMS3c3xqlbbPjwV60CRSuee8xYa8I47edTaaG9mX1g6Ph6qPjwbhDop1/THXg2+aUTp6EDQfg\n3gwoVP6iA/AO0KKcvWOejLl5Wg0gokrB/nAry3kCH2bgZgbPE3BamsvVugQHVTsrzB4LwDm4+kfj\niPHtAu/4mQZyFOKVI5NuxAugn78IYaR2uCqc6YGHI0xqR5JNJlAEfOsE1OkDZcK+Wg5pdcpjlxfn\nR+K7V+uADYgGQByHefGj5ybpcto22wltP799L7K79x1iPrl9r+tY6HL5j8pzjzVdE9+5EF+9JPOu\nX217l4Ftpr02M1UO9d6lP3yvBp/Bhr8dFj8yT7HMRgzYgJjTYiNm2XJ9noDbA/juRoD4/gjQSRgx\nq+WQp9cY/DukM4eu/SRgtUsblpvBM6WlA97BJ2GDghEZ2QHgc3rlyGY7VwEpylFz1fdsq0AupGZq\npCt7rwtPCoQlcBOwq9UQ6X17ZtjrjwDYSjjQYB1iyHlqJH6OIED6z7X7eDFw3b5fI3D8CsJQmAcf\n29H9Pjp8WZXEJj70edjo+dG2g7L9Cw2UdAuo2Lb30ivZtkmxIKsRjd8lUG99QXtgHNMTmfDtDH5x\nA9zdSD5qBY5FiiQz4PdZ9iN1hJdVaovn4vCX9diRgP4ozvHDKxtwvFIu/z/y3i7WtiU7D/pGzbn2\nPud030sb2223gyxCoE0QKASDwRJ2JCxQEqQgZAkZ8YKtIAUZC/kJRYJHBE/GMnTejJDFE2rLiqII\nC2ELSzEOrRgpEcT2A0Y4BLsjt9333nP2PnuvOWvwUGNUjRpVNddc++ecdZzamnvONX+qRv199dWo\nqlE9cuWzMPuvJMt7IPkSyLBgnKWOOONVgIj+MhF9jYg+JaKvE9EvENGX3TvXRPQVIvp9IvqMiL5K\nRF/c439qUSifS+J0Cl+X7W55bp77wuFAv/zknCckFSNDtf52RzHDF4ptVB2hthUpD74AOSPdkfzE\n6TBL4ncirv5tp731o4hg2KOXT++pflX3BFO7sFTfJyJzdt97/4Zs0CSGi2KTjjZNcllyDW2Or5G3\nk+6prJQy0gM0r5Gowj51NNnVKe/VvmamIZFBOV1Rqnsfpt3Bo1uwZMs37zpy3K3zda1Dlrqgv0Ws\nKoYPd8+TL5WtEQyN2wJkE05JE9TpY6KbVjBTXhGXD2G/cSbZ4T1Nud3rzmXCPwDgvwbwt+Tb/wLA\n/0REf5KZb+Wdnwbw5wD8MIBPAXwFwM/Lt2On9jgT2lQVPBtrrlpT21rWt8fOt7BIBSYQqp1Z8wrK\nQUIOmbEHWAN+ljFZuTN4bMmtfnAnHU4439oXz0paNe9QfcnaKLZ+k/0BQC0J1Do/KuFJGuhqUbYD\ntgAAIABJREFUyMoOL8l3m1slabr15NffPVk7AG7zSY3gW4P+ZGUDmrnUrPEbybkjnzzzhZFT89mb\nRSRKjTsCiJJum5cV9PaYAPjuWPZCXGNO84JhZ5SfHFHKp3zPM0a51+p+R2nEnUutl1q4NFBzrnqP\nlVDFjcrAUAQnq1VBVYQQdQMqK+SSHXRZ+XuFtPvPTncWCDPzn6/jRP8+gH8A4HsB/A0i+hjAjwH4\nEWb+FXnnRwH8BhF9HzN/beg5QXZQJtNtHDAGXxjyybWq45jUr0SkPcQsEFd1yIIS1We9tiylYoxU\nMpW5WHHTMIDWv03Rubw7rPwD/3KctCBz/ZDse/o7fdRM2xuKSxV+1IXbAnK6TlvQpOtSeU80NBZ8\nB3UwPW/QuZXdVyqzI0kpUxuNgwePXYJ1HvXAGMjlJmFBXbYoEJhCYcAQ4L07AkcxYJUXZvRA84RM\njdP8c/fypVPTVHWzEygPf5SwyF7bNDXPTyR1v251ZGkaDk+ObKNNsjO8LNSYCXyQPTCvgfVqQx7n\nHqsT/oKI/gfy+3vFz1/SF5j5t4jodwB8P4AhCKe6R2mE0VaMQCXjPRBXHniG4jxnjAsD0AKxgkHV\nGqOWY8SIc5c8GBBWM5pm5dJDQDjLZlrqxjPnKr9Nge41MpV3Lp40eLcXZPZeQYBMHikI16BMUujZ\nNjTesY+3lXckjAJX50ULaBxq1tnrKu91PRkbWQlZ/aC4awlH7tqnaw4BNKXdJ0i2ANL2P29eQJwA\n+LiA1QB6D4R7zjZuvWfkb+il5HSldui8V93ak5gOiG1j6NnxXjbciOXBuCO7Lf+mEWTd3n5WJpxA\neL0G+LmYsHWUqNFPA/gbzPx35fZ3Arhn5k/d61+XZxseouiCKzYs24mcwxSr36PnJ4B42BqqvAPG\nqWzK6kcBYCWYdaP74jJyCia9sjdgWLWTgnZS3eIamTNAGICsJKOS5l0Q9o2CgDEP5tz21FKbcbBR\nsbIblKTUYJJmuwLXOaqfBlgGKFw13PaeWWCh4bIAm933UPXAUwDmWeyolCloafn+Cl5XkJpyPVv9\nsBHHqvEu/jYLo0bfn9WSyftVWTUN+h5M2HzH+OVlzA1SxZRqAJYjrZZL6oh4RVjfIRP+KwD+GQD/\n6o53t3hBeiECYWWEVXc41qPXbdjwipRZIfeq4dO4+qHLYylLySisrG6Be9FCDVB29F0G5Rgso/Gp\nsnCMfVy3KousuuiA3qgw+/teTdI0SCmufX8Au9iBlIGeAuEqrVu21BRyeFa+5Tf3zxsuiaw0E6Zc\nGd1vd5DHBAv7+AwQ2QKAYVr6fJJC6dUUWZwC0iw2s1nsp7A1XvVAebm6ojodbMI8IG/OdtW4gamS\nSnwqomBVO1t+oiRpD4CNmopE/YAp/eapDI5m8siQ3Zn3R+tBIExE/w2APw/gB5j5/zOPfg/AFRF9\n7NjwF5HY8ND9va/9VcyHl2IbOIIWxpc+9z34Y4d/CrnmbGasrUhUJ+ymLk/zoX6nrI7yXaA6mEYH\nPJFs112AOOUt54M59jFdTXJaA/RN86WgNWjXfCVpALzDZBqAsfdTOC0xGLduPHilkbcHNl7W3u+K\nuXTSIPfRR70AkwY697Zp3E/yhrE79Snlfyf9qQZFvToulykDvLqHIhs1xGPcVv55AH5OV5Vl8yP3\nPFNvpgJfm84jvXiz8tI5qeNkyBVnkpUY8de//nfw9f/z/0CcgThTOt+93R21s0FYAPjfAvBnmPl3\n3ONfB7AA+CEAvyDvfxnAdwP4tS1///E/9RfwuW/5Y5jfHDG9OWJ6fcT85h64XWp8xc6CZQgEDxdR\nlExhbDWaLqMyQ5YfRlGfW8h5KufMzhXMuMVIRtnIEIL5jXV+B8AarV4lKDTB3HDx7rGaxive+DX6\nBg5jOglbgbnJHwsuwH7grUTiOjMrPSvqRtlPlWr87jUO/Sg1n516mPNHjlxOO2QCyOoKUiG0UY9s\nGPCKvCjDDsqdL+SG6zXkzw3Ekuia9lphK6Y61cQIxqCTJkOvZ92YfxVnxgsSAFsgTrss80T49u/6\n0/jC9/wLuP8o4CjH7e/+v/h//tv/alfMzgJhIvorAP5dAH8BwBsi+g559Akzv2XmT4noZwH8FBH9\nIYDPAPwMgF/dnBkBgNa0kzLprhk54XaCbkNipLTm7jg6Baf2IPe4kb6r2DDV71b3NOODGnWewFOy\nK4p5qqzse3MHOiOAAOBelq1KpXIp1GHAO9ijvmYZgQKufd8zhRELbdwWCHuwgWvpqO5hNF4b2c4B\n4SacgbyVXpo3/HWNhJ4fimHqZc8DLe4OfLn3jVVFiP1sXldYgN6uOnsiMQCoKj2eG4BNkH6Bk9Q7\nUnba0a9nWxqINSa4qPQcOaDHFAoQy/xgncVFIFAk0Frj+il3LhP+SyLy/+Lu/yiAn5PrnwSwAvgq\ngGsAvwjgx095HFakveJW5O3u2wEYzuBoHTVgZAG4A14+gfJ7O4qleTcFZTJIM2dOR1rTP6XuC0H0\nRiYAW6HtDII1poJVxcfEwY6ee9n8PZ80WmmqewM2uAF8amqS3bMcNdeF1sLMrNPdqMimjViX0Z8C\nyIGzbNgxYbK9kp7f+adryJsw0CksZNWWG466l40MNv0qNZumS9nyh3UvxTYiG25na+LLy27/n8lV\nYxSl7uWdRJwqihDBqxS4LL+pHJ1Gm7L/pn4LI+ZJmLBOU9P8YcGvdX8Lfe484ZMr7Jj5DsBPyLHb\nqQF33aqejqvsllEbac9dC0sIRoWBFLw690dd+PqizlB/hDazUyYkhsJrMpOIwOZ9E76CL6fFC7Qs\naarRaibZb4Gmj48WmqwP3UhwT6gtU7Y61WpgzwFxk37cbggq52ofuEoOk34hlLhysR/CsTPAdAqU\nabj1pPm0Zoy1MR7TsBBQdu3oRbzj/2baa5y1PJiZNLryMCe3KQNSyTkySAd5dReZaOxKaNx2Oarz\nfztm/TryPpw26lMAHSbw4QA6zDmpcmwswWmi6MqTIw5MwnwPkxwz+DAnw+2HKc2ImCkvUaYVCAsw\n3SVCudddjO0Iuo+Y3i6g+xVBLUAtDoB7lTF9fcp3iGWg5DbTp9QgXaBAFeAOltvqu6KjoxiBlcCI\nSadkQThIDXM7hajlK9KNSas5q1ZEC8BG5GZCO5lvO8iQQVue2/TZCcRd9jwA4qbh0LOqa6z9X6Bs\nZUVUutwjt0dP3N7M5Ylzz8s1eJKuyXavynguAFF1Kg25DCSZ8YTc3YWUpQzERi6Opa2wW8CfzVA7\nwDSsSg8B+GdyKmMgYA7geQZdzeDrq9R4R62DkibRxrNDYCq/DVHK84ATCPPVDL6aEa9CMuB+kDnC\nsoUURSAcUzkJ9x8gCE/ChMkwYV0HnwyQWADWAqmFu6J09aUQjqqLeU4h8jqhDKYOjNVpy7syCCKz\nspxIaXl2LCCc53iunFjwMRYg3qXTAyoAHs1r5lE6WTZg0nMExHucB+3eWcWQAk+ZFRp/iLPh9Sw1\nu36PZ9jW/7GA5V1GAeCMbNZRTiPSVX3UelUERHujilNdlohq8CUDwtobyAy92rTAEBNbP3aVbS/X\noMx03XsEYMvYtQchTJWvDsl40RpTDzTvOclI+gEpXF78bg+tkCYW9SIOCsBTBcAVE46JCQPAdL8/\nWhcDwnS/Ikxpy3oc19Itj7L0Mm9dpAVNwDSzExQWWBUoA7oNG4PLFEYzXaUBYLcaLoMHZaCjmDxm\nxHQdxD5FoGSxKyCz+1xYYgSyOsJs7V0JO/5ZA/EgkT0Zzt/YF5w/DwVioGUcjT+mgbNqidxVj1aV\nm78n+X4LjAu+uISybJHRGLepnCXmlPKUsJEMVfpaoLPAUeJKRs+YwHcqRtqBzG7VJCXU5CYnoMG6\nYqiuGbpOwdkLwOfm/3M4K2ugNBf/MIOvZ+D6kKZ4HleA1vQyr+m9SlXeYcJWhecH4mZRP1zP4KtJ\nDPWEtEJuLmYraRXN48oIxw+SCUdM0wocV+B+BR8jsMSy4ocNEAMoVVDBuIBgF7Aqval64VG40xoq\n2zU6uwqUq8+0peU0ECvyMJOAcQBCFCas1q60xTaH2qvtqBAIza36oZ8VwvlfDUjiEXX2vauLj8gw\nUjPscT1m7FuKrt5dwmckRpjtOpgoWHl8WE7HV+l0GSiWuBwIm0TOMxOMvyV5B/H34ZJ7VlmcK0uQ\nMU3ALOesrorSHgnYQqekpVVxldzngGSnt9Dd1ms3uL9DZ+ulMtV5Bq4OSYWp2ZpX2lI3vgA6TNgA\ncUhgy4cAvp4QX0wZhOOMxIQnmDLFRS/8IYKwLresWOBou/otvSNgGElidKUb6edRGOYsOro8JWVO\nLSwOM3iek2Je2W8GYQhAoG1ddeBA/QYEeEUubVSsLk91XGFO4cdYhLWgaitddS0vDPPf9hTsuU6/\nWhdpwjeH3dyyypctZ/MqMkDFjkaeNWEP3ZKnl7aO0VbXBPjBrhy+6VERx7xwLvVObBjI8lQqAfGn\nWpJdteMFvCHJW7HNzLCmlMfTBJ5TF5cPMpvmENI0zeMKugdwjLV6qge6u+r8Xsp7gc6VDU3fZLSe\nE24sQuKWFViWcm4WsGz4bQZH4yGAXxLWj4D4MWP9mBGvo9nGSHq4kUBHgBaAFgKO2JkfyV0OCK+x\n0gFXFXAvEKs6wTRqpVKWAtgAMQUzeCaVV7eMOUgLO0/1bAhVRZglxpXKlahMSZNgSnzSDbIVWICD\nA0GVTHkOcdYHomZIuXvqK6Pzt76oZCy/HePWLr/65/NCN8gcMaURIHsghjQ0ZDeoNEBrK46X16at\nXmh+VwNd0l/MthUigBWIARS4DPiF4nc1JUxVINrwmIYI0E1CSwNHFnQ9AGvZkSmMecT9ekoDPtdp\ny3Q6RoS3ACEirGTKgIRV9XSqi4H7UAHYVmYDwJI/FJHSZYkJgI+i0rPHGsc2NJoyZdREc0B8QYgf\nEZZvAdZ/NCbjPIEQg9oVZtA9IbwlhFvCFNX2yf4YXg4IKxOuWLDRi3Zbfx9TLfCZCpezsxpGNp2c\nmoF0RHSegCvZu+swmxYThfHoSOwaC1ASylpyCyZ5IK6n6xUFPwU5KxuMMiWJS8O0CqMW/WCjorHJ\nksHYponxX6/t2aQtZQA0UwRjhJp8rBs08+2WukLvx5hkIjY9Bx2ko/pdlT6Dr8kLaSi0vQAhMU1j\nvwMEqZBVq5jURiFUMy8aRq5ySHxhmXFmp0kmFa0CXw/EKtdhBg4H8IsZ/CJ1d9cXE9aXE8L9gkAR\n0ypsWMqQTtHMmpQ/6uBbYXABYpsvJOqZzIKPer00U1y7+uAqv42BJMOE129hHL+dEV8wIlg2nyBE\nEMJtalMpAnwkUx72uQsDYacX9Ym22d2t+oT1JafqUcbcUk3NRFkzYJKlj1MACRNmYcJ8NdeVS0FG\nu0LiLzGbRRkKpApoOgAngwYWbHM3VSeDi74wygivnteINOigwvtpW8qUbFJ4FtwBX99o2PRmjXdM\nBR6oQcumvlcPnWLJKzfhc2aTHbl7h4RO6jUhd/Vztz9/b1eUQXT0BYgJVPd4HAjrdZqKWGZtVE3c\nqIdh83meRI+ZBpTiywS+66sJy6sJ4S1hWlbQXZDp064nYsv7sFp8wABsGzBzr9oCCgJ40oum4Biw\nHLxnCbfWV7MzDgsIx88Dy7cwlm9jrC8jGIQo6ihmwnQQlcR9wDQBxPSsK+aez60RmMqgVNX9dc6v\nmAMyB9Ef7iHl26y/uVTcvNpGWdMkFSR3F0U1Yf3ONT6CWGwgxpjxqrxoAC2z2KgBp7NZxME64jun\nQRpeIojSah+SrjvLYE0VT/YHi4w1SEH1mBYobcJ50FB/QGW+Jbn3AMOYt/y38rrG1QMxuA6H6p2I\n64UyJQxC6i7qasXENpMRJbrXJDflKsq/WFdwG07qRNgGRXo/RLmCk42PpBeZ69wwqz2R3Ms6IF7P\niC8mxFcT1lczls9NCIFBbyeZhwoHwM65fDZC9Bth/+1zuFG+n+dJ8avJFzMmo/XqKMw3L3gyg5dA\naXi7cjq/QwDNhPCCMX8ugj5mTN+6Yn0ZsEZCZMLKhBgJAQHhLiDcpMY8NdL7Y3k5IAy4rt3g+fAR\nS3qSpyWwU9fSIB1QsUUFYNOFZa0oar81GLlETopclldb2fI0Os6/Kata9N0OSEnm6WIPXpFXDdKS\nzrzEsohFu1p2BknF2FBkIKSBpMDSaLTAB+IEtEWgOk49FnYiX4ZuxBbVP8tAM9s1QMPuW6ummCmB\n2osZ8WU6MwHhNh3TLSNkHa6CuOlRVCxYGx7ov+QEGAlu0A6oK6BdqKNjDdcH2R15zjrgeJUGguIB\n4BmyLBZ5DqoMA9Yy5g0P2gZ3F7o+FwA/2hGq+ptPJV+yzl4bVO0h5sUrbm89oL5uellymGlphxl4\neVhweLHg8HLF4dWK9RXhLgbcxQl3ccI9B8S7Q5qnPB/SoPp5W3deEAhXes0tJPbviyMS0mYKZAXE\n5exhhiTRMwM2Z10fnoFAB+BUFyVd0+ynB0PmWqVgty3XBoMZkC5MYljCtJAKFynwagu/rE5tI35W\nOsoeY0qVlmVRR838AopudpDebmBxmE+n1BFbAFwHiiyMw+DS0TAyiz6Pp4B4PWH53ITlownr55Ml\nu/kzxjxJniwARWdnwe7gkv1UGam61uE4gMuUas+4tFKrjjHIwoLrGXx9kPOE9TpgvZJ5p4c0/QkT\nwBOyJdWq0REQYs0zb1WvSqAPwVF1au9JmldlVRtJlJk2C3J9YDPVszue1JNBGjYWg0DzHPHR1REf\nXb/Fxy/f4qPP3WF9CbyJsxwHvIkz7m+ucTxcY5kYxxBwPDP2lwPCwDYTPpWQttucaoQBYp/JZG6R\ndP2nWg0x65xN0dEKUSQJS+1DUKxl1ueZ9a46wMgGyFRmwA+Y6XQoWk0Lr9NvdNqNFjA7kImyDU7d\n1TcXlkWwMmO9Z5lxlVilcve6xKdI8BbIngLjnDQegV24CpKZbQbEFwHL5yccP55x/MIs25Gnj2hh\n8B1n1Xryj7PuvgCwgq85VGeoEtmipY2uaQQ5N/CpLHEG4TmpITITpgLEM4GmtK4nTXHssH+iJIYU\nzGyuleh0njQJ+L5cD3xhyoIrHzneVKkj8tRPqXcVAPul7h3yVvWmdO+4KWA+RHx0teCL17f44svX\n+OKrz7C+Ar4Zr/DJKke8ws2LBbdXjNs5AHTAApyVvJcFwgDq7uZGTHqJqd/otWG/LZtByYAKfFUX\nbFYv6VYmqkdmiIqhMOFKVK3Qylw9O60YU6Z0hRFHXahhAFgZ8LKUQbpYmDBn/zqNVQXEyBafiJDU\nD0HYMRm2oemT01ZaGk3jUWNZ5cfGC7t1htqYOlbsA9d8DQSeZZbB5yYc/5EJd9865259WBjTHQM3\nLPM5NV6cljtZZq1plPWEWvlDDi8VtfQ+2e6vDsYepjLTZp6Aq3QU8J2wXhPiNWUAjnOaVZfUEWZa\nXBVfZcFSZoSO1281N1yCddLxnTnPdMsp/zDPcrnsjQWYOeds6kS9uGuHONrASr2fZ+DzhyO+/cUt\nvvvlp/juz/0h4ivG76/X+Mb6Ar+/XuNqfYFPryPmwwRMBxzDenaSXg4IVwwrN/kJMHxCNr/1nzJW\ndpVcQMePeusgkB1JV1vA2SaEVqgVWJSZctoBxHbP9ZxneXh9rY2XjbO24lT8iZTmrxJ1R3srGwK6\npNWnYaUXLulj2TeTFG4FuRDK1DrAndn5peeCxlXsztQT59zyg3pW3qzPk39sd4HW/Czd/3gIqav/\nItl+jVcxTcCfZJdisSngtK02EmBRPZhWvQB+7lnYNFIgl/cnA8CHWQblSkXniXI8iVHsai8xLdjI\n2isJyyYYl0dJPLMN1Z7k17GJUy+falDPdr5u+uAcE7ZZbHsmAMCukbLgy63ZWwmgLm9eNAF7IkpF\niRkzM65iRIyMQ2QcVsYsxyRH3p5t5TyLaI+7HBA27qzsNgBcWBNQqSfklMoplRYvW8w33UVhvcSQ\nrWIMFq2xjMSqcRArsFbArC5wrbEFYi3YkZANjCiTs93hSg/sBvcqtruVaqYRIBTQ5QpaagDv6nUd\nEEvj0izYaMBaHZXA7Ps2DB+uyrule1Y269QVaQkpIRyRBjmPiQnTovO6Y1NpC4hqpjOYA8CxqBl0\nOawD4zr+jrHl5zKGEFNDHjR+K0ALEO4Y0y0Q3qw43KyY7hghunCMjHk13y6gdOVVGw6tHN2aZ97R\nevUundbhUkhR57MjHUYNUZfLuuyVck8lijb/I3BcAj67u8Y/ePN50CeMt9+YEG+AT5akivimqCRu\n/uAFbj55gbvXB6w3lM3x7nWXB8Imzfa9awoWyYWwgnwvZ6QCXagPZSbZOA9yRlKeglRUAJRVAR3g\nsd1R1Umxkcu+7BhnWWFnCowFcz0bAGzAeJig5qcz8pOTLprGoOlNcBUPXc1Xq1Y2xLB5k+8VNpN/\nN4BiAXjE2up7BGnXViAcgXCfZhqEI4OOXPJPF9jYnYqzlwyLP2Bh4tJodqezWVC2eeiSESpbQnVQ\nTAZf4h1nFUR4u2C6iZjuOa2Y03Lr0wqJWHQZX5M+pk5U97gmLFUesWm0qY3Lc7oRBlT1qVMXGgC2\n7xePU3Tct6buLivhs7dXoDefw9tPZnzzGy8Rr4E364ybdcab9YCbdcb9Hxxw/OSA42cz4m0C4Q/T\ndkTlTCGuGIZJ2AaApZAATiXBtV9mMrZlwLlrqPpf2XA0MdDFzEYwABzZFRQDKk1B6Z0LabKuyr4M\n5AbYbYE6hw1XlzWzKczAf1ZAkb38Pi/2ljsPvnrPA3CX3XWAOFci/Z0mzwdll/fpsyDr+3Pe2tWZ\ntnehgJRxKppGPYEsO7DNIBnESt5gHnPyjnMvKnAEL0n+Ka3FAjgmq4K3EaQDiNngvTlMGuVUqXoQ\nLum0nmg6ar7l/NDf5n1YAJZSUqmFOuE8tesVzAqAucq/ejUjtx6Zgc7SJrVgfFwTE377ZsY3P3mJ\nw4sV8YpwXAPu1wn364TjGhC/GYBPCPw6gG8I4S5+wExY9TvZDZiPB2A9+1HkrPMSv6xyX8F31gUa\nVOYIKnivshb9/pgmgjtdbPa/Yq+Ug6tKT9VtMjMZzLPCZlqwPtkN3HrefaYlsFSqqkA6UGS977t/\nZwFwDfzpVgeQ9X5Tgbi9pnEZoZVEHZHeCaqO0JWHQ3UEaj9tjyXnNdW/zT6CoKl+3+IwIw/sglHm\nmcdiUU8bfzquwL3ohXNYGn4LMvsYsQVfTUsMGh9NCwfAFWi7tHpq16S9CVPrkOl1NuMjvkdFgN/o\nMUGHyXu5XtYJd3czljeE9ZOA9RAQZ0qbNZhj+ixi+iRifh0x30RMdyvCvV/JOnYXA8JcdSE2ClYe\nABlUvvSSqSTGkMukgyJ2StokzEY+jVJLdCnksiQAziBsgNjK1BvM0gEloAYvD2bsJvz7czd+W4np\nGqMt59QOlX7RA+FIvt110AC/95O2IoS+PICMhgcDqCuwpCWk4S1huqG0apmA6c2C8Fb0dX5pfMOa\nXNgmClD2aIE4wjDmWHT9skI9L+qIqZHPg3nKZDP4WvOma+l9gUoSVb0+qmSv5ip3VUYKRJpttjHW\nuGk8dVDSuB7Qn8q7hzjrZ+O/0oU67/LWZ/a+d/pp1aCbb7INZ8a6AMf7gLvbGfevZ9wfZsRJe1jF\nbCW/WUGfMvgNwG8j6F6MCO10FwPCpdsNkz4kp6YooM4IfZfqymFWv+SRaWvYRdkwm/CBpAM+LvW8\n3NUtiFCZLZPzhcVn+CkAzgXIfNNPrMJQuunSu97hegBMaj+355dlF+cF9ShnwZ+4bG6ZAYcRbjkZ\nwOGY8pGA6fWCcHNEuLc7lzigOhXuFuAwShliCBiHZDRIpjpS0J2TFVSpVP5q6qE7K6gqkxMQJyEk\nFaDaNLJArASC0zfZZKn2Ts7Nx+fO91FaV/GRW00vcqeAts6pn7qt1hoRjhHTXcR8y4hXSWcfljS2\noIO8882C6c2KcLMgvF1SD+a47I7m5YCw6lh7IKRAANTMKasD9J6869QOyR6wHDIApwZyMIXUBdTF\nFwq4R7VHmhgJ5wExCepkpXWNhGf5DQC7eDf+U+dyIMNDcHgEMFvxzF27dwPElbIqVx6xqQEYkImg\nEBF4xbwuCPdp2fJ0u2B6m7bQUoZ5ttHyEXPXxlaBmBmIBCbZ2WEprJnk+9yOsln+Hl152FSP5H81\nudME4nLNWZWmTJ3zd3UDe2ZGbvbI9nsz9t+QKiubqVOZAXfDO9Fo5vnnpZFSS4e0RtAxzSuPtxGH\nmcHECMcog7wR4T4ivF1T2bpdUtlS7NjpLgiE3ei0OlPYs4UyoGCcqiZs965iwman1CtZkixLE3U2\nBCFt9Eix6OJYTeKtq6zAWWEzlLFd/mrnwGMLgBsgJlPDqPHu2ZwB5c3gPBCf/GCH22JA9oekFUsF\noqDMM4J4xbRMCHcB8TYx4XCMqeIcdf62YcPnOttokbln889GoxOljKFaJmCvjcqpUnWZst6opewP\nW+bSUnjEtPFseiTnaKDtIemw5Z6jYTYNS8p2Q27OakzRJpdnw4uA7B1jnjkt5gHSvfuYdoi/j6C7\nRfbHXBDulmJGc6e7HBBWM4+VTtWzDbszhhR4NzCTC7ZTR/BhSiYpdeBNgZgotXpAWeV2PIKWFZzV\nEcKcenpfYMwitYHI1+Vo7dFqQTLf2njmrv9e6Ld+neG8igUjdZBxtlv9GLc3bo1KJ/WGOBKANS3K\nWQPoLuX/pLY/2C4z52LgRf0527mabMFN8zj7rTYmOnlceWPKlp3PbvXPnmzo+/ZcBcHZch8RgJWT\n3QlF4Cwbnh44H+NfL55AbqQqBvygMCThbV00UxbTXnER09uYDF+BgSggfLfKUdQPafxImfCHCMLq\nrD7S3jPdwJyvVn9JQN4oUc58NYFfiiWtV+nIO2Kw2CMFgRAQZE4pEfYN1ozEzxkrN6oO7bi6AAAg\nAElEQVRR7HRUOmDT+ubGJZ8cI8JADdJVIzQXG0JznZaOiW2PuDs5HqJb1NdNAzD0oqNTh/uW1Z5r\n4DLQeg7A92RzrnT/ubR3vYbVyFgPvnZ8VvkFdIhJDHIlMGaO/VWf+dvUGJX57rodO2TBD2R7LQag\ng4dANf/Xqvi0cXgMKD8RoDe55+pUG5DvJfQ8dITPNnB5xWzKhxCRFvzInO50iFpCdwTKRrrGazB7\n7vJAGGgrgv9NZdlhVk8EMuYoZfnx9ZyMZH80Yf1owvpRKsy0Ujoi0jQmpqSzO5KbCTPqEppzI3v+\nZ7qa5aij4gvPoIIy0N3A9DlcBjNLjc4JWhk7TEP0ADF6cvnzBotljqAoc2vTkjOU/DTgdaqBGTxn\nQFZTRgExx6iMjJzBegOA9RYh50Havwwo1qMosX0DwHmWhVFTJKM/MhNIt+U6ln3ZMuMj2Q6iIj0K\nwFQEqn6f4Z4IgLPMT+pMWdBTKONFZAfug5I11OSmamjRbwt2uMsEYXVbXUWbMJqA1hDPNIFfzFg/\nN2P5eMLxCwHHLwQQh7R89Uj5mFYCHQl0j2zoBeqvrbDnTsVxer5mEnnFVm0FNbfz/Ey9zoI9reuo\nIXIFBFCbC9twyqwUiB8Sfu+ZP5/qpUSk/b90hgLB5KfKasDT975seKPfEHarLXeH/dYya/a2eU25\nhps0iADbJe1AGXSWuFRL3EFlMJqQQPhqTqCSWYs0ToGRBkIco1YVmp9zv+WeGh/3uj3gNyqDtixU\n40iSflMQGzJGHZTDlTYRxngXbwmx7S4LhEeF3iZApTMGckJaQykyG4KvpwzC998ScP+tIa2kuiNM\nb+V8R8ASQHcEmgiTAWHFk3TuyNCTf1CZ+6t4HJBYhmReqYE43+zL8BhXga/Kp+lt5aLt4C0QP5VM\nW2oIoE535tQoxwhGSAN2uouJ7YJmAN0A4B7QVyoQoNb79+UrbHgQTTmXwXojm2Ft1e7dUgcqozZM\nYE4GqHhOKjkcJmhZS4PPMTFgNQrvGyMrpyHEXdnfJwCfEmAPYch1WUHYrKadhRmr/WKkQfxcBZsG\n92FRuSwQVjeqAH7QzrVemQnLdLT4Ysb6KuD48YT7L0x4+21JFTHfyCT+G6Qu3x0hXJFsJeNzboMJ\nd3Wx3Fyzzyx91sRzkJldFvxMQKx+K9hCGxYb/I6wFfCeoht5CoD9tf2dgVgZHmrmdwpkT76T/3Vl\nPAW+xT9IO5suKH9syEY+1Wy+sjkSAhicmPAUwFdpVlDQ+ca6F9tIr+yJz1b+vQ8AburQQJBNktCp\nx4ojeWFXqNURttpl3SJKXv+RYcIjN2KY6tSqlTqpaBQAmoFwYEzXEfMLACuB1jSBPq4BtALxAETd\nTqaqpMVP6gAu2wLbgED+ZzIq3dtcHefZcAYzOVUVs0R37B7DSHOgjRyN+qAZlef+ffusEpPquHfS\ntBogzO1W36/GnGmjCmqPdtFMC8I8CtPH7VQPp5JX/pm05ZzH0nhAtu8a9TBsviyyQOX+CMwhzX2/\nOwL3aeUnr2vZ9bvarXvgvMpG88oZgnqwo3KRddx7VX+aJlYW499YHVEaINIBzCkZ8+JDAK7SjKps\nahSQ7czUgBd35nTDgfI+92GAMNACse2uERWD3Fwyg4gRQkwE+cCIVxG8BtCRgWUCjpy3k0n7esHZ\nAMA4E7cA2D63FZqF6VQV3TyvvjfnRh1xrnsKIO7IYRuJJsgBKG8GY0D/5HcbAMClXrainQJglycG\nQLn+Nwh7Q/YNeSvduwVf2/MY5UHurYjM6wq6X8q9eUpLaY9rAmLdCr6y9DcAji4Acx/8HuzIEP5B\no71FwrIfDoVP1ZWMHaHogQ9yXAfgkFRYeYhj5QzApJu79g6Veaf7cEAYaAE4/UipFKmYecwoDISJ\nMc0R8wzwFRDXCXwE+EjAFSEekdQQE2TeMBwTdq3yqNtb3cv/qgrN2lJa8PV+NJXc9oN6ALjXVf2p\nM50NrNMg5PNAoFOVSMGl2qKnBbNuU9LzcjiTxKAzl/m87ZHuc5NPowBdXLsyngCQLLID35NA3Em3\ndQXupTewxrSRrWwIoPsVcuzEfyR/FnMDiB/jLACPVH+bcuk7O8HXhEVqNVFM2qoePV5NCYRZoscQ\n+x7GaPvI9sgZAAx8CCC8yYQ001iWY5qEIAYFFh17BB8AXAkBOALrkRCPaXfbssMtzI4a2M7MXV3S\n8ru2v2vZg6voo3hKnB6IwMY9lBX35PD++luu0g68zecTU6Hauxt+WrCy9y1z8yAkFaqxlXwyj2zY\nD23kYAAXJovPBGIgAS5zUjschRFLV7qyRWFFPQW++k4XiB8Q5eL5aQDe79X57xNBjXwpE46HgHgd\nRJXDwMIIyn5XY2Cp2VmnA8g73OWDsHWeMZK5F4OJvBRGQlJHzAwcGHRg0MRYjgS+Z8QDJxCek04Y\nAY7V0XbGbqkhVEYAm9sP7SrBtsK5uG8W2Mew3x1y2MZACnQToh/s6aRP7b2CwyDt2R2npa3bLAum\nVhURzbXPo7Py6pFO5SOXzoxCOIZALH6Iqc6qe78HFIi2MdX3CEX37rcg01LQGqZt72cdcCeM8v4+\nZ/fAPv2y6eUqG54cE54Dwn3ZLd2yYD0ey4KBDwGER5V4pDvSChUZvDL4SIhvCfEGWF8DvE6gNwHh\nNWF+A4Q3jMObiPk2pgRffIsmXqv/ORwbbv5nLjtM4xEZdbar0sdXxEfTl36QVfDlVw7J56OKoddN\nt7wXikPfkR5TGSQz0hZFVj59jtOs5TEAvDufHdOFvx7533nd5nH127wHWw6sH/sgzA9SV2Bf3Xf3\niBLbnCnrYEEkBvYNyDmZR6nQGyyvez4bsSGUXZtDAMnSdgKlRTiRgUX2kjwm86d0H4uFNGtd0W7y\nsKdMOXf5IAycBl8ApVKhAPEC8H0C4fUmYH1N4CUAAsLhNcBvIg6vGdMtI9wJCCuI97oW7MIbAQL7\ne6Pz+3LPA8TJawUV6odUqShMK9cMTqE8q1rDU04AWLvpXBrICoht+F1a3rt+DscYqhx8Wpzwpryr\n5bNJyPa3NXLuwzqlGjg5YGb8CJSmzF1P4KsZ8XpOwHe/INyvwL0MKOr29c/lKhacAJhDAFEAyZJ3\nWpEaBgVhAWIc16xfL3s+Ps4Y1IcBwsD+bpXV0awMPgbw3YR4E7C+noAjIbwBwmsCvQbCa8aUmXCs\n7cx2K58B+y4Qm989IPbvv1e3qWt5pJeEumvZAeJekI0+owMcm2loARhg4mrcqMYp3szmhnU/q+sA\n8QO9yY7cjVFUqgTaAH2vNugRI5uv/v2J0gq+lwfEV1eILw/gQAi3R+DmiMD32XTsLnDvybfzm2qP\nQF2gkaeiIemCCQLCsl3R/TExYW90326PNezBjd1lgvDWgM5Wy+zUEViVCQesNzPW1xPonhBecwLf\n18D8OiK8YYS3jCmrI3SXD5TwawRBAwZdtsad60sB4OdyWrjRVOZe7zg5Lm9kRmxgW9Kt3BkVdNvY\n2e543TX3QPyQivM8rgfEW4C8Q12xM9ji5YB97x0084N4ek/Ajq9mxJdXiJ9/gfWj6zQPd75LwS0R\nfLckgDw1oDsKd+83BIBEDTGlM+mfLCgEJ5vB2UqaTvNT9msM9nj15TkunH7FxpP+EhH9bSL6RI7/\nlYj+rHl+TURfIaLfJ6LPiOirRPTF88WqAu0f3tlepQAxLwAfCfyWwDcB6+sZ/HoCXgeEzwjzZ4zD\nZxGHN2tiwncRtMRi4rBSR5hEzj9ZHqcR9YQV7l291zDmThiPzMwHp2U3bR/IxPTTrr/G4H63MhvQ\nzWmLnLbnGWAv77K5toNx28bAN+4/qxvHkZvjVBk689BAvHMATJTykaQrTyGUe/aZPSvjPEzga2HC\nn79G/PwLxJdX4OtDMjcbQieeyPlVHfqMaJyNnbSsNn0weuE00CjqiIURloQHtKhOWLc6q9URrIeV\n6wwWfxYIA/h7AP4TAN8rxy8D+KtE9Cfl+U8D+DcB/DCAHwTwXQB+/swwkutVUrLHBjBzUu5TTAkZ\n7pN1/MMNY76JmG9WhNsjws096OYOeHsP3N2n1UTZfrBJ5E6BbbZTaQqyAeNyM8t32vl3DIi8M9fQ\noc5vc7j8oDzgIYcOgpxqUCvXAQebvv695vNO4+Yb1+Hxnh1ze/aN+dMGWM6jIHx++frYeGllj2Io\nfcV0e8T05oj5zT2m2yNI7fKu0eWT8WMoNvfTqiN7KXtqV1zLpZg/XRPzDfcL6O4owLuWgTizO3dp\nyHeEveHOUkcw8193t/5TIvoPAfwrRPT3AfwYgB9h5l9JcaYfBfAbRPR9zPy1syRLHnTudQWr7pPc\no5jUC9OREd8y+IoR7iKmmwXTzYJwewTdpm4G9NDVRMwyoZ1dl8O0ch6Ifcnl5uKRIMomAez1c7pT\nXWLUqgdfyJEumQHdhQjZoLh2HY3qoXK+UetdVxdjp+lug1K/hoz4PQKx7Y7bc1ZZPEP+M7BrLnoP\niL3Mlb/yWwa6wv0C3E7JgHcgBNkWiI5u7m2vAaaOv368qAeGeTAOhgWXDR5SmUTSBWMtht3vF9Ax\nbdypy70rVaXvnT2gfj9YJ0xEAcC/A+AVgF9DYsYzgF8q8vBvEdHvAPh+AOeDcAnMXPuHWliku2u6\naLRGhIUR7hnzHQO3AsK3K8LNEXRzBN3cpxZYRzxlbf2oy8a54sIleAckGlGfolKrHydAcUOM892O\nsBwTztN/gNwgsppPBEBRDc8IoPBA6FFl3MMIfSVkk3bdBnSDAb4P1wNimPR67Eq1ximYoc1y33Mh\n8z6Zj5reoHGR08yCuxUTLQhIZYBuj6C3Ceiot5CkIjHUymbB2KtVTFwSDocafO2gHEPCR1pZGGNR\nP2iveI11mI8EYOABIExE/ywS6L4A8BmAf5uZf5OI/jSAe2b+1H3ydQDfudPzjWfyr3qFS6YQZaKQ\nAVKs4E/3DLzltEXJXcR0syLcLgg39wg3d2UfOTvvrwfAEmRdWd31yD21GmFEVMhdvxNQMQyjd0QG\nQgRFgGEMiSs7GQk6Yr174pSZo/ndDcexrotCYbTsMoMft/NwHx8YShrZMHvMlzp1cgOARR1BS0yb\nYfIxTUUjSj3QuxU46mDXIA8U7Lkjk4ZRnd3HfkaEbh0lB8W05RWp6mSNQs7MNmdWtieq0w9hwr8J\n4E8B+AKS7vfniOgHN95/FBRQ1fLKhW15c5nR7kYpFMSpvocjgPsCwuHtmramvjsm61JrBHFSrudl\nnUCVqacteHVaxse6gV5r6Dbr5AZ4kbs4qad1Hw9Zk9jwDUgrGkMq4FpHibiwYaADlB1WY+Ozx0lg\nnBnk8CXz88Tvs9LnCVyv203UHfzpL2B4andmGCInMacpaFjT1k0KwjIWw0vMPaW+Pybok3piJ69R\nQ+QtolQNYdKVlITlKWhJDZF1wnvr9xkwcDYIM/MC4Lfl5/9ORN8H4D8G8D8AuCKijx0b/iISG950\nv/X2a5jpqrr3nYd/At919SdKwldqCXedbQqXzT1Td1i6GauMdh6lNa72hHIzIlJE6/Olua164HVk\nz9rNNr2RWohS8AGxTpfSV3p+Ri5O+mLbk6lYmQnrIfKpP13bF6cqc4+h87sH4hw2KrL6pM7NgmjL\nkROCgcpuhdeP+m9zDzUm/SrEG130sKeubcbblBdbdDIA6yDcVM0LtnIlALYDcWYusI+ffP+7x9/G\n7x3/70qSBfen4yLuKeYJBwDXAH4daSvBHwLwC0lG+jKA70ZSX2y673nxffh4+rZyw3d1fMEoLwnb\nKqPvsPtDkY56pi3PIdNOsHCeXpIGA5wKArhcAFZne/PVzXftXPc1i2FUDhb4ch7qhohl2/qK/Vrd\n5yPxt9Zb6vWH6J4SfX0vE9uNi+3m2zZM82cPgVGwo5TrAJWVZ1ssuPIDgyTwPRY9U1mWHAou5BdY\nSEBkAd21qCgVmD1JMyqiL81/HF+a/7gJl/Dp+g38zZu/tis6Z4EwEf3nAP5HpKlqHwH49wD8GQD/\nBjN/SkQ/C+CniOgPkfTFPwPgV8+eGUH5nwa8fQbJXlDWIv5UpkMxEuulCFRM2ADwI3ZYvhzXY6Tq\ntuJE7eXeJMhAx1V+5FNWD9Vh6CbUYKQBmxClDjoVxFM5bi62seysMmA9egdlp2Kg2I5H1w2+G/U0\ngZK/tndlB/KG4yRedqlvsixY77Flwr4D1PWnjsqms3rgyZA18y1r46C4sKwJkHv44GeA9NLqjPJz\nLhP+DgA/B+BLAD4B8HeQAPiX5flPIiXvV5HY8S8C+PEzwyjOVt4eANvrYMBX9ofiKakjSECYGLIs\n0hre6DDgD8r1egiP8ypfPyo5DNPIOmK5z6Ii0gHPEIGYdkLh2OnmPkYY9atXW8+pyEP3ntUS/vqk\nswD8QCasYT4kT5R1Ys1hdW207M3yKu6djzxGZHWEwY885cyoI/TwA/TenQLkHe7cecJ/8cTzOwA/\nIcd5TrszLhLcKWHVxoZ6CAPmOVnE56sJae5fSuBkjg4y8drbA/2AVBDWKbA1o9emYDwaTDEufF4N\nUaUlA03epUERjlRGpTl1ERmQbqrMnugaeD83MifUD02F2et/p6KdnPP8DO5RmolBHNzvZ2li7IC3\n/W3lYH5AUrb4AaCaAQGrjtB3FQcqcub01H4qmhsk7cVtr7tA2xHCgOwa9lyJtGIiXVOdsPEQkoWm\n6wnxegJACKvqgGPeVaACYHXvoxKd5ZyqQTK+KXInB1U6LnexjIenmI6mlWGZzGZ6TxQmzCisI4Sk\ncsiYarqJOZYRLMb6Sfx8nNtCKvvMljW93hm28aI/k+MDdE/SszrhR28K3IMb3EHYOkvHjhkFUzcU\n7PNOGa53/A7c5YGw7YqeGpgh5ATmeUrGmK8nxBcT1pdT+uyOEVZGiBEhL8qIZXuX7JEBlYuuQKab\n3zwaFfoKWTecqgDMu5ufdNKKOS3pRMyDbkDIW9AnwNW0LgBc2louW7E3YT00YzbUEY2qYk8Z0G+0\nYeyl+7soRI+iwmP3WADu9cy8axik/DODtlu7rAwCrsPLjbwpa3rYXpsCcLVGwMn6jO5yQLhSegO1\nThCoW0ZDPapdUifEq4D15YT11QSsjDmuoHskdmZWv6hVfNZudZXOe0HrXTlX2euT/KD6ukoqBdSN\nQl3VZwvAW2nQsm2OsZbLfq6F38sdArI6KoSyWwPY4OFjeyijVtz9fmgjbNrxiyk2j3Xn9Kb8N3sG\n+arfQF2eTK93d/CmEBtVJZFhwLqFvTXA7mdB+JkQz+wuB4TVWSCGvwaq5ZqmdeNpSvtDXU9YX0xY\nXk1iB5TSXnMxykaHC7DGejQ2eXYC+C/E5ak1ysSoX+CbdmQHSjSPT8S9M12nsIvY1eanFTRe1pTH\nxLIoxg7iaSPyLNnQY5KexWFcGcmd/yi5plHfkQHD2UvuWt1IHUGmEJ7Lhv1YkWXDIYCDTFPLajM3\nGGcNtL8jdzkg7Kd/+FbYgDGrrliV7fMkLHjCeh2wviAsLwPCzAhvgTgxmLjT0hnMqbC3U+j2FsR3\n7ZpuXM/5grwFxJ0tboYgZPJIB3FkuhGJ+oEBZPuwcpBnK5qn5iCmpD9+J+ohZUxmFZptxPZ2zy+1\njGTXiUevQdTxhnPVEnvB1wzq1k9Lo8j1v2F4XK1+o1IOYeJgV8ZRkF6Wll10ZkmdFetHu8sBYXV+\nHl63S5TeSQahJ7FRmnZIjS8ClpeE5RUQ7hjhGphmJOMxWa/oKpodlNNKnyvhpTJjB6q9+Ys5qqdk\n3qhspz4dzZtsZkx0PMsVlNKSHxZDP7rePOtrnyvdteKWYMQE1I50uwQafE7YG+96AJZ06IJpj702\nweyRizqvUe55EOCGBWwdFKcrY/N5EhIgA8SqclBVhJ7Jhq09N6eG+IeSCVvXY8JAlfFMkAG5ZCg6\nXk2IwoLXl4T1FYMDsF6lXZXZWE4uPlIHgM3ZqkAuCoiTvFmVVt2HSSeuTrXbUVEUiHrfS2Wpei6D\nBjRZbhB/srqhZcPQqWvRMFNyy5xz4Fb+B+ZHBgxjZ9b61wwO+m+xKxnfv9sBmD0AVrCq2ntqv30m\nl/Ld5UUOkgr4Xs3gwwG4mssirLwRJ9eW0nI+GybcTK18t+4yQRjogy+bqihMmGVAjq8mxBcKwkhM\nmID5Om1pzxMLGGRP6/BKD8mcHRBfyswJTwrYygjDQu3LDw1k4/EIiIFkotCy4F4Bt91ITgZ+EKPM\nJZZZFJaxNIFnj86Mp0HQXB9LY0DSwJ3O7/eNwD4deu7EcwemFQDrVK4e4FowzMnfKXej9KPmQn5K\nGZKlzSkvuA0PkJ06ZuD6Crg+gF9cpY04j0sa4L1fAF7N7AjXuKiAFoTfQ/2+XBC2rgFkTqrDUEA4\nMWFKQPySsLwEJubEhGdkJtz0Mpxesw4LqKdsXQILrh0zIy/NzqDhGN2DPN7hhQVimzaSjkkkC8Ro\n81L0dAjS+8hT2ajMNd7lHpo3yoJhygJQz1MfdQUu3e0EaIl7vfml7RkoaFHzaQFhKQOZEOjzDrCR\n+W7of7lHRLUXKteUQJivD+CX18CrF8kqYggAjkXFkJmwMV3ZMOH3t3L2gkDYmYv0zoKl6UKQWsBf\nGXSftq2fbgjzgTDdrJhu03YqdIydnVHPcL6b3QNtK2cVtSfMVK+qIcMUjJWwmkC+ixa+ZWUV2ckH\n5Z5MBr5AAAz4hpB2MND5wqyAjCaM850FHnubypmEDZ8b1FPk87mDYY0I3PixOcCmg1kefCkkk48e\nLKtL88yNATQpUQ14apgl/NIrkfIcSaaOyWcdXbSWchI8YDVBS5RMFhzm9IYa9NIp6tUUNNOtHDa4\nnTTrXT/QXRAIn3DVgJOA7xLBy5r2hHpLmKdUwWkhhDtCeLvg8M0F0+sF4a0zzLy3xfMES3/bM4Cz\np9Kc5Ro9CfKofTOl7ynE8L2BwWu98tcM8lQI3D6zzESnDgXOgywkAy2JKXcaE+5lzsh5QOkwMBOH\nZMsCrrE90aA9Ju13VejBO1VZHL9WeWMAsQCw7LeW9wY0H5D3wIZp6pOml02zfDKgb9UDdrcL5gTA\ntAKrAccW2UFrBB9XUFhSw6F1mwg8G5OVGmZmu7H0zjwDz96fIFhPAMDAJYHwHlC0DDCKAebjCkxr\nWrkMAlZCuAOmGwLdLZg/WTB9tiK8dYaZz1HCV/iXmFL5VB5mJvpMQJwrFtcyVAxd5XPf1R7sCMi5\nB5S1VL/JHTBn/zwUoJUzhSmxosCJGduBs2Eyb7E+d+ExOKt1zCdqfiQDgaS9uqfKbtt4ebc3robU\nnc7ukicVI1UAtoNZozCrcsb10ZWfWwC2S4n1GkgATJTOCwpoaliQKqBbJvnGPwFCKjORM1tGlLLU\nM1uA2v9NkH0iAAYuCYR7bmvakywzpCUBcZD8CneEaQbiAaD7FeHNgnCzFBCOAr7nVp4GgE1lbGZP\nAE9XO9W5WsWoG4NGLzzyw8o4ev5I58C30rnmrqetiNq4EvIAXQbjAIRYdMVW1geJO2B09qc2bhoX\n5pLVe8Ptqaq23u2dH9y72UBg8ue6IawAeJrql7dwx4Ow1lH9Tthp1Thb87PWDnhVTNUviZbVOTMS\nEaMVWc0wT4kBy1gRppDeWdL+cCQLNMgs1mItmyhy5uucbk8Hut5dHgiPCq65n+cA6lSUIMuQCZiy\nzhHp2d0C3KfNBWlZ60Q+13msZfdQC9tzuSy7A/+slrDynRvH55E7A/CWOoIEaFnUEZNRS8QAogDW\nfekqUc+QuZMeDQv273aANGVxL9yHNgobcmrDDwwa1wHY5l7bibLuGkey7HSaBkx44Bz4JtENMSCZ\nLeN7R8qAdZ7vPNXRssw6jweZgh4jcEQyVbus4OtDXhmHwwS+mlP95wUUY5KhsqAI0f8TGgB+RuC1\n7mJAmLWVO+WUSSkQq1pCWIPmOcCye7Ica0S1Vf1W929Q+bzOqypkEmQBQlNQul3MB9bYXuFoBuZG\nQKGAWEp5r5hV4HSWLoLaSlZ5ZhiS7TBMmpfOiIqyQO0mTyEZB5JH1XGGiGc9JjMyr91gkilsNuBu\ncjtG6+/735uV3jP4M5yWDxA8bpOqgqa09B+HtPo0HTNyh0+9EMZJetYZCBpOJbF8bFVkFngN407s\nVcJUFZRpt5N506RKyIbWK70+SjuoEBFkgG6KuYFJBvps46Nn6tZ7k1Db6dtc7y+UFwPCu1yTEKby\nAmgs4Ju9ori3dYpN+L2JbN9XAO7NJwbwbDriXJFMjfKNQRLWVVyVVd+1SPgEzlY0e+SwTV5p3olB\n99KoxnJW5kNIbDgAoFiML1XdXS9MhzlugZgvA+Y6s1/N83F3qH+/btWG4Tyts4ygRxYMAIkemA8T\n4vWM+CKd+cWcnsviRYpyiBqQFk4mYtU+qVcZ5swzcc0DfgWMeZbjKoE/wEkXnzkFAUHsOkSSvSFN\nw2WTUIE7pCXNHGSKm27wGcReNQUoQ2/0yezick5v4AHuwwJh67R1ZlNhvU1QMcxR9pFzia7OMpYG\n57nNmIoBS0HvrbDL1+r5E0Y+swvbCudSa94zNzxw75bpDKCwBdpPcdJCGsVoO8W8Oi7lp2tEVX8P\nAQqEwkBjBFGAzmHybLWE+4B09yDJqPN818IdX8YGYYwq+JOqtSwpgLYqQNbNp90meBZb3C8PWF/N\nWD93AIjSGFlE2ix3BeiYpn0GWjMjxrpBOGwjZJkwFZ0wz2KA60p2w9E2Qv4QqOyAjOj8lgsNh6js\n4h2QAVgBOZtK1bKnjZHFhx4A93TF3eTms/LvwwHhXqFVANbVVd4akh0FjbH1rwHkHgpjwISR3rV6\n2uFSZ3n32YDYym+DsUBEJnq9b0fuHKbmGIVN354qyMqo4Mr6rgE5AoAATAySfejSo5gZUfpv10Ta\nBmhnuvfYMCXAJU5LqJstl055T+6H/h6V56dyVYNhb+ozm1chLwGO1zPWVzOWj+MH+wEAACAASURB\nVA5YProCiBAWpEHvhRFXYHqbZiMQILMTXFmyIKR1QYHOgq8CsOyIE2XRFYhkrDYBMLMO7q7i4TpO\nL2n3E/h6AJaxB8+Cz1VHbL33gDz8cEDYugx6DmCXFVjLfGD2wAt0QEC8FH/ZvdvljF55XxU452tm\nHc/huK5Q3ecmBpnN7fkW+iLGSNO5b3XBvqtomTAGXnbFMCwneZDYEZOZtmYkyiwPIAVmO7BrhRqp\noppuqm1krX+9tDHv2Vvql/O/8uHJy8qAWBgZyAyO8fWM9eUBy+evcPz4CggJhMOR81lns1DktAhK\nB01HRcn3jtzBUwAfxPyA7IgTAQQQGMmiXkmvFVXdBxxJgmHBlNUSpNcaX2enpEscTvVWqmR+eL59\nGCC8JzEce+qs2Wn9IGlhzf1CGjrsOYeD+l39npWJ7WBIT+k2W++O+sGwo+EqRfMtVQDYvOhkEXki\nAxTBOtG2kbUFzxKuvOotXwWq9PzAanrWJe+z6Cr/EIfodAWruqmQiusjrH7Zc6jCJMuCnUuidkAl\nxwHnlaWc3SnMXh43dj042VaJgcEHRrxirC9TvHlBstNy5ARoC4FmmdJL5Xt7FALkKgIzSGyEIIQ0\nVhMAorQwhzgx1bQtmfglxtjV3jSxTJ3zVs90tsOaNnCgtynvguywnsoMaqAdpuEG23WueYv5LEy+\nHBBW5jR87oFYUQQ5sUq8+XShJTNnsfJXrnUrnsza9qSqY0zv21nWe0odYSt8xZjPDdP2UBIQ10DS\nAS0N0zrtuko3mWUjVxxlZRQtOZxUObXx6+W9i4zKsTd+2kATUiMrvdlqvzxlvsoutyp6A7bcv67k\nPcP53k5XBM5AzCygDAYHRpwZ6xWwvkDq1h+Ru/ZMAB2BcAfwJEU9M1MIAJvfMPFSoqLL04lkCiKD\nOc3dDWsUwEXu7ejYArMAsSqdyIwFcVriTDp19X5Nq5TXKAOKnEwbaNoo3uwB42d2lwPCW26DCVfV\nSzL9JF52uoTNWQHYMiGvfigeAhZcrM7wvToLtp4Fa2NhnuXPlMkP2NvgM/s9s0wnyqojIC90IGWG\nzn+fL9pFPszZcD9CANExVURjA5bYTF1TGb18Fnz3GIbQyqouUBl/QISOC+ZeF6nekao5tobbC14J\naBgWqulWla2q0TrTsYS8GU3HIjMIIzHhF+n3FEhAOHkZ7wlx0t8KvkZ+HWDV/HbqApi8V2t5FGNa\ngrysxtbDlHXHTEGCMnZRViFLkHEhSmlKixCnGIFpRR7cqxr8quC1SfMQ8H2gSuJyQPhUq9R7Zgop\nVzVwT3CEBoTttQLIKYV98XHAwt6386y38zufdjBhX3YboJM00J6EMBdfGbNuDoMFAQLCLBP4+foA\nPszCjrgs1llD/k2IJ5Lf9ggsJerEkdwNabgoyBzhKAhMxc888h7MyjMNVwWTLjdH8XPEhp/EbZRH\ny1SNOoIDEGdRR7xABt8pIK8sC2+Tedioi9uyKtCy4M6hQdsekAAprXOa7nYvje1hBg4ADqLThbGf\nnb2y881TfSVmYb/ym5CYtQH0asyi585QRTyFuxgQJhj97OaLbeteFmG4tNMBGlsStwZhRqBs39vM\nHAnrHWfiaacMlKpbdQ21DExL+0622ANioB4Y9SwvhKRbDfKukS2bLhRdIM8TeJ6T8e4YgXVObCdM\nSCPmEAtZweg6a6GqopBVRjYSWwTAvKMzJXRmBulKMOQyQ7IAoTbBqA2RzujQHoKT912Vm6yKKGqJ\nVHZjYsNTUkvwlLrwkUm6+6hYMGscMvgmFpz3cBwAcXZEsvI1gqa0ao6WOb1OAZhT2uZGm6VMwPII\nyU+drixhJ9UFgHkCzUhop0aJcj3vyKNydonfifx5QP5dDAifdB4cczketbqZerR+MdqCoaoGDcfs\nO8XVeyNva7az6S4BoDOwaLzMddNds9/IhWVxDRBvMIzRb01/pEaVALAYaCIJi9cFdL8ko91rGiWn\nEEr+jCq9+pfvS68lx8Uwoy77p5Im8h6ta5JvlUZAGhyrC85LYQ1T9NvovNeSkOWRQavjinC74vDZ\nini9AvMCngLCPRCOhHAEwhGYP1swvT4i3B5Bd8ekp19X8Lq6bePtsSGDnvXIdmFW8FF6FYDsmsHC\nnM3qykGYmZxFSvseRh3jCdWy5Qe5EdF6AAG7HBC2AOgjkStHh7Hq+x58tzKd0kBOxZqszhfIK7e4\nKkTW7871ZsD7Hr8T57valZ7UAKsni3qh1xVrOBWmyduR6smpKxAjsCwAEtjRcZJ54LEsVZcB1vyl\nxiMDH/I57+bM6MhN7uxk99a+ljQ4mJigLj5xPakSmwx4zBGNAfF3zYJVKmXBMYLjCjoGhNsV82cJ\nfAkpzrQgzRWW8/TmmED45gi6W4DlmBokAUTOBEbjbs/OVcnEeVUcrRG8rqCjJUYyzrByrp/Vwiz9\nniHprCAczHs6qmrr9Blg+gy93MsBYetGg1/W/ihMpdazB0vvKqbqKqMFYqBUmMb2sAf5B4LxJTit\nAM0iE6rf6QFwvuXy6kTPfteINJD8FKtXvMqEe+n6K4klIK9+KgCr8WhBOHdR9zAg/zxQMTAzqR6b\nsw4y9dUdo9bWQcLO5UlG8ysGf7bbSsMz/BMTobQS6LhiukmmYYkXTIvYFl6RjgVp1dzbJQHw7QK6\nO4KPSwZEzkBq6stWnVQdv1WNyKIrWjQRJT3VVoxdAWttScTiT1VvQyxALLMoTjL0h7gHAvTlgPCp\nAbDMgENb/vZ0fTw+kkzNySP4qJlYzkiT4T13Eoz9uxcCzhYIPQvONy2iDrrq6hcz6hd6jHAQPtBP\nX47AChCkgor6Ia+4sqopRtLVNqzSlAkpHxVgW5Hy747aJARgDsA8p0EjDWONSSVCOqZhem0JOQDI\ngFUFVA8F34583ecn/PbdfwJwTwi3KwgJgPl2yfOiKQMg0t5td6KKuFuSOsKmqSVDp9ivl0fro5qo\nhNnC3tbFwQBgpYuugFqBWFpFq47wMv7DOjCXnVUL5C6jYRi6/rvR+2j3o1eZzYViRYWZvW86mTx0\nHuFdmM0779FV4EulsigQW+zNx6CLXjFgD1zVaRw+UPJbnQVSqUDJEHfMJg91ECfvxiHfky0/ZviG\nXcVsBvC8DJUsCezJzltep2RURlQUZdFP/jCfLDh19dfP4vYBsbJPXiOIIuhuTWB1XIBbU9dsY3Zc\ngOMRvCQA5nU9DbxDGVHVd4YQo1XTdDVVqJNuvfT0IG16H0knLICu8crtpsOcXpKZtNP3e9/u6eyp\nuzwQ7lXszICTbdnSjZZ/vgW2fmwA8GZpGbWS50XmYrC3cjqKD6Ty2DA/886W+qDHGLZKX4/9jsYB\ngGqwpTS2nHoxeekyDPA5gHdMGU4d0JSZRgbx3FdmsUtbVqK5cNR/gtFXxnr61rO7nWEYeThG0CoN\ny1EaL539kb1kYxQrduJD2JyqmTtWtm53qXGyS9HYke4A8OlI1vlHscin4Wtjrv6a/eqK7E7tVeHM\nw/P0ckB4K0FzQpFZaRNLZletsM2g7PkAeE81V2yO0fM9jt35/bvceqPGsIyLvQHQrkeP7LpZ5uH9\n6bDHvAgEApHMVaOBPHaAeiANMN1STtPEqmlVOdBysmXKALAaBc/tee4tGMDWTkZlltMB/7O5MwDY\npntmxEv1vGrngDw4mgeu1dkEoQ0ZuoOXnShouut8YM0PK78922+b35qP1i9xQRbgsM6ciMXSmjIV\nPSMtEuKqzPjwzsvcywLhnjNgQNpi+QqbK2i5Ng8dGFc0elueig2fW2sc8F4O/m4CbL5lQW1UV7YA\ndOTxiPnuAGAFMiWZ+bk20BTEZINptGX1FQGpm73KZFeidFYj8dABG5XXlxsF0Xo0XqplEy+/aIF7\n5WmYZnvIwRM5VQEAGaB4RRkgk3gxShc7seDVqAA7olfzsC1QU3vu9ZA03WSXjqEeuXfdhFuXn7Jz\nt5FD5pkDCsQmzKpHlTIwFQ8F4sc1qpcDwkBdqfWskW82ApRnmay6Qp4LevbcnU8AB9v3H5jCVZAX\ngsKqhpDrrfeGjKUHvucowXp+dR9ZFqlMBgClwS3SnXlDAGC2SAJKeREdbhnsoVQJVy1bMZu3YIqt\nTFXY5jBsNhkN1zmoumpMAD77AZTyuFVpH5iOD3U2rsa6HQeZBmjqYAJiyo0Q52loHUfuh32vV656\nZcwOmls/e+MH+Xcvjij5R8qsqe5BMSEzYUVgNs+1UWf5PgJEnMybZqLyMDC+LBC2rtLphfp3eqG8\na5lG1V1pLqpvTgKHyeChtbHud/7iPQPwnkLfe//Uezscb6Qz9fzvsZsB42EB5NKoBFcWSkjZdgC5\nsxFG2/TkObJfeU9DVUXQWrHhWn7kCs8G1Lrx66eIXHbS7DFqn57L6ggg22TIjV4AE6Oa8UFUL0A5\npUL0qgr/HMBwlWyVzzHLmd7nukx3VSLmRw7CgKQCsKqsAGG1AsTaWPZ6jWS+f6w6DpcIwhX4UlY/\ntJllWIU5dX6gzpmNbpCXA3hgAl8I6JYbinjlcMlROa8rHLkeOPp0s5XWM+eqmzfwbySDayAzUIIB\nirLTQ7G0xkQyzao3OGfSqVee1CznqoSnALIfoKoX95zj3jEDrlxic2ylULUKOpKdAt/e9ake054y\n11Nh9Br5DuBTNiRPeTm8GpRPGANgkQZ2WZHNglS9l7oBenhe1+7yQBgo1J9MonVBk03l1euhp+Zk\nWNCOlvgs9z7J75DBmrhX0ZWC1XWmUpyqHHvA2D+zXTy1OVwNYm1UdC8TqynEznumW8uMemqa7T1V\nbFU/Z+M35UfEVuXQH2xj72fXvU/gdS63Pc1cmS44d/Pnsb2rTQCWf7kjPOopUJ2shIIjmfkG2VxU\n7ZLIsmiSpfDW+l/y2AAxo9qxJ4v8cDC+PBD2FTTotLROq9q4HituAmi7E12vTrHA7cfv3G2qHHwD\nJM72JCq/gE2byHsaqC0A1dFoqSA0TQnssBa24b/p3cvXaSI+hzJzogJ1Y1ZS7VLoK40KS9mwBZsI\nMGKxvxtcQ6H38wAQhkl3ca5GWIAtI+b8vMuIrXPlbqP0uPB3JpTfsXkI+EZSEYIqACaxzqf72onV\nNv0kxrRke1lNx6gG4cZe8iPZ8OWBMGBaL78yygGIBZGzmGtDCTuvbID+ZlCP756c7TwAW/DN0TiD\ndSW6J/HYXZ02/OP2LH7nBRCcVsSx3T59iw1bvyOSNTZdggug2UjUzGDI72x5a2UAxG8AHEHroGxI\nvN6zWZ7zXc5vVQ3pjIk673s9/8ZpGj9IDvNVd6xAAXYLhCV0q+B3AFxtFnCYZUslQM2jJgCm4pfp\n6bSzdR4S0dqF06+MHRH9ZSKKRPRT5t41EX2FiH6fiD4joq8S0RfP8LQ6msUCDfOAqdz5X9evrH90\nTJjc0eqYzgSw+uLxzurHe4ePI0xckweNiMy96V9cp2XV0m+8200HySN/VCsbHWV8TJLZciEj97za\nw20A69URms5bfosuOfsv/pS01PTakLNbJjvHu3Yqs8nTagm4pFOOL2w1kroT9BzqY1SvYEqB+Dks\nmwCqct1Lr05dJrs9lutlc1Z1hjS7pXqvK+T59WCHezATJqJ/CcB/AOBvu0c/DeDPAfhhAJ8C+AqA\nnwfwAyc8bECkC8B6rsD4j6DrsVs/ILHbaZV5gNv8dIefPR1iBrQoiwPWDJ4PLtQ8/NFSuK3eQS5+\nZtv0Lb96QjxB5+HduI38y/GUApAJjgGoXtm0IJbrKJl8dYnTUzP10jcDY6eh0m+afFb5LMAWEUiA\nNa3MQzHsk9NGX8Tp/HwEED8IhIno8wD+ewB/EcB/Zu5/DODHAPwIM/+K3PtRAL9BRN/HzF/b8LRq\n5aqdL3x3NkYwe0a1R/D8b08kH93CPdh1CnezE4h3jonlpmnEzLeAqAGxzoekD1xj4bvnWbZyne0V\nyLJUlg10s5Wrcx1ziQarcG3esYrJNg7emcq3Fd6G+zAweE89EAA1u4c0u6ZSYZP2moikUfUGsAYA\nvJWmUrbyZqm5HhhZeqoMPavRJyV4JnrZOBGlMwk4Z6gYjY1sseAzezMPVUd8BcBfY+Zfdvf/RSRg\n/yW9wcy/BeB3AHz/SV8lkSrA8RFyo+e2N7lZ9MmcfWZckqsKkO1ShWy4pjJeUx22K9VhcN2uf6+A\n+YPb93vA3HOeAetZ1QJ5CayqCh7RvcuNEG9Y2/IRdNEwx9Buxh62bv26OHdKKK6v2dzLj6gG4ECg\nKZTyOcvZqsuqIDoNtH/WE3ukXszvqFyhnP0MK63/QgbKJqDcFIlmVkZPvnetjiCiHwHwzyMBrnff\nAeCemT91978O4Du3PUZd8G2Ce/VDbxrTZks6Cu8ia0hdaJUJW7DlMsKf6ocBHERTaaQVZ1uBLGvU\nwuXYTXa9yqhdNMuGUP/u6cvc2dqAqL6z53OcBYrN99hQYuPI/3Dx7MlWyVn7d7lseG+Z57p8sEkP\nRqJvRr9alc9pMuxV9buDxuykuOKPUVNm8Lfkmox/Hf2vPVehChNmvbZAfKo3/AT6YOBMECaifwxJ\n5/uvM/PxnE9xokwSUeluWGcZjFXY5zX//v3BvZ6/KeBdEciF75SOKD8zL+1VbTiG3lVBVCAg/5St\nZlVE591Sskx6yFbxXSB2wO3yRqtYUZekCe95lVgvzg7Ailoi1uk7SpvNNOQSNwsW1gYEERhpj7g8\nlqBMp6c3Jir7lDVqMV9WO7L1ZNhbaZ+FIJA57fG/U3GYywozTaPeQHFexl1YZ5UGWw2u1e9u6uBH\n0bSga/aUI5NnLPYfBEsICYwzR6lIEKDL4imiLFEPAXnXbI1LlnW/zOcy4e8F8O0Afp3KErYJwA8S\n0X8E4M8CuCaijx0b/iISGx6637z93zDTVQU6X3r1ZXzp1fdIppnVSb09rE45Qwy7DKd5v1c45J8B\nsbbuEbrTu06CiCvYFnyZa5OCkMKjcvoGqstANRgDVhXLsS9VCbEhsmPpUl4zqI7inCuYyjdo1Xzj\nsxeIrdx2fmlmZJ04jyr6sJxw7XfvO9VVb825fmduJwDvwg7LNDuzc0xapupmy6QhVbaX1gSxE8RG\njZtnwb3IiSoi2X/wWGK+k2ntyS6JEAeSMCPhd+//L/ze/W/D5vHC9/vkx/kg/D8D+Ofcvf8OwG8A\n+C8B/H0ARwA/BOAXAICIvgzguwH82pbH//TLfxkfz9/W6jmz7lcSyOv4znHKSjxj2nKNLgs1yJJ9\nAHN/LxDX4Dss0GxmgTiQ5QxmBZDze/bcTQP9bWRp4qNxdqBDQDOfmyFd0J1MqwIo479NKwuEu4AY\naLvSIm8Gxl6cjSi5Rek1Iqj99lH1TC6HPZL3TKZ3tusA8KODTAyX7NzbLTCuyminXPbcXhZs/bN6\nYp0V4ctV1SiLWoyRGLEtFlkFYvCG9BvZxYUivnT9T+JLV38CdhDy0/Ub+Jtv//pp2XEmCDPzGwB/\n194jojcAvsHMvyG/fxbATxHRHwL4DMDPAPjVzZkR4wA13BqAsx3TBwAx4IBo5/dV19KBrwXbXNlO\nAbGvvLnkoDY2Y+W2DRBQrdCyrNx1+0ukJRwbf/toF1uzoFEqIcm+a1mmLXuyWS5RD6hcfuQdaMF4\nFxCLnIN8YmkoShgb3jQ64eLdSSD2sjTp28mbJ3fPAcCKT44N+2lg6qq66svrIB/PVUOw9cqy4M52\naFoHBHjL9zaPTVwYpcwZME4G3glpUZAuDOJhlEbuKVbM+SB/EsAK4KsArgH8IoAf3+VTp/tZA7Ax\nodcLea+0CqRbTNhWctUNEtB0bzN4ABnUKyA273W7vlRf2mMgz75VO/Y+1/d7QHzK2SgUDC6FPUxp\ngIZlWW/08Rx5WpKsgIQ528ro9YR71VBWaOKcNJTD2PLARtq9aIF4G8nbb9+JewwAb8jsAdgsemjt\nvCiwmfJq7z+Zc/5ZdURH/LLQK8lGQD0zJzNhtGXOHHnMoKpP58Xt0SDMzP+a+30H4Cfk2O+awSdT\nyXpgs6sCdt7xjBY7F3uQX+raqXjacNh3tBW14KfX+fMK1Tr+5n8SJQfAD+kNOH8rd44+ThtIigDL\n3NBoCvioF7DV+BDagn+WSsIKeCIuPZWHdRUGb1Sws3pUD8wv27hvltpO2aJyfz+/NOWS3O9cDoUB\n6nxiXSZOyNMPtUywBeAuQRDfJY2ydTx3XasljSW86rmxGdwJq5mFBfO9fSd/R7UPHpuqOJ3nLtN2\nBIAqUhrJJ/GWS4Xq6Tl7LmcSauYzqAvJW+u3Aj7GlUPDsbJ0wdecRyDaSrTzvRNe1IKlyiE7H2Rs\n0ErndaEeTHPh3zgIYyB+VBw8W3N+Ov+JzC7Oj0lKC+gAGn34Hg82bXo48K3Klp7OQmHjtSUKSGFH\nBlM0flLBZxCwyiagdpl45TYaNJ83CsR20BdcjxEpOdEtjPRbDcsG1xu4s+BeR97VSwfANvwHFI4L\nAmHDjnzLleP3WCCuaoABYsAX1iKWY2zdl5zXSNOg8ghqt+B3QNkDcJbNMYdGD7yD8bXoPo7L1qfW\nC9lnS0UFwTBhE8aI1Vq/ezicy4P59tFuA4RO+W8b7/zN/mAbRp2vz/i+AWK08bHdaH2hwucdYfoe\nggPa0guKw2TjGMt+dNVLHhBPyGHUAAmIGbC7oPheIbOECVR1xZwy+LIZUPQNRSWXwQ0bbmWfGthd\nHoy7IBB2jk2i2cR5cEW0LaIWKC6VQCuWN5lnz3vllvftsFPrOiDcEZkt0I7OOX4PoTgnvhs+kvCF\n9aatgRQobWFWwKE6KMtEeyAyUkNUIjwGlM/zK7Phc5lw9a4H350e2YbKA3G3EZdrA6B10u1oiKqG\n0tYDS2Igu1Gs5nNTT2Uch62d6G6Y6Msj+taihkiqD6Zi37lhoVomtbzF4lcJDGm/QZ19VZnK9TK6\ndLWNpt38tcv097kLBGETSQ/AD3b+ew++FiD6JYKMrteSGsUdtcJaQkphkLBh62veqws15lciAG3D\n06RFJ15tjd3hBrWgIqzUvpnl2W6sSJqjVJ5dOvrKbn5n3aDo45stps5mx1Qnz9mIel645PO9CU5Z\nZV06XMI7T9UPZeR1Q5bLqaYZ9Xalqb1WX/S79sVB/pry6AeL+Vzy5IugaXSrnVOIZe++WEqkJSPK\nfHXub84r915QWUN6N4RSHjPp78Q7J5p8/5A1C85dIAj7QugyXgsX4CJsWYb30990rZs5bbFC2rqu\nutxyM6M19b+ljj9agBhlPy8rvurCtCKO+nXkfgMtOx26Og9sJe40T6MH5ltZpSZ+kyncjZ2QoKvv\nTJgiNwFmg0kuG1M28ZO3RwmtTYptRWuh+5HZcoPKV5oul+pNntZf5PsGXLUxh/pZjTP084i8bCas\npjnvsd9ujNxW9xpGVglgmB5DL/XiVD3sgp0B2Fw/CK06TwHah5/KHk/FvGWcZLcNUa1RhFujgJIf\njySJFwjC4rRgEUqXAsjLIVsYYX+jqXiDQDYqK/ZVyJ6u0zYKQxl6mecKUGqei1+WBVVAfC5wnAfE\nQz92NF6FtZn3PPiSrLwjqnbCaL1KwJ2nKVog7jJUKucOsem6Xpe8F6ddLHrjnWEbWoNr0gKkVl36\nFAMwaS7auFQ9l55MLl+sH1ZFmM8O4LJqwL44iqsTwMuf33dMs8s4jWzKZoZA3Ak3UNpt4xBk26MA\ngEBLBC0RWGJe1qxxzHPibdo8wF0QCGvmSWVR/ROh7EKtzgJxjw2fdB2wbWjpmaBmASAXMMssqhMA\ngEGlYAAGyH0BQgHj5p739SyhK2nKJZ3A9kHt3xTDxNWDrwJvNdfUTrIvOk1eKWdVqaPnVAByZ+N6\neuctbzaD3SnTqBHL3WJbH/RNGWtoylsneL1te0F5/EN/e5lSfpBZsWrBphRZC0p6NmC3O67uXvU4\nM5ETIKzfMtoxH0/QbB1SnKEEvocJ8SodABDu12RqMkZQIwO2ZdnpLgiEO850xxogFtCrpg+1HnQv\nu+89FMcqbyoU7wRv7nGqTLYupfsWiPUbrspiYceoQfnJnA/MOh+pM9Iuv28AuFruaragERC2qov0\ntdUp64oln4gmGvq2x96RzFuDgU04NEj/czPENmLlmqq0QgX8++iGlc0DE8xvlHhaAA5i6dbaa/F+\nVyC0AcA2riMwPhGVIi8DHNE2mNLQN0BsZBoV6QDwFBAPE+L1jPhiLt9ExrSQia+P9+Pc5YBwU7ip\nroRABuKETaXy1SPXneKZK96+TB8NZJz97WhAQ2Wy+CADUJDrfD9jIRUWUn1/DggO2N9D3KbOEDgJ\nEV4fbJmw2qftdY2h4MvIFri9GzFE8gtuOt/ote+KZ+9IbnfKmLvF1cVGenRAqQbgXh5zaZCMLD4U\nsk9yr0niZwFJ41z1TELzrB0Ytiy4SNBGadCY76lreaxFGwx25NYyG6reqf2Rty0LpnRmImCipI64\nmhIIc7IzzMc16Yqz+sFYcByNJ5yBIZcDwkDNAqtMMy13gCzO0spLbolsp6nbYmz7KEWd2FsJbHVw\ntvBsvfsEeqUHO1tJFCz8wJlcVx+M0WxfuGwsw9kKBmE5kcrIvlVN5TmZ6SAYQNxKv9Gg06k0H+Vf\nozaiUru70882Cppleb2EpZ4cpwou117nbwbONjox1r/N0S660HifAJ1qUHiHMwDZiG910z7d/OB4\n87H1W6+lnEWAjhE0rYkPMBDuVgTVB2vjFBkUGMyxTHNr4rnfXRYIA+Pugr0IEBZAab4fxTazdAAi\nY8dGC6UZOWrdGhl3VtwtAPb+vDcgtizC/K4AEC7dBg3aZlzzv+Kf7+7rO9kMLZspViKL3dqKuQXg\nETN5KteoKhwQazo2QHwCMEcrN7vibwG67QWc9Kh9piBr1Q/yexOAs0h7Wc0eZxpfLQOw3nN9Dbi6\np584OQ34ll4WgSIjLBG4W8qsiPs1DcxF9UeIHxPAoUx103Sy553uskDYgXswJAAAIABJREFUAnBD\nhn2iyrUC8KiyaQKPWlUtNBaA9zClU2z4FAD3/H5OID6JRVQx4S4AWzac69op4B28M+jyF0DSQ+cJ\ny+9mzzKM082z3/+/vbePtW1J6sN+1Wvvc+99bzKeCAwzxB8BAxNsIjuGYBMZ45g4iR3hxEHCxImI\nbWHFNo6IFckEJQhix4oVy4SQgGLJjpSYEIfYchwUy2M+In+MgRFgYxFgiGEYDLw3eADxZt6795y9\nVlf+qKru6lq91l773HPv2Qd2SWuvtddHd3V39a+rq7urfZq2DML1tOdeT6cHxPJSm/a1YrVXt5TT\n0oo9Dvd9o3oKdbTh7rLjGP5W/N0q3hEwI4+LgYfMtEbR1/nGFCZnygDGjMQMHsXuSZPMjrB96Op3\nNr/Y9RQa3rfn+3mBMIAO+oZLJ+wLNkNPs+5st3tjf04AwWNdX19Ze+8fM1HcJW2VB83fGQAvgbCV\n1eKgmLvoacIAmN284WLzQwU45ck0Yp7tGbehzJYqxNYGdqk814B41cfDRopsl3i6iXF86cebQD0G\nw7MGiu2+Py+Zdzww+29KvgGbBpNLXe80nsca/l6D1gAw5oCqYdMI0XwtsIyyKzOggM26xRin2jj5\nqZIPVRNmdlNfrKDU6DCvRFS0NbMNdwfTGpCW72gmMBJ38Stq/+cMbktIrLBnYXK4Ja1WtBXi3nWn\nEdLKKcUd80mBrJQdMHfh2dFAtqTF/ef4vFROOZM1MqWycXnN7NqNCaCrEc+TP6NVzVxlvatt+Uau\nvt+maSHcAnSW1g5bxtss3nreOpDNBYB9I9XjqwVfigOEJ9Ujak4WZjOmZD6x/SKgXICokYe60UQq\nwVbXus6F6wmN39mAMIA2k0vr4+5HIGiOjsB1uhxNXPZazjprZ0MLvSUNp9w/QxJlqqe5U9VSl3oO\nt0lmF4CCKtNUwFPy2PEZgdZVQE71v10zkczImbIM2IxTOS/HaTLE9f9tqNEEUUCyCY11YLL0TMJ3\n6AGk62248Ls7nCdSy4ffOmvOYsnjo0k9opp7oPTT5GxTz609nyZKL1tupaSV96ALM1ISN5xqhiFz\nEFRAW6/LAN0ETJpPds6EMo82b9/I/rxAGKjdKYbzCdrTyAIKJ7uHWWGWQm26ve6gMuUCrfayUOCb\n61UnrEU6oek8lSzqzVHY9kSq9c263D5QuzwBbKI9uOnWLyXAL1dfCNOfS5jufXLyYrKxG8C7Adgn\n8G6QVVMDgQfomUDXE9L1iPRsBHAATQtdz3LtgPjWba/lc2seqnlQ02l+S0Rpb1fYrYJkBGC/VVFK\nwJAK+JFtqtAAsU97kItZ22TlDMxmU5C7MH56fORctc21+rQkU5YvZoIwANZyR87ARKKUmYMg9w0n\n0pkRJD6LSh7bf5eW9JBBGOjXtJmGy6XA2AEz+a5DU5hUuxJlmyQbAc7qepKwClRR+I52MWcXHaL6\nzgvE4aNsrLxcK73mOwM9Zk9mP1aWJSDWqFv3+0cS02jrBvhot2ofErAfgKs9+GoHfrRD3iXwjpB3\nVM7p6QF4UyrVMGUgucUL0eTUZ2ZDZvQoaKZ2d2YGcc/I/fdA3KrQLngfh25Xb8duqPWl2WRXw/D1\ntDSC1IRfywG1UYzKErSJtWdWV4dBtOFB6i0DM69tR6n0nBKabcMSgVMCDwOw03MWDZgz1Ya29IjI\n+XIh1ZYVeXUVJyYvZ9trw/mB8Fp3flZBDYxVS5h1p1xL6jcONWEiVEAmagWkz0Rz2vbeEQButkY6\nEv1LI8e/pcFrwsCKNjP7cySqY0AcwfSIBrQKiA4cVD54L+DLj6/kuErIe8K0l3PeE4adLGGlKYOv\nJ8joDfUB2GvDzfl2VEA1KCFlW51YJ3oAvBh2r74o+O52coAFkHIWH70dr2HclB06RRV6MpEPZ5cG\nUPcstLo7DGUTTl5qqCP13jNN1bT+gVQbHkQjVrMCTVkBF615KpHuzuzHlgyAXbxbeVQ6PxAGUCt7\n6Fr2uhfsu2PamicvVG4TQr+wo3RNO2LRrVwdLrdU+CUgjqAGnSXgsa3Hx2rFv2vy3c1Ofjg5lP/U\nebgUtCtL0+zAKMNDXY14Y1nN+DR+goxYBd/tgP1OtOGrBN4TsCNgT+A9gfdDNVsMYqtkC9wvmw4m\nlqKxbqWeMuG1YZ9v1Jopjp47Nt0GfImq1pmcNhx7EkCdCaDpJl833ZlLz8mOhRWLpvxYuhJJ3Gmo\nZURZ81u3U3Lxr+VlicDXqabhIYcXAJjAnEBq22UbMxhEcy5pZwZyAmVuy0tnT5yy6vb8QLgUiLsX\nBRxwWhpchoeEe8EzT/uxa+X3v4rl2XT5EJ4f0ciOvee7994k0RPTnqZ4VMt+XloKewO/3fd6r8wy\nvA2Oys9xtpqPXNxentxgDHYCMqXhs4n6gExLGgl0AGhHSE9HpBtGmgCCfjtZsG6kPQ4csW9UgmK4\nwHkLFu7/zNZdwbO+T20g/jqOgwBumbjbur4BbaszXvtdsIdH0AfaTTB7dnLTnKnyUQBxGGoPdtBB\nM2ZVrHKbD6sZKeGXeeY+Uw0PpixyMLFq3FxFiKiMDfCOwJPMJyZrEGznkMnNXz9RKTofEC55Eyqi\n0SxxHoVjGOG7jLZFnir4xhVY24DNCZRnp/fehqBaN49OawMWAHipYbgrOhboKUB8C/KysBiUaVnu\nPdIXu352ndan9sYGdCYG6UR9TBBf3zaUcDMh3WSkSbWeYdBOmHxb20SVH0aVJwdOs1xaakhZ3y+A\nqMnwQOzloQC2ZlyJyOffMghT8V6XalgGUPZ+ducZ2yFOap6E5Ho+UPnwbkyLTbiCME9ZZhyUjUQX\nZK4DwO1RmSmO4jNXEG2AlMrCuKwgTCBx9gMGsYLvNLkdNvpsrdH5gDBWMtbIg3DTCvfeLT+uMqjG\nG7Tg2uo7wWjAjtr4ZvG4P6cUQtzVw+OZT1MPiKPJZpmpF0Qa/5EiOx6Ma1CiGhySN0+txd8BhqgR\nGkh5O2PQhKHLU6UTzmXaIh1kalrRhIdBop7aXUKK/ESFIWqpHTnmnrx6k1mTNtdAR9OEq0OtaDol\no+S5B2Cq2qjxmF3vkXOtI5F82kpjgIaXWlQB1EEz0DUTQAPIADCFhiIKX6/xmYEwlQaRNW2UWUHV\neEOjC3EyTTiBwUgHgEk3ufV76JV0xcxfpzMC4Q20pubPAFxzsSzCMAGvGvBskGEp3O4zqxg9zWAj\nMdDXglf4KPzcJwD7uJ4DhRszE1AHWR24u2Sup8xXPMdXCccqO1V7p7rMJJOTKYMmONCpmhJp5SSi\nao5AKIUeCM+0sACq+h65b5htZ8JeI0dNmprpZQGEi9LHrsF28TRO9GeO9A2MuCorzXLxCIQufj8n\nv9HSUfM05Vo3vdkhDW6qHLUgPMgUMpl5oOkp8fTySHPRN2g+jSz5zlOubXkpQz0RyQK5QWbK2Aa+\n7M0RRZEDVjFqgc4GhMk7kY7kBdr/j+9EIPb2Y/tfWnjGDIBNODvAyxb/FnvvVnLaA1n4sbUO6RM7\n2wYAvoUwLPN5BGiVt/WByhCeKy+KZefBqkayIuTkGjM4Db0FrAakPPhnBT1WFcht4Eg5xEckYGHp\nZt26ybrJvhJziHemvWlj0TRGbmvY5lV2YcRww+HyqJaJA4oYZlRCYg+w6TEar76hM6ANPM9MJS5d\nzYa6anKwaXFuMJ1TTVO1W6sGzyFMu6Bw9oDuZICYwaoJV69RbTszLwjJS4r5qEkysOcHOU/YTyED\n+trpFk04Anb9+DgPEWTXzBCzb7dF0YSthdZM0fHdSwvW58maZv7S6Qg4L1FQoOvfTkXtqcEx/eW1\nCFKoeVoW62hMxUFNBrNWaAMXq5gGQF2gUzeGWStvUy6eD5dK7p3RynyTT50yJaCYDTzI+TDV7NCu\ncvNnyXEmUq1UFig0fHtzkDdlGF9bGuaSbheud8BU8hbqzzeVGShtfYC4Nh1sFR21WNHkj5Wjyx8/\nW8o/B4omXDb8DA01ATIDIjPSyMCo+82xi2MYatxWRvxQQXgY5i70jFYByFFXOHra60I4s27/CbQF\niJtumlvd1AHgogH4YJkda+yOl00hn09qgBwKB0Duh9tpmGdlQ2h2VEghT113u9r+ZJVk0aocCDd2\nS13gwaXrTlLJctZ4PHZZafl0RA0U83RsAmBqr1MvDuHZOzpiA1AHxhKUptn8c/e0yKYRZI06NJYN\nGzEdFkwoQ1fPGRCN11awDWHWBwAMpglTNV/4BsbnSwTcIAvOTqO9oFx7usnSVOWTMkCTXNDEMjkD\nAEHlitGGTQRMw6z4lui8QNhvpwLMgXBRyz3yDJgX1hrdBoDLtyvRzAB4LiQU3jGBFTnuNSb3QUe0\noK00A2AffgCAXs9oxpLTRCwvw+ahZOFZF5QcAIfKWSq5LxPdEJJyCpoVQgMONE5qelrwYoOylF+a\nYZY9Fk/Qqrlom7mCcWgIymUAu5kT/waUPfXuOT59HfImjDDjgg30bPBrP1Rzj8XDAKWsg3bOp0Tm\nkMdcy7rZqcWBo+fbyiADxFmWLrOlrZWHNOkWq6PstiFKM1XM8g30LwoQBioQ92jRLghX4LOP3Olu\nAMztfTtj5RgQFw3YdZVmAExUu2yQQjcgXovixdIdALAxXhDxhDBD2c/KIAKwG2lvfId4M0IEHt+N\nZxaA0LBZe2xsfgZc17YJo6qAjYY6a1DWNN6Z2YVc3lncAYSsAclZeCwaJ88FxjdcFoTviofGp8mr\nWbmFMlzS7JsGjmt7ZLsd7xwIa74RA6yNHvnVr7bXmQd849X7niisUYUJu2Xe0pL0SjkN5dXSaGdl\nRjViypBxALM3A25Vrt4bt0Pr2YAwXw3gR3tgnOSYADDLFJBtIaBbmWeatAfj5ZD6D4Igk4BA+wqX\nZ+27TtsN/2cC38RXhZddJWb/zn0Szy6O01Jv5Whc/Ypd8jPGYQ0duVIKpohZNxLoapfdZDR2R6mM\nHDXHZmaBmxGwEm6Thvjfa3e2ApQBhnPDWACOWxmKFBWSRpMXeaPUaqWzqXANMK+Ebf98PjADSHVJ\n9CRTvhgo3ttM3mmaxG7tBwm35KOx5jT74nXOTEyqiZfpcfYqc9lPVLDeylHDM58WpNPXBj12CRM/\nQE04P9ohP9kDBwLdAHTAXIhWM3ulYkfwPIYXjQCjHps+pu7lzAThtIvGxhbTmn33kh0Yr1Suh069\ntG2xmRqVruSCdjZleIBuwG0pSJbNHcnAyWukzWIDFx7Q+lyYSNDF+631fHk5mJkFTMOrS6eL9z/i\nOp0sysZSvdjSEDZA67TQci/0AhrqlE/kL2sLMk6gw6jaJIGG6CQI4j70MMp5mlxj4+IqjaaLy3bE\nKOkRvnmgYlqya3uR1ASCzNVaZYZ0a6RIvgUgTp/2CXln/kYGjHiIIPx4j/zKHnRtFYjF7ubdBgIb\ngGdFKBowXXotvuBQ+IhmtMxSAOBoAy4CXVt+icZrbby8vPpsqMfYiVqvNyfdprHx4NC0bZ2GnAhk\nCxWYZFDGwpjxVfmhhienCadUnMIgJXH0Mk2yCGSaBDCnSfia3NLbGGfPLGVxDKkOUMVpWkv51dOo\nt5KX2e58YrTp6JHPe2cukdWqJHkyJtDNCIBkPnAAYUwZNI7AYaoOhXqK0awXYFPPnDyo5pv34rhH\n/AnrcuSs2m/ReJ04Uo2Kk8gOJ9mhebpKyI/qeZwe4OyI/HiH6cmV7nLKSFMGxiwtvp8xMSOfs0eE\nqwjoTL2tz/17M014AwDOWNgCwPqdq+iNtpvD/yUb373SEjMOrI4G4bSNrZUa6IMKzS5cA2fhEzgx\nwDbvFG15hHBNC2521yCIRpoA7HSGz05tm0TAmIA0SQ/PuWBk19i2kQTNNzikaqZo2T5nlrhj2vVS\nXvUoNFbNcu/ee8eA2L/P6irAxjvGCc0S7ZTQAiu0J6GbbhZN2PgrP60WzCw9BNs6WV9momI24KsB\n+UoWiNAo/kNsY0/bV45tlx8PxqQbDRMhXxHy44TxyYDpccL0OGE8PESb8OMd8it7QAGYxwF0M1UB\niMK1RD0Zi3jbw+CepuQL9FagR/U3VKpqA0aoGAa4uQ++TeU9FxR+AXx0TVBOFelR06uYa8Nw+Rob\nXGYBUioA4MDQ5fnMHAHryhoAD8B+J36K1WctEdWxAy9TtsCjSV9ISxxY9KP+3iugS8ti3vjzGvne\niPJA5lvC24h7jeGS2WhminANhpUXS2eh64vX3p8ykKfaQy4GWxe/5XHObiqbr28oy5Dz1YD8aAcM\nCel6kqRP6hdCQbgFX5S8Nz/D+UqAd3qSML6SML4y4PDsAZojcMhle2kbgQRQM7Z3lhdqSxi7b2tK\nGEFytSe0Raj8PW1NN7cBnq8m8Javpo/TCmoz2b4cK/y+EFoAiTshB3a+bIEWLJ6n0WH3na+gjQy5\nDFYNudWkWy2TgLnXrK6ZyAFZMScwgKE2J1TTbpXav0+u8RZF3fGc0fLQRO0GI3v2ZZ9BURmJYBq1\nS/8uMP/PrJfhG5s21wsnZ2mUJvWeFNJSBjeLkdg3WIH3Wb7XxozVg14ZRNNDGkyFBEAbWsejOm/i\nRDKdTeeXMwg0AWkE0gFI1+qa5GZldlegswHh4dmIYXcAXY+yj9eUdU4/LQgPOS3SBNe9bzZW/76/\n9BsydgUscsjtt6uAEIFXv4+fMBywE5p5nQ3gvkiQXaMIRndJCnYBJAvQHGtYlrryTflr2KW8OpXf\ntCSr3z1n9V6zKtcMb6u3sMSmmEFZnL1QCdcBghqfm11hhmpmsKW69TmVPOHstDSzq/ppaJYPTX5o\nQryyUvLQ5w3myo7mITPrqjoXfiyPRuv192Jj5XgtZcR13i9CPEVG7BtLSygrX2axJzE4ALYFISXP\nUbXcwo/jv+Qnlx14yFZZZhJlOzEGSBrSxNi9tX33j7MBYboekdJBN1OcZIVKebigBc8qXQDihpyG\nYwBsIGD7Vtl7C2VbKnMB4qXEuAtqbmg4foqZjzcKKpyG9bKB+EUCsFIEvV6Pp7zL7XnGbpCJGEdT\n70PlKi9yKxsNr6w+hCcU37Y9M1EBaFmJ1fSqbKWd8ZhVmyIqoGC2St8HNpgkdZvII1U3io1fh5Af\nzWF55Mp11hPsAHHJGl9HQn7bO5ZPvTxhRmMK8kpGeU+14WJKMh5Cmcc65cvVbgfznwBwKnORZUqZ\naLY2La2pk14TdnlUdtVgkm2QCCBiJJCU+ZiRD+lhgnC6HpFwkNZ2yqL+m0AAfSDuHcD8HMkXYqmc\nKmTNOvdO4TdAvJYiwgy7ZmDKzWnWAntN+KVi8EsE4M4OKqJpdAD4GEVZ8XEtmg1MAGjeKPj4e2XH\n/gwFxKTzSzNExSrMCSAMQNmxlxKQsgDxzuzJoq2BCGZ7ZtasGkd1dpRVM51UC84ta74+NIssPBi7\ndOWaBTMgdu9xztXZ0qy+dZSI0EsQM0UA4BI+11WMs/nbvXK2MrO6yO1zS2ejCdvWTak4jefBzRUm\n6CCcHtF5EwvggkjnDwuPiRmUCWlk5AOBrzN2T18QCBPRVwH4qnD7h5n51+rzRwC+BsDvBfAIwHsA\n/FFm/pljYadnI1I+tAUvgbagG4UgLh21b7oJQBlQ8XUD2RyGLEwbagoY8FsSzeOg+p7/xt43Ae+t\nCIwacIz7ZdGLBuCG+pW+A4XL1Ct7Da/u7sCdvNRGwEChB8B2h52N3t+Hb0MrmJiP2tLlJ4gVwhzF\nMIDEANR149Ug+93tB1m6S7qfWTFxqA+RKYNGzau451tMv3dcY/d8XTEZTGgXIfgysRRmAOT2V/Ph\nWib4xm5mL7eGCV2ZNnOHREtu3q41HqFcmt7OQj00Hr1z+J3XhKs5AkC7FZVvKGKjQcHnSwZoSkBi\nJOX9RWvCPwDg81BlcHTPvhbA7wTwBQDeAPD1AP4qgM85Guqkk7B7ZJlj3QsTkKWCWCoUOxPgd3eV\nJag1RQR2u7hwiAe1Ei2B/TFa4HU2l9ULQXtRr0/B6Nvyu2QDPIk8wJkWU28x664Vx4LwPM20H9IK\n0jakBYhn5DV+BBCpI+sN+Lrr2pC7xroMMDk/FTPTUpsGTrbzr+7wvE8CuBni3xhFVDVertp2T/uE\nfpytvnQWp7C+E0HzmFxpuyXAnUN4IQyfX2vy0pg+uD/k0vu+6dlwCUe2KjIAH+FaiDLHmziBMIDM\nLSag3tJc3E3jPs+HZqsn2fMItts7HQ7L6Q10GxAemfmfxptE9HYAfxDAFzHz39Z7fwDADxHRZzHz\n+1ZD1XmAGlh7LpE4LcJLpaeeJt0AMM0FcqL2e6YiVzPzhGnCFISiqVyRp16C4/cLwOsBOIIxNy88\nAPLga2nw+QuUruWWBqNXruWZ/kSgnoUdUDiCptfe/NHjL7Not87fR0nXErgp75zg/Cfo1rWT4873\nDjzgLYFwWaPgABghn6LZ4BSzl2rGDQj38u82xIt/Ql76+Gq51LadgbJ82BouOQsAm7Ksg22TPmOX\n7yW/qMpmdvFZDyXyeTNiK90GhD+FiH4KwDMA3wngK5j5nwD4DA3v2+1FZn4/Ef0EgM8GsA7C0yST\n2o/Zd0uLGb7vCaOvCM2yUuuG6DVNKJlqFY9UI/ZajgmbH9QzZlYxY0EYI4g2ABxA98EDsFEEX1Ot\nACa3Mebat54ioJoCdGwGSwRRy0+vRXswnWmaHSAuoE0ozmVm8YYL41e9iOUdIe+SPs0SXWbXcxM+\nyxSq2OU3PiKPvguNNk2zKWMuU5bLg9EfxHSyegyEXV7TsXc16Bq+pRmabtZqmMsrxNoogiGuR1mW\nROcMAhcAzimpeZ6rfRxwtmKHPayzUwyMdWCU4PORgcOLA+HvAvD7AbwfwLsAfDWAv0NEnw7gnQBu\nmPmN8M2H9Nk6Tdr3aiaj67OowQKhBdT3PIiaAM52pE2txyNzIN0AMGl3SzXiAsAGtv7a/htTRyi2\n8jMg9vc71/6dB01Wiee3F+v9oq2/08NZqtSLz6xh7TzrmSOiVm3/i4vMkJalxgK6gisR4Hf1ZSCx\nDgAl0gYKxRTR8BL5s3Nph0hFlCoY26seOJYajZIO+2MNJ3fStpJ3PaKiszZaf8NAL2163fhKLr0F\nuceZQUneFRcILHbh7AGYkHS5uaxPCFtLeZlKpFMCFeD99kbeHwgzML4gEGbm97i/P0BE7wPwQQBf\nCNGMe3REJdGwdaRXMjC5QQyvMaS6msZawQyUVrHc52CvcsLiByt0WpDsH5bksClD9j5xtTEGrbjx\n71uEtJtxeu7cW9SE/Tvu5m27eOdK1qDMehm8XrmNGlOEe98uu8DSeQ8oldj/72rCdt+FQ8B8sNV3\n15v987h+ZVqwHWUvM4CZwBNXf/OBt0YbNh6bc3m5SXc7AHUEJO079w73lIAlE6J/ZT2WGvhSQxnS\nOrPVA8UfBZksFTxgNRUlWY6sClgaEvIuA5yKL6Qm7gYzCM3U1LJLs58uqHO3xxdrE3Z5wr9ARD8C\n4JMBfBuAKyJ6e9CGPw6iDa/S+5+9DztcuZYHeNfjT8G7Xnl3zQRzjgKqiYZPvLRObNcEkC29K8Lh\nhU6vp9yONEvi9B1tQ2ZmiXDvFx11tNQ7J6//NLpQl53yvLk2hLKy0B9rpMv3DdoG7S6w5J834XH7\n3wGx7bpRKrF/bvF4jSqpouH4ErswxKuXLVnPWbyHXU/AzQg6THW1nk+bxtdoPFEuewAX5b0Hoj2Z\n93llJ7JwnOz0eFgiH4+b9WQDtlXrZYCp+vKY1VkfpGBCWYFr/E5JHK+r9suEOkPEKKYho4LsVB0J\nvfbW+/Has39c8oOZMfJLAmEiehuAXwPgfwbwvZChyM8D8Nf0+acC+FUQ2/EqvXv/mXj77mPrOnnT\nVC0DdARZthtXUWOngWRbbVbBGKAyMAygr2kOLP6L42aG/r1jAPzgwZiaU/fZlu9vZSIxzReY2xct\neA9kdg6aVy1kWI+5aoCRtbUGxlXERpuCkw0DGgc4qsmLQyBq59P6NFBCsbNRlW9bgMUDIQ9AYgYg\nlR2HCbg+iJexcSxbrDdJCFr5KhCH5DaZs9QWdgE8XJRvA5j1wloL35Wp371CZrm05SFLiFEXkvTM\nURlg3d2ZWJZ/Yxoa5Y2IXQMaeTW+uC6fzhmcJ9A04Z37T8I7h09ULVyevTH9LL772f+9kgmVTp0n\n/GcBfAvEBPHPAfgvIcD7l5n5DSL6iwC+hoh+HsBHAHwdgPcenRkBgKHLPQ1fTZCLkKoWvBukoHOC\nTVov2qzZaQxMtds3kyv7ZrBvp3b1kX00z4A+AP+iA98OSG1K4gztNtJSzYcDL9V2e5plBM4eCNDs\noo1/xrbTrhwAx7m/fqpj3eNO7I4217UOiKEOFFnaksg+CE4T1hlyKps0jqDrg4y4e3+6cOHO2Of+\n9UIyaz5ZGhbC9PLegLBrTEtYaP8UTXmJF5cv9o31GvR5MwDGEPMCGFxV3X6YNs+52Itz7VGUbZLC\nLsoxDEZjcsCUZZNQ7UE3UwZPqAenasK/AsA3AfgYAP8UwN8D8JuZ+Wf1+R+HzLj9K5DFGn8TwJdu\nCtmEXFslMSsQKHHdStqWHyaSDBxbTXgOwgRrIgWTuWaSHTalqKw86mTili7aSwPk2wJdLxygAac1\npXdztHcAxLHb2wCuu260Ht5QAQgzMDZA9SheLisQxwEgGHCCCgaLZqtgTKTzdFFssHVsASjjEk4T\nBlE1R4wAIwNZnJnj+qCmiKkqHE3S2sIrKVrShGft3lrh97534ViaatdxHsdJYuHA2Mw3FghzMEPI\nSldK1EzbbXj018anNWQ5izkihYa4EQkPwtyaL/NUTUf+iKvtVujUgbl/78jzawD/sR6nkWuN/IBD\nSX9C3Y2VEiiNIrTgdnTSHTKKnGCj1aXCOM0G7L5d8kjlydvfOsB7pxDcA/VS4x3xlphp/drdiosm\nSmX2gtnVwEyQn7OhIL8qy85uZSSZhmkgnJsKWHDVpZCafy5dDftq9B51AAAgAElEQVQRYAx80cpL\nE4BzOmQrLhs+UcpM8JkdAMuAUFFA2CkS5htiVJvwYZTrYjZDbaxi78DPbY4Di0367Bs0fPqGqsmj\nTtql7QsApn+qHFHJp0LWMKFDHssbm38NgUgXWdnuIqizPpr6uFSf/bZTZZGG4YbLDq91M1fN17nW\nXHc3e5zOxncEgNC6uouiJThNeCDx/2qo2km01EVGmU7D0GkrTvjL9ua5VrrY3drStbvLwboG7Ox6\nBdis8nTB+IiGexJTdoqVzsd1SyD2wOV3cfAbOzYbQHoaUHeT6YBmdvf89xFgw/WxQZ8u9TTU0CgU\neZsEQGickK4JQ2IwMoZpQrqZMLx1g3Q9ipPxqDjM+OmBf5DF2KgToXEa78vsaHodAC9mhc1v1jp4\nkhxyVcyiOwFPBtRRztf4N3zxoAlUj3debqKi5jTo5ThOq/vnBcIAaneS25N203hH6he0akJNC+gP\nIlXgfOXTvcLKLqvVfNG4kWy+8byt0F2aIzz4bgW2BozREfrboTEBwV2GF/iYTycCsQMM7zu3zOE2\npyu6Y0W7l5peFyc1kPm2QHUE5acRwcqntPJ9AC49sNggH0mLb4Rn9xSIfAWnLMa7A0DESDxhNw7i\nznXM4k+lgPCRcu9o4GQ9xSXFwDV4ZD2NUIe6IFuy5AhgE90eiLVsyzhRt+dlsqOtHOG4IrTUiJV7\nrrwNfJ3b0MYcdEd1/XxA2KW/pwnbhHYexN8qJZKB5rVCNY3GXstQ0E3gZH5ZUwDgmLm1pVwkD753\naR9eBOIN390ZhS7prMvnKwJOazh8xSpAYnuoOQDe78C7HbAbpPH0FYMZtrcbm9ZMAI+6Fc7o/JF4\np+AezAG0wGPpe86KFgHYssIqN2qXnDgjTSQAvBPnPXTISLan2ipRC8SJUDy1ReDzcqpmERqGum1R\nXHTQlWOueLWqcZoitALEvfBjQ1BWLrp0Wsb5C0v3zDgc0t40wO6/XcZelIFvnA88z5b22EjnA8JG\nDf5xxUAdOc42V1h9gQLWQ14HSxEEKBBLxjISiIJNJ26nvZVe1KBcF4hfFq2gee1+6EkZvZUGr9v/\nuB0QivlhtwPvd8B+L2Bs8zMn1SIzV/eEu0HcFSbo1li6aonZNcCunLoAzPOK2OtRHGvoGo3MskDD\nKo1BlnPOSBPAN5IXSd8l5Zsa5zpLNdwDVO0ZiDbs0urlNFGZCkqDzjqaCJwnlBUiHZmuqk3IxxlL\nVSGpQByeR55iHlpj1diG3bc+7UDVin0Y8dz4UeYitl2TD+e5Fhw919VMuRWdHwjDZ0BRHVwiO0LY\nZGgAKid8BYhdgRQBjVrRbeg5teD+gBiclnlCd+4OaT3KCr6NclyAGPogAHHoNtt/Iht4TTov3AGy\nzRtnKJBJmOzDK0CedUdcp0GV6I3ntpzaKw8yMSNCRW9TVmSAnOxVMNK3y+BZDYcKIETZcfk4exRl\n4hS5q0BdZiBEu3KkWfCrmk+bdljaatiLX/v6Y4pwqjyjhOI0bARfL4th1nJtihQ8B+PGFOEHRkP4\nR/SMNTpDEPYkmUATS/fyIAMWnDKS7UfX6xZ40C6Z4wTBdxPbvtrtAbhHpZJHLbF5qXezfWx23l5l\nu0N25zQHm/47HfLJ6lVoA12rVCmBvGMl3V+NWTXBKYNpAtk82XGqi2xMY9Kt00Ekzw5TnVdb7HjK\nm25x3miJpTFGX+H02WHl6v/HRnipq22zI6K3tVmZ9vJW400AaKjyYTLve3PZ9/Jc+jwvth3TJL5c\n2U3X7A9Mhvw5Jn+zfGgQdMP7LtVWjxku36yuh3T1zvbaGs/Wblp+9b4hVIUoOSf+OhFL3tmuLZ0X\nCDe9CLeCZZI952Tl0AhKSbZAGidxytEFTsvAtqWUeExoCW5I9MUB2tFWMjQIq+Xn0jV7l7uXz0dL\nQNyLgFb+ajgWHLkpZn5GBNkgUVKQFlnAlCU4B8Lsu4dTAkYCDar5FpPFJI7QGxCwOLkCYSNDK5nX\nZAej6Z1sBWCgxjurrL3GtQdg5l/F+IBrROTgxrzWSVPR9rLogIQyZYv9PNceEJ9CLj8ku3pKRf/9\n8j+5OdirFWQBgBveaZ6EJQXH8i72QrxdOkN6bh6It2PwGYHwUj1XIaFRQJjSJLa9gw68+OlHvRa6\nDAbUFlQ8UYUCfVEAXOgYEndA1aY3Nf2mhYxi/4yfq3vUDX8LdQXP9wbgABht17dowc7DnVYWKtve\nSI+oaMIGwiUsd3bLSwWQNN7k4mUUEJVs9pXtCBCX9C6AQs8G658d6/Y3SoHT/pKORpcNDvz0NTfT\nJ2rAEUj0HnMGZUUSvT9zFu/TvIDnR6kAKzYAqX+/1m9RzMilKeZVLLsO75t4RZvuWA5mArE02FIE\ns783DomP0/mAsCfNAIZUQJoYGLPM78UognhojeT1ixgW0IzKmq252ejzBablFPtw6VrKyXo9qyXa\ndItNcBSB7xSIj1MbneM5AE2jAZtZQkGFyhQ150HPRrwnSLd5mioYN7uxcLh0FckAzAacbLVadpUp\nfneM7FOv4Xrw9f/LNw5c/MBUN/ygxRnPvrHKUFNLnTHSAPAiQOlllrnJ5OrcHIADmPXStYWcXZyW\n9vJb+t/w5L71AGnnJr2deyUfLBzjg9wvalxewSvkGn2bbmgmrtXGdU7nA8JDApJOkyn2QrQVccpA\n0mWGE9eVQ6BloS+01PreLUr13F5ytD/7591ASmBzjksltyA9yFfw5ecA4rUJ+OtEsyzublkUzBBz\nUEZb7h5MJzNDTPXanvmuqH7PGl/pIxDqFDhmnTGB+t1Me1rIi5iuTplyfG7fLYJNyL8AgnPH5zFv\nPfja/5U02P2cwRT8asPJwQzMnoeW6mHga61+GDaizZ9eOkX8CU2PWBWb4gKJWjktHJZBXWrCay9U\n50kk011TBiGBOGErnREID8Cwc8qgq4zOPmhCJR6VWk2KM5xxnEN5bwC9eONUMFoAHDIgjq04LEGd\n27cmD74nAPGdxG+CvsSa0/zKbAhqy7sEFbU5PYodeGq7zTNWQkX2smRaZGMWaJOxGW18vm3JQ99z\n6fINV14L6TINnmL6TXlhbYR7YSwJgwNsA7hZY9H57JRGXst5yQzeZ7cCZcsrz69neVGDaJJiYxBO\nDmvjTLWnkbnGu1auxmPxgX5aZTobEKZhB9o5dkreuwwDmtws5Z8IYJ3zC7Stnr0Z6uMCFy5g7sbZ\n/4za65mQ9Tab5PLsCFO3oOcA4ueN1sKJ6WnA1hpOOHB0Wr/vejr3pGz+FHI4urzMGJC4rJINOjuh\nmD2srMvP9vyYpfcoEnfCdgW0FK/PF1YNPvoV9rMGFsPyaly4MPt5z3yxRKcAcZcWULhoonBnhDIq\najGafPWyxjJHmf0GvWUwGMWvszlR6pnLjpJXMBhAHlZf93Q+ILwbQPvdXCiA1j4YukhEJF2ppDUh\nQzPOCiSA4mJ+GmhTBeC1LmT5jNpzc23PhJcyJWpGz4t+XcZwKyB+HlpSABoTgwGwu9dtuAyEBWjZ\neawq/80OanH4+Lo8UPFLTbqyDtNCJZsB0JGK6NNezityM7vdeW8Wpd4oJhoHyhafTX0rPPUAP0bN\n7WUDbGv8hGdr8SxpwSVid8T6aqaSXg910RQxr/eSFdTKHFGx4XpN2FblNsrDYto6GPBgzRG7XT9T\nfWsUnbGYKUIcs6LsLisPZ3m3uHGhgdXSipvuN7RwLj+tcGpPhW0wyCqJAf+taakG3AcQM/o1TQE4\nORPEzCwRvisAXGdCNCaIuLS2F29vj8GUZIlzBkCpDqQUAALmmbSli+neaTQjbl85SdMOMuzrR68X\nYPnJUM2vUR9XWbfNMvt1EFWLXGF1UQz9ef5nxkscN5i/w/0zgC4oukfswy5xQFZTKigXAG6AeIWa\nOKn6QN5A5wPCRjY1KVJsjZoMVABO2u1gm0O5pr3WTPNWC4AQDQerAwUePAxMLCy9LqPVOtVK6uUR\nQDwGyr0eg2ercyOO370Qcvk069Y1g3BweRcavVm3m8uigtlz+6YHxB7gizOgBN4NwH6QSjdN6s3M\neLK8WcukYzVyjSIAc7eoySsFfmaPkZlS7OWkOzQXzc4GHMvqAXS12w5rcr2kwXNtREu49nqQaauz\npXp4ebCisvWBHL4L+bHE15YeKlna5R6ZN0Z1jcs7Ehe5CcBOsg6ZxF/5jRwYIGtjpiifjo8igyt8\ndeh8QLhUKi00bzjvvQvX0uRctWGg9sB63ZbYNQYQBarRXo5pwt0DNR1EdUUN56qRztJjtzs8r9Hq\nK2u8H/v2OYg6drXZLAhjwlVoL8jRtWjv6JEpo00XUxzU8F6dAV0NwKNdWcyBsbpzrI5mYiZRJ5Ln\npWVQlLpsMtu+WmIuNm203uem2vjIDAD1UeHnyz9Xz6tD1mg0DMIBbisPs54PA7NtLSybb8trUJAK\nY4M0xLwfkHcJvE/IjwiA9IrkSKAxga4T0rOEdJ2Qng2ggy4cm3SdwuRsjL4X9aKcur9Qsoo3pNKy\nI6nHNAOnJrG2LKWCcSkvMyFFe1nRlJzW0wBxqFhbB+d8t8kLm8XDsvrP9h+bdVF9+BGIF/NrdnE6\nnYIjW6KxJB8FYOrnNzBvOPVoFx8s8Efuutj+zPeEeGTj/QC+2oGvdlqREnBIutLOJeQUr3W3Ip5f\nR5EgyOKE8MD/K7uTU/WzQUTgiWr7RsBs7vAWzXgzaViRVQ+4rltP3i6raSjz4SM/TbkeY3ZeBxvT\nl8bLQ9IekQLwnpCvEvLAyDtGHhLyjkFTxvA0YXgrYXg6AIO4TZANVwnMo7pNCAobY3nAuEPnBcIq\nJMVmY10Grs+pCJKBb1swzThET2tqusC+lQxnv65/qb8YgKZxkO0P82/BjMb24UElgupWMH5ZNMeC\n+XN4oUcfgL2trNvLKT9iO48uRmODHL91vmXJNo1VzaeC8ID8aAdMBDoMoF1qbdUFxO8KpNYoAjA7\njJQR/cV9z0gHGU3+zCXlNCkQazoA9cgmCzNqPHeRRmrPQQumLig6YCx5bWnCQl1w6Z6x4Ftfx4eT\nwcpDqh73dgl5L8d0lTA9YkxXQL4CpisAE2P/KEsPapdBQwaejkjWeEwZsE2VZz21CVvpfEDYBmEG\n616lKlS27Yvu5USZZZJ9mRTsKrYvx173NQKkUey62LFa6OHd4v8ggE7pYvs4MBf+xUGhM6ElIA5t\nWL/Subzofk4VRH2Ph4Oz/WMDZ6UeujjTUIHYNOFHg2xRux/ElaPN1mjS+YKBuGfyapLHNWVLsmgC\n7/0vEwkQ62MGVDPTJcrMJXl3A8C9R77sE2bjAb43mglEbi69MW7hr9mBmx6uZyuAvc0NJwLthmKO\nYAPhR4TpScL4BBgfA+MT8enMVwzeMSgxEmUQDRD4ybL7NajBpzKGMW3P2LMBYTa7qbmMS5PatlAF\nRTOXE0SYeiqCZroNkLG/71vd5pt5a13E35sPrHBbzhUgTLMNPDWbkLrn3Ki/cx4XjYXAbODwjqm3\nyq0O6s17Fd15lYS22+nCpPZHwm8uLK9yzacmb7env0RDVO19OgUJfmOAnlZuIaxgzSIVbXaFVw8g\nlu6ZvGtwNiAGuG868uMVAk7AwHNpamRwoaHp8kGL1/52eeCUElpogJvBrZgnLq1FqfLfhXdL6IzA\npzv8dll+5gMReAB4D+RHQH4i+87lEeADId8A+SaBbghpV2WoidOZzk5ZdXo2IIxpgqy/nlyldZpN\nI1wAM9WibyqoClWi4oe04p1vLYNABJOCyKAD2EUBUmm1XTrMVl0qtrSUvOQMOlj4wlSNWUV74QDc\nQZw261yZ2Hxb6/bHqUSNVroaqQPfEmMwRTTc3J7InXu8+Qb3tlFFjb6J3wMvt/E1mvxzkMmemz1B\nEyqQlUqxAMAlEHb5Re25vIPKe3wvOfAtIMwNYNVG1gcb5WhFE3b3mLz0Wr3lhp8yPbEBYChmADwA\n2AO4UsXwGsh7gHeQWRS2mYRnschs2JVlI50PCNvA3ESQLROoFpY59fbdi0x1hawv0KYlhlMuVmpV\nKYhaUGJ/TjqY5sG2wzcA27mBc6ndrmJx8dHaB+L6yWxe52I31POw/niVZrhZ9qR2r3S2OCLorgxi\nMqJh0AbSAakHz76a4oCw850fkMNpgr1KHRwB4HoARxD4KEgaANjfWNYdINbPnsv8Ub4zZSLDlvxX\n4CNnFrO4Qnrt7xoARzB2Sgf5RqBonOYfmiEe8YyfBU24m74OGMcelu9ZxMY1pflhihIgeDEwsAf4\nEQubVwBfEfIeyDtCGqQnzklX2Hm79axx2UbnA8JThrjJcvcsMTt1Xm2aKhFkMp/ldUy0VQCTJkad\n/dtVT9pCKjs4iOs8phBeae0CZcw1WUtHd0sUrq/OPqP6zpJg3gUmHdW8qDmVP4Rih6SdLLShIYUV\nbb6SeWY7QOxx1tn/uxX1thTBdwGMN4exSkd4XgRgr2XdMtEGguwWMDHLf/M5UV48Fk9Hw/XPHFDP\nZ8Wkqg2rC07KGewVml7ZRnk/qoRw4Ks8QOnF+obBa8K+QBMDOwbvAb7SGU1XJP9VG84DQANVXcni\njwrDCUV3PiBsWuJkrbY7zJYDOG21qMEo2xYZFe2qDYc8BgbMbgVHbGlml6RMzgFP0BqW7FRN2rh/\nNLSgfUWt6UXQIhBTeRzBmDSvaJC5t7Tf1yWzk+7UYGBcyiFqhD1eXP40DdcdpV3rnS/Jrqe3pW/v\nkhq7JzDXno9o5DOyRj0Apo5XUE7g5J3Jr4BFUTo64XXyqwfAxVtdo3VyO49/MX46WaMsdvOeNmy4\nMVDLj08SARgA7DJwJUobXyUF4CSa8M40YSwXz4miejYgLPnN1V3fzGbkD5dzNg80asOlS9vGs1yP\nCA3As50HWS0D6Ci9rURyArTSanMvPT3B8kIfM+ZlkBPYUv/1JsUXAIBIRpafJPCTHfB4L7shH2Qb\nKrohmdg+TtW26x2sN6p/yJuiBeOE9LveigMymU2TZYPQwyh8Jd1Mc5yQbkbhd+LAEqExDVCMJ+Yf\nt+cui9R9p2S169oy2v+Anz1Qz2X36Wly2p2Ly/K3+N+IclgryWobswLA3XTbRrpgNKv2slshGPLD\nAJRjeEt5umhfX1NcnGZs/yEs0gikZ8DwJhVT5u4Nxu6jwPBWxvAUSNcT0iEjjZ28vGVdPRsQLvLG\nmPtN5XgYIFjrNsB2XmgzwwP4WuRUgqvAzqINO+aIskz/o87Kt04BcBSklwWotyUPvtXgjnn1lGd5\nT8iPB+S37ZDftgdf7TA8G5GeJgxDQqJJIFxdT9Zdbnmef9bAWbcubyk3Y4cKT7UgUYF/It1zLikA\n6/NJphmR7VXX7YmEi63asC/rBfBdNzG1AFzejwDDtkec7sHHqCBT1Dt2e+xl9EfulzK6bXgXQbiX\npqxeDdWL4Ey7XRqA29Kg2fOQH0whrsUeZGhMGUg3wPBU7tMEUFYA/ihj9yZjeMoYnmWkmwwauW24\ne+nfSOcDwqX55/ZePKqaVro95ZOsWmpXCz6SOU1XiiBDpQuZzAuVqnltocLdBohfpCki0ioQ61k7\nCrxLmJ4MmN62w/jP7sGPdti9mbDbjSAimUaYCTIhl53zJbRapjWsMzuwlXnJiGW+vRbsK7eCFCYA\nh+rFK00C0HQ9AYesexWG8Lzhbyv4apyr/7vflJ9wz12TP1vXO2seTxqVAE9jHgDq9M+e9lbk3CIM\n6Y6200ClOQ1AS24zUy4zjFw+h3Lqpn1WjzsRU4jb15dy9t/N00IZoANheMqgCRiuCZiA4S3WI2N4\nyqIJ30x1+XLsgd+CzgeErSIyqlkiFoT/D1QhM3sxIEJphb1m8/JUem4UzBHBE5IDi8VWHB0ADs/P\nnnpA7No+AAAR8l4muB/+mR0O79iDn+zBu1FAYCIMBxL8NUEtA0Jw5VIrS6sBnyLcThMuXU39viwr\nrbM+KDPYupM3Y90qK8Z3CvCW5DxHY9uEU35auXeDd2XhErIWD0Mm0atnOFsgAdTFUBx6jLEcZuR6\nAF4T9vLe8O3uKwCX2RKNKcA1EsX1Zmh1eg1TzCPvI1i/L2NEftDTwmnK1DcCQDoAPBHSNWQl+MRI\nz1T7fZoxPMugZxPoJutO73wn5X0+INwjCmePxERityHRWLkoXFxMUOSFd0tcXtAaAKZSyJSzblfk\nyAHG7bcGWuLrJWrBnjwQ91CYIDbhxwPGtw04/LId8qt7AIQ0EYYbgJ8BfIDwP2UUl4QdTbFqwEFb\n87TUFfbdb3LAM6sgI5BZupKDmj7GUXZuPmGt/8uhjgZn/+OqQuWds6zskvn2CSgze8g5w495u6Wx\nI3egAtwWxYNs80unnZvTIW9n9mXV8HaENa8J+7DMPGG9qSYtPm79YYAOYoUU8wlAowDycMNI12qG\nsJ5TsQkDx5lcp/MB4TJ6Keu6sdvJeb9ThysD2DxgDclpzpIRNKp97yDT0ZqtzEvX0gFK6UM5Yqig\nJtTVWg2TswpfwscLAsv70qAj3rnuLZndvGhGcmYCeBBnKNPjAeOrqpWkCcQJNNkWVS5N7AZivFCf\nku4IwNF26TUiAy1CmU5X4n1IvZVITXccTst1vUKgKcfZ99D3yyMKcuAa4i151RvM8zMmBp1iUDZr\n1W2ZembA5yXLAlOWiMEDkHfiJyLvFXj1PWJWp05u0J8BygMoT8A0gMZJtrrXwClncDHBbGftfEDY\ntNohAbsdeL8DKQDnR7LWPz8Sxyu805bLKk8GaJyQBiARy7rukVD2iJopc1Q1CiMP6mVqFKowRPD1\nLfkdtIZnRUsCZGkuUwR991Ke8Y4wXSWkxwPGUUA4YUKaRiR1duK94jWOxGdd5C181kbAps3NAMb3\npFi3eZ865o+HTkWbVGH3cukBuYylrKU5CsERAF7rpcT/3s+FD5+ftzdS42L/r4wtWPlLzzknAeF8\nBUyPZKdkA2Aw6aQrAjiJzThDPprEzaU5GJM1CJonpvwdG8B0dD4gbB7I0uA04D3waA9+PMgA0ONB\nRuP3mmFZK3RmpBtdjpEn0EE9S5kG7LsrJT79KbcNgLU7p7dmXRkCZEsln9EvoOX29KIA4oTW2j6o\nWrBNeEfTteOBxCHKE8hCFwaGaQRuEjAQBtQKUaahOU2jVJja+q3wbvEDs3mqvfctrqybxGqDyw8U\nhBd3ien2/vQbomVRNW16HlH7zmYGOwBsjbh6MisFwymY+W5THqGhaMwcnn9ReXlgGde4IkyP4ECY\njCUABGIC5aReFbL21CddJTppmOKuQDaVICzKbYfOCISpdlEUhHG1Bz/aIz8ZkJ/oSPwrAsLQlok0\n/ek6YZczaByQrifY5n0tQJaa6OJ1t4smvCAATcV3GuCduAR8yXQqAEeQ816xNDwmIA8EugImHlBm\nmBwS8IzKSiNqbMAImmgExBZEKu81/xtvXV0QDmGbVsjOadRDpSVQnPkhdtcnaGlN3i+B9OyTlXca\nTXindU+ddjU9y+enIjmdhl5ktZojvCasGK0bJydhLcusCZoGYJzEK9+gvlN0IJAtwgQ8yD3mSDfW\ns21HsDOXg2qKeJwwvTJgfEV8f1r3oHQTCMg3A9J1Ag+dilhmTPQExLWeObcjq3rmYvuU94s2bGaN\n3o4Zt6GlUee7JJcFm1eL+W+dLdjsaKT+l2x3bN4x8iPCNA6gfZI191oj5rtloAXhE9Iw263DD8yV\n8MxnARwImzkiLCef9X7Ol5oVzrOHmoYIbGTOqTrvb5GFhfd6dab7ki2u8v5gkltoUlHz9GLo2bln\nwC4X3iacr8RzGimYJsjsrHQAzGQpY8YJeUpIB3EIT4ZVJlO6aQPRyoamHTobEG61rFS8FfFAyDs7\nxKNR3ku5odrzxXRDnbCMtnajPCD4kVZgpoG9FJqBh91/iTzMSECLRka6ZuzezODHE1KexAneBKQR\nMk3tJiMdWP6XAbBwrCamNnzy14Ft+X+k8tuzMCDYl4nnyNjY9X0usjSFcqf4vCPra4OT7uuGTW8j\nvs2gG1GoH52ycGMJZPEwnFnKhV1MKsdZWWbR1VufbySKKg9AvmLkRwA/zrgaRlylEY/0nA7A9OaA\n/NEdpmHARANyJgxTAsYE2qlWX5x8JdVIer2xZTofELaZB6n66uRBNGOxMyoAX8nZytpm5FjBN852\nTFNdiG52XbRa/2xFcwbdrRbsKQJGYfDuozqFWDVfMJBGmUPJb2XQfsI0TdozUQ05E9I1Ix1kdRHZ\nQpoWgVfSEwHYDtN2qbnXD8L1cu6SeHYRI155toHK51RlMubF7JtO5adwtj8k9WZVI17LM98jcj2j\nuaLSNgSNX+HGTMDPadELjcxMHoIMDRCHPHtgumLgCWO3P+CV/TVe3V/jbVfXoAPw7OoRng1XeEaP\ncOBBB+VI/Qp7l5iud3winQ8Ie6O9TlXjgZC9JrwnTArGgDZAuoLY5HUmBD5P2N9bEBTm9l7vHftP\neDEAPOPFXb90AO7WYqk0B8ZwzcCbGSllDIepgqOiCN2wasKysGDuh9+BcYynV04UpqF523wTZrhf\nGmSNL5pEenQ0r3n1bx8pTyC/z13jTN9fuGMpX5bkPS0AMXAEgC386qay9k6oXM8YJrSzVzSOCr5R\nDk4Q9gbrW+Avz53WzgnIOwbvGfkRIz3O2D++wZMnT/HLHr+Fdzx+C3QAPjK8ChDjkHfII5APAsBk\nZs9GE2bnJnR72Z8PCLuuSqsJU3GoLNowIV/JJ5ShvhzksM0C2bfSgAPfok50BBMolnVmVbFRDW/l\n/fD9i0DFBnxdAu4NgFsqA8xjRnqWQSmDeQJfp1KObH5kD2KOoJF1afAR4FuKX/O9/MYud2NPJHfW\nZ757WzoWvd7GVvJqW/z2OcHXh9Oohy2QFhFcrPMeoNGejXpAvKIN1xkZpjCpQ/+mZ+LKpUkL5iAc\n5GHmu/oYhfT0xziCHBF03MJ61wx6krF79YBXXn2Kt7/6UZhYFNEAABpUSURBVHzsq2+IrxECDjzg\nrfER8g0wXRPSs4RhT7JRqI5lGfhSIvEpfoJGvH0IrybyE4joLxHRh4noLSL6fiL6jeGdP0lEP63P\nv5WIPnlDuKHwVPhstkK2Lq2s2aYpt9cTl2WEM20ragC9/HEVk/2B4C3/VI00KnpbqQhmiG82qHXC\nMaONgtLY1vVHV56lQ8bwbMLurQm7j47YvTlheGvC8HRCejbJKqODlVfobx7TtuxsABwG4EwrtoEQ\ngYGlNIX7x+yfkc/eYOLsxU4abnl4bJVbbRp9k7TEdr3DbRaUQG2qoYzy18PF3+QxtUzFnknj7zsc\ns3nlLe++/lPceugYlXSFly0fPduWK2XHDZaJDImRdhnD1YT94wOuXjng6pUb7J4ckB5PwBUXx+5l\nhw3ThP1gI9U83EonacJE9A4A7wXw7QD+DQAfBvApAH7evfPlAP4YgP8QwAcA/FcA3kNEn8bMN0di\nEBCdMnCYkNIBIMZACcxJd8dN4D3JEsORkEYZBBqeZQzXGekggIw4COTpWAUyzclcVpKtsAr+bY9p\ndI0Wu0GglmZG8OzOHdAxfpae+8Yxi3eypP4imGXajgonDSRTj25G0JidJ69jcXoABtpubgoV+oR8\nnc3EeF5aaNi2178NRCEeHzijjkZXfhionsSIIAb6VKdtxt6c5YetIGQAcM6wujw5Fiw+z1N3/0eL\n1y1bJtIZBknmjDFkk1Lm6noTCzYTD+jUAnmbRmNNcWFicVs5AumGMDwj0LOEcb/D0/0V3tg/wW4/\nASPhjZsneHpzhXEcgJHKLCDY9mre14zu6SdKyoubovafAfgJZv4Sd++D4Z0vA/CnmPlbJJ/oiwF8\nCMC/A+CbV0Mn9Y86ZeBGXB+mzBhYjOHpJmF4JrujpgkyAJQlY9KNB+HqtGWmCTTAiKbXGl4SKitg\n4IQ0VOaeoM6A04RzNQdUE3efRn7vhI4x4fl0177xMhCeRFit4ZItj1RDMBA+TDK30rawb7ryjh8K\n1wbAvlJ5AO7YFxvyZTsb3OT18jtKx77pgMBtg9oSiJnSNG9lqIJr/iVDS8vHDkgklhlHZuIr0482\nxl1mFS00tFZuxqrnJQ2gnaSVidzcbXVFurSprzOBsJeVRu0NipP1qg8sviGeAXhqIPwIb+wn2Vlj\nJLx58xhvHa5wOMju3GUqpi3IMDmM8pUHbKVTQfjzAfxNIvpmAJ8L4KcAfAMz/wUAIKJPBPBOiKas\n6ec3iOi7AXw21kDYMo4hWhOk0vIk67TTTUK6ThieJvCOSiYQpBWiMYuTDbM/HluOWkD0CDh6+5gB\ncF4JtxcPoOEfB2J2v3MAPhUsViKiI8/tJaqXPjHkQRhasbI6jjFb4aDr6A+jODxZ04R9hQJg3d3+\nTs4OgGMXNJZLk4d8y3ycBbhMFM7xT9PGR+XgtixxDUPU0qoh21byAIgUGAys9NorGSV7vNyvR47Z\n4HQY0yj/nOZbxE8dcMFhFhGBpxEEncvdBB8abK9Rz8wdHolruogNhMWHcLom8DMqIMxXjMMzAibC\nzfVjXN8YCJNMjc0h72xna4sDpHtlbqNTQfiTAPwRAH8OwJ8G8JsAfB0RPWPmb4QAMEM0X08f0mfL\nZF1OFk2YmIExgQ+EdJjA14MYwnd+kneqmTAx6Fr8fIrHqA0AbIfX9EoBcv1fumsr3vQXteEY9kz1\n7r4+135vq60tCcMGgO694lt8EzQGyqonsymajYwZfCOaME9LQ/GBnwIa7n8PgO3caCEUyqIDwKUB\nRr/cFukWZdADMnIXRXu8XfCFlhpsD1I+rV17rQAUJ15fRejTFOuIK4tZ1pKClRUF6aCWAVjhdULR\nWo2XnigHACYPwBGDfZ2fspgjFISHZ4TpKWHc7/H0inFzRXjragdMQL7ZIx/2yIcdeJSeuSxQ0sBt\ndoQfXiOI+4WNdCoIJwDvY+av1P/fT0S/DgLM37jy3VER++GPvBc7umruvevxp+Jdr3wKMA7ienAY\nULasHhKQcr3OGThkZ3vMsh3RTAlZAFFXyhUrW81VJpWHFVbyoJOiBVD2AjvLIvceL7y3FTQWtZhw\nf4u209U2qfYK1Heo+fEQTZjL1B2atCxmWig1p9YGjLaRJR3smA38uAA0fI6A03RHHQ93ZhsO5LXM\n3v0Ihs/Bx1HXqabQkoArZSmXmc9dCAj7MuimIz4DBLgtXUuNG6tcxMFNe803sMwgSmBKCshoZaRc\nRg04gHCM33pvOUnP+Ub9Bb/FwF4G3MbdDuOOcLNL4hrh2Q50PchMiRFyTKh+awC89sYP4rVf+MGm\nkR/z9Xq5ODoVhF8D8EPh3g8B+Hf1+nXJAXw8Wm344wD8g7WA3/3Kb8bbdx+r/9yyv0kdZNhOsWbE\nZ/VgxG4ZbHZasJ0DtrUC4ARicYBHgLh+i1bQXlRFvm/a3JsycLN81IZr1shZI7jQHnsA9hpa3KI8\n2quNhwaMuTZ2saxn9ug7pLUGrQGy5wPe49SmUfQJ2YGDiaqimah4DCsrcLLrrayB3CzKjlLSMw0V\nINTNYMG1d9mYEOVbQmcBxMyUEvlTHv1nFj6pJnzISNcTdk8HYD8hDSwebBPAKYHTTlh4mkDXCXSj\nA3kTI9lMLE3Hu972aXjXk3cDeSp+m9+4+Rl858/878eLCqeD8HsBvDvcezd0cI6ZP0BErwP4PAD/\nSPKJ3g4xW3z9WsA8TWBMVVmAK3Dd+ZgSg3NSH3S67nDQFp25ZEDjwHrWImKuCc8qT9WK29u+It+y\nEhUBX3rwomkhbUabwVfDspUyHCoQe6DRe6WL2IkkArBpRdr7wRD8SMPi1G8LkLRaceWtsvFiiNpz\nBN3Z67cB4pX3u4+4nGzDU7srmCs+NYh15kQAwNowVjt/4zC/a5JbAODKiNRl7zhp1liGz7aCcHda\nGLmyN0WNFIQzht0kyhyZl0rCpOsUAAI9JXE+daCyr5wcbhZWzhWAJztvdwp1Kgj/twDeS0RfARlk\n+00AvgTAH3LvfC2A/4KI/jGAHwfwpwD8JIC/vhryJINxDGgjZhkNaZ5SqgsA8iAADKB8YCDsAbhx\nruy7glE78hQqsi/XHIVlru1tpiNYeC90Kj8FAIP2a1qVlcusUvXijvNNnRa8GxSEB6cx5TqFsHix\nc9pPzxwRQebOiLqXlq7Z9QsD35jXrhEMZlUBXymfZpdzk3FrLG0gzQZabSaA0wRb8MVKnaAKhDmp\n2dDx7RvtoqysNGo9u/ZilnE1nU0EOkxI15KuRAmJCaOCb066rT0R6C0CriHLlFUTNiBGdo3J5I/J\nOao/TieBMDN/DxH9HgB/BsBXQuYBfxkz/2X3zn9DRK8A+PMA3gHg7wL4nUfnCGfvkcew1WyDDKRc\nW+TBfM4pmVZRANgdpWA6ldKum1ipcx2+63370IH4tnxYT2KpcQomACLn0SxG3wNgA1/baWVSt3kZ\nKPb5ogk7foDlxvJOMdgpC1u14ZO04GPv9dLkwdjJqvpOJs0L5lTaS8vGFgAhdnhfDoOaBTGFeCyu\nlUbOl0Opm51GOuRNkZkIyLOBxag8RVBX8MeEdEiy0pMyEmdQnsDDgFxWfA6iDT9l4Blk+f1ojql0\nCb5NuWy0YT1OcI968rJlZv4bAP7GkXe+GsBXnxYwlgWTpSVHyhAv9z7hqdixyk4JS5tFeuHXcxmg\nCKzI++jLkwnxWlr8nwWloHSVPO43wHybLusd0JbBOk8FiBEOn/coFYX8HFWLy7sxLQOvg862GLSr\nSUd46zWsKhdLdsotaTtGEYA9Lvc4fJFlOlMq5vfZ3LXCNGKV5163v5iFtEeyG2oP06aCducFL9Vl\noGycQIR2sYnjNZhFSiMdz6RyUfvOrt46UK6JB5B0hoSsRyCIcjddE+hafEPghoCBxC2CjcXb6roS\nkZMpL/Mn9o7Px3eEVdLZ/Z6m4aingWEhI1xFZHev4p5HXbvWrq79XwqzuY4tcIcYNdwGeAMtNQS3\nppelevtEhW6jbX9O7tkuAfsBbMduEJFQm7OcXfd3SbvtauK4JfAtAJonWro+ks+Rr5fV1lp0mUGQ\nKYXlujMjwnZtFhBOstmCdbUdgBOyJGVxlR3KN6UeNT1VR2ZuigpUPFf8PVqNStyl18Y6OKirPkfS\nFXFJzQ0oPazqe5hAO4B2EP/YfmeZIuqn16/zAeEeUZDwAsShhTNB4NZheFfrWPi/CMTF1rgCqD2K\n2vA8cXMgbt5zcd4pEB8V1bsn0i4lEZolq+ZblhLyftB9BMWRf360ky3HR0YaM3DguhIyakqWdzGP\nvDycTLFBXUhYSaA79+yYPR62RHFXZHnkZIkZYtMkgFnn7EYgdpow7wZgP4jTHzDKLCWdH1405GO2\nby0XKgPntRxLnWVXnkUfmjcSXpY3AzBQZ1ClDNAk7inHBIxZBuCybjoKAAnqTpdBB1IAho5JOz8e\njSq+vY6dDwj7DO49k4v5s47dsQHn3rkXBgIQRzeCs25TTwP218dqmNeCt6jCd64Sv0DqpUdB1ya1\nJzfvNxFwtQM/3oOf7JCf7DE93iMdJuB6Aj2bQNMYzEwajS/bqA1j4f8pyVijKJZbNWEvIy+tSDuN\nfVb9Qk0DMiMpgczHhPVSEoGHoYKwghmpHwYknXJGzoNhBL3ChqY563dqcqts8fy81LitTZnrZoHw\nQoCaMkm0ekIBYZqGognbAkMmQh6ED9pB3OsOhKFowjiNj0DnA8JLtJTxVgFnFTEcwPy8QjMgtuto\n8PTxLoV9ND4PxJgpws39h4TBkaxyQlYXEVBH2u242oMf75GfXGF6dY/p1Svg2QjCATyx2Oh6Nn/A\nAbArl1vY5grNGtJtaWzOx8I2UXqZ1NGGiy2Y1BXAANiqNgBSdrZAajfILugkA088MDDkauNnoDi7\nQv1+DsQAkKvLxyZPFjJlZgf291z0m/KB65jSpAg6TgrAuYKwzaAjAAMhE4N26lpXOwEz8F1TJhfo\nbECY1AVcoSV7kO/2yYstGB/RdrvPQ/epAWJ32ky3rPhtx8qt/PKCumWa06ptveZds/1Lk6cbwvXT\ng7qaSVtpqPQsuH7jlh8TdFdbhmxgOzJoNJud2e1GB7bz9HME4C1pOdaQPgeV0Lrhbo3rSOvbG0wr\nppoOADavO9gqchb546L1sp+DzywLQGY2bSenjcyu1MtG811JH0VefYNCq9F0Iq4aOWXQlMT1gR5p\nYvCIsoei5AHK/GrbdVwGk1lRWW3klPsOkhZo+5svmnQqzGvTB9oKunQYlYqX2wI9hTraNM9sjoF8\n98iF89r046fFfZRcX7drEwvv9uzoLgi7aC08FTxfm358Pc+PlknnftldV3fR3ulh2rAFPYl/4nQz\nYXg6Ij0bQc9G0M2oToDc9B9fwUNevHbzo3LRA+PZ+06N6p3vkjYOwkkZwB0L+Z2SKC9mXy/T+wQg\n5t9YDDOBWOaX61xYGjNonEDqFQ/q03u2WSqA1w4/VuP0DbOP8lhvoAfAgbe5AhaPXri9MHTamWrB\nP/8j/wDDCBmTODCGA8oUtZQ1kEQq124xkd/AdCOdDwirY+TXDx9o5/2RF6xOpXdd1AKcrit1lHwr\nPDNf2E8sTI9sbWCvTx903z4POR+6azaxyJb/Q/GaHE67MN359fzBLrCtgm/3QAVgA+H9DtjvFYh1\n3qmVq1aCpMtJh6ejAPF1BWEex7oiKfYMjJjx+s2Prvd4mjxcK4P7odfzB/sPYsNWwNfAWJ0nLSks\nHgg34rBpizRVAKZxkh6Kd5QV6t7rhx8LcRovXi4dWM6qmJPxjQDMzT1srIMVP0wTTiPj53/sHyoA\nK/AeGEPZsFZqp/mx4QjAdt5IZ2OOaFpySmhycFUTbjXYk7qUXuvxG3YqKMj8/yilhKOle0daFFt8\nHd6654ZHd03+0oFPA+ZBSwHmwr9WMUqYLuxGE3YuLoHaeJoWwtBVkyR+f0YW8L0+gK5NEx7BuvtD\n0fSaPNqY8T4djTlCf27TmzqJtoRN3cvjDTDVbvFCD/84ex4cuZlJQIdRteKpMU00+VaUoB6DMb87\n1FM2euM7ofyo/Mb6ENmgGobVq5xVE4Zowyxe1rwZgrL6jWC1n1MCdqoA5gTKgw44nqYJnxEIp1pB\nE2kLrM+0UtdpTuFbVnsVnyB18b0CxC5O84uwJT9nLe9dVmIFGbPxRfDoAXBHCIr8RY3wmIZtcfZA\nuGkYg9ZjmlpZgDFUDcE7W9LFNrZ9FSYGUxbgvdFDQRjDIEWSfPxe+2m1o9JkujR14MCltXfzDuiE\nweGGIgAvldHS57ywqGjx+1bgyUx9k0zlKnnrV6d2NOGG+QjGvtd5jH+iWn6zAb5eD3VJMXF8+Nuu\nXMwckdQWLJvTapDqwtI0YRRNGMCOQawAnJO4VTjBJnw2IGxVGEAH80IFOqGVqR92CnGNuuC7QQt+\nHgrpog6/rYxvSNORrOrp+fNkn5Df3TyLZ81c6uWnVGSCU8h6Kt0JxdBiwC1k54wpbmzZXRL+vGmO\nZbDU5efQZvSC2UA9mWz1m35IzPz8aZWQ2o54sOW3Gne909AD04QfA8BHR9mmbuQbvDF+uDUt5NTa\nhDutTNGE1ZcwpuxsxC4T1wZHCk6ots1JPEyxe+g0rSZ8XSk04gZv8M8tRNAjV1hrc5H1miP/XW1g\nKSZCWa0GaO8CTmBI8n/62YUAvPbp71HpqSBT7dUQVbtvGnTbowE1z5wmDLRLkwngcQIOB9GCpwOQ\nR8gcqiSahzp2Mm2MtexHaBpi+fs0WBY2gOJRZUP5sc+PoPVFk1mvvBaiGHGDN/LPteGVeNrwo7ms\n+su2eLf4MNAwdF80kp0vgUyq4al2NwzAlFrnPcXVLFfzEljl6MOBN/9nOX/JyaOls5RVLM8mFZY/\nnXJxt3u9OEbC9PQKU9oj8x7j4Rne/LmfrD6y2WnHuqCjXB/MXj6KmWbM+Ojh5yzWx4sJNXaOOoV+\nwUREvw/A/3qvTFzoQhe60Iuhf5+Zv2nthXMA4Y+B7Nz84wCe3SszF7rQhS50N/QYwD8P4D3MvNC1\nFLp3EL7QhS50oV/KdD7zhC90oQtd6JcgXUD4Qhe60IXukS4gfKELXehC90gXEL7QhS50oXukswFh\nIvpSIvoAET0lou8ion/5vnlaIiL6HCL6v4jop4goE9Hv7rzzJ4nop4noLSL6ViL65PvgtUdE9BVE\n9D4ieoOIPkREf42IPjW884iIvp6IPkxEHyGiv0JEH3dfPHsioj9MRN9PRL+gx98non/TPT9b3nuk\n5ZGJ6GvcvbNOAxF9lfLsjx90z8+afwAgok8gor+kPL6lMvUbwzsvvB6fBQgT0e8F8OcAfBWAfwnA\n9wN4DxF97L0ytkyvAviHAL4UnSn3RPTlAP4YgP8IwGcBeBOSnquXyeQKfQ6A/x6yW/a/BmAP4G8R\n0RP3ztcC+LcAfAGA3wrgEwD81ZfM5xL9EwBfDuAz9PgOAH+diD5Nn58z7w2psvGHIDLv6SGk4QcA\nfDyAd+rxW9yzs+afiN4B4L0AriFTZD8NwH8K4OfdOy+nHrOu/LrPA8B3Afjv3H8C8JMA/sR987aB\n9wzgd4d7Pw3gj7v/bwfwFMAX3je/C2n4WE3Hb3H8XgP4Pe6dd+s7n3Xf/C6k4WcB/IGHxDuAtwF4\nP4DfDuD/AfA1DyX/IQrT9y08ewj8/xkAf/vIOy+lHt+7JkxEe4g28+12jyXF3wbgs++Lr9sSEX0i\nRCvw6XkDwHfjfNPzDohGb2stPwOypN2n4f0AfgJnlgYiSkT0RQBeAfCdeEC8A/h6AN/CzN8R7n8m\nHkYaPkVNcj9KRN9IRL9S7z+EMvh8AN9DRN+sJrnvI6IvsYcvsx7fOwhDtLABwIfC/Q9BMuGh0Tsh\ngPYg0kOyUP9rAfw9Zjab3jsB3KjQeTqbNBDRpxPRRyAa1zdAtK4fxgPgHQC04fgNAL6i8/jjcf5p\n+C4Avx/Slf/DAD4RwN8holfxMMrgkwD8EUhP5F8H8D8C+Doi+g/0+Uurx+fgwGeJXrDLspdO55qe\nbwDwa9Ha85bonNLwwwB+PUSL/wIA/wsR/daV98+GdyL6FZCG73cw8+GUT3EmaWDm97i/P0BE7wPw\nQQBfiGX3A2fDP0QBfR8zf6X+/34i+nUQYP7Gle/uPA3noAl/GMAEaf09fRzmrdBDoNchBXX26SGi\n/wHA7wLw25j5p92j1wFcEdHbwydnkwZmHpn5x5j5+5j5P4cMbH0ZHgDvkO76LwfwvUR0IKIDgM8F\n8GVEdAPh89GZp6EhZv4FAD8C4JPxMMrgNQA/FO79EIBfpdcvrR7fOwirJvC9AD7P7mkX+fMA/P37\n4uu2xMwfgBSgT8/bITMRziY9CsD/NoB/lZl/Ijz+XgAj2jR8KkRAv/OlMXkaJQCP8DB4/zYA/yLE\nHPHr9fgeiAZm1wecdxoaIqK3Afg1kMGsh1AG74UMFnp6N0Sbf7n1+L5HKXXU8Qsho45fDOBfAPDn\nIaPdv/y+eVvg91VIZfkNkBHf/0T//0p9/ieU/8+HVLb/E8D/B+DqvnlX/r4BMhXncyAtvR2Pwzsf\nAPDbIJrbewH83fvmXXn70xDzya8G8OkA/mtIpf/t5877SprK7IiHkAYAfxYy9exXA/hXAHwrREP8\nmAfC/2dCxhO+AtJ4/D4AHwHwRe6dl1KP7z0zXIL/KMSd5VNIa/mZ983TCq+fq+A7heN/cu98NUQr\neAvAewB88n3z7Xjr8T4B+GL3ziPIXOIPq3D+HwA+7r55V97+AoAfU1l5HcDfMgA+d95X0vQdAYTP\nOg0A/jfINNKnkFkP3wTgEx8K/8rj7wLwj7SO/r8A/mDnnRdejy+uLC90oQtd6B7p3m3CF7rQhS70\nS5kuIHyhC13oQvdIFxC+0IUudKF7pAsIX+hCF7rQPdIFhC90oQtd6B7pAsIXutCFLnSPdAHhC13o\nQhe6R7qA8IUudKEL3SNdQPhCF7rQhe6RLiB8oQtd6EL3SBcQvtCFLnShe6QLCF/oQhe60D3S/w/e\nQrISaSBvxAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(density_array.sum(axis=1))"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"density_array.write_hdf5('my_array.h5')"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"array_data Dataset {64, 64, 64}\r\n"
]
}
],
"source": [
"!h5ls my_array.h5"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cgrid = ds.smoothed_covering_grid(1, left_edge=[0, 0, 0], dims=[128, 128, 128])"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"density_array = cgrid['density']"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(128, 128, 128)"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"density_array.shape"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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oFA/vqkRCPlMU082snQ+UdwukMxNwwCOotBQdbGnawbwjBte1fTOgBuzUFSIw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\nWiWLUZEE0k09E5lDHo6Fdbcn9+xkO332NgcQ0TR/4nh3IJ0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hTXbuJju3ulr8EEoL8nzM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j8W9G1Bvy2gm2T9LsYoDaAPpEDrSCuf6dgjQH1sN5PySBUzIWeM3jEGFhk8EJkxVCHRzEHFAZpD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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(np.log10(density_array.sum(axis=1)))"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NSr2ubIMfvI4GPiBiHmGYhoyLfGO/1Pl8y0d//ykOr/Q501sCbVd6j+g6p58n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\ncIADHOAWw4FIH+AABzjALYb/HzQ/QUWnxYfxAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cgrid = ds.covering_grid(1, left_edge=[0, 0, 0], dims=[128, 128, 128])\n",
"density_array = cgrid['density']\n",
"plt.imshow(np.log10(density_array.sum(axis=1)))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}