{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Contamination example 1b\n",
"## No contamination and informative priors on orbit parameters\n",
"\n",
"*[Hannu Parviainen](mailto:hannu@iac.es)
\n",
"Instituto de Astrofísica de Canarias*\n",
"\n",
"Last modified: 15.7.2019\n",
"\n",
"Here we use the `pytransit.contamination` module to estimate the *true planet to star radius ratio* robustly using multicolour photometry in the presence of possible flux contamination from an unresolved source in the photometry aperture, as detailed in Parviainen et al. 2019 (submitted). This can be used in the validation of transiting planet candidates, where, e.g., blended eclipsing binaries are a significant source of false positives.\n",
"\n",
"This notebook runs the simulation for a light curve without contamination and informative priors on the impact parameter and stellar density, while the previous notebook (1a) did the same with uninformative priors on the orbital parameters.\n",
"\n",
"**Light curves:** We don't use real data here, but create simulated multicolour photometry lightcurves using the `MockLC` class found in `src.mocklc`. The code is the same that was used for the simulations in Parviainen et al. (2019).\n",
"\n",
"**Log posterior function:** The log posterior function is defined by `MockLPF` class found in `src.blendlpf.MockLPF`. The class inherits `pytransit.lpf.PhysContLPF` and overrides the `_init_instrument` method to define the instrument and the contamination model (amongst other things to make running a variety of simulations smooth).\n",
"\n",
"**Parametrisation:** As discussed in the paper, the contamination is parametrised by the *apparent area ratio* ($k_\\mathrm{True}^2$), *true area ratio* ($k_\\mathrm{App}^2$), and the effective temperatures of the host and contaminant stars. The *apparent area ratio* defines how deep the transit is in a single single passband and can be wavelength dependent (if the host and contaminant are of different spectral type), while the *true area ratio* stands for the unblended true geometric planet-star area ratio.\n",
"\n",
"The *true radius ratio* ($k_\\mathrm{True}$) is the main quantity of interest in transiting planet candidate validation), since it together with a stellar radius estimate gives the true absolute planetary radius. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"from corner import corner\n",
"sys.path.append('.')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from src.mocklc import MockLC, SimulationSetup\n",
"from src.blendlpf import MockLPF\n",
"import src.plotting as pl "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create a mock light curve"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lc = MockLC(SimulationSetup('M', 0.1, 0.0, 0.0, 'short_transit', cteff=5500, know_orbit=True))\n",
"lc.create(wnsigma=[0.001, 0.001, 0.001, 0.001], rnsigma=0.00001, rntscale=0.5, nights=1);\n",
"lc.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Initialize the log posterior function"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"lpf = MockLPF('Example_1', lc)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0 |G| tc [-inf .. inf]\t 1 |G| pr [0.00 .. inf]\n",
" 2 |G| rho [0.00 .. inf]\t 3 |G| b [0.00 .. 1.00]\n",
" 4 |P| k2_app [0.00 .. 0.06]\t 5 |G| k2_true [0.00 .. inf]\n",
" 6 |G| teff_h [2500.00 .. 12000.00]\t 7 |G| teff_c [2500.00 .. 12000.00]\n",
" 8 |P| q1_0 [0.00 .. 1.00]\t 9 |P| q2_0 [0.00 .. 1.00]\n",
" 10 |P| q1_1 [0.00 .. 1.00]\t 11 |P| q2_1 [0.00 .. 1.00]\n",
" 12 |P| q1_2 [0.00 .. 1.00]\t 13 |P| q2_2 [0.00 .. 1.00]\n",
" 14 |P| q1_3 [0.00 .. 1.00]\t 15 |P| q2_3 [0.00 .. 1.00]\n",
" 16 |L| loge_0 [-4.00 .. 0.00]\t 17 |L| loge_1 [-4.00 .. 0.00]\n",
" 18 |L| loge_2 [-4.00 .. 0.00]\t 19 |L| loge_3 [-4.00 .. 0.00]\n"
]
}
],
"source": [
"lpf.print_parameters(columns=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Optimize"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "bdd5afee388b46cf860fb2d3b4477217",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='Global optimisation', max=1000, style=ProgressStyle(descripti…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lpf.optimize_global(1000)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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MyxxK67RWzn/bHOUcyS0mt6gMgGbxsWQ0axJQG+jpPNBmAIP5nfx9hvYbaUmGYhSFUns5MTowGWLIzreSaNJjMsTUuP0OpBzaeX66sLTadeZezubxscQb9eTlnuWf//wnn3zyCdu3b6dFixYhL5sQDZFaWsSjN1xG9tFDDMgcy/nt0skrKaPE5sBitdM6yYTNofptC5PiDNXuUeG3ds9itZMUZyA+Noaj50ooKLERq9cRb4whLSmOeKM+4PbM0+f7qpOCed/iUjtH80qIUcAQo3O+r7/7dPc2rsyhYnc4yLdW7H7h+jioxBv19O3dK4hfquZC1bJ6m6wL9vHqD6rq28DbAAMGDAjJGtHu3bvz5ptvAhVT8FsP5TpnGwa0bxZ0CJKmNmuwIiXOPJD9P93D9wIpt6qq/PGPf+Sf//wngwYN4uabb67XYxMiWriGzPxvwTzmzH6fhx/9I8NveRi1cr1bTZIDebpWwfe2JYFkjy0qs7M320LXVglBh6z6S4wT6PrTmmQj9VT3J5r0zmMqtZUzuntqWGY/66LdA3jkkUeqPZZ1soCNv5517gftrw3UMhRrIaeu51KB1U5Jqb0iVM5HIqtAuf5G2rrVLq0q1q1a7eWUl6scPlPE0M4tnWXXsiGHMqGg+/KaFmYTR3KLuaRTC9KSTM51apZSe7Xv5Z7Nm7l8zEim/OEe5n/+GYoSijkRIRoui9XGn/70ODnHj/D4vz+k/8AhxBsrEg15usZcr3P3er1bWqIz8Zh7u6e1Xe2bx5FfYmewXkdRmYO8YhsdUxMY0y016FwAgfYpgr3nd33fI7lFdEox0zk1wXksnt7H/TVWe7lzn1Bfy1jqS6g6oMeAti7/bgOcqHx8mNvjayofb+Ph+fUuVJn/oHZrXuorJbKvGzVPJ7F79ttAUzm7Lh7XTvKXX36Z777fwh/uuYfBQ4fToW3rOjlGIaKd2WTAknuaRx98gKFDh/KPl16kxK76rB/8JVLzdq16q3f8NZBaqHCTWD2OcpUmRgMOVQ1q/Yh7mbT39beWxdsgmJZYQdu6JZDU/d4yfjeWNe2e9oP2RvuuTxeWVun4ZedbyTppqXJDV6rqGNq5abX1y8F8p57WrbruJWoptZNg1DvLXtN9YH1xDYm32hzkldjYk12RsEqvU6plaNbWHmv5EaxNO3LdHx7lv/95ibkff8KtN93g5xOFaLwsVhv//mA+H8+ZzRW33EP/gUOc+VTKgc6pZuegTyBJ+tKSTNWeb7Ha6NzKzKn8Eqxlds4W2ThVUIoDlZ5pZlokGBl8XvOAk4n6+nxv9Wmwa0td1767r9v31mb52ifUPXt8OISqA7oYmKooyjwqkhDlq6qarSjKMuDviqI0rXzeGOBJVVVzFUWxKIoyEPgOuA14I0RlCUpNbzh8jdzXdGQhmEy8Nen8+rqh9HYxaP952h/UU4Zc189xnxnp2srM+PufYdMtY/jj0zP4YObrjeIGT4iaeOmllygtLWXWrFno9XrM+ponGnOtL7QZIqDKNe7OXwOpNW5FZXZidArFpTbijYagQ1bdP99fJ9pb0iPXxAotEozVtufwlLrfX8bvxiCYNlD7rjOaNeHwmSKO5BbTIsEIqlplMKJZgqliXRG1i+7xN0CRBlVuLoO5qXPfa9bb81xv4uJj9XROMbMjJq/iO8gtpqjU7jVDs/a9/GHqI6z7ehHPzfgbN99wHTpd6MOEhWgI8ktszHnjRVq3bcf1f3gEq0Ot1pnzVUdrdYbrfr/uiTVd791LHSp5xTZSEo00jzfQs01TOqcm1Dj5kKc6y1Oyo2Anv7T3zcopBFWtkuQ03Uv95WkSKZKSowW6DcvHVMxktlAU5RgVmW0NAKqqvkVFFtvLgf1UbMNyZ+XfchVFmQFsqXyrv2kJiYB7+W0blqWEMQNuTW44fKW0X74nxznNXRehtMGGrQXSOOuAvBIb1jI78UZDtQxhwVwsnmZGisrs/O+nbEriUuk3/Eq++uR9fnnycfp1PS+k340QDcHx48eZOXMmt99+Ox07dqzVewVSX3iaoXKvEzxlj9Uat6Hnt3QOuoHnBlcrS6hnF38bGS4GcIaS+tueoy7KEq0CbQO177qw1E6P9KQqs81ZOYUeByNqm0XS3wCF+9/d94G1WD2fh657zfraesDbDaU2+wp4nW3RvpfcEjuTf/cAr06byuLFi7n66qsDPn4hGipPdfCO7zfwy+4d3DPtBZqaE2o8oeNtv1/3+ujC9s0wGvKdSwZcd6Hwd8/rK6u89nxvg281mfwymyrKl51X4nNLGvfXOKOdQrw8obYCzYJ7o5+/q8D9Xv42C5jl4fGtQLU9RSOV+4nmLTTIfZrbdYsSqFmYrq+00K6dX/fG3dMaTm/7B247fA6TXkeprZz+7cweQw/8XSzueza53oyU2lWSTXocDpWB1/yBH9d8xTv/9wZPz/h7xFwMQkSKf/zjHzgcDp5++umA1nb6+ru/+gKqN5JAlTpBC6V05y36wf29fIXx15briLdrOKa30Ku6LEu0qGnn21c74GkwItAbuVBxPRe0fWDdb0Ch+l6z/rYecD/P/YWNe/xeHvgdC999jRdeeIEJEybIWlDRqHnLMfLPV1+hZUoKf5w6hdSm5hrVy74GvdwnUzqlJNApJcHjNezrnjc7r4Tle3IwxSjodDo6tYwHYP/poioh+f6icII9PrOpYi3s8j05mPQK2w6fIzPAwd5Ii+4J/xxsFPB2obiOzEDVmyxve4MFMvPg67Mzu7T02vl1b9zdL8JyPK/3+i2sKp5TFiv5fsJxg/mOtJsR7Xsxxepp0bsb+8eO579zP2DELVOJM8U1uhtAIdxpdYG+vIzZs2czefJkmrdK95skyF94o7/6wts+jq51QnmAx+D+XtrawGD3R/b0vfjqLGl1k6e1QZ4G5GpaloagtgnvvLUDvh4PxbraQDvN2iCtthbT0/7aiSY9CUY9h88UAdCueXxQHWN/s7Lenvvoo48ydepUtm3bxoABAwL+PCEaGte2QoscLDx5mJUrljP9mWfplNYsoPfxVC/4itjzVh/5q9PcZzZX/JzDr6cKiYuNIbfQyncHzgIV9/ijuqUGFIVTU+VAcpzB576g4U5qGgjpgAbA04XiKcTWfZpb2/TVU5huVk4hrZNMXkfhXTeHd785TE+OCyhxh7ckG9rztTK7P691konsvJKgLhpPnV33Bc6u0/+Gu+5m2f++4OdNK+kz7IpGdQMohDvXBmPtV5+Tn5/PlClT/IYvBhLe6CmE0L2+8NRI1qThdK9LtDVwWgIXq8tG4IG8Z7ANqa9BMvdkMsGWpaGobUisq2Bm52uT8CLY88BXwg7tHBnbsxW92yZ7XQNaFyHaN998M4899hjvv/++dEBFo+YpQc7KZQvRxcQw8YZbA3oPb/WCv0GvYGcC3T+nc2oCRoOO5CYGjp0rocTmoG3TJgDkFpU518Z7isIJBX9L4kJZx9elxtPq1oKvTFLebvgqZjf1ZOUUVpl5cG0Qdx/P9zgK72nNlr9F2N5Ors6tzFUaWH/Zbp2ZIIOMFQ9kjahrmS+/bDSt2rTjs7nv03/4+EZ1AyiEO9cG4+v5/6VDx05kZmZSWBlO6um6slhtFJXaKQugI+WrvvDWWNdk1spTZ1erA7XMpd7W83i64Q9lQ+qeTMZXWRqyYJNfeOOvUxhsp9FXhy/Y80A7Dz0l7AgkHK2uZhCSk5OZOHEiH330Ea+++iomk6nW7ylENHJtK3TA9wfO8L8F8+g3eBid2rXx+3rwXS/UNtzUV/4UFIX4WD3pTeNIMOpRFDh+rgSA3m2TubhDsyqDWqFuX/x1sENVx9e1yCxVhHG/UALNJOXtZkxrELV9edzfy/1k75aWSLxRH9CNkrc1TlqiCG8XrKcb1GDDsoK5YdXpdNx8+528+vwztDUUYDbJliyi8dIajB937WbP9i3MeP4FFEXxel253iADdGtl9pnJ0x9P17u/OsBbh8H9da51p6/Op6cb/lA2pKEKBY12/r4Hf3u/erspq8nsvOv7BrtlTiDHqSXs8Pc6X3kWQj2DcOedd/Lxxx/z/kefcctNNzTa81AI17ZCPbGL3NM5/Otf/wr4mqirjpa//Cmeko0FklE7mM8PdNmJt79FQ1snHdAAuf7YrrOD4D3jo/vrgCoNordRePeLKi3JFNAJFMgap7ocGfEU3uurnF0GjwWeYeH8z+nd/emQlUOIaKM1GM9+8iaKojBu4mQsVpvHwSGofnMfX8vR3mAFM0OkPR7InqKeBsZC2ZDWdlS8ofD2Pfj6XQNNaqcJpq3x1+Gr6XkQyOtctw0rtZUzunuqx7KHKiT3wsFDaJGaxvsffEjb/iMjdn2WEPVp/icf07RpU667ZmLAr6mrjlag+VP8RSHWpM4IVfRFNLR10gGtgd9CbIM/UQK5YGp6UQWyxqkuR0YC/T60cvbs0okuF/Tj888+45np0gEVjZvZZGDJFwvo3vcijpWayN532us1FMjNfSjXsNV2hsjf8/0ljYj0hrSh8PU7BXpTpgmmrQl2CUcw/L2uwGqnqMzO8XMl5BXbUBWY1De9WvRSqEJyi2wqA0dezvLP51JYaKHA6jnDtBCNRVlZGYsXL+baa6+lTNVxxsekjru6aB+85U8J5nNq2pGMlvWboSAd0Fqo6YkSyIlck4sq0DVOdXVDF+j34VrOIZddxbuvPENWVhadO3cOeZmEiBa7d+9mz88/8/s/z/B7DQUSRhmqG2Z/mbgDiaTw9/xoCRlq6Hz9TjW5KQu0rQnn759o0lNqKyev2EZyEwOmGMWZ7E8rx/G8kpCuRb501BV89dF7/LB+FVf0vzuUhyNE1Fm5ciUFBQWMu3JCRGRvDUV9VNP+QbSs3wyFhntk9SDSTpRw38QF+n24lrPrPbfz7ivP8MknnzB9+vR6La8QkUCbXZz78TwUReHSUVcEvMbc2zUeylFUT+/lnok7VJEf0vEML/ffCaouManL9iVcv7/ZZGB091RUBedm9LUJJ/bGNYrgD9eN49UnUvjlu28wm+4N1aEIEZUWLFiA2Wym36Ch7MouiojZv9rWRzWtM8J9H1+fpANaC5F4ooTzJi6Y78NZzuT2DBo0iC+++EI6oKLRcZ1dnPfpfAZfcikTL+1Z6zollINj3t4r2LpGOpjRwd8Sk4b4G6YlxzGpb3pIwolduScFdF1nes2kScyZM4fi4mKaNGlSB0clRORzOBwsWrSI8ePH0zIpnpiTxREzqVMbvuoMf8tjGmo96y56f90I0VhOlEDV5Pu48sormTZtGidOnKB1a8mGKxoPbXbRUXCaQ7/s4dbbXghJnRLKwbFIHGgTda8xrUUC/21XbdaA5RfbUNVyzhbZnOtML7viSt566y1WrVrF+PHjQ3EIQkSdjRs3cubMGSZOnNjg2hpPdUZdbfEUjXThLoAQV155JQBfffVVmEsiRP3SZheXfb0EgKuvCt2NqNlkqLKOLVLeS0SHSFtiEm1cO/BGg448q73KOtNeFw4mPj6eJUuWhLuoQoTNkiVL0Ov1XHbZZUDDb2tc6wWHqjp3jWiMpAMqwi6jY2faZrRj4RdfhLsoQtQrbcT3ly1r6dipE/169Qx3kYQAfjs3B7Rv1qhH6WvKPSngFT3T6JiaQHqyiXijgZZJ8YwaNYolS5agVu7nK0Rjs2TJEgZfcimW8oqw/4ZOBvZ+03iP3IdQbl8gfLNYbXybdYYLBg3nm0XzyMnNJ7VZUriLJUS90TnK2LhuLffdd1+4iyJEFbLEpOY8hROmumxebzYZuPzyy/niiy/Ys2cP3bt3D3eRhahXx44dY+fOndz58NNsPZTbKEJSG1qYcW3IDKgbLT5766Fc1u473ShGZMJJC0cYddnllJVaWbFqTbiLJES9WrVqFaWlpVxxxRXhLooQIoTcwwnd/z1u3DgACcMVjdLSpUsB6Hvp8EYVktrQw4wDJR1QNxKfXb+0cIT0rn3RG2LZsuFb598sVhvH80pkEEA0aMuXLyc+Pp5LL7003EURQtSjtm3bcsEFFzhvxIVoTJYsWULbthm079hFQlIbIfml3Uh8dv1yDUcYPHgw365ZBUimMNF4LF++nMzMTIxGY+yKabwAACAASURBVLiLIoSoZ5nDR/LOzDc5da6AlKaJ4S6OEHXOYrVxrqiUNWvWcM011zCsa4qEpDZCMgPqRhIv1D8tHGHM6FFs376d06dPy0y0aBQOHTpEVlYWY8aMCXdRhBD1zGK10fz8fpSWlvKfj/9H1skCifgRDZo2ufD58vXk5eUx8JIhEpLaSEkH1AO5GMJj1KhRQMWaOJmJFo3BihUrAKQDKkQjY7HayMoppH2PfsTo9axetYqNv56V3BOiQdMmFw7u/B6AvgNl6UljJR1QETH69+9PUlIS33zzjcxEi0Zh+fLltGnThq5du4a7KEKIeqLNAu0/ZeGwBdp16cXBnd+R0ayJRPyIBk2bXNi8cR3p7c6jc4eMcBdJhIl0QEXE0Ov1DB8+nBUrVqCqqsxEiwatvLycVatWMWrUKBRFCXdxhBD1RJsFymgWT9c0M0OGDePEr7s5eSZXIn5Eg3deizj2/vg9Y0aNkPu7Rkw6oCIiaBlvL80czuHDhzlw4EC4iyREnfrpp5/Izc1lxIgR4S6KEKIeuS4xiY/Vc/2Ey1HLyyk9+pNE/IgGS5v5X7JmI4WWAoYMzQx3kUQYyTCbCDvXjLfxHfoA8M0339CxY8cwl0yIurNmzRoAMjOlERaiMXHfjD62a3Pi4uLY/t167rxpcriLJ0Sd0Gb+D+3aAkCfiy8Jc4lEOMkMqAg714y3rTLOI611Ot988024iyVEnVqzZg0dOnQgI0PWwAjR2LguMTEajVx66aWsXLky3MUSos5oM/+b1n9Lmw6d6NSuTbiLJMJIOqAi7FzDkfQ6HSNGjmTVqlU4HI5wF02IOlFeXs63337LsGHDwl0UIUQEGDlyJLt372Z71iHJgisaJLPJwODzktm3YwuXjR4poeaNnHRARdi5Z7wdd9kYcnNz2b59e7iLJkSd2L17N2fPnpUOqBACgIGXVoTifzj/f7IVi2iwfvl5F0WFhVw2amS4iyLCTDqgIiK4hiNpSVkWLVkujbBokGT9pxDCVYeuPYk3J/HLj5tkKxbRYK1evRqQtk9IB1REoISmLUhv35GvV6yUkWDRIGnrP9u1axfuogghIkDTeCMXDBjE9xvXyVYsosFavXo1PXr0ICUlJdxFEWEmHVARcQqsdnr2H8SeH7+nzGaTkWDRoJSXl7N27VoZARZCOJlNBq6+fDQ5x4+QqiukwGqXwVfRoJSVlbF+/XqGDx8e7qKICCAdUBFxEk16el04mKJCC4ezfpaRYNGgyPpPIYQnl42qWH7y8eKv2XooVyKARIOydetWiouLpQMqgAA7oIqijFUUZZ+iKPsVRXnCw9/bKYqyUlGUnYqirFEUpY3L315SFOWnyv+ud3l8tqIoBxVF2V75X5/QHJKIdmaTgd9fdwUARYd2SKY00aBo6z+79L1Ybi6FEE69evUiKbkpu7ZuIsVskrWgokHR1n8OHTo0zCURkcBvB1RRlBjg/4BxQHfgRkVRurs97RVgjqqqvYC/AS9UvvYKoB/QB7gYeFxRlESX1z2uqmqfyv8k5alwOr9DBl27dmXThnXhLooQIfXNylWktG5LTrlZZjiEEE46nY5LLr2E3ds2c8pilbWgokFZvXo1vXr1okWLFuEuiogAgcyAXgTsV1X1gKqqZcA8YILbc7oD2g7Kq13+3h1Yq6qqXVXVImAHMLb2xRaNwbBhw1i3bh12u4wAi+hnsdo4mlvEunXr6DlgEClmE0VldrJyCqUTKoQAYNSIEWQfPUR6bAmZXVpKBJBoEEpLS9m4caOE3wqnQDqg6cBRl38fq3zM1Q7gmsr/PxEwK4rSvPLxcYqiNFEUpQUwHGjr8rrnK8N2/6koirFGRyAaFIvVxvG8EixWG8OGDcNisbB+8xbnY0JEI4vVxtp9p1m4ajPncs/Ste/FHMktYm+2hf05BTITKoQAftueImv799L5FA3G999/T0lJieQ+EE6BdEAVD4+pbv9+DMhUFOVHIBM4DthVVV0OLAE2Ah8DmwBtOutJoCtwIdAM+LPHD1eUKYqibFUUZevp06cDKK6IVtpNupZ8of/FgwGYM3+JJGQQUa3AasehqhzetRWAa64YQ6cUM11bJZDRPEHWeokqpN1rvHr37k1SUpJzrbgQDcHq1atRFEWyvwunQDqgx6g6a9kGOOH6BFVVT6iqOklV1b7AU5WP5Vf+7/OVazxHU9GZ/aXy8Wy1QinwPhWhvtWoqvq2qqoDVFUd0LJlyyAPT0QT7SZdS74Ql9yCTp27sGPLBknIIKJaoklPjKKwacO3pKS14cILutA5NYF4o0HWeolqpN1rvGJiYhgyZAhr164Nd1GECJk1a9bQp08fmjZtGu6iiAgRSAd0C3C+oigdFEWJBW4AFrs+QVGUFoqiaO/1JDCr8vGYylBcFEXpBfQCllf+O63yfxXgauCn2h+OiGbaTbrrDXnmsGHs+fF7ss8Vyk26iFpmk4Eh5zdn3/bvGTVyOGaTAbPJQGaXlgxo30zWegkhnIYNG0ZWVhbZ2dlVlqUIEY2sVisbN26U8FtRhd+7eVVV7YqiTAWWATHALFVVdyuK8jdgq6qqi4FhwAuKoqjAt8D9lS83AOsq+pgUALeoqqpNYf1XUZSWVMyKbgfuCd1hiWik3ZAXWO0kmvSYTQbGjBzBe2/PJDb/MJmXDJKbdBG1jh74hdyzZxg9coTzMa0jKoQQGi1M8esVK2nZewQOVSVGUWSgSkSlzZs3U1paKgmIRBUBTSepqrqEirWcro/9xeX/fw587uF1Vioy4Xp6zxGeHheNm/sNudYQ/7xtM+NHVt07ymK1VemsChHJtDVdMgoshPClT58+JCYmsmr1Gq7tNZwUs4lTFisFVru0dSLqrFmzBp1OJ/t/iioCCcEVImxSU1Pp1q1btYQM7gmLJDxJRLrVq1fTrl07mrdKl5A6IYRXer2egYMvYeOGdZTZy2WduIhqq1evpl+/fiQlJYW7KCKCSAdURLzhw4ezbt06bLbfbtjdExZJciIRycrLy1mzZg1DMofJwIkQwieL1UbrLv048EsWeWdO0a2VWcJvRVQqKSlh8+bNDL50qAy8iiqkAyoi3rBhwygsLOSHH35wPuYpYZEQkWrnzp3k5uZy4eChMnAihPCpwGqn+4CBAGTt3EK8rBUXUWrTpk2UlZXRtGMfGXgVVUgHVEQ8bR2oaxiuZBAV0WTVqlUAXDZqhAycCCF8SjTp6dytF6Ym8ezeuknqCRG1Vq9eTUxMDF36XCgDr6IK6YCKiJeSkkL37t2rrQM1mwykJ8dJ51NELG0LhRUrV9K5c2e6dGwvAydCCJ/MJgMjeqQxcNBgDv60ReoJEbVWr15Nn779MJsTZeBVVCEdUBEVBg8Zyrr168m1FIe7KEIEREuU9d3+U6xd+y1DMocBMnAihPDPbDJw2agR7N2zh1OnTgHInqAiqhQVFfH9998zauQIGXgV1UgHVEQ8i9VGi059KSosZNaildL4iqigJcrKPbyPkqJCBgwaEu4iCSGiiLZl07JvVpGVY+Hrn07KOjoRFSxWG4uXr8ZmszF8+HAZeBXVSAdURLwCq52u/S4GYOeWjbJ+QEQFLVHWt2tXAzBmpGzCLYQIXP/+/UlISODjRUvZsP8Mu4/nYzbqZR2diGha9M/8L78mRq+nV/+Lwl0kEYGkAyoiXqJJT/PmLcno2IWdWzZRZLXJ6K+IeFqirMM/baFb954YE5vJeSuECJjBYGDgJUPYvvlbMpo1AeBIbrGsoxMRTYv+2b1lPV0u6E+53hTuIokIJB1QEfG0G/khQ4eyd8cWthw8zcIfjpOdVxLuognhk1GnsmXzRjr1vlhC54QQQRs1ahTZRw/x68GD9EhPYnDH5rKOTkS0RJOeovxz7Nu9k76DhqADWbssqpEOqIgKZpOBocOGU1pSzPffb2X/qUKW78mRCk1EtO+++46SkhJ6XjhYUtALIYJ25eVjAcj7ZRtje7aic6tEZ+dTkhKJ+hbIOWc2GbAd3Ymqqtxw9Xi2HT4nA7CiGumAiqgxenjFfqA7v99AchMDphhFbuZFRFu1ahU6nY5eAwZJCnohRNC6detG69at2bphbZVZT22dndzYi/oSzDm3bs0qkpOTuaBvPxyqKgOwohrpgIqo0aFta3r37cexnRtITzYRbzTIzbyIaEuXLmXAgAFccWEnSUEvhAiaoiiMHj2alStX4nA4nI9r6+zkxl7Ul0DPOVVVWbFiBSNGjKBZgokYRZEBWFGNdEBFVJk44Sp+3f0jXZsiN/MiomVnZ/Pdd98xYcIESUEvhKixcePGkZuby8aNG52PaVm25cZe1JdAz7ndu3dz5MgRhg4fSYHVTv92TWUAVlQjHVARVa688kpUVeXHDaulIhNh52s9zFdffQXAVVddVd/FEkI0IOPGjSM2NpaFCxc6H9OS88mNvagLntq2QM+5BQsWoCgKzboNZuuhXLYdPkeiSS/nqKhCOqAiqvTt25f09HS+/PLLcBdFNHL+1sMsXryYDh060KNHjzCVUAjRECQmJjJq1CgWLlyIqqrOxyWyQtQFX21bIOfc/PnzufDiQSQ2bykh4sIr6YCKqKIoCuPHj2fZsmUUFxeHuziiEfO1HqaoqIhvvvmGq666CkVRwlhKIURDMHHiRA4dOsSOHTsAyYAr6k5t1hfv37+fnTt3MnHSJAkRFz5JB1REnZtvvpmioiLmzp0b7qKIRszXepj//ve/WK1WrrnmmjCWUAjRUFx11VXodDo+++wzyYAr6lRt1hcvWLAAgBuvu1ZCxIVPims4R6QbMGCAunXr1nAXQ4SZqqr069cPm83Grl27ZIZJhI3FaqPAaq+yvkVVVXr06IHJZGLbtm1yfgoAFEXZpqrqgGBfJ+2e0Fx11VVs2LCBjdv3sPesjRSziVMWKwPaNyM9OS7cxRMNiKe2zZ+ysjLOP/982rZty/r16+u4hCJaeGv7ZAZURB1FUXjooYfYvXs3/1u2okoYkoQlifrkaT3MsmXL2LNnD4888oh0PoUQIfP000+Tm5vLp3Pek/BGUadqsr549uzZHDlyhKeffroOSyYaCpkBFVHJarXSNiOD9PO68Oxb84hRFPq3a8q2w+dwqCoxiiJhH6LeqapK5rDhZGXtY/e+/TRPjA93kUSEkBlQEQqXXXYZ27dvZ8fP+3DEGCW7qIgI2uxnWloamzZtksFX4SQzoKJBMZlMTH3kcXZ8t55DOzbjUFVO5FtxqCoJRj2nC0vJzreGu5iikVmw+CvWfbuWK2+7j00H82UmXggRUs8++yynTp3iX/94UTLgiojx6quvcuTIEWbMmCGdTxEQ6YCKqHX/ffeSktaG1198BkVVaZ1kosxezrqs0xw+U8SOo3nSARD1xuFw8PS0abRq245b77hbUs8LIUJu4MCB3HHHHbz66qv8/PPP4S6OEBw8eJAZM2Zw1YSraddrIFknC+TeS/glHVARtVokJfD8889xYO9PHNn8P9KS4+jdJon2LeIZ2rklsXqddABEvXnnnXfY+/NP3Db1z5wrLZe1WUKIOvHyyy9jNpuZMmUKDocj3MURjZCWb6OgpIz77rsPnU7H2Luf4KPNh/nouyN8/dNJ6YQKn6QDKqLaXXfcxtChQ/nLU09y6tQp0pLjaJFgxFJqlw6AqFOuCa+ys7N54oknGDFiBE89cJeknhdC1JmWLVvy73//mw0bNvDKK6+EuziikXHdBujJ51/j66+/5t7Hp6MkNCPBZCDBpKeo1C4TAMIn6YCKqKYoCjNnzqSwsJCHHnoIs8kge0+JOufaAK/Ze4r77p+K1WrlzTffJDEuVtZmCSHq1C233MI111zD9OnT2bZtW7iLIxqRAqsdh6qSe/wg7776N7pfeCn9xl7P0VwruYVWCq124o16mQAQPkkHVES9rl27Mn36dObNm8fHH39co/ThQgRDa4BTzCZWfvU5ixYu4M/TniI+pa2EHQkh6owWeVFYamfmzJm0atWKa6+9ltzc3IBeJ/WT8CbQcyTRpKegwMKf7rmdmFgTI6b8ldTEOHq1TWJcr9bcdHEGY3u2knsw4ZN0QEWD8OSTTzJw4EDuvfdeDh8+HO7iiAYu0aQnRlHYtTeLt198mosGDqbf+DvYeiiXtftOY7Ha5IZPCBFSrpEXa/edJjY+kc8++4zjx49z0003YbN5rmvcXyd1knAXzDkSHxvDR688ydkTh3j6lbdo3rIVR3KLiY/V06dtMp1bJUrnU/glHVDRIOj1eubOnYuqqlx77bVYrYFvwSIdBREss8nARRkJvDHtXmL1Mbzw+lucK7FjNupxqCrZ+Va54RNChJRr5IWWZfviiy/mtX+/wbJly7jtd3dz7FxxtfrG0+uE0FisNrJyCikqtQV0jvzlL3/h6y8XcceD0+hx4SX0SE9icMfmsuxJBEUCtEWD0bFjR+bMmcPVV1/Nfffdx3vvved1PyqL1UaB1Y4O2Hb4HA5VJUZRnBWo9nfZ5Ft4oqoqjz00lZ927uDTBYs4qyRz6Ew+h84U0SM9CVTVecN3ymKlwGqX80gIUSta5MUpi9WZZM9itdF+8JVMuutn5r33OjZjMnc88OcqnQFPrxMNXyD3MdrMZ1GZnb0nCwGINxq8niMzZ87k+eef5+677+bVv0/HUuqQ+yRRIwHVQoqijAX+DcQA76qq+qLb39sBs4CWQC5wi6qqxyr/9hJwReVTZ6iq+knl4x2AeUAz4AfgVlVVy2p9RKJRmzBhAtOnT2fGjBlkZGTwxyeeqlYBaxWuQ1XJL7Zh1CtkNE9wdhQA599dO6VCaKZPn86HH37Is88+y+DhY9h6KJchnVtyJLeY3m2TSUsykZVTKDd8QoiQ0ZLsubZpx/NKcKgqt0/9E78ePML8914npVVr+j72oLPd8vQ60bC53uf4uo/RZsczmsUD0CnFTOfUBI/PnTVrFvfccw9XXHEF/+///T8MBgOJcXV+KKKB8ntXpChKDPB/wGjgGLBFUZTFqqq67oD8CjBHVdUPFEUZAbwA3KooyhVAP6APYATWKoqyVFXVAuAl4J+qqs5TFOUt4C7gzVAenGicnn32WY4fP86zzz7LabuJMdfeWqUCdg1HstocWO3lVToKrn+X2Svh7o033nCOAE+fPp3Cyi1/CkvttEwwkpZkkhs+IUSdMJsMVeoTbXazqMzOVff/FaUkj7f+/iRdWpl5aOp9Xl8nGrZA72NcZ8fjY/VeO59z587l7rvvZsyYMXz++ecYDHIuidoJZFj+ImC/qqoHABRFmQdMAFw7oN2BRyr//2pgkcvja1VVtQN2RVF2AGMVRfkMGAHcVPm8D4BnkA6oqCH3UJOZM2dy5Hg2b/59GulprehxyWhnBexe4Q49vynlUKWjIOFKQuN6bn3+6Sc89NBDjL/yKt58800URfHa2ZQbPiFEXXOtf4ae35LbBs1n6l238vAD95Obb+GxPz5arR5qKEtMGspxhJLr8qJA7mMCGSydO3cut99+O8OGDWPRokWYTKY6PgrRGARyZ50OHHX59zHgYrfn7ACuoSJMdyJgVhSleeXjf1UU5TWgCTCcio5rcyCvsmOqvWd6TQ9CNG7eQk3mfvQxw4aP5K8PT+HR519nxIN3Af4r3NrMXkmD2LC4nlurlyziP395mG59LuKOp16jxK5irqxBpbMphAiXKvVPchz/nfcpE665nr89/QT7j53mzdf+TmJcLBB4aGakayjHEUru30n/dtUH1z3x1n6pqsqLL77ItGnTGD58OF9++SVxcRJzK0IjkCy4nrK4qG7/fgzIVBTlRyATOA7YVVVdDiwBNgIfA5sAe4DvWfHhijJFUZStiqJsPX36dADFFY2Ntwx/qc2SWL5sKf0GXMg/nriPeR/Odr7G116hNe1ESqr7hkc7t9Yv/ojXn36AThf041+zPkZvNEkmSVFnpN0TNWWx2jh0roz7nv03l0+6gY/eepXf3XmnMzN8Q8mI21COI5Tcv5Ny8Hmf4yv7v91u595772XatGncdNNNLF26lPj4+Do+AtGYBNIBPQa0dfl3G+CE6xNUVT2hquokVVX7Ak9VPpZf+b/Pq6raR1XV0VR0PH8BzgDJiqLovb2ny3u/rarqAFVVB7Rs2TKIQxONha8Mf21btWT1yhWMHTuWKVOm8NJLL6GqHsc6gNp1IqVBrKohbG9jNsbw+buv88pf/0S/S0cy/Y25FBMrodmiTkm7J2pCa7/2n7Lwyxkrt/7pBW65/3Hmf/IRgy4dwi8HjzSYjLgN5ThCKdDvxN99zunTp7n88suZOXMmTz75JB9++CFGo7E+DkE0IoFcsVuA8yuz1h4HbuC3tZsAKIrSAshVVbUceJKKjLhaAqNkVVXPKorSC+gFLFdVVVUUZTVwLRWZcG8HvgjRMYlGxl/IbJMmTfhw3mfcdeedPPHEE/z888+89dZbHkNJPC3c1x73NyMqDeJvGkJ4VHFxMff/4Q/MnTuXa66/ibffeQeDwSAh1kKIiOQpo+nLzz1LRscuvPbUgwy8+GI+nPshmUMzPWaHj6a6TRK9VRfod+IrQdHGjRu57rrrOHPmDO+++y533XVX5blRKt+zCCm/d8iqqtoVRZkKLKNiG5ZZqqruVhTlb8BWVVUXA8OAFxRFUYFvgfsrX24A1lXuxVhAxfYs2rTQn4F5iqI8B/wIvBe6wxKNjac1DFX3+szn9qdeJT4lgzlvvcpPP/3EggULaNeuXZXXuHcidXjeksVTYy0N4m+iPZPwgQMHmDRpEjt37mTGjBlMmzYNna4iYCSajkMI0Xi4J9hrnWTiRL6VXpeM4u3PlvLE/XcyfuwYnnzySZ555hlnJtNQDxjWV2dW1t5X5/6dePotPA2WOxwOXnvtNaZNm0ZGRgabNm2ib9++Vc6NMns5vdskkeYlrFeIYCi+whEjzYABA9StW7eGuxgiCvja6zNv72Ye/MPvMBgMvPPOO0ycOLHaa7UKu8BqZ+uhXGdHakD7ZiSa9FE/u1fXonkG9PPPP2fKlCmoqspHH33EuHHjwl0k0QAoirJNVdUBwb5O2j0RjKoDr+coKrOzN9tC11YJ6BxlfPX2C8yZ/T4XXXQRs2fPplu3bhzPK6nWzqUn1yzZTDTX/Q2Nr9/C9T7n5NFD3HnnnWzYsIGJEycya9YskpOTAZznRoJRz7qs07RvEU+LBKP8riJg3tq+QNaAChF1XGfgjAYdVofqHO0bM/Zyvlq5jrYZGUyaNInbb7+dvLw852tdExR5GinU3jvBqOd0YSnZ+dYwHmlk0maDB7RvFjENlb81qefOnePmm29m8uTJtO9wHp99vYaOfS+p9vyGsLZVCNEwae1XOTjDcbummemUmsjYvu354P1ZfPrpp/zyyy/06dOHZ599FqPiCNnyEcmFEHo1bXN8/RZmk4HUBAPvvvkfevfuze7du5kzZw7z5893dj7ht9nSI7nFAGQ0ayK/qwiJxrtITTRo3vb61EaFHfrm/PXthWxe+A6vvPQiq1at4o033mDChAlUhowD3sNqy+zlrDtckZ0ywagnLcnUYPdaq6lICo/yNRKsqiqLFi1i6tSpnDp1iqf+8ld6jLuN9SeL4eQReqQnMbZnK2fotYzuCyEinXsb2Dk1wVlXTZ48mczMTO5/4EGeeeYZ/vvxPJ567mUGXZpZLbwy2HZMciGEVm3aHF+/xbfffsvUqVPZtWsXl19+OW+//Tbp6dV3Q9TugbLzrSQY9VhK7fK7ipCQGVDRILnPwKUlx5Fo0nMi30pRqY0UswlFr+eBx59i06ZNJCcnM3HiREaMvowff/q52nu5pjI3mwz0bpNE+xbxDO3ckli9rtpooGzJUrc8jQj7GiX2Nmu9b98+xo4dy6RJk2jRogXfffcd9z7yZ6wOhQSTgQSTnqJSe5VkVDK6L4SIdP6iUOISm3L7tNf4879mczqvkDsmX8Ut119D1r69zudk55Ww4MfjrM865bEd81TnRmL0C3hvHyI9oiXQNifQ3+LAgQPceOONZGZmkp+fz/z58/nqq688dj5d36dzqpmxPVtF3O8qopcMYYgGy3UGTusQFpXZ2XuyEIB4Y0WIbfqFF7J243f8+W//4KO3XuWifn2Z8od7+Ov0p0hJSXG+n+tIcFpyHC0SjF5HA4NJwlMXM6V1Nfvq7X3rY7bXfW2T64gweE4WpUk06avMWtsLz/HywveYM+sdmjRpwuuvv869996LXq/HYrWRYNRz+EwRAO2ax6OjYi2MDmR0XwgRFXxFoWht1CXDRqNL68mJjQv57L3Xubh/X373u9/x0B//xLazen49VUhyEwPpyVRpx3zNzEVS9At4L2s0RLQEMqMcyG9x8uRJnpgxg7fffhuDwcDTTz/Nk08+SZMmTQIuS6T9riK6yd2TaBQ8pad3DUkqcSiMv/luJlwzmX+/NIO3/t9/+OD993j44Yd59NFHMTQxV6vgfWW8DXY/LvfOVG06c3XVqIazEfeVVEobEfbV4ddmrXNOnWbjwtm8OPddbLYyRk64ntum/pkJg7o5O58FVjuXdmpB77bJoKqYTYYqHd7+7SrCuRtraLUQIvppbVRRmR2jycS4m37PqAnXse7Tmcye9S6zZ88mc/x1XHT1neSRSnOzsUo7FsmZzt0HRL2V1f3x7HxrvQ7cBsI1BBYvSUN9/RYHDhzgtddeY9asWdhsNu6++24eefwJ4pul4NBJF0CEj5x9olHwtR7G9e8OUxIPPfMqLz37FC///Tmef/55/vWvf3HDrXdw8ZW30rNLJ2cFn+4jFXlN9+PKzreSddJSLeW59txAGjB/NwY1bQwDacSP5BaRlVNY7futLdfPsNocWO3l1Tr37tvnHM8rcR7jwYMHee0frzL7/VmUlVoZOOoqrpvyMBf3vaBKJ9ZTR/p4XkmV4y6HGmeIFEKIcHKt/7U2auj5LSsHlOk9YAAAIABJREFU1VozYdC/uOn3U/m/f/6DBfPmsvKLj+k/ZAxP/emPJBh/27bM05ZlrnWup8+rj6gZTwOi3gaEXR8vs5ez42gesXqd3y3XalseX+/j7fO0+4KsnMJqZXOPzNEBS9ds4N3/+zeLFswnJiaG2267jSeeeILUNu0qylOQKwOqIqykAyoaBX8dwup/b828efN46qmneOWVV/jg3Zm8/85bDMgcw9Dx1zPg9murfYZ7wxFIuIp7w4iqOtcqrjt8mqJSO/HGisvUvWEM9D1dbwzAd6hqMGV1b8SP5BaxN9sCqkp2XklIZ0JdP1unKPRqnUi8UV+lc641pFqIbpndzq7v1vHD8s/56svFxMTEMPn6G7jrvofo1q072w6f85jd2L2DLUk1hBANgafOkOtgmsVq4+ufTrL7uIPu1z7KJZOnsOebz/j0v7OZeMVo+vTtyx1T7uPG668jpWmis830tCzCV3RMXUbNeKrH05PjPLb/ru1+kdXGnpOWKq+DmreXmuy8Es4UlpLRrAmWynwCvpbjePo8T8fkXrb+7ZpSVFLC14sX8cRd77B722aaJJh58OFHePyPj9K6dWuAKgOqR3KLWL4nh+Q4g9fja+zJFEXdkTsp0Wj46xB6+vsFF1zABx98wHPPPcffX36NuR9+wPerljLnH09z992/494pv6dNmzY1alC1it11BBIgK6ewSsrzw7nFKECbpokBhTq5NqolpXaW78nBFKMQbzTQOTWhxmFT3jrx2uNZOYWgqlVCY0PVYLmGIe04mseRcyXEKEq18NjMLi3Z88tB/vvWTFYv/pScE8do1rwFjz32GA8++GCVRAuZlZ1O12Px1NEMdDZbCCEimb/omAKrncJSOwkmA6CSlJDK9L89x2svzuCdWbN55bV/8vC9v2fa448yefJkfn/X7xg8eDAn8q0Bhbj6ezwUvA0Yemv/tcctVj1ZOYUBDUoGymK1seNYPofOFHHoTBE90pN8DmAGMwjq+tzNW7fx+X8WsOizeeTn55PWtj1Tn3iGQZdfR+YF7WntMsjg+l6ltnJMesVntFSkr5EV0Us6oEIEoG3btjw94++MvPUB9m5ezecffcDfZ/yNF56bwZAhQxh5+VWk9xlK907nBdRQ+arY3VOeJ1TOgPoLdXKlPb7y55wqSSRQlFrN5vlqxDunJpCdV1InM4VaZx1VJVavczaY2o1PueUMixcvYsb65Wz5bhMAfQYN5c5HpnPPbdejj42tUh5Po7q+OpqSfEEIEe38RXMkmvTVErAlmvQ0MRm49pY7yRh8Jcd+3srCTz7is08/4YP3Z9GpUyeuvf4GWvfORO3UFb1O5zHE1fXzdEBeiQ1rmZ14o6FKkrfahoPWdMDQ2+tq014WWO3E6nUM6dySI7nF9G6bHFT0kq9B0D0/7+aTtz9k3fIvOXbwF4xGI9deey033XYHjpRulFeW3b3Mru+lzVx7O75IXucrop+ielnUHIkGDBigbt26NdzFEI2Ue6exnbGQBZ98zPz589m1axcAXS7ox6AR47j7xgkMurA/Op3nnY6O55Ww9VCus2If0L5ZtXWFrp0kwGeok7fPWP/LaY6fKyGv2EbH1AQm9U13vpevxrmmYTd1ldFX+97L7OUA6HVw5Jc9HNu1iQULF3Lg5x0A9OjZk+smT2bS9TfSNLVNjTLmClEXFEXZpqrqgGBfJ+2eCCV/dbTFanMmvHHdE9S9/eufHsfy/y3mgw8+YM2aNaiqSrv2HbhqwtVcP/kaBg4cSExMTLXPc81IX2qryHOw/Xg+lJdz6GwJXVslEG80REw4aG3aQi1iJ9DlM74+z+FwsGXLFhYu/pJFCxeStXcPiqLQuc9FXDJqPKOvnMQVF54f9LpVX8+VGVARCt7aPumAikYt2MbF2/P37dvHR598yoL58/lpZ0VnqEXLFIaPGMEV48aSmZlJu3btKKxcAxJMR9JVIB1X17K6NvSju6c610z6Op5Ia3SO55Ww5eBZHPmnWLt2DQd3bGLTurWcPVOxpcp5XS+g/7BxPHT3LVzS/4Jqr3X/voCAv0MhQkU6oCLaeWv/cnJy+OKLL1i4cCErV67EZrPRrFkzRowYwejRoxk9ejQdOnTAYrWRlVPI/pwCMponcCS3iJMFVs5ayojRQYnNQb92zSgqtXNJpxZ0TjVX+Wxv7ZK/TlQ4Oq2ug6ZaMsFgkw+dOHGCb775hqVLl7J8+XJyc3NRFIXu/S5myOgrueXGyZwpbxJwW1aT70LWgIrakg6oEG7qqqOVdeAwb320iB82rWXH5nXk5Z4BoFWrNM7r2ZfOF/Sne+/+TBw5mLiEhCoznP4q+VBl1PP1Xu6dtm5pFQl/QpHFMNDXFBYWsmPHDjZt2sS369azfuMmzp05BUBKaipjRo9mwCWZJJ7Xl64d2/ucRfa0zU0kdbBF4yAdUNEY5Ofns3TpUpYtW8aKFSs4fvw4AO07nMd5PfpxXs9+GNK6MuTC3thUHapaztkiG6cKSrE6HDTR64jVx9AjPYmxPVs562Zvg6/+OqahqusDabu0Wc9T+SUczytx5kMIpGO4Zu8pjh4+wN4fv+fsrzvYtGE9Bw8eBCravHFjx3LRkBGYO/ajU9s0Z9usZcf1d3zZeSVV8kFIuyfqi7e2T9aAikarrtY3xDdLIXP8tUy+8RZO5heTUJzN/l3b+GbNOjZs3MjGb5YA8CegY8eOdO/RE3PrTmSc35UO53dj8vB+NE3w3FgFu77F19rFQBIe+EpNH2xH2FM4Upxe4eDBg+zatYstP/zI9h072ffzbg4e+NX52o4dOzJm9Ch69buQ4ZlDGDigH4qiOMvgun7FUyZiT9+XJBUSQojABTp4mJSUxA033MANN9yAqqrs27ePFStW8L9lK9i8cQ2rvvocgDlmM3379qd5xvmkd+xGWocujB3Qm0N5Zc6Msdq+nDqgqNROmYftt3y1497+VpPIJ3/t3W8ZhPMps5ejVK6+iTcaqq2tdDgc7Nu3jx9++IEffviBTd9vZeeOHRQXFgDQrHkLBg8ezIhJt9G9/0A6de3J8G6pAFXavLQkE2lJpoA6xivc8kHIek4RbtIBFY1WXW2v4fq+hpgYeva8gO49L+DqG+9g/f4zfLf7V45n7ULNPULZqYPs3LWLA18uRotGuF+vp3379nTs2LHKfxkZGbRu3ZqWLWs2cune6AaS8MBTavpgshg6HA4OHj3B/77bw/4DB9mXtZ+40jMcPXyQcyePcezIYez2ipTyik5HWtv2ZJzfjauuvZFBF/Zl+NBLSUlJ8Xg87p1LqD6zCZ5nlt075hJmJIQQntV0JlFRFLp27UrXrl254/f3sGbvKY4fPUTWzm3kH/qJndt/ZNnnH2K1WgEwGAykd+hEu05dSWnTnlZt2pOSnkFBbAv6nd+GmJgYurUyVwln9dWOe/pbTY5Fa+8SjHqO5BaTnW+t1n5k5RRyttDqzCCcYNTTqgmQf4QvF6xh3759ZGVlkZWVxd69eykursh0bzKZ6HlBLzLHTaBD15707HsxN48dxMl8Kxt/PVtl+xZf28n4K7/RoCO5iYG8YhvNzUbZTkyEnZyBotGqq+01PGWZ0xq7Ti0TKOrUjssv6oal1M6A9s1INOlZtv0Ih37dy9H9+9AXnuTo4UP8+uuvbN68mfz8/CrvHxMTQ6tWrUhLS6N169akpKTQrFkzmjZt6vyvWbNmJCUlERcXR1xcHA5Fzw/Hi4iJNWIymhjWNSWgrK8FJTHsOnyaAwV52EtLORNr4dwxO2fyLOz86TAFBXkUW/L5MdZGsaWAc+fOkZOTQ3Z2NidOnCAnJweHw1Gl/E0SEmmd0Z5+fftyw3WTyejQkVP6VKzxaSSa47GUlNG5VSLxCUbiEpv6/a5dQ7RcO8XZ+daAwpMkNEkIIbwLxXYkBdaK9q5f+2Ykjr7I+Xq73c4vv/zCjh072LFjB9t+3M7uHVv4dukiXJeIxSckktq2HR3bteW8dm1p3bo1rVu3Ji0tjeTmLYmNTyY9tbkzazx4buPd24lAjiXRpKfMXs66w6dRVRXd/2fvzuOjru7F/7/OZCYz2SdAgBA2BcKqIJvIFkC5oLbWpdZ9qe3Vtra1/lrvt97W2kVbtdZ6e7W2trVKba/WpUqtAlYgLKKyKwoiLkAghEC2yTKTmcz5/ZFMmEw+M/OZZJKZTN7Px8OHZJbPnM/M53POeZ/V24Sn2kpzg4vD5RWU7txP+dEj7P/kIK6TFdRXHaeh+jiumqr2YyilGD16NMXFxZx9zjwcQ8cwesIURp02jiWTC9u/50BgGG77lq6syJ7rsJKVbqUoP4NB2XaWThwiZZxIOAlARb/WU9trBI4bWthlOawMyrbj8vjaW2RzHDaWTRtJ3YRhWFjSYU/Q9fuOU1NTTWXZQYZYG6g+cbw9uCsvL+fTTz/lnXfeobq6Go/HYzp9doeDdJsNpVTY1zQ3N7e3TJs6pt1Ofn4+gwcPZtiwYZxxxhkUFhYyoGAIJ/2ZDBhSyMChI5k3eVR7C3ag5XhPWTUnG7yUVTehFKY27Q4V2tqN1lErGjI0SQghIuvOaKFoPY5Wq5WJEycyceJErrzyyvbHK2tcPL9uB59++gnvfvAhurack+VlHDtaxq7tW6msrDT8PIvFgtPpxOl0kp+fT1ZWFg6HA7vdjsPhIM2WTlWTxmK1otCszHNgtSi01mitaWlpoampicbGxvb/NzY2UlNXz4mTVTS4avCHNKoG5DgHMLRwGBPHjub00QsZe/ppjB8/nuLiYsaMGYPD4ei0EFOgbCoK6tU9UtMUcfuWWEfs9FRjuxDdIQGoEBF0d2hmaMEdbs5G4P/BBXXxkGz8wNgRheQ68zstZBC8XH623UpjUxN1NdVs2XuI2toa3A0uxg5IhxYv1XX17DlYicfjxuvxMCRLoXTrlibNPj/NLX7S0yykW1snrni8LVTU+7DZ7djtDiaOGER+bjYZGRloi5WPq5pxZOeSl+fknIkjyXXmMzg/h9yMdNPfY/AqvZ+dbGL0wAyy7VYy0tM6BOhmGQ3JDd1YPJQMTRJCiMiM8tZoe1EH8vwGt7dLvacFzhyuPX8ude7ZhvuDNjc3U1FR0d4Ye/LkSWpqaqiurm7/f3V1NY2NjdTW1uLxeHC73bjdHhqamvB5vaSlWbAohQr6z2KxkJmZSWZmJhkZGWRmZpKfn8/o0+w0WTLIynWSmeMkO9dJ/oABKEc2GbkDGDliOPm5ORFH0ASXefuO1QPGc0QD9YZ6j4+CbDuFeY5Ox4h1OHQsje0yJUX0BqlpCRFGPFbQC9fyaHSc0GFOKBW21dlowYMzi/Lw+KwMGjGG6dM6r74Xy5YrkbZ7OVLThLPtuUNVDbxX68fZ7GZfpafTdxT8maHpCFRMRg7IAmDs4ByKh2S3fxddKfxCC9lorb4yNEkIIaIL5K1mF+QJ3bu5K72nkYKm9PR0RowYwYgRI9o/08xiPB32Mh2V3ymwjSS47Np7zEW23crG/ZUMzHOg06zMGJUf8TiBMt6ozAsO6CP1WPbU4onB5yirxIveIAGoEGHEK6M32/IYrbcUThVSdW4f9R4f2Q4bLnczLo+PTLsNlA+3wUqBoemI1jptdmEHj9ePw6oMv6NoW6AEV0yy0q0UD8k2vaiCWdG+exmaJIQQ5oWWi4GVaoPzz9DXhNvKK17MBk3B6TpU1cCavRU4M2ymA61TQbiV/RX1HKpqXUioeEgOLo8Pf5R0BpedgTIPjLcFC1d29dTiiQE9HeAKESABqBBhmM3o4zVcJVJvqVHLbbbdysETDXh9mgxbGo0eL1l2GwvHRW7VNdM6HW2BotBFloy+I6OCDOjViokZPTUPWAghUk2kbboCPYoW6NSYGmseG61cDX4+NLDcX1HfoUHTKO3RGk8D01uCV9wNCJSB5bVusu3WmKaMFA/N6XDcWBdF6ulG054OcIUIkCtLiDDMZPTxHq4SLhgKDeb8wPIpQ5k6wglak+OwmR5KZLZ1OlJgFvxcSVsFIPT94QqyWComMhdFCCGSR3C5GLxNV2iPYqzDW4NFK1eNGmTTlOJQVQP7yl2gNeU1TZ3eZ6bxNHh6C8DkojyWTxlqGITmOGym9uE0SnNh25SUrgR8PdloKqOCRG+RAFSICKJl9L01XMWokOpqIWQ01LcnguZwBZmZwi3QAh3cui5zUYQQIvFCh6Ia9Sj6ocOiebGIVq4aNciWjC9gf0U9aN1hddlwgSMYN54GT28BTYPBauyhDaNmyqVw55SMAZ+MChK9QQJQIbqht4bpxrOQCnesnuhtNCrIohVugZbiynoPB080sLC4IOYtWYQQQvQss9MxYhWtXA3XIFs8JJvymibTaTAqi3Id1vbpLQCjBmZ1WgCwK6OeIp2TBHyiP5IAVIhu6M1huvEspEKPlUwr351aKTCTgycaOFTVyKBs2R5FCCGSjZnpGF05ZqRyNdJ6Cd1tqM1x2DpMbwmdA9rVUU/J2NMpRCJJjU6IbkqWYbrdEUhjtt3KoapGymvdCUtj8B5ok4vymDo8z3AhCCGEEMmjJxtJzT4fjzREOkZ3FumRnk4hTpEAVIge1hdWlct1WGn2+dl4sBKAbLu123NDu0paioUQQiQjKZ+EiI/kqwkLkWL6QoGV47AxdXgeDR4fIwdk9sqcy0hzTqWlWAghRDKS8kmI7pMAVIhe0BcKrEJnBoOy7THtadZVyTTnVAghRP8mW34J0bskABVCAL3bU9sX5sUKIYRILj0RKEqDqBC9TwJQIUS73uqp7QvzYoUQQiSPngoUpUFUiN5nMfMipdRypdSHSqkDSqnvGzw/Sin1hlLqXaXUeqXU8KDnHlBKva+U2quU+o1SSrU9vr7tmLva/hscv9MSov9xub0cqWnC5fYmOilRBXpbZ44eIK3NQgghogoOFFu0ps7ti8txpUFUiN4X9S5TSqUBjwJLgTJgq1Jqpdb6g6CXPQis0Fo/pZRaAvwCuE4pNReYB5zZ9rpNQAmwvu3va7TW2+JyJkL0Yz09hCiWYU9mX9sX5sUKIYRIDj0VKPaFhQKFSDVm7t7ZwAGt9ScASqlngC8AwQHoJOD2tn+vA15q+7cGHEA6oAAbUNH9ZAshgvXkEKJYgluZSyOEEKIn9GSgKA2iQvQuM0Nwi4DDQX+XtT0WbDdwWdu/LwFylFIDtdZbaA1Iy9v+W6213hv0vj+3Db+9KzA0N5RS6mal1Dal1LbKykoTyRWi/+nJIUSxDHvqqSFSQvQnUu4JYSzHYaPImWEqWEz2aSnJnj4hepKZANQoMNQhf38PKFFK7aR1iO0RwKeUGgtMBIbTGrQuUUotbHvPNVrrM4AFbf9dZ/ThWuvHtdYztdYzCwoKTCRXiP6nJ+dUxhLcylwaIbpPyj0huicwGmfbZ1WUfliZdEFesqdPiJ5mpnZYBowI+ns4cDT4BVrro8ClAEqpbOAyrXWtUupm4C2tdX3bc68Bc4ANWusjbe91KaX+RutQ3xXdPB8h+q2eGkIUy7AnmUsjhBAi0ZJ9ZdtkT58QPc1MD+hWYJxS6jSlVDpwJbAy+AVKqUFKqcCx7gSeaPv3IVp7Rq1KKRutvaN72/4e1PZeG/A5YE/3T0cI0RNiGfYUy2uFEEKIeEv20TjJnj4helrUK15r7VNKfRNYDaQBT2it31dK/RTYprVeCSwCfqGU0sAG4Na2tz8PLAHeo3XY7iqt9T+VUlnA6rbgMw34N/CH+J6aEEIIIYTob5J9NE6yp0+InmaqyUVr/SrwashjPwr69/O0Bpuh72sBbjF4vAGYEWtihRBCCCGEiCbZV7ZN9vQJ0ZPMDMEVQgghhBBCCCG6TQJQIYQQQgghhBC9QgJQIYQQQgghhBC9QmkduqVn8lJKVQIHE52ObhoEnEh0InpQKp9fKp8byPn1Zal8bpAa5zdKax3zpp4pUu5BavyG4aTyuUFqn18qnxvI+fVlqXJuhmVfnwpAU4FSapvWemai09FTUvn8UvncQM6vL0vlc4PUP7/+IJV/w1Q+N0jt80vlcwM5v74slc8NZAiuEEIIIYQQQoheIgGoEEIIIYQQQoheIQFo73s80QnoYal8fql8biDn15el8rlB6p9ff5DKv2Eqnxuk9vml8rmBnF9flsrnJnNAhRBCCCGEEEL0DukBFUIIIYQQQgjRKyQAFUIIIYQQQgjRKyQAFUIIIYQQQgjRKyQAFUIIIYQQQgjRKyQAFUIIIYQQQgjRKyQAFUIIIYQQQgjRKyQAFUIIIYQQQgjRKyQAFUIIIYQQQgjRK6yJTkAsBg0apEePHp3oZAghhBAx2b59+wmtdUGs75NyTwghRF8VruzrUwHo6NGj2bZtW6KTIYQQQsREKXWwK++Tck8IIURfFa7skyG4QgghhBBCCCF6hQSgQgghhBBCCCF6hQSgQgghhBBCCCF6hQSgQgghhBBCCJFEXG4vR2qacLm9iU5K3PWpRYiEEEL0LS63lzq3j1yHlRyHLdHJEUIIIZKey+2l9MNKWrQmTSlKxhekVBkqAagQQogekeoFqBBCCNET6tw+WrRmcI6D4y43dW5fSpWfMgRXCCFEjwguQFu0ps7ti/tnpPIQJSGEEP1TrsNKmlIcd7lJU4pcR2r1GabW2YiEkCF2QggjPV2ASg9rbCSvFkL0V30t/8tx2CgZX9Cn0hwLCUCFKeFuXKkACiHC6ekCNNWHKMWT5NVCiP4qUv6XzIFpjsOWdGmKFwlARVSRblypAAohIunJAjRSD2syVyoSQfJqIUR/FS7/64mGOSl7zJEANIkly0UcqeKS6mPUhRDJK1wPq/T2dRaPvDrRZVKiP18I0TeFy//i3TAnZY95Ei0kqWS6iCNVXFJ9jLoQIrkZ9bBKb19n3c2rE10mmf18CVKFEKH5QLj8L96dKFL2mCcBaJJKpos4WsUllceoCyF6X3eDCBmZYaw7eXWiyyQzn5/oIFkIkXjh8gGj/C/enSiJKHvi0eiWiIY7KZWTVLJVoCTIFEL0hngEETIyI7pYKxyJLpPMfH6ig2QhROLFmg/Es37b22VPPMrLRDXcSQCapKQCJYToTwIBUYPbG5cgQhrNwutKhSMZyqTioTmgNYXODMPPj3eQLMN5heh7Et1Y1hNlT7i8KB6NbolquJMANIlJBUoI0R8EB0TNPj9A0oz+SEVdrXDEq0yKNbALDZgLnRlh0xevIFmG8wrRNyVDY1k8RcqL4hFsJypgl5I9Qfpiy2pfTLMQomfEMz8IDYgmFuaSZbdKXtNDEtlD0JXAzmzA3JPXpAznFaLvSKUOnEh5UbRg20yemKiAvV8GoIEfxAL4odcrOYlsWe1qAS2twUKkPrP5Q7w39Q4NiArzHJK/9KBE9hBE2o8vXHrMBMzxLqMSPYxPCNEzEt2ZEu/594Fg2+X2cqSmqf24seSJiQjY+12OGvhBGpp97Ct3MWFoNll2W7crULFIVMtq6MU4Y1S+6QA8NM3lte4uB7LSiypE8omlsIr3pt6pNmSqL0hUD4FRZcqobHJ5fKA1OQ4bfohaXsW7XJVrUojUExwDeLx+lk4aEnZIf09+frzm3wd3qG0/WN3huMk+iqPfBaCBHyQz3UqLX5Npt9GidbcrUOEYBVyJalkNvhgPVTWwZm8FzgybqfMMTnOzz8/uwzWkWy0xfUfSiypE8grkD9l2K4eqGimvdYe9PwP5waGqBjxeP5aQY3SlwEulIVOprLuNiMGVKQt0WnjqUFUDK989Snl1E80+P8oCZxblRW0ojrVcNTs0rSvnaDTKirZzlWBWiMSpc/toaPZxpLqJmkYvWsGlZxX12j0Zz/n3wXXq2kYvdqti5MDs9uOGK6eTRb8LQAM/SEOzjzSLotHjJctu61BAxKvFINJeRF1pWY3n3ngerx+HVcW0THUgzQ1uL3uPuWL+jpK9NUaIZNeTIwhyHVaafX42HqwEINtuDTsUNsdhY8aofNbsrcBhVWw/WE2Jw9qnhy3K6Izo4tWIGHiP0cJTHq8f7feT7bDhcjfj8viiNhQHekfNjuqJ9TxiuTaMRllZLK1Vv1gbbYUQsYs2nN/j9VPT6MWZacORpnq1LhrPMjK4Tu32tuD2+TscN1w5nSx5T9+pHcRJcCC1cFxBh9bJIzVNWKBHLg6zc13CiffeeIHu+mjnGZrW1vRb2V9RH3NLczy/WyH6m9CVYqcOzwu7HUXwfQvRe14Crx9bkE2Dx8fIAZm4PL6IBbMfcGbYOuRvRc6MHhm2aJRndmc+u9GxZHRGdGamYpj9XcItPGUBNh04wbHaWrw+TYYtrVNDcXlNEyfqPYwckEllvSem0TxGnx3pOo92bYSer9EoqxP1HhQwPD9XGl+F6CIzeUu0+zXHYWPppCFoBY401SFf6Y00xnNof3Awm5VuZeG4zg1woeV0V6fP9YR+GQGEdmWHVuzGFmSRZbeGrdyZZdT9bXRzQPQKYrThcWYL/eBzL3FYI74nHj243Zl3KoQ4JTgP2HiwkgaPj0HZdsMKcWjPUnDPS+BYgeGBwXNHmn1+suxWXB5f1EaicC254YYthsujouVdRoF3jsPWYb5LV3q+goP4/jw6I5bfJfg3r2vyUrqvgtwMW/vwWMB0IB9aPua0lbkAy6cMZeoIZ4c5oMELa+wuq+WzEw18dqKBYfkZ5Dmspn87l9tLg8dHc0hvQTiRgm6j8zUaZZVtb32tNL4K0TVmGwnN5OWFzgwuPauowzQAIGq+0d3gNyBe003M1MXjMX2up5jKBZVSTwCfA45rracYPK+A/wEuABqBG7XWO9qeuwH4YdtL79FaP9X2+AzgSSADeBW4TWutu3U2XRSuYtfdiclG3d/FQ7I7FWb7j7miXrCRhsfF0jMSmr5YWqhDl342U8kMPYYfKOrFCd9CpIpTFfZGgLC9lMH33L5jdR16XgL5TfDwQI/LeYrZAAAgAElEQVRPd5g7YnYLlO40RAXyOTMFtlH+bFGqPc2xzGcPl9fPGJXfL0dnxPq7BH7z8lo36z88Tlm1G6enhSLnqUqc2UA+0vCwSGVTndtHutXCguICDlU1Mm2EkyPVTaZ+u+DzApg4NKdTWRlpbmloBS64PD9U1cD+inqKh2SHHWWVLD0PQvQ1ZhsJzQ5xDZ0GEKns6E7wG3g8UgNrLMP7Q+eWR6vHB5fTx2vd7C6rYWBW9BFOvcFsKfsk8AiwIszz5wPj2v47G3gMOFspNQC4G5gJaGC7Umql1rq67TU3A2/RGoAuB17r2ml0jwWoafJSXtOxYlde21phQ+su94aGdn+jVIebA60NC7DQz8px2Jg6PM9weJzZnpFYdWVRh3Ctwf2tYidEvAVX/rMj9FIG33OhPS+B/CZ4eKDb56HC5QXqybLbws77NCooTw3L97K/whU2rwxXeTBTqTAKvCvrPe3zXWKZzx4uiPdDv1zxNNrvYjTiJvB8XoaN+kwfNY1eBubY269Do0UvwlWyjIZxR/vuA79hvcdHQbadsYOzGTs421QlL3ixo+MuN1lBlTeX20t5rduwhyDc+geB8vxQVQP7yluv//KaJkrGFxg2tPaX60qIeIslsDSbl0crfwL5xvFad/uQ/0iBW2gaLUQOcGOZ+mFmB49wAs+/eaC+feTI5KI8LNBh25beZioa0FpvUEqNjvCSLwAr2now31JKOZVShcAi4HWtdRWAUup1YLlSaj2Qq7Xe0vb4CuBieikA9Xq9NDa2VkBcbi+bPzqB3+vD0+ijMNPCsRNVeFv8rKs8yaeVDQBMHJbLuROHRLw4XG4fOSE/pPZ4cde7+NRVR5pSZGJn2tD09tdCM+56F/uqq9l/rJ5GVxYHDtuYN25Qp8/KVF4ytIdjJ1ovbu2xU1vb3P4ZZRUe3A2NDCi0U1fnZv9hP5np1k5pikVwWv2eRmo94c/1aE0TdXW1FOQ4qKxzU1ZhYZgzg2lD0/FbHeRn2aUAFqKLvF4vfk8jQxxwzoiMTvclnLo3xzkt+IEch73t8Y75TaPXh7epnrJjLRyqamLkgAyqa5qYNn5wh+MFBPLJQEEZnD+53F7e2FvB3qN1gHFeGZoPhuZdoY+HmjY0nYo6Pxav4tiJKtKUYs4IZ+sQ4vw0dh2u4dOjjXhb/Bw77kd7wjcYGh1Le+z4lY1sBX5Pc/v5Z2dnk5aW1uXfLNnU19fT0tLS/nek36WmpoYtbb+pxdtIJqd+U+3xgqeRfJuPzEw/c4Y58Htay9RxTgtr99fgSFNs2ONm2ggnuw7XGF47Zn//UKHlEtDptwsIvna9La1D0htcrQFmfW0ae2trsQC7DtdwosHD4ZONzB07iDqPr70MCxxfq5D0utMozPRT6WtmZLafAel+Kutq299ntVrJysrq+g8mRD/ncnspP1FDpk213/cWoKziZKc6aGjd1O9ppqzWuL4KkfOfQL7R6PWxp6wOrf3sO5jGxGG5EfOp4LypprbWsE4cEK7ObCTwWotSNLjq0APSqPM0RnxP6Pu9TfWcVWinrLqRIQ4/G/YcNMyXeyvfild3VBFwOOjvsrbHIj1eZvB4r1i7di3Lly/vrY8TwMiRI/ndH5/gzFlz+1UPgxDxsHbtWq688koqKysTnZR+5f3332fSpEmJTkbcXHTRRaxbty7RyehXvvGNb/DrX/+a9PT0RCdFiD6lpsHNtV/5Ov969slEJ6VfufDCC3nllVd6/HPiFYAqg8d0Fx7vfGClbqZ1qC4jR47savo6GD9+PA899BAAbm8LHx+vb0/UmMHZOGxpuL0t7Dvm4lhtEwCDsu2MGpBJToYNh61ji3htk5fDVY1k263Ue3yMGJBJXkbnAMvtbcHj82O3WjodI1w6or0v3Gc0e1soq2mitslLU3MLg3LsnFGUF/X90UQ7V6O0+v1+fvvY7/jc8v/gv375e+ade4EsRiSESS+88AJXXHEF48eP5/vf/z6tU+47M5sPBYuU7xi9rrnFz/E6D4Nz00lPS2PM4GyADnnl0LwMJgzN6VJeE5x/AKbzPeh8/kNy7Ryv86ABn19TlOcwzL8jGTJkSMznEA89Ue5BazC0dPkFEcuawHM+f2uRbLWomL6/0GtqxIBMDlc1djpmpOstnsJd48HXS3VjMz5/64q7Pr9mUFY6JxqaI6bT6HpLt6Z1uF737dvHb3/7W/bs/ZCVr/yLvEx7j56rEKnA5fZS2+Tlli9fx6svv8jnL7+GgpFjGTEgE8CwnDMq/8K91oxIZV5wXhCtDA1Xfw8+vq9Fc9qgzNYgSBM2nw0cS7W+LGwsESnOCDzX7PPzYYULq4VO53XaaaeZ+o66K14BaBkwIujv4cDRtscXhTy+vu3x4Qav70Rr/TjwOMDMmTPjskjR6NGjuf3229v/jrQKYHmtmwa3lwOVDfi1xuP1s3TSkA4LFJkZxx1psQej7RIC/w5eoTLc+8LNefnHjiMcOF6PM9NGkdPB/OLBYRcAMjsROtK5RjrG56+4nmXnLuKpX/+MyWeXsGZvc0zL5gvRHzU1NfHtb9/GpClnsOr1NxhWMCDsa8trmloXdGlbWt7sfRXLvb+/op4DFXXtCxbNHD2AImdGe17Znfny0VbvNbNAQ3DeVDwkm73HXK1z4/dXMnpQ6+rmRou0JdseoD1R7gF88Ytf5EhNE9s+q2qf9xT4DYFOz00szAWIunJi6PcX7u/QOZTBn91Twl2bkVZor3P7wn5Hwcc0871o53D+8MCPuP93f+HOb9yQFNeXEMkqcF9ue3M9r778IpfffDvXfP27HVZxN6qDGpV/4V5rNh2BfCN0Je5gkfLTSOVK8PsOVTW0rkNT3dqIO7Yoj+VThsacV5hdkDTwugnNPsOYprfEKwBdCXxTKfUMrYsQ1Wqty5VSq4GfK6Xy2173H8CdWusqpZRLKTUHeBu4HvjfOKUlZuFWkQo8fqSmif3H6zlS3URNoxet4NKzijosyhBt0nO41bFCb45AZS7weG2jt8MKleHeZ7Rokdm9jmKZCB3uXKMdo3CQk6/8f3dx19eu4l/PPMnF193cL7c8ECIWDz70MEePHuEbP3mYHUfd5OR4wzY4bT9YjcNqweP1s7C4Ncs1s8BAtFX0Asevc/sYluegvKbziqNmjhF8HKM0RVq910weEZo3AeyvqG9fcKgg287Wz6o6LdLW3/YAjbSYR+hzhXmO9lVnIy3UEW7F3IBTi1XFtod0d4WmLbiSFa3cDvcdRVtJN/gar3P7WH759ax+fgV/fexBvn7jVSl9bQnRXXVuHz6/nxf/+D8MGjqMH/3gv8nPzepwj4bet0blX/BrA4FkNMGrzBp1/Bgx2m4xcKxI5UpwXuvx+tF+P9kOG6BpaFsENdZGUbMLkgZeN3JAVvvuFIlgdhuW/6O1J3OQUqqM1pVtbQBa69/RuortBcABWrdh+XLbc1VKqZ8BW9sO9dPAgkTA1zm1DctrJGgFXDNyHVY8Xj81jV6cmTYcaapTIRz4d7j9hIwKfTMrQ7q9Le2rPYZ7X7gLNXivo+7sMRrKqLIZbTWxHIeN2264jDeeW8qqpx/jsmtu6nTDCiFOFYLK28SvfvkAMxecy5LFiyMGYqEFisvjM12AmklPrHv5GgWasRTIXd03MTgfznVYO6wafLy+dXWacKuI95cGsWiBV/HQnE69hZFWn4z0/YVeB9E+O5490YEe+waPt0MDrlFgbOY7MruSbui9km6zcdlXb+PX//0t1r22kuuvuapb5yVEKst1WHl/62be2/EOX7vzXkYNzjPsYIkloApsdbi/ot7UVitGHT+R8jSj7aTM1IkDeYwF2HTgBMdqawEYkuvo0n6dZrdqS5bdKcyughsxx2xb/fbWMM89ATxh8Pg2oNOeosnITG9itK7vcAWv0UUQfHFkpVtZOK5zhS/Q4lLb6KWuyUtumOGsZnomIu0xapaZCzrHYePHd/2ARYsWcWTnWpzTlnba/02I/iw4H3n9hb9SW1vD8mu/waGT9Z3yneDW2gaPj+aghqrg7Z2CG6lC9w8zI9a9fMMFmsHHMdpyyqgHM5DmcA17Zj67eEgOhXmOsNvXGOVdyTYkN95CywWjIaWB3sJoQWO4vD9Sz2i0CmC8Gk0amn3sO1YPEHEUkJHgdBoNDzcq64zulZLxBZw5/Eb+8fhDrPjzn7j+mqtS/voSojvWv/Q0gwoG87P/921TeX5o+RfpnozWiBuu4yfwWUZ5lNF2UmbrxIG0LJ8ylKkjnKA1DZ6WLu3XGciro23VZmbUZm+QTRlNCtebGNoqGqnr22hYktFFEO3iCG5x8Ws/Hx9vYmFxQfuFCrFtfJvjCL/HaDTBxzJzQS9cuJDx48fzlz//ibsev6Df9DoIYUbwaIRXnnuaYacVM3naDDw+3WFYkdGeYBaLpX04INA+1LHZ52f34Rr8Wse8fxjE3loarsAPHqoUumdiuDwSjKcbhKvAh/vswH+BIaWR8tt6t69Lc2n7qsC1VFnv4eCJhg5lSaTfJSBceRVrz3I8e6KDe0QAxg7OMdxfO9bjBc+NzbJbO11/RvdK4Lu78cYb+MlPfsIH+z/mk6aMfjPkWwizXG4vK9/6kPWvr+ZzV9+E3R550a7geZ/B5V9XevvMdPxEK9tC7/tYgrxAPuFye1m151iH/Tq70nBmVNYZvS5UbzaOSQAaA6NW49BW0UMNkbu+ox0z2uMBgRaX4c4MjtVWcqiqkUHZ9pg3vg0Mp8tx2BiUbcfV1pLU4Pbicse+IFG0BSWUUtx8881897vf5fCBfTB2QkKHAAiRTAKjEZ5bt5GDH77HeTf9F4NzHLg8vg7DigIFYWa6lRa/JtNuw691h+GAgcIvsPCLRan217ZobaqCHyiMYlm1OlyBHyiQ91fUg9Zhh0UGMzt3PvD+aJWNaPmty+3l9Q8q+Lh98TZSvnHsVLCWycETDe1lSVd7CwNibbjo6rAwowpTaGWyO8GnUdrCjRCKVOm8/vrr+fGPf8xTK/7C3C/+pzS+ChGizu2jdNVL+HxeFl14WcR7o3Ne7ehQ/gWYDQTNvC44HwitJ4frTIr13g7MuV9QXMChqkamjnB2KX/oymf39noIUuvvhvKaJk7Ue1qDTXztKwZG6vqOl8CNUO/xMbkor33Ib7gWGqP5K4eqGlizt6J9NdoZo/JxeXzsPlzD3mOuiOPlwVyLtVHl4IYbbuDOO+9k34Z/csl5si+oEAGB0Qi/3/xPbOl2pi++yDAgCNz/Dc0+0iyKRo+30xDDU0FV68IvkV5rpKuFUaSCPMdho3hIdvtCRtEau2KZOx/ts8OdY/Br69w+7DYLzkwbNY1eBubEFoj1ReHKku7myV3pAYh1WFikYb7xHGIWy/HCVfxOO+00SkpKeP6ZvzL/i/+Z8PlXQiSbXIeV9a+8wOjiSYwZPznivRFLXm02GAvu6Qz+O/j5wBBXo3pytA4bM/lHcH5ckG2nMM8RNd3x0tvrIUjO10Uut5fdZbUduskDraLRur6jHddsIReuQDSaz2Q0f8Xj9eOwqg7zVbLsVtKtFlMLEkVrsQ5XORg4cCDLli1j5Usv8puHH8JikWWIhAgYkmtnR+kqZsxfwswJIw0DguD7f+G4goi9k7G8Nlh3CiMzQzbDFeLh0h5t7ryZzw5mlD/lOqxkpVspys9gULadpROHpHzjWLyDtdBjx3K8WF8frTEikedi5LrrruOrX/0q+e4jnDbhDGl8FSJIRdlBPnp/F3f97BeGo/eC86ieyKvNNLoGGiojrQzeleMGH99MftwTQ2V7e3EiCUC7KFI3eVcLqlh7HIw+x+jiPVLTZDh/JbDUdOjFZnZBokg3SrQVCL/4xS/yz3/+k61bt3L22WfH/F0Jkare27GV6hPHufaqKyLuBRZLPtOVPCkehVG4QjKWQjw07fEKmIyClyJnRlIsztDb4h2s9ZZkWc3RrCX/cT4Wi4VX/rmS++bMTnRyhEgaLreXFc88D8BN117ZqT5pVDeOd15tttG1O+siGC3AF8pMb2pPDJXtycZII8mdWyexaN3kXWmdiFf3d+jFG2n+SmC56OB0xrIgkdGNYmYFwosuugibzcbzzz8vAagQQZ5//nnsdjvXfemSiC3APa27hVEs267EGjzEI2CKNFe1LwZjya4nrt/uDrnuTS63l/erYPzUmfz9+X/wg7vulutMCE6VFS+8+BKjiycycGhRh+ejLS4XL2bLpFjzHTML8MWiJ4fK9mb5JwFoF0RbmKOrrRM91Zob6WYxutgKnRntCxJ1JR1mViB0Op0sXbqU5557jgceeAClVDfOUIjU4Pf7eeGFF1i2bBm5ubntj/f24gAB3SmMohWSvd3aGirRn59qIgV3PXn9dmfIdW/+5oH74dxlF/LIfXfzzrv7mFA8Vq490e/VuX1UV51k3+6tfPEr3+pUVvTWSIdYyoRYRyDFugBfJH1t5Ec4fTPVCWSmEOtq60SyzMXpbjrMrkB42WWX8eqrr/Luu+8yderUmD5DiFS0Y8cOysrKuPfeezs83tuLA8SDmUIy0b2Nif78VBGtXEyG6zfRaQjcD5PPWQLczV+eeZ5Lrr9ZtmIR/V6uw8qOTW/g9/s5Z/Hy9rIi1m3+4iGWMiGWERU5jo4L8HUncIx3rJCokSESgMbITCGW6KFl8dCddJi9Oc4//3wAXn31VQlAhaD1XlBKccEFF3R4vC+2eEoPY/8RrVxMhus30Wlovx9G5fOr4gns2rKeW279dp9pUBKip+Q4bHy6YwNDhw3jpouXkOOwdWmbv97UlREV8SwT4xUrJHJkSPLXYpKM2Vb9/l7xMnNzFBYWMn36dP71r39x55139lLKhEhOLreXl/75CjNmzmLQoEEdnuureUqyNKiJnhWtXEyG6zdZ0pDjsLFs2TIe//3vOHy8mszMzD7RoCRET/H5fJSuX8dll11GbkY6kPgRC9F0Z6RjKpxHPMj+FzEKFGIzRw+IupRyURz2Ukt1F154IVu2bKGqqirRSREiYVxuLyu37GPX9m0Uz1yIy+3t9BrJU0SyMlMuJsP1Gy4NLreXIzVNhvddT/jcBcvxNnvwHv1Aht+Kfitw35VufouamhqWLVvW/lyiRyxEk+zpMyuR5yEBaBckQ0GaKi644AL8fj9r1qxJdFKESJg6t4/tW9ajtWb6vMXtG2EL0Vf01XIxMARt22dVlH5Y2StB6MKFC7Hb7WzfvL7PfV9CxEPwfffEsy+jlOLcc89tf95sZ0+iJHv6zErkeUgAKhJq1qxZDBw4kNdeey3RSREiYVoXYVhH3oBBjJt0Zp9tTRWirwkegtaida80/mRmZrJgwQJWr17d458lRDIKvu92bill6vQZDBgwoMNrkr1RK9nTZ1aizkMCUJFQaWlpLFmyhLVr16K1TnRyhEiIbLuVD7ZvZsm557F44pCkKNB6e1iiEImQqCFoy5Yt44MPPqCsrKxXPk+IZBK47z49epwP39vB0qVLE50k0cskABUJt3jxYsrKyjhw4ECikyJEQuzZs4fK48e56IJlSRN89vawRCESIVFD0JYsWQJAaWlpr3yeEMkkcN95Du/B39LChcuXRX+TSCkSgIqECxTE69atS3BKhOh9LreXF/7ZOgQ9eA5MIiViWKIQiZKIIWhTp04lLy9PAlDRb+U4bLy79U0cDgdz5sxJdHJEL5MAVCRccXExw4YNY+3atYlOihC9qrymiRd3HmHlq6spGnU6zoKhiU4SkDor/AmRrNLS0liwYAHr169PdFKESJh169Yxd+5c7HZ7opMiepkEoCLhlFIsXryYdevWyTxQ0W+43F5e/6CC/UeqeX/7W0yeOS9pehpTZYU/IZJZSUkJH330ETv2fSLD3EW/c/LkSXbv3s3ixYsTnRSRABKAiqSwZMkSjh8/ztadu2XhE9Ev1Ll92G0W6g7vo9ndSPGMuUnV05gqK/wJkaxmzpkHwN9eWiVzrUW/s2HDBgAJQPspCUBFUgjMA/3T31+RhU9Ev5DrsJKVbqXyo50AfO2Kz0mwJ0Q/ctqEKWRkZfPJe1tlrrXod9atW0dmZiazZs1KdFJEAkgAKpLCwKFFDBs+kp1vb5KFT0S/EBjmemz/TiZNnszk04cnOklCiF40INvBpGmz2bpls8y1Fv1OaWkpc+fOJT09PdFJEQkgAahIuMBCLGOmns1727bw2fFaKYxFv5BhVex4521KFi5MdFKEEL0sx2HjouXnUvbpR0zK1zICQvQbNTU1vPfeeyyUsq/fkgBUJFRgIZaPK+oZMXkW7vo6/FWHZOETkbJcbm/7POfdu3fjcrmkEBain/qP81qnn2x/+80Ep0SI3rNlyxa01syfPz/RSREJIgGoSKjAQizOTBsFxdMBOPjeOxJ8ipTkcnsp/bCyfZ7zmjda975dsGBBglMmhEiEGTNmkJWVxetvrJMF+ES/sWnTJqxWK7Nnz+7QKCv6DwlARUIFFmIpys9g+sQxjBlXzOaNsjG3SE11bh8tWrfPcy7dsIExY8ZQVFSU6KQJIRLAZrNx9jlzWfPGOlmAT/QbmzZtYvr06fjT0js0ysq1339IACoSKrAQy/xxBVwyvYhzFy9i06ZNtLS0JDppQsRdrsNKmlIcd7lRWrP1rTel91OIfm7WnHkcPLCPdG+DLMAnUprL7eWTihrefvtt5s+f36lRVq79/kMCUJFwwfsNLly4kLq6OrZs3S5DMkTKCTS4zBw9gEJOUnXypMz/FKKfO3fxIgA2bNwgC/CJlBWYgvLca6V4PB5mzJ7ToVFWrv3+RX5pkVQClfEV/1jNhVcVkaaULEgkUkqOw0aOw8Y/394CIAGoEP3cwnlzsNvtVH+6h5LxN0h5J1JSoLfz0N4dAEyePru9UbbO7SPXYZVrvx+RHlCRVEaMGMGIkaPYs/0tGZIhUpbL7WXVv9dRWDiM008/PdHJEUIkkN1uZ/bs2eza+pZUwEXKCvR2bn1rC0WjTuf0EcOAjqPgRP8hAahIOvMXLOCDHW9TUdckQzJESghe5c/l9rJ+33E2bdzA2DNnUu+RBhYh+rt58+axfft2GhsbAWRlUJFychw2FowbyEfvbWfJooUScPZzpgJQpdRypdSHSqkDSqnvGzw/Sin1hlLqXaXUeqXU8KDn7ldK7Wn774qgx59USn2qlNrV9t+0+JyS6OuWLCqhtvok+d4TMvxW9HmhW6+U1zRRfuQQJ48fY+L0s6WHXwjB/Pnz8fl8vPPOO53yDAlCRao48tnH1FRXsbhEpp70d1EDUKVUGvAocD4wCbhKKTUp5GUPAiu01mcCPwV+0fbeC4HpwDTgbOAOpVRu0Pvu0FpPa/tvV7fPRqSEwJy4D3fJfqCi7wtd5Q+l2LvjbQDOnDFHeviFEMydOxdo3Z5CVgYVqWrTpk2A7H0tzPWAzgYOaK0/0Vo3A88AXwh5zSTgjbZ/rwt6fhJQqrX2aa0bgN3A8u4nW6SycePGMWTIEDZs2JDopAjRbaGr/BXmOTj58W6c+QO49vx50sgihCA/P58pU6awefNmWRlUpKyNGzcyZMgQxowZk+ikiAQzE4AWAYeD/i5reyzYbuCytn9fAuQopQa2PX6+UipTKTUIWAyMCHrfvW3Ddn+tlLJ36QxEylFKsXDhQjZu3JjopAjRbcFbrwSGlG/ZvImFC+aTlynZnhCi1fz583nzzTfJtFk65RlCpIJNmzYxf/58lFKJTopIMDMBqNFVokP+/h5QopTaCZQARwCf1noN8CrwJvB/wBYgMJbkTmACMAsYAPw/ww9X6mal1Dal1LbKykoTyRWpYOHChRw6dIiDBw8mOilCdFvwKn/l5eUcOHBAtl8RYUm51z/Nnz+furo69uzZIyuDipRTVlbGZ599xvz58xOdFJEEzASgZXTstRwOHA1+gdb6qNb6Uq31WcAP2h6rbfv/vW1zPJfSGsx+1PZ4uW7lAf5M61DfTrTWj2utZ2qtZxYUFMR4eqKvClTOZRiuSDWBnn0JQEU4Uu71T4GKeWCenBCpZPPmzQASgArAXAC6FRinlDpNKZUOXAmsDH6BUmqQUipwrDuBJ9oeT2sbiotS6kzgTGBN29+Fbf9XwMXAnu6fjkgVU6ZMwel0SgAqUs6GDRvIysrirLPOSnRShBBJZOTIkRQVFUkAKlLSpk2byMrKYto02fRCQNSZ7Vprn1Lqm8BqIA14Qmv9vlLqp8A2rfVKYBHwC6WUBjYAt7a93QZsbBvrXQdcq7UODMH9q1KqgNZe0V3A1+J3WqKvs1gszJ8/XwJQkXI2bNjA3LlzsVplYREhxClKKebPn8/GjRvRWss8OZFSNm3axJw5c2jyaerqm8h1WGWIeT9mqgaktX6V1rmcwY/9KOjfzwPPG7zPTetKuEbHXBJTSkW/s3DhQl555RWOHTvG0KFDE50cIbqtqqqKPXv28KUvfSnRSRFCJKH58+fz7LPPcujQIUaNGpXo5AgRF7W1tbz77rv8153/TemHlbRoTZpSsshWP2ZmCK4QCRGYIyer4YpUEejZKCkpSXRShBBJKHQeqMvt5UhNEy63N5HJEqJb1m7YhN/vZ/yZM2WPWwFIACqS2PTp08nMzJQAVKSM0tJSHA4Hs2cbrrkmhOjnzjjjDHJycti0aRMut5fSDyvZ9lkVpR9WShAq+iSX28v/vbwaS1oaaUPH0+zzyx63wtwQXCESwd0CM2bPYX1paaKTIkRclJaWMmfOHOx22f9TCNFZWloas+ecw7rSjZTXNLX3Fh13ualz+2S4ouhz6tw+9ux4mwlTppKbm8PEwlyy7FaZA9rPSQ+oSEqBlt/hE6ez5733OFR+PNFJEqJbamtr2bVrlwy/FUKE5XJ7GTruTPbv+4DNHxyU3iLR59m0l4/27KJ42mzSlKIwzyF73AoJQEVyqnP7aNGa+fMXoLVmXcQxB9UAACAASURBVKkMwxV925q16/H7/cw6Z16ikyKESFJ1bh8Tps1Ca80n7+9k6ggnM0cPkMVaRJ/1we4d+LzNXLz8PLmORTsJQEVSynVYSVOKQadPwmq1sfOdNxOdJCG6zOX28szLq7Ha0nE7T5e5XEIIQ7kOKxPOmE6a1cqHu7ZKb5Ho80pLS1FK8YXl58p1LNrJeA6RlHIcNkrGF1Dn9jFz1izeenNzopMkRJfVuX28t30Lk6dOx2p3yFwuIYShHIeNZdNGccbUaRz5cJfkE6LP27BhA1OnTsXpdCY6KSKJSA+oSFo5DhtFzgwWLyph+/btNDQ0JDpJQnSJ8jbx8d732ufAyFwuIUQ4OQ4bS0oWsn3bVtxud6KTI0SXNTc3s2XLFln7QHQiAahIegsXLsTn8/HWW28lOilCdMl7O7bib2nh4vNlDowQIrpFixbh8Xh4++23E50UIbps27ZtNDU1te/rLkSABKAi6c2dOxeLxcKGDRsSnRQhuqS0tJS0tDQu+o/FEnwKIaJasGABSinWr1+Py+3lSE2TzB0XfU6g3rZgwYIEp0QkGwlARdLLzc3lrLPOkgBU9FmlpaXMnDmT7OzsRCdFCNEHOJ1OzjrrLN5Yu47SDyvZ9lkVpR9WShAq+pTS0lImTZpEQUFBopMikowEoKJPWLhwIVu2bKGpqSnRSREiJg0NDWzdulXmwAghYrJo0SLeefstmtxNDM5x0KI1dW5fopMlhCk+n4/NmzdL2ScMSQAq+oSlS5fi8XikF1T0OevXr8fr9XLeeeclOilCiD4kMA/0wJ5dHHe5ZQEzkfSCh4vv2rULl8slAagwJDmZ6BNKSkqw2+2sWbOGZcuWJTo5Qpi2evVqMjIyZA6MECIil9tLndtHrsNKjsPGggULsFgs1H6yk5mXXdD+uBDJyOX2UvphJS1ak6YU7/57LYAsQCQMSQ+o6BMyMzNZsGABq1evTnRShIjJ6tWrKSkpweFwJDopQogkFai8B8/1dDqdzJ49m/Vv/JsiZ4YEnyKp1bl9tGjdPlx8zeuvM2HCBLLzB8kiWqITCUBFn+Byezl7wWLef/99ysrKEp0cIToIt0rlp59+yv79+1m+fHmCUiaE6AtCK++BuZ7Lly/nnXfe4eTJk0D4vCYSWUVX9IZch5U0pTjucuN1u3lr80bOXbpMFtEShiQAFUkv0DJcMGEWACv/9VqCUyTEKYHrc9NHlfxjxxHKa04tlBXosZdh40KISIIr78FzPZctW4bWmn//+9+GvaTRdOU9QnRFjsNGyfgCZo4egKr4AI/Hw9xF5xo2rAghAahIeoGW4VnTz6JgaBEvvvhiopMk+gGzvQZ1bh8NzT6OVDdx4Hg9a/ZWtL/n5ZdfZvTo0YwfP743kiyE6KOCK+8l4wvah9vOmjWL/Px8Vq1aFbaXNJKuvEeIrspx2ChyZlD6xutkZGSwdMkiw4YVIeRKEEkv0DJcWe9hwbKLWPnXP1BVVcWAAQMSnTSRokIXUwiuEIbKdVjxeP3UNHpxZtpwpCnq3D6a6qp5/fXXueOOO1BK9fIZCCH6mhyHrVM+k5aWxtKlS1m9ejX/Y0+LuTIfrmdViJ60atUqFi1aRIEzhxKHo8PiWkKA9ICKPqJ4aA4Th+bwnVtuxOfzSS+o6FGx9BrkOGwsnTSEMUOyKXI6yLLbyHVYee6552hpaeHcz10qw96EEF32+c9/nvLyct7bsdWwlzSScD2rQvSUDz74gI8++ojzzz8fONUrKteeCCYBqEhqgZ6oveV17K+oZ+q0aYwbN45nnnkm0UkTKSzWXoNCZwaXnlXE/OLBzBiVT53bx5MrnmbU2Ak0ZA2TuVdCiC67+OKLyczM5Omnn45YmQ83bUACANGbVqxYQVpaGl/60pcSnRSRxCQAFUkttCfK5Wnh6quvZt26dezcuTPRyRMpykyvQWhlL8fR2vO5/WA1z63exLZ33uKcpZ+XuVdCiG7Jzs7m4osv5tlnn6W5udnwNbEsNiSr4oquMHPdtLS08Je//IXly5czZMiQXkyd6GskABVJzagn6rbbbmPw4MF85StfweeTSr3oGdF6Gowqe3VuH57mZn77k++SN2AQ8y+6SuZeCSG67ZprrqG6uprXXmtdBT40GDA7bUBWxRWxcrm97K9wsWrPsfbrprymyTAYXbt2LUePHuWGG25IUGpFXyEBqEhqRj1R+fn5PProo+zcuZPv/+gnUoCKuIll5Vujyl6uw8pzf3iYj/a+x60/vJ9L50yQuVdCiG5bunQphYWF3HXXXVRU1XYKIs1OG5BVcUUsymuaeHHnEdbuPcb7R2rJsVtpaPaxZm9Fp0YMn8/HPffcg9Pp5POf/3yCUy6SnQSgIukF90QFWuJOm7GIBedfwq9+cQ/3PbZCgtAYyPArY7H0DISr7K1+5WWe/cP/8KWrr+X7X7+OQmeGzL0SQnSbzWbjiSeeYM+ePdz27W/h8/s7BJFmFxuSVXGFWS63l9c/qODjinqqG300+1o4VNWIx+vHkaY6NWLccccdbNiwgYcffhgvaVLPEBFJziP6DJfby6o9ra1w9R4fZ1/3fSrLPuNX//0tzp4ylouWliQ6iUkvlu1F+pvgnoHjLnd7pc5IoLIXvLT8m2++yfXXX8/cuXN56k9/wCHfqxAijpYvX84PfvAD7rnnHnRGPld94w6sFkt7EGm0jUsoo7xLiFCtjf31aO3HmWmjptHLqIJs5o4ZSI7DxvaD1R0aMR544AEefvhhvvWtb3HpFVdLPUNEJQGo6DPq3D7qPT6yHTbSrRaqGuBr9/yO+795BddffjHPrnyVubNnSkYXQSxBVn8Ta89AcGVv27ZtnH/++YwYMYJ//OMfOByO3kiyEKIfcbm93Hz79yk7Ws6Tf/wNeemaX/7ylzHn4WYC1WTkcnslcKbnv4dAQ3VDs4/PTjYxemAGg7LtLJ00hEJnBgAlDmtr/cGexq/uu5ef/OQnXHnllTz00ENU1HulniGikgBU9Bm5DivZdisHTzQAMHWEkynDchn7fy9x4xcv5NILl/PDX/+Jb177hYiZXX8uxGT4VXhd7RlYu3Ytl1xyCQMHDuSNN95g8ODBQP++zoQQ8RU8euWSb/4Yu93B73/7v5woL+Opp54iJycn0Uk0rSt5o4zeaRWP7yHc9x94vMHdGkCOHJAFwNjBORQPye7w2hyHDbfbzU1f/iovPPs3brzxRh76399SUe/FAlLPEFHJVSH6jByHjeVThjJ1hBO0bh8GUkku1/7sz7z4i1v50TeuwWn5I1+/6TrDY/T3QkyGX0UW6BkIzJON9h399a9/5ctf/jLFxcW89tprDB8+HJDrTAgRX6GjV3547wNMKB7Ld7/7XaZPn84zzzzDjBkzEp3MqLqaN8ronVbhvgezQX247z/48WafH4DjLjdZ6dZOwSfA7g/2celll/PJvj1ce+sd3PuzH7P54+r2484YlY8fpJ4hwpJFiESfkuOwUTwkh+KhufihrZUuk7yCQu545FnGn3EW3/jK9fzgJ/dS13Rqv7RAQFFe05TwFQATvQiQbEoeWaTFiAK/XW2jh5///Odce+21zJs3j02bNjFixIj218lKk0KIeAodvZKXYeM73/kO69atw+12c8455/Dggw9S2+iJWL4kuvzpat7YG6N3Ev3dmGH0PcSygF647z/48XSrhakjnIYLWtU2erjngYeYO2smx48e5oHfP83nbvgm7x6po8HjbT+uH6SeISIydQcrpZYD/wOkAX/UWt8X8vwo4AmgAKgCrtVal7U9dz9wYdtLf6a1frbt8dOAZ4ABwA7gOq218Q7LQhgIZMT1Hh+Ti/KYOjyPC//1Gtddfz0///EPeX3tev7+t78wcOBAw5a9nh4aYtQiKT1jyS+0hbm8trWV2QJsP1hN1ckT/O/dt7Nt01quvvpqnnjiCex2e4djyFBnIUQ8hRu9snDhQnbv3s1Xv/pV7rjjDv7w1N+4+fv3MH7KtE7lSzKUP13NG3t69E4s300ip1cYfQ9HghrWo/UOh/v+Qx8vzHN0OsaOd/dw7Q03sXfXVqbOKeGWH9zHgCHD2FfuYvTADD472QRAlt3WHhjLaCsRTtQ7XymVBjwKLAXKgK1KqZVa6w+CXvYgsEJr/ZRSagnwC+A6pdSFwHRgGmAHSpVSr2mt64D7gV9rrZ9RSv0O+ArwWDxPTqS2cBnx9+5/jFlz5vLIfT9mzqwZ/Ozhx8kdPYWRA7M57nIzsTCXLLvVdKYYz/kqwcHNoaoG9lfUGw5v6Q7J9E99BxaIeRhQcEHc7POz+3AN6VYLtY1eDux+i8d+cjs1VVXc88BD/Pf3voNSqtMxZKizECLewi0eNGDAAF544QV+8/sn+PEP7+SO6z7HuRdfjeOHd3P2pNHt74nXMNbulDHdyRt7cvGkcA2PRvMkEx3Eh34PsQT1Rt9/4PcMN2y2srKSe+65h8ceewx7RiZ3/fJRpp97EZOG5eFy+0BrRg7MxpFubZ8vCiT8exLJzUzT02zggNb6EwCl1DPAF4DgAHQScHvbv9cBLwU9Xqq19gE+pdRuYLlS6jlgCXB12+ueAn6MBKAiRkYZsdViYdGl15N/2hQe+eE3ueXKzzNz+RV8/Xv/TcHAgYYte+HEe75KoKA4VNXAvnIXaE15TVPcMudkKBx7WrTKT/AKfvvKXUwYmk2W3Wb6uwguoBvcXvYec5GhPTzyq7v594tPM2zU6fzqL0/x5S8spt7jC5uWvrrSpBCibwjNC2+68XqGTpnHU48+yKq/P8nGVf/gc1d+mQd/+gNGDy80HahEymPjUcYkU94Y3Fhp1PAYeo5GZXvgcTPzL3uiUTLWoD74+y+vaWLN3gocaapTOVlbW8sjjzzC/fffT0NDAzd8+SYWX3UruQML2ntJC/NajxE6XzSWXlnRP5kJQIuAw0F/lwFnh7xmN3AZrcN0LwFylFID2x6/Wyn1EJAJLKY1cB0I1LQFpoFjFhl9uFLqZuBmgJEjR5pIrujPAhlxea2birpJfPnBv7Pl74+y6eWnuWP7On507wMsLL7S9PG62mIcrqAPpG9/RX17q2E8M+fuFI59gZnKT+A7yEy30uLXZNptHTZrNyNQQNc1pfGnFX/jD7+8m9qqE9z8jW/x3TvvonCQE5AWXtEzpNwT0YTLCy+YOYax9/2S8y65ilVP/5YXn/wtq557iq/dcgvf/OY3KRlfZKoBL1y+ZqZM7CujcELPNdADGGh4NDrH0LLdgrlyoKcbh8MF9dEaE17/oIKPj9fjzLRR5Gzb7q76BA8//DC/+93vqKur46KLLuK+++5j4sSJhsczCn5lGoqIxswiRJ3Hl4EO+ft7QIlSaidQAhwBfFrrNcCrwJvA/wFbAJ/JY7Y+qPXjWuuZWuuZBQUFJpIr+rsch40su5W8DBtDBjpZdMN/8V+PPU923kBu+88bOGfeAt4o3WTqWN2dr2I0ib91IaXWXrl4Z87hCkczixP0BdEWsHC5vTR4fDT7/DQ2+0izKBo93k7fcehiE0aLT2zevJnzz1vMA//v6wwvGsa6jW/y+0d/Q/HwzsOpZaEhEU9S7olowuU/gfKlePxEbv3pb3jk+bWcf8GFPPzww4wZM4Ybr7mSfdvfJCs9rf1Ywflf8HEbmn3sr6jvkE8G8tdwZZfRgji9sbhPVz4j9DsMLJxT6MwIW+6Hlu2BxRCjlQOJKC+iLU5U5/Zht1lwZtqobmhm17Yt3HbzjYwePZoHH3yQ888/n+3bt/Pyyy8zceJEwHgRw3CPhasDCQHmekDLgBFBfw8Hjga/QGt9FLgUQCmVDVymta5te+5e4N625/4GfAScAJxKKWtbL2inYwrRHbkOK1npVoryWzdQPuOsxcye8Spvr3qexx++n/MWLeCyyy7jrrvuYurUqWGP01PzVXpqjmDocVNt6fpIDQLBLcwAZ41wsnBcQac5LUat3tsPnlo+3tlUxoP3/ZyXX36ZoUOH8vvf/57Lr76ORh/tBXjokC1p4RVC9KZIeWFwObBkwjy+cekiDh8+zKOPPsrjjz/Oiy++yIgRI7jmmmu47IqrOKYGdcgPjaaJBOeTABOH5lBosMqp0VzK/cdc7YsATh2eZ/i+SMxOu4i1dzHaSCWz0yvMlAPB0288Xn/ctqCI9N1Em9ea67BSW36It199iY2v/YPyQ5/gdDq55ZZb+Pa3v83YsWO7lbZkGmotko/S2rDj8dQLlLIC+4Fzae3Z3ApcrbV+P+g1g4AqrbVfKXUv0KK1/lHbAkZOrfVJpdSZwN+AaVprX9s80BeCFiF6V2v920hpmTlzpt62bVs3Tlf0J8EZM5waJtPc1Miu157mfx/+NS6XiwsvvJA777yTefPm9Vg6ymvdoHXYgjfeQ5aC57UEB1c90RLZ28Otwn3ekZomtn1W1V7Yzhw9gCJnRqcFiUKHVw3Pz+RwVQPlH+7ij488xI7N68jNzeWOO+7g9ttvx5+W3mkV5cDcINnrTJillNqutZ4Z6/uk3BPhdCXvbWpqYuXKlaxYsYLVq1fT0tLCmIlnsvSCi5g4ZxGXnnsOeRk29lfUc6Cirn2ayPD8TMqqGzvlr0ZpCg4Gi4dks/eYi2y7lY37Kxk9KItB2XbTZZGZ4DJc3t9T32FXjxFpvmVXPzfSd2O0t2e61ULl0cOU71zHSy8+z44dOwA4Z+48brn5P7n88svJzMzscpqECBWu7IsagLa9+QLgYVq3YXlCa32vUuqnwDat9Uql1BdpXflWAxuAW7XWHqWUg9YtVgDqgK9prXe1HfN0Tm3DspPWrVs8kdIhBbGIJtp8h+DnqqurefTRR3n44Yc5efIkM2bM4Gtf+xpXXXUVWVlZMR/f6HmX28uqPcd4/0gtAJOL8lg+ZWiPrqoXbl6Lme+ku5+VyKE2RmkBOi1IZLG0tj37taa21sXxXW/w5z/9gU/27SEvfyC3fec2bv/2t3A6W+d5Bldu9h2rQwHjh+bGXNER/ZsEoCLZVFRU8OcVT/PEU0/z0fu7ABg9+jQuuujzLF66DN+gYmyODMORItG2KQk0uuY4bGw/WE1lvYeDJxpYWFyAy+MznXeaCS6TqRwKTlNo2Rp6LmZX5I+10TX0vRXVLkrXr+elV17l3bdKOfTJAQBmz57NFVdcweWXX95hH2sh4qlbAWiykIJYRNLVQqihoYEnn3ySxx57jPfff5/c3Fyuv/56br75Zs444wzTxzd6vs7tY837xzhZ3wxoBmXbWTp5aIdCIlrPXazBodnWYLOBaqR0dKfluSeEpjWQPotSbP20ilmnDaDF78dT8SmP/+Fxtqx6iabGeiZOmsJ1N32Vm758I0MG5HU6Zrge0GSo6Ii+QQJQ0VPC5dFmyxCX28v+Tw+xee0aXl/1Kv/+979xu93YbDamTZ9JyaISlp13LpOnzcBvdZg6XmjZ4vL4wq4sG+3czC7yE7r1FiRmAb5waQ5+vK7Ji7vZR26GDYvFEnZocqTzD/dc+YlqSje9ye5tb7H1rS1s3ry59fdMtzNl5hxmzF3Mt266kjMnju+170T0X+HKPpm0JFJGV+c7ZmVlceutt3LdTf/JG+s38syKP/H444/zyCOPMHnyZK644gquuOIKsgaPiLiHp9Hn5zqsZNutHDzRAMCogVmd5ogYzUPpTouu2YWTQvckXbO3AmeGLWyBaZSOWBdp6m5FKZrQOSeB9DU0+6g6+ikrXv0Tb7/xLw5/8hG2dDvnXXgxJV+4mmsuOo/h+cbDjkLnAwW+Oxl2K4RINDPBTrQyJMdhY8bEMcyY+HW+fevXaWxsZMOGDZSWlrJu3Tp+/eAvefD++7BYLEyePJlZs2Yxe/ZsZs2axaRJk3A4HB2OF1oW+oHiITkU5jliGkEUSJuZ9RICj8e7sbArZVO4ukjwKv3rPzxOWbWbjAYvrqZmGjw+BmXbOzUER6rX5DhszB6Zzdvbd3Jg7x7++dt32bptG7t378bf0oLFYuGMM8/klltuYfny5Zw1+xx8lnQpu0RSkABUpIyurFgbOlfSUjiB677/IPf/8le8uvIfPPPMM9x999386Ec/YsqZUxl39hKmnl2Cf+DpnfbwNPr8HIeN5VOGMnWEM+wcUKMCtjt7aJktsIPT6/H6cVhVp8+LFtTHsphStIrS/9/evQe3dZ75Hf8+4AUgxTtFXSmRsnWxZPm2UhLHsiUnG1/iWSdp3IszmWx20+2mzey022mnk0y6/SPTznZ3O1M3s53ZWXuys/kj603dOE4a20nqtbfZxLZsWZIlWXdZlERJJEXxLgIEybd/4IA5BAHikABBAPx9ZjACD87twYHw4D3nfZ8zNjFJLD7NI7vWsj4P43emp6c5dewIb/74//DDF1/kg+PHMDP2PfgQ//bf/GvW3vMwqxqbExVzY5OMROPz/rhJjVtEZLll+o5e7AnZkWic4Qlj38O/yeOPP85INM7VvgFOHD7I+++9y8GDB3nppZf4zne+A0BFRQVbt25l9+7dM48t23YwPVlP7whMTE4zFo0zEq2c9T2abrjKfD1yggwf8cecHC7R3tyw6AJ8+S5uBMwcm8aaKkZrJ7kyMI4ZbG6ppW80NudEcHJd3f1D9FzuYvRUH5c+PM8HH3zAoffe48zp00xNTQHQ1NTErrvu4anf/QM+/sA+1m7dzYG7OjVMRIqSGqBSNhZaWdbf8OkZitJYU8V2b2xfVV0zX/va1/jSV/4Fpy908fJLL/K955/nh889w4vP/ncamlt58BOPsOuj+2mv+TT3bu/MuP0gleAyXbnz306le3A88JnLoNtM7m+yAZ6aMIM06oNsayQa50zPKGOx+Jx7nw5HJxmbmKR7YJzBW3Gcwefv2xj4+Pl/HIwN9vP666/zyiuv8Oqrr9LX14eZcf/99/PMM8/w6Sc/x6qWNTNxXBuKcvTyICevj3CmZ1RdakWkpGT6jl7sCdlMFcKrO36Df/foY9RHqnDOcfHiRd555x2OHz/O8ePHOXL0KD/4wQ9IDusKhUKs39BO87p21m/qYP2mTj75kd3s3L6VhpY2Tg2GsMrKWcNVppyjLlzJ2Z4Rrg2Ns6YhEni4S+pJ4LpwIt5ceucs9p6n2X6L+Kv014UrqamuYHAsytUr3YzcuMbFsX4uXOzihbF+eq50cerUaS5d6mJ6enpmHRs2bGTj1p08te8Rtu68iy88sZ87t29lNDY5671RdXYpVhoDKitW9+A4/3C2j+6BcXqHY0zh2Lu5iVAoxNa2RBGic31jVFeGGLoVJ1xp1BPl5Vdf4dA/vM6xt/+eseFEcaEdO3awf/9+9u/fz4MPPkhHRwdm6W53G1ymSrZLVXl1KbrHJotRHL08yLRzM4WA/BUAR6JxXnyvm3MzN8OO8OD2NVnP2l4ZuMVPfnmE7lNHeetXv+Dc++/w4flEcYXW1lYee+wxnnjiCR599FHa2toyjtEtpjGsUr40BlSWSpDvbsg+dCB1TP9CK9/eunWLq13nqRnrprvrIsdOnuHk6bP0dF9i8OaNWcuYGS2r22hcvZbbNrezeVM7o6F6Rq2WUE09dQ1NPHz3bYRq6jlw921s27gaM5s5memv0Ovfr4XG7N//hXZjnu915xzRaJShoSH6+vro6+ujt7d35nn3tetc6+nlZl8v3VeucPVq96wGJiSuaHZ2drJjx46ZR3vn7azdtAWrisyq5p7pPdAJVVluGgMqkqIhUkksPs3grThrGsK0rqpiQ3MtF2+M8dKRq4zGJqmuDPGpnWuJxqeITk4Tqanj8c/+U/7wq/+cX5ztpfvMMS4cO8S1M+/x/e9/n2effRZINID27Nkz67HQRmnyyqK/O65/rOZi76mWbXswN4EFuRqZmvCSJefHY3GuD8XYv70N1sPWNfWzxs7WR6p4ZNdanDFTnj754yG53vpwBV1dF/nV2+9y+thhjhw+zOHD7zE4MADAqvpGHnpoH//qq7/P/v372bt3LxUVFbP2MdMYXd3LU0RKWabv6OT0oF1JU78PNzRGuDY4HriewKY1zYRrdrO3c/9MIb3kdmNjo2ysHGagr4fzFy/x1rFz9PddZ6Cvh97rVzn63rv09fXNWu/zvufV1dU0t7QQqooQrqllqiJMS2M9tavq6FzXQlNDPXV1daxatYpwOExVVdWsx6Qz4i5EdVUVFVWV1EeqCVeGcM7RNxLlfM8w9eFKhsYn6HqnlubaKqamphgavcXgyBg2FeftF6MMj97CTcaZnpygf3iUqzeGmI6NMzA0BBO3GB8bZWhoiOHhYeLxeNr3y8xYvXo1bW1trFmzhocOHGC6tpWWtetpbtvAvnt2cO+urWxoa5m1XPL9HOiPMzGZuGlEpm6+anhKsdOvLVmx0jV81taHOdc7Sl2kiurKEDfHJrh08xar68Ls3/brK4/D0Ula6iLcceAh7vqNj7C3s4V19dW8//77vP3227z59kEOHTrE3/3ZnzE5OQlAS0sLO3fuZOfOndxxxx0z/3Z0dMxpLPmlG6tZF67kF119M4UL8tl1dKHjXjLd/uTnH/RwvneUmuoKJianZt5Hf+MzaX1TDZ+/byMDYzEGe7v5f68d5uixE7xx8AiXL5zl8odnZ642V1RUsnnrHXzk4cfp2L6bJx85wP7791BRUfHrRmWa9zPTGN2FdNsWESk1mbqSpjvRmPp9eMDLd0HrCfgbQ7PXt2bW8l9Jc9Kyf3iMl985y+DgTQZu3mR15QQuNsqtkSH6+/u5fL2Xyz03cfEYA0PDTEXHGBy+wZvnP2B0dJTR0VGi0eiSvpehUIjqcITa2hoi4QjToUoitatYVd/Apk3ttDY309jYSENDA42NjTQ2NrKqoYnaplY6Nqyls30DLS0ts3JU6pXnezpb2JDmSnPqcQx6GxfQVVEpPmqAyoqWbPj4u+z4q9bes6mJj21pSXuVMTXhVlRUcN99W3yJFwAAEnJJREFU97F1527aP/4ZPu8cUxMxmmPXOXX8KEeOHOHUqVO89NJLPPfcczPrCYfDdHZ2znl0dHTQ0NJGpLF1ptttsjvupZu3gEThgpHY5KIKLGSy0OIV6eYHCFeFaKqtYvBWnI62Oh64vZXmiHGpq4vzXVe4ce0yly9d4tyFD7nWfZkrl7q4ePEisdivbwfc2LKaLbdv4yOfeILN2+7kwL6PMdnYTnV1eOZenHs6E8k8W6M5lzG6IiKlaiGV1tMVXEs2VjPVIfBXdyVlWFe2q7N+rQ2r+Ny+O+e9l3e27/mpqSn6h8e4OTJOpMIxGY9z+togF3qGqAo53jnfR5U5pqYm2dRax6d2raUuUs14fIqxiWkaaqqoi1QTCoUIhUJEIhEikQg3o47j12+xvnl2t98g9wZP7nOPGXfUN805QRq0J07qfOsbI4ELSy30pLIaq7LU1ACVFS81EWarWptcJtOVs9kNMti+/T4+8dADs5bv7+/n1KlTM4+LFy9y8eJFDh06xI0bN1I3R21dPRvWr2P9unW0rm5jVVMr8eoGun/VSH19A7e2b2RdW+vMGdfGxkbq6+uprq5e8FjUbMnQOcfExATDw8MMDw9ztbefEye6eGtkmNjYKGdqHYODAxw53cWNG70M3uhjcmyQ/9DXy/Dw8NztNbWwZsMmdu+6kyeffHLm6vDGzts51jc1p6R+8rm/QFOmAkfpjpsSqoisJLlWWg/agDlzfYQp53Iq6Dbfd3SmvJs67vPgpdFZeWO6spGboRCdrTW0xBqoCMGa+ggbmyJ0BKg3ABCOxjnTH097lXehJ2iDnhwNGr/fYosp+Zdf7C3gRBZCDVCRFEEbKZnmC3I2s7W1lX379rFv375Z00eica7dGGSwt5tTZy9w8MR54mODdF+9Rig2zPDNG5w6+QHXr19ncHAwUDzhcJhIJEI4HJ71vLKyMmPjdGp6mlgsTjw+QXwiRjQaJRaLzTyCaGpuZnXbGtatXcuGO25j3bp11DS0MBpaxZbN7YyHW2hbt5G7t6zLWOCipSV9QYnk8+QV4bGJSU5dHwWYNYZURERyq7QepAvvYm/7kmscqQ2m7Wvr5tyKZce6BiBRf2Df1jZ+eaF/Tr2BILavq5/3xHQ6Qa9u5vq7A4JVB85W66BQx1FEv9JE8sSfjBczrnBW8qhYwyOP7aDljoGMZyInJia42ttPd99NpqNjTEbHGBoamnmMjIzMNBhTG5DRaHRmbGomVVVVM41Wf8OVikouDcYZjFcQWVXPtk1rObB7M+t9V2AbGhqorq6eN8bUK5lBbvGS+jx5Fn9zS6JqcWqBIxERmct/NS210npqrgnShXdPR3PBC7qlu70XZmlvxbKqunImN6xtjCwoP6fGmuk+1Yu5JUs+ZWo8LmQfVJhPCkWfLJE8SHfmcaG380hNHtMwb9KITRvH+x1T1kRFbTMH7itMV5nuwXF+duI6/aMTgGN1XZh771wXKN7URAjByuRn4k+W/h8YIiIyv3SV1tNd9QrShTdbvlqM+cYi+u/j7e/9sr4xwnpfAxPm5phsVxtTtxv0fqCZuq4WaujHfI3HhVxhVWE+KQQ1QEXyIB/dVjJVac20nqXoKhOk+EBDpHJWoaaO1lVzbpuSbRxLpquayXUki1lk6+qkZCkikpsgV70ydeG9dHOMWHyaUJp5cpFtLGIy/2Xq/TJfjlnodoO8P8uVj/0Wkg/nW7dqJUghqAEqkgf56LYyXyXBpdqmX9DiA/WRqrSFmvJRvGAkGufV49c50Z245cqdGxt5fPe6rI1QJUsRkcVZzIm8+kgVezqa+dnJHiKVxqGuAQ7k8SRgtgbdUvV+SbfdjU01Wd+fpc7HyUr42Y5PkHyoQkNSDNQAFcmDfF6Jy1RJcL57toVg5vYnqQUagu7TQs7gpkty+TgDPBydZDQ2SV2kCnCM5fkWMyIiMtdiTuRNA001VTlf9UuXp7I16Jaq98t89zQtZG8cfz69dHOMn53soammKi8NRhUakmKgBqhInuTjStx81QYz3bMNSPvafGdQk9taSMLPZqHLZ/rRkal7r4iIFI98XPWbL7dla9AtRe+XXBqS+dyfEDA4Hic6MUls0hGptLw1GFVoSIqBPnWyIi3XjZazbTdTYpjvjGWm1zKdQfXfU3OhCX8+Cx1/kulHR5D7sIqIyPLKx1W/+XLbUg+vyJSPl3tYx0g0zqGuASKVIWLxaR64vZVT10fy1mBU7QQpBmqAyoqzXOMfgmw3U2KY74xlptf802Px6ZkzqMl7o7U3Nyw44WdrQPsbxf6/Uy3njw4REcmPXL+vl+tqXDGPg/QXWOodiVITXvyt3VRoSIqVGqCy4izX+Ieg202XGOY7Y5nptdQxooe6BubcG20hCT9Iwg6a1PPRXVdERErbcl2NW6rfAam5ajG5a6EV8TPtR7E2sEVADVBZgZbrjGuu250vAWV6zT/9QKQyp/tvBknYC2lk59pdV0RESt9yXI1bit8B6eouHOoaWHDuWuquzSLFQA1QWXHyfcY16BnO5R53kZrkM1XXTUqdHiRhLySpB/3RoUQqIiL5tBT5ODVXXR2KLjp3lWrXZpGg9ImUFSlfZ1wXenUu3XaXs3tppv3PND1IVcJ8J3UlUhERybd8X3lNzVUbGiNcGxxflty13Ce8RbLRLzmRHOR6dS6f3UsX05ANUkHXPz1Iws53UlciFRGRYpcuV/mHvix3ryeRYqIGqEgOcr06l6/upYttyAapoFsMVx2VSEVEpNilG+qi3CUylxqgIjnI9epcvhp6i23IBqmgm9yn7sFxXYEUEZG8KdUK56W63yLFQg1QkRzlcoYzX91Lc2nIZqugqyq0IiKSb6WaW0p1v0WKiRqgIsssH110lnKcpKrQiohIvpVqbinV/RYpJmqAipSJpRprUmzjQUVEpPSVam4p1f0WKSb6XyMi81IVWhERybdSzS2lut8ixUQNUBHJSpX8REQk30o1t5TqfosUi9By74CIiIiIiIisDIEaoGb2uJmdNrNzZvb1NK93mNlrZva+mb1hZu2+1/7UzE6Y2Ukz+7aZmTf9DW+dR7zHmvyFJSIiIiIiIsUmawPUzCqA/wl8GtgFfMHMdqXM9t+A7zrn7ga+Bfyxt+wDwD7gbmA38BHggG+5Lzrn7vUevbkGIyIiIiIiIsUryBXQjwLnnHMXnHMTwPPAZ1Pm2QW85j1/3fe6AyJANRAGqoCeXHdaRERERERESk+QBuhG4LLv7yveNL+jwFPe838E1JtZq3PuTRIN0mve46fOuZO+5f7K6377R8muuanM7PfN7F0ze7evry/A7oqIiJQu5T0RESlnQRqg6RqGLuXvfw8cMLPDJLrYdgOTZrYV2Am0k2i0ftLM9nvLfNE5dxfwkPf4UrqNO+f+0jm31zm3t62tLcDuioiIlC7lPRERKWdBGqBXgE2+v9uBq/4ZnHNXnXOfd87dB3zTmzZE4mroW865UefcKPAKcL/3erf37wjwPRJdfUVERERERKRMBWmAvgNsM7MtZlYNPA38yD+Dma02s+S6vgF8x3t+icSV0UozqyJxdfSk9/dqb9kq4LeA47mHIyIiIiIiIsUqawPUOTcJ/AHwU+Ak8H3n3Akz+5aZfcab7WHgtJmdAdYC/8Wb/gJwHjhGYpzoUefcj0kUJPqpmb0PHCHRZffZvEUlIiIiIiIiRacyyEzOuZeBl1Om/Sff8xdINDZTl5sCvppm+hiwZ6E7KyIiIiIiIqUrSBdcERERERERkZypASoiIiIiIiIFoQaoiIiIiIiIFIQ5l3pLz+JlZn1A13LvR45WAzeWeyeWUDnHV86xgeIrZeUcG5RHfB3OuQXf1LNM8h6UxzHMpJxjg/KOr5xjA8VXysoltrS5r6QaoOXAzN51zu1d7v1YKuUcXznHBoqvlJVzbFD+8a0E5XwMyzk2KO/4yjk2UHylrJxjA3XBFRERERERkQJRA1REREREREQKQg3QwvvL5d6BJVbO8ZVzbKD4Slk5xwblH99KUM7HsJxjg/KOr5xjA8VXyso5No0BFRERERERkcLQFVAREREREREpCDVARUREREREpCDUAM0TM2sxs5+b2Vnv3+YM833Zm+esmX3Zm1ZvZkd8jxtm9oz32u+YWZ/vtd8rZFzePiw6Nm/6G2Z22hfDGm962Mz+1szOmdnbZtZZmIjm7Hcux67WzH5iZqfM7ISZ/Vff/Mt27Mzsce89P2dmX0/zesb33sy+4U0/bWaPBV1nIS02PjN7xMwOmdkx799P+pZJ+zldDjnE12lm474Y/sK3zB4v7nNm9m0zs8JFNGvfFxvbF1O+J6fN7F7vtaI5ditJjt+dRZ33vP0o29yX47EryrznbV+5r0RzXw6xFX3e8/ZFuc/POadHHh7AnwJf955/HfiTNPO0ABe8f5u9581p5jsE7Pee/w7w56UcG/AGsDfNMl8D/sJ7/jTwt6UWH1ALfMKbpxr4BfDp5Tx2QAVwHrjN26ejwK4g7z2wy5s/DGzx1lMRZJ0lEt99wAbv+W6g27dM2s9picXXCRzPsN6DwMcBA15Jfk5LJbaUee4CLhTbsVtpj1y+O9PMV1R5Lx/xZfpcBvmMF3NsFGHe87at3FeiuS/H2Dop4ryXa3wp85RN7tMV0Pz5LPDX3vO/Bj6XZp7HgJ8752465waAnwOP+2cws23AGhJf6MUiL7FlWe8LwG8u09mpRcfnnLvlnHsdwDk3AbwHtBdgn+fzUeCcc+6Ct0/Pk4jRL9N7/1ngeedczDn3IXDOW1+QdRbKouNzzh12zl31pp8AImYWLsheB5fL8UvLzNYDDc65N10ia32X9J/zpZav2L4A/M2S7qkEUc55D8o795Vb3gPlPijd3FfOeQ+U++ZQAzR/1jrnrgF4/6a7DL4RuOz7+4o3ze8LJM56+MsTP2Vm75vZC2a2KZ87HVA+Yvsrr3vAH/n+Q80s45ybBIaA1nzvfAB5OXZm1gQ8Cbzmm7wcxy7I5yzTe59p2SDrLJRc4vN7CjjsnIv5pqX7nBZarvFtMbPDZvb3ZvaQb/4rWdZZCPk6dv+MuUm4GI7dSlPOeQ/KO/eVW94D5b5Z85RY7ivnvJfcF+U+n8rl3oFSYmb/F1iX5qVvBl1Fmmmp98F5GviS7+8fA3/jnIuZ2b8kcXbkk+TZEsf2Redct5nVA/+bRHzfzbJMXi31sTOzShJfCt92zl3wJhfk2KUR5H3NNE+m6elOVi3XPZxyiS/xotmdwJ8Aj/pez/Q5LbRc4rsGbHbO9ZvZHuCHXqwF+7+WRT6O3ceAW865477Xi+XYlZ1yzntQ3rlvheU9UO7LOk8R575yznug3DeHGqAL4Jz7VKbXzKzHzNY75655l/1708x2BXjY93c7if7byXXcA1Q65w75ttnvm/9ZEl8cebeUsTnnur1/R8zseyS6InzXW2YTcMVLZI3AzdyjmWupjx2JGwafdc4949tmQY5dGsn3NakduJphntT3fr5ls62zUHKJDzNrB14Efts5dz65wDyf00JbdHzeFaQYgHPukJmdB7Z78/u7yC3X8cvp2HmeJuUMcBEdu7JTznnP21bZ5r4VlvdAuc8/T6nlvnLOe6DcN4e64ObPj4Bk9bsvAy+lmeenwKNm1myJinOPetOS5vTt9hJD0meAk3nb4+AWHZuZVZrZagAzqwJ+C0ievfGv9x8Df5fSBatQcjp2ZvafSXxR/KF/gWU8du8A28xsi5lVk/jS+lHKPJne+x8BT1uiGtsWYBuJQfxB1lkoi47P6y72E+AbzrlfJmfO8jkttFziazOzCgAzu43E8bvgdbEbMbP7vS46v036z/lSy+WziZmFgH9CYvwM3rRiOnYrTTnnPSjv3FdueQ+U+6B0c1855z1Q7pvLFUElpHJ4kOin/Rpw1vu3xZu+F3jON99XSAxuPwf8bso6LgB3pEz7YxIDxo8Cr6e+XuyxAatIVDd834vjfwAV3msR4H958x8Ebiu1Y0fiLJYjkWSPeI/fW+5jBzwBnCFRde2b3rRvAZ/J9t6T6J51HjiNr2JcunUu12Ox8QH/ERjzHasjJMY+Zfycllh8T/k+c+8BT/rWuZdEcjoP/DlgpRSb99rDwFsp6yuqY7eSHpRx3ss1vvk+l/N9xksktqLMe972lftKNPflEFvR5708fDYfpsxyn3lBiIiIiIiIiCwpdcEVERERERGRglADVERERERERApCDVAREREREREpCDVARUREREREpCDUABUREREREZGCUANURERERERECkINUBERERERESmI/w/Qbw7l4gIE9QAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lpf.plot_light_curves()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Estimate the posterior\n",
"\n",
"The contamination parameter space is a bit difficult to sample (especially if the signal to noise ratio is low), so the sampling should be continued at least for 10000 iterations."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2ab625a8024b49c1bf668c412ebe9e51",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='MCMC sampling', max=2, style=ProgressStyle(description_width=…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='Run 1/2', max=5000, style=ProgressStyle(description_width='in…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='Run 2/2', max=5000, style=ProgressStyle(description_width='in…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"lpf.sample_mcmc(5000, reset=True, repeats=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis\n",
"\n",
"We plot the main results below. It is clear that a single good-quality four-colour light curve still allows for contamination from a source of similar spectral type as the host star. However, in this example, the maximum allowed level of contamination is not sufficient to take the transiting object out of the planetary regime.\n",
"\n",
"Also, the joint posterior plots clearly show that any significant contamination must come from a source of a similar spectral type as the host. Combining this information with prior knowledge about the probability of having such a system without colour variations can be used in probabilistic planet candidate validation.\n",
"\n",
"### Plot the basic joint posterior"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"df = lpf.posterior_samples()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pl.joint_radius_ratio_plot(df, fw=13, clim=(0.099, 0.12), htelim=(3570, 3630), ctelim=(2400,3800), blim=(0, 0.5), rlim=(3.8, 5.2));"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pl.joint_contamination_plot(df, fw=13, clim=(0, 0.4), htelim=(3570, 3630), ctelim=(2400,3800), blim=(0, 0.5), rlim=(3.8, 5.2));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot the apparent and true radius ratio posteriors"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pl.marginal_radius_ratio_plot(df, bins=60, klim=(0.097, 0.12), figsize=(7,5));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Make a corner plot to have a good overview to the posterior space"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"corner(df.iloc[:,2:-3]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"© 2019 Hannu Parviainen"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 1
}