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Customizing white centering on diverging colormap in matplotlib
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{
"cells": [
{
"cell_type": "code",
"execution_count": 105,
"id": "6eb82306",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors as colors\n",
"import numpy as np\n",
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0322bc02",
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "c3bf08cb",
"metadata": {},
"outputs": [],
"source": [
"# a data set to play with\n",
"ds = xr.tutorial.load_dataset(\"air_temperature\") "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5653ebea",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (lat: 25, lon: 53, time: 2920)\n",
"Coordinates:\n",
" * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 ... 25.0 22.5 20.0 17.5 15.0\n",
" * lon (lon) float32 200.0 202.5 205.0 207.5 ... 322.5 325.0 327.5 330.0\n",
" * time (time) datetime64[ns] 2013-01-01 ... 2014-12-31T18:00:00\n",
"Data variables:\n",
" air (time, lat, lon) float32 241.2 242.5 243.5 ... 296.49 296.19 295.69\n",
"Attributes:\n",
" Conventions: COARDS\n",
" title: 4x daily NMC reanalysis (1948)\n",
" description: Data is from NMC initialized reanalysis\\n(4x/day). These a...\n",
" platform: Model\n",
" references: http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanaly...</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lat: 25, lon: 53, time: 2920)\n",
"Coordinates:\n",
" * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 ... 25.0 22.5 20.0 17.5 15.0\n",
" * lon (lon) float32 200.0 202.5 205.0 207.5 ... 322.5 325.0 327.5 330.0\n",
" * time (time) datetime64[ns] 2013-01-01 ... 2014-12-31T18:00:00\n",
"Data variables:\n",
" air (time, lat, lon) float32 241.2 242.5 243.5 ... 296.49 296.19 295.69\n",
"Attributes:\n",
" Conventions: COARDS\n",
" title: 4x daily NMC reanalysis (1948)\n",
" description: Data is from NMC initialized reanalysis\\n(4x/day). These a...\n",
" platform: Model\n",
" references: http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanaly..."
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "79887cc5",
"metadata": {},
"outputs": [],
"source": [
"# make difference to be used with diverginh colormap\n",
"dsdiff = ds.isel(time=0) -ds.isel(time=2919)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"id": "f723ecf1",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.DataArray &#x27;air&#x27; (lat: 25, lon: 53)&gt;\n",
"array([[-3.8899994e+00, -1.7899933e+00, 2.1000671e-01, ...,\n",
" -8.8899994e+00, -5.9899902e+00, -3.1900024e+00],\n",
" [-6.0900116e+00, -4.7899933e+00, -3.6900024e+00, ...,\n",
" -6.7900085e+00, -4.9900055e+00, -2.3899994e+00],\n",
" [-1.2989990e+01, -1.2390015e+01, -1.2499985e+01, ...,\n",
" -6.6900024e+00, -6.1999969e+00, -4.5899963e+00],\n",
" ...,\n",
" [ 2.8099976e+00, 2.5099792e+00, 1.3099976e+00, ...,\n",
" 1.0998535e-01, 1.0009766e-02, 9.9792480e-03],\n",
" [-1.9000244e-01, -6.9000244e-01, -3.9999390e-01, ...,\n",
" 2.0999146e-01, 2.0999146e-01, 9.9792480e-03],\n",
" [-1.3999939e+00, -1.2999878e+00, -9.8999023e-01, ...,\n",
" 4.1000366e-01, 6.0000610e-01, 9.1000366e-01]], dtype=float32)\n",
"Coordinates:\n",
" * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 ... 25.0 22.5 20.0 17.5 15.0\n",
" * lon (lon) float32 200.0 202.5 205.0 207.5 ... 322.5 325.0 327.5 330.0</pre>"
],
"text/plain": [
"<xarray.DataArray 'air' (lat: 25, lon: 53)>\n",
"array([[-3.8899994e+00, -1.7899933e+00, 2.1000671e-01, ...,\n",
" -8.8899994e+00, -5.9899902e+00, -3.1900024e+00],\n",
" [-6.0900116e+00, -4.7899933e+00, -3.6900024e+00, ...,\n",
" -6.7900085e+00, -4.9900055e+00, -2.3899994e+00],\n",
" [-1.2989990e+01, -1.2390015e+01, -1.2499985e+01, ...,\n",
" -6.6900024e+00, -6.1999969e+00, -4.5899963e+00],\n",
" ...,\n",
" [ 2.8099976e+00, 2.5099792e+00, 1.3099976e+00, ...,\n",
" 1.0998535e-01, 1.0009766e-02, 9.9792480e-03],\n",
" [-1.9000244e-01, -6.9000244e-01, -3.9999390e-01, ...,\n",
" 2.0999146e-01, 2.0999146e-01, 9.9792480e-03],\n",
" [-1.3999939e+00, -1.2999878e+00, -9.8999023e-01, ...,\n",
" 4.1000366e-01, 6.0000610e-01, 9.1000366e-01]], dtype=float32)\n",
"Coordinates:\n",
" * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 ... 25.0 22.5 20.0 17.5 15.0\n",
" * lon (lon) float32 200.0 202.5 205.0 207.5 ... 322.5 325.0 327.5 330.0"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dsdiff.air"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "e212d1aa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x7fe043b332b0>"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# default plot \n",
"dsdiff.air.plot.contourf(cmap='bwr', levels=13)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"id": "77258ca9",
"metadata": {},
"outputs": [],
"source": [
"# make white centered using centered norm, for more see https://matplotlib.org/stable/tutorials/colors/colormapnorms.html"
]
},
{
"cell_type": "code",
"execution_count": 115,
"id": "4305e085",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-24., -23., -22., -21., -20., -19., -18., -17., -16., -15., -14.,\n",
" -13., -12., -11., -10., -9., -8., -7., -6., -5., -4., -3.,\n",
" -2., -1., 0., 1., 2., 3., 4., 5., 6., 7., 8.,\n",
" 9., 10., 11., 12., 13., 14., 15., 16., 17., 18., 19.,\n",
" 20., 21., 22., 23., 24.])"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clevs=np.linspace(-24,24,49)\n",
"clevs"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "caec80f9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x7fe041c44220>"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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nm0XOokWLcMUVV2DJkiVYsGABvv32W4wePRrbPOPYTfa7UZByHDd8NnomTZqE559/Hp988gkAoLKyEpMmTcL1118PAGhqakJ5eTnuuusuXHbZZVJ51tfXo6ysDDfeuAUdO5Yy0wVhBlV9qVU7YO9+lUaM3N/GbWHMXMA4hoWqc51z0d4OXtTx+I2J0I2nkUmreNkAiPvJs3B4t7GsH6p/b99Oz591XhlYliav2KIJNPL/7rHk/1nHYM9zxDIKiT4kZC7JJCJdqPrhI7oeHa+eaQuNTl3y2tKGhnoce2wZtmzZgtJSdp/hB7df2tKzJ0p9BArXt7aibN067bL+73//Q7du3bBo0SIce+yxcBzHSL8bJZFaarw0Nzfjj3/8Iy6++GKkUinU1NSgrq4Oo0ePTqcpKCjAiBEjsHjxYuX8RRMqidxKMj8SWYsOmZ5Mw9svk1Zkzdd2RYlcRTpf2jKV6U3PKI+3YzflhiLhXaJKNahabUQdkZAgh5PI4OdTWCS4eZYY77GG3U1B4bV6yFhJyNtGc0fx0stabVjpRYgEfFSBwdlsneGxZcsWAECXLl0AwHi/GwWxCRR+9tln8c0332D8+PEAgLq6OgBAeXl5Rrry8nJ88cUXzHyamprQ1NSU/ru+vj79/yDaMdGoJ0B95BMZPOzupwUAk/toaVkxlt59wkBTmZ5Uxawhai3JSiHPzRr+5dnnHRklCooUFUFmu2xevJEtssO4WWkB4l6yRkJ5C+Nmtn1724oyFUTuJw/Wg+tup1UQuY1XYbx9HIK00vA6d+8+WrXSgol5g+BUA4h1CUInRzocO0Z4+zlglxApKCjgHuM4DiZPnoyjjz4agwYNAqDf78aJ2Fhqfve73+Hkk09GZWVlxvZUKpXxt+M4bbZ5mTFjBsrKytK/qqoqajraF5DOL0x4uoJndtay+gdxcTTTkoxJg2Vq4rk5du/Lw850B88LmqTdT1aDGYURQ6QJArHWePF70UG+LCbz9tF7R9HB6rZDYd/+uOEnFsoohYV7zGk6v8JCAEBVVVVGvzdjxgzhqSdOnIiVK1fiz3/+c5t9qv1unIiFqPniiy/wyiuv4JJLLklvq6ioALBHObps3LixjYr0csMNN2DLli3pX21tLYBdK3SHIUZozx0JqwNVNQX7cZu4cN1QQZxcBE/giPxoNB/cbljuKBnzvMwoE1lMdg68RjjjXooCrEhkzASqgUBeou4hZXovCZUYlauEhkzsVRKq3aJHbW1tRr93ww03cNNfeeWVeO6557Bw4UL06NEjvV23340TsRA1s2fPRrdu3XDqqaemt/Xp0wcVFRXpEVHArribRYsWYfjw4cy8CgoKUFpamvGj4Ucc8340eNYdnvAh0/EQ7Y88hEDXZ0MTMirBRoSwCcJqIytwTKVhoW2tIYNsycL4ETkmelK/gtpHJLjv1dBDREbYsNKHJXh41R1mGxUnQWoCss9juZ4cx8HEiRPxzDPP4NVXX0WfPn0y9uv2u3EiclHT2tqK2bNnY9y4cejQYU+ITyqVwqRJkzB9+nTMmzcPq1evxvjx41FUVISxY8cqn0dGfJhCxkWlasWhpUsMJj7RZMUNbR8henhWGy+yApTcT0tn4plTNZn7stbQkBE5vDSme1HTLzKnV5UxUMnsDxqRsJEtX5DtS1yEDY1styZdccUV+OMf/4gnn3wSJSUlqKurQ11dHRobGwGY73ejIPJA4VdeeQXr1q3DxRdf3Gbf1KlT0djYiAkTJmDz5s0YOnQo5s+fj5KSEiPnDlsY6Fjsg/66BzgBw6aCREUnp8GqEFqgsXebN4ra3eem5QQRu7vJIEvvPhfZwMkoOjgyPlYYAO7eY/ei3H/J7TT8RpDKHB+EcEnUF4E6Kq+tiVecdryoijVjsy0+efjhhwEAI0eOzNg+e/bs9CCdoPvdoInVPDVB4M4HcN99W1BYGMycAyz8hi/IWmhkLf88C5B3n3CeE9o+2n6ZY2SRVX2iABnKPtacNqYGfMni53nhXbb0vDXksGjanDQy+8g0rG3kPhq8h5i0CpFutOJitf8XFWXmtfv/qnPV8C7Jb5sgi6hMMgMJZEd3iV5p1TZOdIzM8SJ4+be2hjhPzYABKG3fXj+flhaUrVkTaFmTRuSWmiiJ4ktB5mVVedFVriHQj1RDwZdSx5JDdYG2JhYfVhvWCGjaVy152qCRuYdcaw3v05xlraGl4e3jpeEdFzcYlR3X4noJ21rDI6h2x1p6LDRyRtQUFaVHv4WKqS+ORFrMVVt+2TlsSLFCO5YhYHSEjTd7mjvKTRdlR6dlzueJD1o61X06ZSG3xQDaSvAion4egLa31VsmU+WTFUMsYaMyN1NY7A4vCYfiYsCHpQYtLebKkiXkjKhhEaVYCMsULYPURHx+WkKVESiy7giWuBFZbRjbVSbrM221MW1x07bW8ODF2bDypB3DSit6vvy+DOSzIRLAlNNHHchKg/fcqZZZ5jbpkgPhTJYYEPnop7Ag56nhjUwyDTkqRnYElqh8fj9kpTpf3UqSyZw34Z7KMe7oJm/Qg2YAATkySmV0FCtdWPj68ubFpYiO8UIer4rf40kCMpfwYphoaYIqg2o74jeGxS8q8UdxFJCW+JPzlpqYWLiz+wtGdz55Ht48SOsNzdVEWmc47ihX2OjG2dDSRYGUtUZlKJdfF5SsGcCEWo9DHgHAK5LqMxfVMxq1xSar21pL7lhqAD1riUloliJdi5Fu2UP5+uG1lKJJKmR+tDxZk/GxrDaSk/W56FpsZO6Tzr1k3Udfg81Y1hpeGto+F5G1R+XBD6Mnoj2bPl8Y1Xsb1LMkY61RxVTcPxD9B4Ale8gZS41skHBcVXwYAkwqrkYEr1c1ZWeWHQnFs9qI4mw0RkaxLiXsEVI8qPdVJpaFN5+Qn6jpqANVJM0G7nPAegZkBpWFhcr5WPHZJo2prLaLrHqaccy0VSeu7bvFHDllqeFZSsKMsSFhxdyEYVGKvKM1MfMX77OPZbURxdloWGzI/SRhWQilrTWqE4jwLC+yw/fi4NIRPXMxC+bQqTLVZ5O130RIXeRtjCWnyBlLjerLGYe2Nzbofk0HOZMd7ZPOhbS8uPtJq41o2LeGxYbcL1t8HXS/YrnWGtGwL9oxXshYHZnPflGFRfW1YTCuJor4FdlbZ7JsrHxkh24HGcpkrTS5QU5ZamQsIlHE2oQNr/8Qape4VI5OKywSUrT9AVhswsCItYaWzsTFRlFhontPWvC86YmRcV6rrre9EFl7ZY1ZKseIkI3/IvfzDHVxQKUsUVrhhRQWqnVM5C+KyddiTs6IGnvv2bD0AXNBRN42b2sjiq6lBZbKqEvePtnWSxTfoxE8LHOJplGZ/scLdzI5XVeRTq8t2q8zXlpGNFFECxVC5MgIW1mXtiidKRHBe41kzsW7TlqeZF4qr6ufYGha3rEVM5bAyBn3U1ItMEGZrHmuC2HAMC1CkmXPJn01gHyErfcYHWSPZdm8GdtVJulz0wDBhWrQ5iB04c0rl763ouHduj423vGsc3nzlRE0IgEmegZoAeSk+5H42zvk33tvaY837zJYBN1OyXj7VEb705C5BhlBoyNKrJDJbXLGUpNUYhVcKvpkIz/9WHZ5nllDtUVife6yKkx3NBaxjfXF7p6a1UAH+fUoozGkhZWOZY5MJ3poRRXFOka1PF5Y7kZWsDlpuVOw2um8tzrvucwzFaa1RgaZ4/zEo1tyl5wRNawZhXV+UWFa4MjOFcF0Q7GEDaul1On9WZ2r6ZvBUnWcmBuesAHEnUQQz5NM/DVXsJq0/8sim5+KNUalYllDdXjCxuOOImNteF5VHqrVSp5L5ZJ1YmtE7jbZ88q8K1bQWHTJGfeTSYJ4eVRdEyxTt855ld1QpEuJ5WoiRyC5o2u8J5C5mCDt9zT3Ay8NUWGkK8pNQhZFNA0MeZwfaN4b8tLcyxDORyTrgxD5NNx8WOl455EVLTpiy3s/SXcTwHZFuel3l4U2C7U3iZ8ikvBeB95tkPEuijyFvPxFz7GM8U0HK2YsXnLGUqMTZB4mpq1BuuXnfdUrWWzc7Tz7NsstFZcAKIlZhwG0EQWs/jbsL03lWVvJz3ORO890gWnnMG3eYEFWjshiwwkkp60fZqKqZPNRsZq46NxeVtXTLEh+rUi8c1ksXnJG1OigKoJMCiPZhsBEmy7q/KSGA4vcTN7/i8QNmVblImXS8i5YdkZkCWGja0I32VCL5iUEBCOhSFR7Oj9BJSo9mY4gcmHF1tAma2TtJyaBJMWNW2yd+6t7DA1d76KMG4pWBtXHxQoai19yxv2k0jCYHKUi04jozlDvPYdpNxTPXQFAzhXlHujuczOm/U07xkuYlhveDGCSrigX2v2TdUmZdEfx7i0VkU+CldbFzwWIekpROt3ejjLpYsZ2737veRguKQBt3FKsIupOpMhD5hawXl/RftFxMsgIGl65s4JOnYA8hY8Kkp0aS9lkOTljqVFZx4h0BZl2DZGIjBE6XzwmkJ7nhOdyormYvPAsN2G2XDz3g4y5YzesL3QaJu67LKLBPen7KXtCnQfO69Yyaa4IwlxJWF7aWGzINDSXlMBy4yXMR13XWiNKL3uMalqSrBE0lkDIGVED7GlYeD8ZRKJHVwTJdHKi4/2gOuEud3I+3mcYza3EuvigxI2MFUFT2ADy7iggPCOUluFE1tegg58gET9WGp5al3E/8gSMpLjRWixWA9XqFYkInpfZ3c+6Nbx9Oq5ai4VG7oga8suLga7Q4aEqeHihJFF8pSgJGxWrDS2NSNwEWQG0zk5F2AjibAA9YaNzyWTf6kLro5nWGpkeiPV/L34ipEW9Ha8HVYU2jN+7ndzHCRgWiRtAbL0xha5gkImjkbFC6nys2Tgaiy65I2pc3MaF9mPg17LDQ9RPqwqbIKw1ojRubaQxKW7CtN4A4uAAxahqVXeUDm7/6f2xikcpohw6hVMNkiDTq/bGKucT3WcVawwnYJgrfHYThrgRVSVLtMjcdj/tURBxNKYGa1iSSe6ImsZG9ueri6TI8SLj0pJpsMISNqIqAOQncONabWiFlBn1xBp6EYT1hnWPefE1tOMkhouZGh1FIhOgyRM2UrE1Mj2ebE8o08vJVk4QPRbt3poSN7Q8PITpltKB56Yy+Y2ha6FmNRNW3OQWuSNqvPA+bb0oWHNEyAgd1bgL1Q9T0Re8FxlhQ0unbLWRTcPbTsvDLyaEjaY7Kgi3o9/RcZEjEjS6PjoarIdf1tXkwyUFBBd3Y8JaIxI2srfBlKh3j5F1p1mBk/3kjqjZto0vSkQCx8WAwHFhNVqm+2bWJekKG22rjUlxwyJM15TM7HY+4mxMwyo+01oDqPsiWIR5rKnRUKIXgGwLyHltVFxSjPYk7MBiGWQCi2nPtEwsoWxefgWKFTjZS87MUyNNFj3lsq4J3iWz5s+gHUembTOnDbAnAWv+GjeNt5GnpaFt80LmwUoTNBLn0NXHOtYXqTlqXLx1SNYnax8vnYu3AKL5b2S2qQzfUYW8FhfvHD7edMXFcjfGm47MgzzXbkTCRmYSRdbtEM0/4/0/Lx15LhlUg4JNN9Fkftu2mc1feHI7T41RcsdSA4jfMtm3xZA1gNUI6bp+ROl108qGnrDSUq9TJt6GxKTVJgeGUbCMj6QRwd3m/ZtrrZGNq3H/5o2mIqM6WZ/QspY93n5RfiJoVlqyknWsN7QbpWERlrXqmAoaphlVZatUZxxAWJaVwsLgz2EJjtwRNZ068ffLhvkbEjMqgkaVMOMnAhc2soHEPMigV9moQ9E2mbIRKC1J4EHluWAJGVo6b97k3wD4AcNesSIKLPam9dvz6YyuI/P1C0/gkGnIfSquKda5BIgEThDCxpuGpn1FwsekmLGupdwld0QNC5mn32Cchk6nZmxYruI5ZM8XqLChpaER4j2MAzpxUjyxQxM2UrE1pJghRYw3PevTXsZSQwvIUBEzqqYE2mAClumLZZ3hWWXI/8uIG9q5JOANTJBFVdh40+q+mqJjZR4d0WOVi7z++us47bTTUFlZiVQqhWeffTZj//jx45FKpTJ+Rx55ZDSF1SC3Y2pkrTOGEAmapFlpRHjDDFyYcTZkDA15ITJO/LihGU+je2myx5GhHDx2Ig95rJgZVtCF+39aWplYJy8ybkiTwReqlUiei4yL8dYJLe6GrDfypaHFkbkIYnBk4L16vH3kK+g9vd9QNpGQ8QsrjyQ0KSbYtm0bDj74YFx00UX4wQ9+QE1z0kknYfbs2em/8/Pzwyqeb3JX1IQoaGSsM37jVlhpVdANGhYdSztuJ/LEAcSqwsaU2ImZ60kG1mXL3DP3Xzct+TeAtp0sq/dz/y8SNqqoWPB0ez5ZcyUrcp4sA0vE6Igb7zlo18cr225oC67S0BU2LrrNZtBiRvb8ra3BnytKTj75ZJx88sncNAUFBaioqAipRGbJTfdTCK4K74w0IlQ+XE27nUzC6xO03FEy9meZbQlHNHKcJ2jcf3kjlL3/km4ogOKGosXHeF1P3rTuPl6wMA+ZmBpvuqDuv7fyvBVK/lxYwcOybinyXF5UXzQPOnMl8fS73yoX3TbrMpKjvr4+49fU1OQrv9deew3dunXD/vvvj0svvRQbN240VNLgyT1LjYyg0SCIr3CTI5hU8hFZawD+1z/A/pgUWmzczHVs4rxtYRNS/I5I0LC2s4wNpIWmjbVGxg3lPRHt3un2UrIj4kyj+9XhtcQAbc1h3m3e9Lz6pFnMWGVgPIM0i43IKyh67chisJ5LmdulcktlXrM4fwiiUyfAj2unuRkAUFVVlbF52rRpqK6u1sry5JNPxtlnn41evXqhpqYGv/jFL/C9730Py5cvR0FBgX5ZQyK3RI1hQWNCyMTB7aQDz60BsMURS9gACnE2QQqbgKw/tGfFZDyNKrR+lFYWd3uG+GT5IGRETxAxNby0JH5eOJWb4xUrbtlo7lRS3JA3hLw55Auk+hWxGxlhQ4ubEb123n0qyKbX+VagHRNroaNBbW0tSktL03/7ER/nnHNO+v+DBg3CkCFD0KtXL7zwwgsYM2aMr3KGQe6IGt7kAxGIGSBeIoU8v0wjIyNsAHZ8o1ScjWzrE6Z1RiOeJkx0GmxWfI2bn7K1xhs7442xcY/TwY+Y8aaVqSBdlw8rwJemIlnbeLE27vnIa+Z9RXjL5UFX2Hiz9WovHQIynAvh5es4wZwzSEpLSzNEjUm6d++OXr164ZNPPgkkf9PkjqhhIfnWmHQv8dpUVXdC1AJIIj5R2WrDFDaqX/xRuaEMtsS8vlXXuMD68KcJGzf9rnQK1hqe20nV4kEjSPceqxJVxRBN4JCIIrRZVhsVYcNKDz1hw0pDFoV2qTKE5Lm1SLJp0ybU1taie/fuURdFitwWNRJvj+lYGZ2v6CgEjay1xsWk1UZb2Ph1Q4XoegoCWeMCK8zD3ecVNt5tADHE29vBehPzhI17Uh14DxjLf6aKiqCRESsuZAXThAxJwoSNF9VbbIVMeDQ0NGDt2rXpv2tqarBixQp06dIFXbp0QXV1NX7wgx+ge/fu+Pzzz3HjjTeia9euOOussyIstTy5K2piKGiitrqQmBY2vDzJYyMTNqpodtBBx9Oo5sW6d77cUOTfqvE0LroBwizLEFkOlnDhDQkjIVU7y/0kKi/pfnLLyxM2bhpWWbz4FDbkpZHuKBVUhIzfb4u4ta1RsmzZMowaNSr99+TJkwEA48aNw8MPP4xVq1bhiSeewDfffIPu3btj1KhReOqpp1BSUhJVkZXITVEjeJuC+LLWFTRxdTuxkHVHAXSrDVfYyMISNiYQtcQBfnLyXE+0Plo2T/LDX8paI+OGcjMlrTjeApvu2WjCScftJRI0MmYw99ws0xjPaiMTZ8MLIHbLYljY0C7JTUc7DW8/D9NhaqYMednAyJEj4XACh15++eUQS2Oe3JunJmRB09Bg3kIT5suoey7d6yaPybgf3nvnbaWCEhIRu55kv3556dz7wPoBmfeBt63Nubz1LnNvyO2y962oiH4v3Dy8P17esveTJWi2b9/z88KqWNoxrLxl/6aVx1sO1rWQMB4anXlsWJC3hYd7i1m3OgjIc7o/u6BlssktUROB4zaIU4b90vshMmETsxFJXnRM9bKI+jiZ41jbvf+nrgtVXLzn/zLChgerh1PpKWnpvGU1AauSaao+CGEjUx5VMzAFPxrRwoGlrFR+lgxyS9RIvMS8lW11EbWfvOeSdWyQz7LJd8XPtccOnnCidKCklYZlvWJ9/JNpaP/3K5B4oSXePti7zf3/TuTtuW6WsPFud+tHtaGWFTJxbORplhvvv6YsNuQ5SRSEjUr7Z6K643bLLMkmt0QNIN0LJEXYmGoQTAt/Fe9CYPi5GNGxgv00QUPC82SQ6Wj/lx3tJIJWNlk3VPo6acKGJ25UfiSqX6yRP4gwI2xoeZF5qqThpPW7qrfFEhW5J2oUMG21CULYuMfpCJKgLJgqoRKRnNh03p595HpfLJEi43Zz0+qgasERxdd4+1eyr2UKG4AtblRQNbdH9enPirlx0RE2ZP68bX6EjQ+C/HawWFTJTVGj2OLvWZrSv8gRWTD8fnDS2v0wXLEqoQ6xR8VKQwgaLypiRiZtEFYashys82gLG564CTNmIIgHkxfjwgsqJo/hjbRSja/RFTY+rTW6WtViMU1uihrAVzCCCZETpLBx8wgyxEDkIRBhzFvg000khUSgK0/QqIgZNz1vm4lAY5FRgXU+sv9sE2MDtHU/ieJpZFE5jrefZk3y/m0a3iglVlyMN13MhA0L1VtpsQRB7ooawNgwFF2BE7SwMU1srDFBFkCltd1dDpGgIVEJGNZBdcSZjIDx/u0KGTJ4uKGBEDZApghhPUC6FhtVgRSZX3Q3MsrU1Igog64osl3Tbbfc/XEVNLFp3yy+yG1REwCqAkf3BQrjxfNrjWERaKNmumIUhyOz+hjaFCbedLz+RXcqElFeMufgeUZo211hkzEyiuaCkgkI1sF7j8LqPXVvAG2YGW07q/LJfMg0OsJG8kNPR9iYvB2mHh0rZLKPDlEXIHIaGgJ7ol1hI5qArbiY3pa4jQCrLfMW24TRKWtf7KIiuY7Hh5WGF+PCujeyQkaUjywqfa/3tdi+fVfVuNu8+ZDbvX+7dZOHnXsya2jIrGdvZioPYJCT/eien1Um8rrcinKP8VYerbLJ55K2j9WOkcfT0kmkoc02zMPbdoUxEIHcRt6K2LZthYVAQYH+8e3bmytLlmAtNUDmZ3QAjaWM1caPSdc9XuWLI6gPZRFxNT1TC8ay0ggqSxTQK4pl8WN50RFQMnmxjAY844I31ibDLUXWq058De+h5VlrVB50Uy8FrX1RsdjQ0sjk46JpjREhO3DBJLrtmyV3sKKGRgACJwxh481H9IuC0ASNzNh5AyNsaFYanhtHJGR4wkPX7WRSJMkIG3dklLS4EYkc0f1hPdBhBJADdAEiQkXY0M4h45YSCRtRep9Bw0FgxYlFhshFzfr163H++edj7733RlFREQ455BAsX748vd9xHFRXV6OyshKFhYUYOXIk3n///fAKSH5lGRg1pUtsrRwcgh6FlT6J6YJoWGlkA27dbbKCw8fgFS10hQ1tn1DcuIgUt0jk+I26D/vlYlUSLx0rDWu/X5Us8UCFJTSsoLHIEqmo2bx5M4466ijk5eXhxRdfxAcffIB7770Xe+21VzrN3XffjZkzZ+LBBx/E0qVLUVFRgRNOOAFbt26NruA+RQ5P2MgaGeJOUsqpC2mlURlBJCtkeIHFJlAJXhYJG5bVhtxPEzdtRI6MSZElbBQDu7WQfee9ypWmYkUBvjyLjIwQYh2jeh0eophp2AoaiwqRBgrfddddqKqqwuzZs9Pbevfunf6/4ziYNWsWbrrpJowZMwYA8Pjjj6O8vBxPPvkkLrvssrCLTMfbOEi+gbzAO1bgsBfZ2NcwiKV4kalE3rEuFCuNjqBR/WhmYWKkE+2c7t8yMa3e7d7jvLGuAH0/ud17Tu/7kO48eRGgKi+BbFqV50bVOuJNwwrwFQUO09KYDByWCSwOkbBPHcTaf5ZwidRS89xzz2HIkCE4++yz0a1bNxx66KH4zW9+k95fU1ODuro6jB49Or2toKAAI0aMwOLFi6l5NjU1ob6+PuMXKgrWGz8WG8BIWIjyOQyFoyQPiRuiImh0DH2mhBEvLa1MpGgThYSwXFK0NKxzUl1UADsGh0zj3U/LIwh0FacoVkYmvkYmX1Y5eTecsj8sa00UgsaSfCK11Hz22Wd4+OGHMXnyZNx444145513cNVVV6GgoAAXXngh6urqAADl5eUZx5WXl+OLL76g5jljxgzceuutgZddiOQXjl+LjRfeEPCkiI/ITc2CDpFlpZERNH5iXky6nGTTyXzAy1hlRGnIfe5+gGG9cROoWm3INGGaO1mmMBKyosk8WMeL2htevobwGpJM5BMWkYqZTp2Ajh31j+8QaRceSyK11LS2tuKwww7D9OnTceihh+Kyyy7DpZdeiocffjgjXSqVyvjbcZw221xuuOEGbNmyJf2rra0NrPxcJN9MmTlsVJGxprDc/VG6tHjXSg0s9RLmF7kkcRM0gL+pYGQCiHnbefUhE+6hMk+KEqLRU2F8EbD8gTR0Hgi/1yBhrXHRee2iGJlpXU3ZSaSipnv37hg4cGDGtu985ztYt24dAKCiogIA0hYbl40bN7ax3rgUFBSgtLQ04xcaUY+ZThhxGGYeB3gC04+gYfVjKnN90MrqJUhhEzqycxXp9to6RF4peoguN8p334qZ7CZSUXPUUUdhzZo1Gds+/vhj9OrVCwDQp08fVFRUYMGCBen9zc3NWLRoEYYPHx5qWblovpmyX55hv/RBtqNGG7IEWGsA8x/dKvmzCKNa/LrkTA1RV0a2ckiRI7KG0KKwZWEFZsmmNYGCtQYIbp4sckFh1Z8lu4lU1FxzzTVYsmQJpk+fjrVr1+LJJ5/EY489hiuuuALALrfTpEmTMH36dMybNw+rV6/G+PHjUVRUhLFjx0ZZ9F34eEMDM6XHlMRbYyR7WFOjk5IEb/CPzsCgUOEJkbBdUFHh48UMQyRYUWJRIVJRc8QRR2DevHn485//jEGDBuGXv/wlZs2ahfPOOy+dZurUqZg0aRImTJiAIUOGYP369Zg/fz5KSkrUTmaqRzXwuaEjaJJsrQm07EFaawLsYcPqvGXmnVNFZDRQFS9GLDIyvi8ePGsLzwVFpvcjfmQqIsiJi2QIyXxmRYxFl8hDp7///e/j+9//PnN/KpVCdXU1qqurwysUiaFe2a91xs/UK1GQaMsMA9WF/WiEbY3gDfIxeY9o89jwtrMIYaCO+GWi7RdVpKmXM5QKMFcG2YV7ZfOxWPwQ+TIJoRJmgB9BLrqbIjtZTGNrAHNz1niPk8F0H+nHGkObfiW2Yp1WcWGtK8WaZ0aUPmgY59G1rFiLjMUkUpYadzZfFR555BF069ZN+bjAkf2iMtgJmhQ0YVprdD4YY6IdIofWD8nEegZ5b01Py0J7PvxMpWLqGGXcinFfLlpF0V48Mn3cX86QEFlufAmYICbBCfMlJCkq8jdPTbvcskvIIFUjzz77LPLz81FWVib1e+GFF9AQ208v8FtJgxGtzFlRfZINwsH46ISQrTWyWal+bCcN1fga3mS5sWsyaHEzskIiCMFh6iEyUTaJm+W+y77fb11TpigvU3laYoV0TM0DDzwgbXn561//ql2g0GB9efkgG11MKh+EouqTbdBYcSs7keffTB2jwKQoihHEJLqiZ0RlP20ZIyXCqlSWdSZGz1cc0H5fbR1aNJGy1CxcuBBdunSRzvTFF1/Evvvuq12o0DAweQJ1leEQSJq1RrVx02oMZaw1MSHKNjsMI4Jo/SjaMcZOroPMKCbeCCmd2BsTRPkgBXFuaz0JnNdffx2nnXYaKisrkUql8Oyzz2bsdxwH1dXVqKysRGFhIUaOHIn3338/msJqICVqRowYgQ4Ka0wcffTRKCgo0C5UUojaMhMnYcMri+7XWmDBgyFXXBxdT3ETNrGpI/LZUBUytDxUEC1u6d2WTeis7hqnNV4SxLZt23DwwQfjwQcfpO6/++67MXPmTDz44INYunQpKioqcMIJJ2Dr1q0hl1QPrSHdra2tWLt2LTZu3IjW1taMfccee6yRgsWZqMWMF11rt4obwk9Mol9hQrqihC4o2YUOI3QT8Dr7MI1LYbiiRAtj0iBdUNRgYZl7J7o4nWdAJmDYi6iSYxzwK4XfSG5VIaOTJsn1GwAnn3wyTj75ZOo+x3Ewa9Ys3HTTTekBQo8//jjKy8vx5JNP4rLLLguzqFooi5olS5Zg7Nix+OKLL+A4Tsa+VCqFlpYWY4WLI3ESNC5Ru/FZbZopS4uJuWGigHZPROsdhS1wohQ2pHiJbf+uOmcN65ikIXtDaMury6aXLYcfaELTQqWmpgZ1dXUYPXp0eltBQQFGjBiBxYsXJ0LUKI8Hu/zyyzFkyBCsXr0aX3/9NTZv3pz+ff3110GUMRZEETejQtAeFdV2xbTrSGn0hGxsjUylCcz+ftpHUZ2GZVGPwhUVCH5PojNbsMz6TzKzDcrCWkQrLq4X2qgindFGQbqUstBdVV9fn/FramrSysddPJpcMLq8vLzNwtJxRdlS88knn+Cvf/0r+vXrF0R5YkmcxYyXuHwcMoWHSuFMmrRZjRfLlBKQQtS9N2FYMNz8s6idDw6Vua5UOnGAbsKiDQnzPqe0/8fB7OXngdfJW+e9jfqB79QJKCzUP759ewBAVVVVxuZp06b5moU/lUpl/O04TpttcUXZUjN06FCsXbs2iLLEkqQIGpegLDay7aMRQeOm151m1y8CUUS7xjgFbfshqH4wkvqRuRiWVY+0vNAuIEgTFytg2LuN/D8Nv2tFhdnpy1hPeG0CbQ4anXaksVE+bUyora3Fli1b0r8bbrhBK5+KigoAaGOV2bhxYxvrTVyRstSsXLky/f8rr7wSU6ZMQV1dHQ466CDk5WV2+oMHDzZbwghJmqCJAqnOSudrlXa8yS8xUZkkIlyzdQJZE3E2URsJmMjOFqxyfBCBSSx41hq3LKLj4oauZUYVw/OSxYnS0lKUlpb6zqdPnz6oqKjAggULcOihhwIAmpubsWjRItx1112+8w8DKVFzyCGHIJVKZQQGX3zxxen/u/uyKVA4yYJGto0OpS3mTS/LQiRuZNEVNDwU3FNxcQfqoOOOkg1d4hk/jCMrQrw3i7VsgjcN7+b6fbFYbifvs+cVKaLIbL8EKYh0LE2mUA1wzhIaGhoyvC01NTVYsWIFunTpgp49e2LSpEmYPn06+vfvj/79+2P69OkoKirC2LFjIyy1PFKipqamJuhyxIokCxqXKDrUNm4ZvwVgiRuVY0lYZVJdyMiDtw8L86M9DMgqCWLErHu8SBRRXZveAvm1uPjFz0tHWiN58TQsaw0Jd0y8In7eRVZePHj1qHvfeGX3nm/bNr38E8KyZcswatSo9N+TJ08GAIwbNw5z5szB1KlT0djYiAkTJmDz5s0YOnQo5s+fj5KSkqiKrISUqOnVq1f6/6+//jqGDx/eZjK+b7/9FosXL85Im0SyQdDEAtlgXVpasgFWbVBVGz3vDHCSwiaKYeaqH8ykZ8IEfhc4VQlzYaZVvSCWgCG3y1hryONMiCNypBBL2LD2k/nIuKBkhREtDxeVh0G2jkT31q8FzEtc3XEBM3LkyDbTsXhJpVKorq72FWgcJcqjn0aNGoUNGza0WQdqy5YtGDVqVKLdT1bQ0JFxK2R8RctMJcuDFUPj92tRdsK2JMYlcAhC3Kic1yWWVccTNn7ykUVlBJ7KsxngKL6Mc5okCOsMD5PWJ0tsUBY1rKFdmzZtQqdOnYwUKgi888zQzNjZKGhk2udQ3SW6I5lY4gaQ84/wzi1rCveWwfO3bJgFb7+fOGgVyEuIktBDGHgPusiS47XWAPI33AQsa41bPvdvVlC7SRdUkKi+n6qNFk+46FqfTFBU5G9Id0KGWYeJtKhxp0xOpVIYP358xtpOLS0tWLlyJYYPH26+hAHgFTB+3AhhdUaJgmWlUf0Ko5nVWV+vqmUSHesjvsZFRyzKPE+mjEVBW29krTSx+Uj23rCwAtJoQfQ0oeIVJt403n3ePHQeoKhEj451RucrTNb1lGWT8uUi0qKmrKwMwC5LTUlJCQo96jI/Px9HHnkkLr30UvMlDBi/gsbCmZuG1jiojIAyMbRb10IjoR68glhVxIhCjMLqX0xbb3TLHYq4Ed0k3n7emmJ+BRE57wxP2LiIrDWsbeR5o1SVOu+mKcFhXU9Zi7SomT17NhzHgeM4+PWvf52YSOggIN/FOFt2g/ropF4vb1IsQD+AV9dqYmL0Fc29pdgQBmW14aFznK7AEZ1LJ7g5cniLVJp4qUQWCp5YIZ9BkeCRdUGF0ZDpBgL7nZ6BN0IMsOImi1CaUdhxHDz55JOJWQMiCET9drah/a7LuJ28ackfbb+XhgZ+3qaCDllBzp7/BxkQS7uMMKzjxcXyPx60upDpN8m5bIytJVZUxL9BoptH7vdejHef7PBhmU7c+1FAPoNkOpmHIwr3iuh9BdQEjUx+tPSs46zbKWtQEjXt2rVD//79sWnTpqDKE2vCFC7eBRylF3LUxE8nLJw7hLaNJ2Bk83DhRd6q5GsbtdDReu5MvYQicQOIl0rwq15JQaIyapAm/GnoBuebQlZ88N5Lnfx0y7V9eyKXSbDsQXntp7vvvhvXXXcdVq9eHUR5YovKSGS/sARMmEJHGZ64IAUNLw/yK1bFamOqwSPhdCDkPYiN+yQGyFppIrX808SNymQ6KscAYhEuI1541hrWdpblNAghr/ou+vmA8abn/URltWQNykO6zz//fGzfvh0HH3ww8vPzMwKGAeDrr782Vri4oGrl9NOxBSFUTMfVcK+P53ZSsbSQQ1QBfhyBDDKNJytfifMFGX4hCqtIArEWfKzAJ9Hke940ImTcTm462hBt3tBtMk/Rw8F7gHQaMZ2HXNXdJHOszLniNPrLYhxlUTNr1qwAipE92PeCQPdLUCdAUrUcvEY1YMUQ5PxAcXgGkya4AMjNFMwbBcVKw0NX8YoEjne7WyY/+dP2+8GPoPGL3wEIJunUyd/L0k7Z2ZL1KIuacePGBVGOWCMzp4epd4E3QSArrQiZNoHWNhvpmPz03iaETZBxMp7y0foxU5Yb0/2RRROZZ1n1edcdAi6aPZgmZkiLj/s36x0Kyi0Tl9g12nU3NNgJ7RKOsqgBdk229+yzz+LDDz9EKpXCwIEDcfrpp6N9+/amyxcrWENeg+hA4jzDsVSnacrnJStsgLaTkPEwKbQokH2baAoUN2tTRC1sWP2F6uz/sUbVaiP7TqhUEutdYM1ZwxM27jUEiQlBI5OH7JwIrAfVkliURc3atWtxyimnYP369RgwYAAcx8HHH3+MqqoqvPDCC9hvv/2CKGfsSMqXcOjvZxB+Fdmgkph8Acoul0ALzTAJWYakPLM0diJvl/UyrNl+vcia4Uh0lmYQ4X0XZFxQ5Jw1IoISN2G+m2QgdZIffIsyyg65q666Cvvttx9qa2vx7rvv4r333sO6devQp08fXHXVVUGU0ZIEVCYf0cHkhC2GG1iRq5AcGRwV5CCxIAeM+YUXbx5LyOc/7I6UrCjaqChyNCJtdKKLySkOZPMxcT7WwAPVaR4siUXZUrNo0SIsWbIEXbp0SW/be++9ceedd+Koo44yWjiLP1Q7BJ2Px/QXdBiYGAZksqGmnFfF7SSzX6MIWtCelaD7ZRUXVaxRsdrQrD6ki0oGb+XJxJmx3E68Y9ztOqi4gsOC93Al1gdqIVG21BQUFGDr1q1ttjc0NCA/P99IoSzRY+T9DsJEYdJiw8NAnrTLZs3jFkeCsJIkxvLCQ3Ua5TBvturoIdG8UH7KEYTlRTQUXiY/Vro4CTCLNsqi5vvf/z5++tOf4u23306vBbVkyRJcfvnlOP3004Moo0WRyFwKYflZdIVNEI2Wpyy8visJIiZKjNyaKB56P7MMm3hPeBP3iSbgY/n4TIqbsFC991mhri00lEXNAw88gP322w/Dhg1Dx44d0bFjRxx11FHo168f7r///iDKaJEg7PiIyNsElrDx/iJERsR4NWBcLd+R3+e4YGL5cZ6ZTmYhLZVAI1Y8DYuwLKAs/JzLz1w/JsuhQ2HhngZA50dMfmvRiKnZa6+98Le//Q2ffPIJPvroIziOg4EDB6Jfv35BlM8iwHSnE3hcjcnRUaIAjBAbqDzsZA7DJ8MpWFWgUzVhhAKEHeciPF8QI6BkK15lZuGgR2qx4mp48TK82BrefDdAfJW3H2jXbNd+SjRa89QAQP/+/dG/f3+TZbFIksiv56Cm0A2zx5VUECqXSpvqxD2VSrHI88cZ7y3jVSnZ/1LFs+pzFZTQVY0QNwlvmDdtn0jYAOy5cmiE9cCpxgtZchJlUdPS0oI5c+bgn//8JzZu3IjW1taM/a+++qqxwiUVsuE1NZFeIt5f0hzh92uVZdLwojpyxC8KQkrXKuN3VJQKMn1SGNoxcKtTlC5JlpkuSPGjUqFkWpUbHtbEfSSyw7RF5UrkkDsLC2VRc/XVV2POnDk49dRTMWjQIKRydEpplWHMPNeEiCiETGRf+irzWbCmdTfZOIk6Bcp+2Yn3ZAjrY1+2T7JtPwPRzMKm1sugIeOC8k7Ax7LWkMd4jwta3LAectlRW6L8ZMplH+6sQVnUzJ07F3/5y19wyimnBFGeUJFdX8nEPCw6wiYRlpndhB5XwxM2QCyCQLz9Fu2SZYxZYU73kdVtv04F8p5T1k0La8ZjGTcTIB9P48KaPAiIv+XGe27ePla5EvtwW7woj37Kz8/PiqBg2Q7Y5MRyKnklSdD4wk8jwhvlFNepcsEe/MLDO+AhaGIweMwspi5G51n1HmOiwwx4WoL0OVjxKyrvVUxGIrYhjmWyGENZ1EyZMgX3338/HMcJojxZT2iz74aAtGYIev4avxNyGcJ7b2kjeXmT8QFyo3rdY8IQODpeAVPwZvAHoG410EHmWNqNZv1Nbg/ivaDNSwOI56ZRHd6s+tHAEjgqLmcTaUTE9EPIIo+y++nNN9/EwoUL8eKLL+LAAw9EXl6mS+WZZ54xVrhcJfHvlWjschCEMbZZEt7CzDIuJ5VVu8OsYpOIPCS89OkNPEy4N2mFkCWoGyOakponsrzQKl/H/aLj7pWpF9V4miS+BMCueuvUSf/4HI1p5aE1T81ZZ50VRFlyAlFcTZIFje+4mjj10JprHHhjp1hTmtDmrQHosaRAdM8Eq08Meu1S3XMCMPP8BCVGaJMVkQ8Bryy054+2jbdfJ4g37OFxKksjWCwEyqJm9uzZUun+9a9/YciQISgoKFAuVLZiamg3EB/DBLMt4zXeuiNBRF+FpipFNg/Fc/GEjTc7VXETJy0IhPxcstwpvLQk5ER1JLS8VYa4id4FmUhxb17kPppg0b0JfsSJCWET9czHbgC1JbEox9TIcvLJJ2P9+vVBZZ+VyLbL7jsXx3g3k8KNSZCmC0M9sujD2ft/2vJBtGIkYWBGHIR2G0QvCi+gVWQ1cP+WcQd5/yaFiBtQxQusoq2rQaYVWXF0UGlk/AToZ5NbKaZUV1cjlUpl/CoqKqIullECEzU2kDgTE24n1vsd9XvPLDut4fYiipzVOamfyuCdW6GDoAUMywgbGXHD6vPCEhO8y4+doPGr+v2KZ1GF8CqTFDk0a4zooWKVR/QMmxAXqnWnYqn1EnXjl0AOPPBAbNiwIf1btWpV1EUySmCixrIHv9YLmbY5TlYb4fWaMkOYtNjwOgIZ8UUpi8xHNPl/lrgR5a1DGNUXKjImTFlLgm7lyAQiyY6S4uUtstqYstJ4UW1kZOswiA8UEUk1hRqgQ4cOqKioSP/22WefqItklJwVNaG4SSTPw3unVd/roMWNrJU+jcha45eYuqJYw7tlP65JccNqg+PQDpsQNL6eWe8zICtmeHOumHimRAKD5oYS/dz0PKsN62FTRWXGXlE+5E/mPOQ5rJWGS319fcavqamJmfaTTz5BZWUl+vTpg3PPPRefffZZiCUNnpwVNXEhyaOdeEhba/y6m0T7ZKB9ORv6khNNtEcKG5m4UBYq4kJUZbKXH4SFRrqvkk0oE3yqOrGcLCqBviJYDwMpaDRH7inh5+spqLpOIoWFcoKW9SssBABUVVWhrKws/ZsxYwb1dEOHDsUTTzyBl19+Gb/5zW9QV1eH4cOHY9OmTWFedaAoj36SJVfXhPLixxoU1CoCfvPk5S89EoqFn/ltWBOfiNB1BUhADu92iwa0HfVEjtz1/s1LGxWRuptUvtrj2HHSbqiK2OBZY0yKF5nRTEE3NG45RGlynNraWpSWlqb/Zo06Pvnkk9P/P+iggzBs2DDst99+ePzxxzF58uTAyxkGNlA4QoJ2JUf93jNFncyXpQ6sCpXt2HSFkMJ5eK4ontVGFFOqQhz7eSOQM+iypv/XtTKoDB8n4VlsVPJgRZbLBLkHhUmfd1SNVhz8uD4oLS3N+MlOpdKpUyccdNBB+OSTTwIuYXgoi5rGxkZs9zx4X3zxBWbNmoX58+dnpNu6dSv69u3rv4QJJayYnbCgtTW+YmvigMyIERcfjR4v8FfUN4nCJkiCqt7YtvmyMTGsB1h2+n2dzlYk3lXiaWTUsMhKE3QwflizOActfHa7dHKBpqYmfPjhh+jevXvURTGGsqg544wz8MQTTwAAvvnmGwwdOhT33nsvzjjjDDz88MNKeYnGzDuOg+rqalRWVqKwsBAjR47E+++/r1rkWBJWwH/srTWy21UxdeE+o3HdgGHRcG2R1YZE98PfhJUmaMOa8Ux1hg76sejw8GOxkY0e550vaPxawcIgTh9WIXPttddi0aJFqKmpwdtvv40f/vCHqK+vx7hx46IumjGURc27776LY445BgDw17/+FeXl5fjiiy/wxBNP4IEHHlAuAG/M/N13342ZM2fiwQcfxNKlS1FRUYETTjgBW7duVT4PjaCsKbpz0qjEPUb9AcXbJ7TWeGF9xeo2PDquppCGFomGa/P28QbQkJgMGA4TpeeUDPCSzVQ0qseEkFGN6GZFk7Mm5BP5KmXLIYvOQ6JShyrxUFF/pSWc//znP/jxj3+MAQMGYMyYMcjPz8eSJUvQq1evqItmDOVA4e3bt6OkpAQAMH/+fIwZMwbt2rXDkUceiS+++EK9ALvHzJM4joNZs2bhpptuwpgxYwAAjz/+OMrLy/Hkk0/isssuUz5XGATpdqKNhoytW8BDmzWhoo525QkaUYVqdBTegGH3FLRFLr2npwUGe2NKwwwcjsszxl1XjDXTrxe30nQWYTQNLXJc5Tjy/yp56KC7cKXofYlDgHdcHvAQmDt3btRFCBxlS02/fv3w7LPPora2Fi+//DJGjx4NANi4cWNG9LUsrDHzNTU1qKurS+cP7IroHjFiBBYvXszMr6mpqc2Y/TihaqURjX6Uffd1Oz7ZkAMSqXIFHWejetEhzmgn+vhW9TKwtmkUzUjMTij9BGvOE9kHMsxhxTpmNV5cjUjQBCV4VOuLDM6WCdY24Zs3PXmiJTEoi5pbbrkF1157LXr37o3vfve7GDZsGIBdVptDDz1UKS/emPm6ujoAQHl5ecYx5eXl6X00ZsyYkTFev6qqSvEK9TFtpYmDa4Bl2Zbd3waekGEFOpqccp3VMQTcC0uvXu6BJmxkvQw8j5o3X5W+UJQnmT/LeyJ7buo20VpMNKJ8kXjKldzOEjC0tKxzuGksyUA2SFwmgNwCQMP99MMf/hBHH300NmzYgIMPPji9/bjjjsNZZ52llBdvzPyRRx4JoO18N47jcOfAueGGGzLG29fX1zOFjU5Hw8LvzMG66FitdSCt5ZG8SzIVFWTBZPLm3BDSDeUmZ7miZE5FPlO0bbLFVBE0OhqQd4ySV4XnalKJoTEB6TuU8Qvq+AxlzXUqN0r1XQnD/GbqfrHKqqraLYlDa56aiooKlJSUYMGCBWhsbAQAHHHEETjggAN8FcY7Zt6NsyGtMhs3bmxjvfFSUFDQZsx+0PgRNDxUv3RZmHxXZT8OfLV/cTBReYnwi0h2Fl+/caJBCxreeWX66zYfIEGu3yRCddIg1k2UCSiWrSAZC47Kucl8oo47MRE4ZkVLTqAsajZt2oTjjjsO+++/P0455RRs2LABAHDJJZdgypQpvgrjHTPfp08fVFRUYMGCBen9zc3NWLRoEYYPH+7rPHFC5V0ViRwa9j32ieEKpFkHZb0HQcWz+BU0uhZycrsobITregpbCKsOQ5MVGKJKEw2hY6WhnYuHakNjgrjcw6gFnMUXyqLmmmuuQV5eHtatW4ciz4Nwzjnn4KWXXlLKizdmPpVKYdKkSZg+fTrmzZuH1atXY/z48SgqKsLYsWNVix0YQVlpTJCTgsbUUCAd60xAjaGsYUAmXIO2XzY/WniIbBWJhA6vD89Advh22C8dq1Mkt+taT1hiRkV1yhAHq0wQWLdTzqAcUzN//ny8/PLL6NGjR8b2/v37Kw/pdsfMf/XVV9hnn31w5JFHZoyZnzp1KhobGzFhwgRs3rwZQ4cOxfz589NDyv1gMp6Gh6nFbnOeICsr5EBLE7E1ov2s2BpRv8lKF2QfIOqXlYZyA+YXOGWdjxfAJNoHiMupEg8jG0Oiep6wCLKhVHW1bdvm73yWSFEWNdu2bcuw0Lh89dVX0utNuIjGzKdSKVRXV6O6ulop37DQnWQPCF7QRPnxEYc2UnsSnwgrTkbY0LaZmLfGjzWItx0QizPaubiuJ9ZQbto+VWTiXFRXG2VtZ4kb1eBe2cAr2XOETZBWNVF9WbdT1qHsfjr22GPTyyQAu4RHa2sr7rnnHowaNcpo4bKVbBY0xhE1eN6JfPzOQOqn4hQbRFVLYZD9Fs9QxWr/ZWJmeGllPCdc15PJZTBU4V2wTOXRyiCKYWFVmIxLinaeXEXm2nNo7adsRNlSc88992DkyJFYtmwZmpubMXXqVLz//vv4+uuv8a9//SuIMhonDNdTFHE0WSVmaMRtVFQAnUPY1hpdQeMHWWMDoOB6itKXy7tp5I0BzAhtFZUbhIjRuRYaonfaT/4yatslKqHXqZO/czuOubJkCcqiZuDAgVi5ciUeeughtG/fHtu2bcOYMWNwxRVXZNVKnyJ4rqco3E5xETSx+AikTc9uak0JgxdIi60RnVpV16kU16+gYZ2LV2apvlnW9RQmPDeUzLEuvLlsaIQlZlQiwOMYHKjidiKPi9vHk0UJZVED7Jqn5rbbbjNdlqwnmwVNoGJGdXp0mcLIDr9xCVGtqQQN84wCugYBWUGj497yXhevf9ZyPUUx4kn1xtDSySIb0O53TH9YBHW/YjJq0RINWpPvvfHGGzj//PMxfPhwrF+/HgDwhz/8AW+++abRwgWBCdeTjpUmWwQN6f4PzEVvosJ0p9bVSaMJ63kUndLkfVcVNH7uOeuZoYWCBOJ6UolaJhFZSWR9eSrwKoyVlgVtXL2JB0knD5l3U6cNkBF6OnFPlsSgLGqefvppnHjiiSgsLMS7776LpqYmAMDWrVsxffp04wVMErkgaCIjCpNwDIMqVfpVmefDdAyNTn/JTac6sklnAUUZ3MoRPQ+iYWSyzxQrnWzAMJk+6MYiDoLAj+XKZNCYJVKURc3tt9+ORx55BL/5zW+Ql7fHYjF8+HC8++67RguXDQQhaMJoo7zEsG/PhNZp+a34EC9YxlpDu986zwBLdKgM1JHJj7afVR7ROZj31eRQbh6qZjOZymQJHJFAkS1b2I2ECkHcKx0FrTOk0BJ7lGNq1qxZg2OPPbbN9tLSUnzzzTcmyhRrWK6nsAwJ1jqzmzAn4wsBlaBhWoiGaMCNKD9vPmS+MulkUCmL8oR7QcB6DkQ3gEQU4KTja4xjhywTyCXbUAYxZN+6nXICZVHTvXt3rF27Fr17987Y/uabb6Jv376myhUIQQ3lDsvtlFOChodMw+ktPG00lJeYNGqimYZFw7tlY1PJ/Fno9gGswGDlMpCWGNp9D0rgyLiZRMO6dJdf9x4jUy4/wcYyxH00UJIDpgsL/Z3322/NlSVLUHY/XXbZZbj66qvx9ttvI5VK4csvv8Sf/vQnXHvttZgwYUIQZUwkcRzlaGFA3izWRH4hIFrwkjY6iBfQy4MXe6rrmmJ5U2jeFpanJaMOtm+n3wua68nUnCY6w7rIPFj7ZWJcWPt1BE3gEf0KxNHtRDu+Uyd/ZbJEirKlZurUqdiyZQtGjRqFHTt24Nhjj0VBQQGuvfZaTJw4MYgyWhAbY4J5eF+8KnN/kMexEFltvLDGH4vW9PGJzNpQ5DaexUYG3ThJnUsWChmgrWXG/X/QcVOqF0SzyADBD+eWOT5sEcO7H6rvsZ8GT3bou6nzWWKFkqhpaWnBm2++iSlTpuCmm27CBx98gNbWVgwcOBDFUX8FCNjVaCZz+utseN92Is+c+0/HlO8XmUbZ1AR/4Asb1uWzhI0InqCRCUmglZ0GeT3M54EVAGzinvt5mUjB4iIT5ASYFegq0dx+CDsGxi8q5kmWNWzrVrNlsoSKkvupffv2OPHEE7FlyxYUFRVhyJAh+O53vxt7QRMkQXspskHQSBH2hbqNsOkbaDA/ngikuaG828n/i/Khpdd5rXllzsPOjF8bvG4/nkXG9KgnvxUFyM0lY2JIN+v83uPiRliuXN35DnKmkc0NlN1PBx10ED777DP06dMniPJkBVF/tKgGaoaOjFspCmuMKQK02NBcTqQhgLTYyCBKJ7LSaFnhZBYrpbmdaH+ronJ/eOPpRVYbXjovujNhs/ILE5NuJ11MXH8cBaFFGeVA4TvuuAPXXnstnn/+eWzYsAH19fUZP4s5VD8gVKe9CBuVdY6EmP66Mi2gArTY8EYau6hUjygmVVnQkCuns3403PmGWG4nP/WqE4Oiova8+ajGdcRR0Pid9TdqQWOtNDmJsqXmpJNOAgCcfvrpSKVS6e2O4yCVSqGlpcVc6XIYHUEjsz+Wlps4YmKKdreyDXQ6LIsNadCizVGjsjKASlGZLiQVeIXjuZ3Iv3VFqYmh/qpWG1pa3TLE5YslKnRcdKJ8CpMZe2nZhbKoWbhwYRDliA6DHU8U6AzWAMR9TyjVwXIx6Y568ktQ7i7asCUNWBP0iQbcyLbvKiEJQkHjpy5p+fjNW7WT051dkOVmogUSu9AmH5Ih6jYrSiuN7ARLZNq4WWn8mtJbW82VJQLcwUeDBw9G586djeSpLGpGjBhh5MSxw1AcRJgDNPwUNyrdYJS4xd3IDhf3MSOdV9jw5ndTtcxFKmhohTQ1My0N0VBuGesNb/Zg2n5TQ7vdvOJMXAUNKx15720YRWi4g48+/PDD6ETNypUrqdtTqRQ6duyInj17oqCgwHfBQoFmzo57g7EbU3FxsRA2rAlXwsLkfVeZB4cHa44cyAsb8lDavTZy2SqCRiVOw5SVhgUvAFiUXkfcmIjgD6t9EpUvio8J0bXrxD9ZIsf04CNlUXPIIYdkxNKQ5OXl4ZxzzsGjjz6Kjh07+ipcJCh0cFEJApPtWmyEjYgoCyqaDp/ElLAhz+85FylsvMlkB9yw4H3sUoOCXfwE9LJGN5mOm9F9eVj3UxQnI7oZKvWUhA+uIN5R3SBqGbeTbnR9wnnooYdwzz33YMOGDTjwwAMxa9YsHHPMMZGUxR189Mtf/hKHH344OhEzOpeWlirlpzz6ad68eejfvz8ee+wxrFixAu+99x4ee+wxDBgwAE8++SR+97vf4dVXX8XNN9+smnV80Hwxw3A9JaFd00Y3jkEXGauCzLBjWrogvmSJc4hGRemEkSgdoytovKuqk6urq56XPLcOfi0A3nQ88cMbKSXzUykD+TMJq77jKmgsGTz11FOYNGkSbrrpJrz33ns45phjcPLJJ2PdunWRlOekk07Cv//9b5x++uno0aMHOnfujM6dO2OvvfbSckkpW2ruuOMO3H///TjxxBPT2wYPHowePXrgF7/4Bd555x106tQJU6ZMwa9+9SvlAoWGTGdl4MVIgkcrMdaaMNGpkDBuNnEO3jw2gNyAG9m53DJElKygUREcvNFOQYxukknrR2irWG78IDt5YJziz2QwJWislSaDmTNn4ic/+QkuueQSAMCsWbPw8ssv4+GHH8aMGTNCL4/pwUfKombVqlXo1atXm+29evXCqlWrAOxyUW3YsMF/6aLGZyfltsl+59VyCbK/jLWwCbNBNlkJpt1QLhLCxk3mxU88qpKgEd0rmXsZxDw1qp2Y33snM8LJ1CKcsulV654kLCtN0BYaXrq4f4X6oLm5GcuXL8fPf/7zjO2jR4/G4sWLIymT6cFHyqLmgAMOwJ133onHHnsM+fn5AICdO3fizjvvxAEHHAAAWL9+PcrLy40WNDJiYrEJ4z2LtbAJGtWGnNWhkDfaj7Dxnpc2Bw4hbABwrTbGkRU0ftxLfgSNTL2rznPCexF55WOJGB1xEzerQhSNhqygkRnCTVpvEjj6iZz4tqCggDpg56uvvkJLS0ub/rm8vBx1dXWBltHLypUrMWjQILRr1445+Mhl8ODBSnkri5r/+7//S/u+Bg8ejFQqhZUrV6KlpQXPP/88AOCzzz7DhAkTVLMOj4T13GF+OAR9LuWFLWV6ZlVLjorQYOXLEzo0YUOmUTmXd5/3eEYAMYA2QcReWNXJuvdMKw1vm1+LgCyy9z2srwLAn7gJmiCsnqbVs8qQbd4xCXA7uSuh+TkeAKqqqjK2T5s2DdXV1czjyME+7uS5YXHIIYegrq4O3bp1Sw8+chynTTqdCX2VRc3w4cPx+eef449//CM+/vhjOI6DH/7whxg7dixKSkoAABdccIFqtjlP3D6+AoecEpdsGN2GR3fmVdlJtngCR7Xx9+bFMs357VBo5ZUQN15U+neh24m2zZSLwpTbiUTmZWM9FyKTa9w/mPwMuecda0LY6IgZ1nE6DWqC3U61tbUZo4RY06p07doV7du3b2OV2bhxY6jelZqaGuyzzz7p/5tEWdQAQHFxMS6//HKjBQmNiBod3fclwe+ZPmHMNCyy1uiKDxlh4xfWapUccQOor73lW9D4uVcy+UQV+JrwWcgDQ/f9VHUBqh4XUyuNSUpLS6WGPufn5+Pwww/HggULcNZZZ6W3L1iwAGeccUaQRczAG5fr/v+DDz7AunXr0NzcnN6XSqWoMbw8tETNH/7wBzz66KP47LPP8NZbb6FXr16477770Ldv31ArJlvQcd9nBbRGUGQeDyJQhBQ4qitCkzfQlLDhTMCXUS4JcQO0HQLuFTlcl6CqoDE5cVuUgkYkfJMwtDFsVN5Pk5YZ1jGycxTl0H2cPHkyLrjgAgwZMgTDhg3DY489hnXr1kVmqPjss89w1llnYdWqVRluKNcdpup+Up6n5uGHH8bkyZNx8sknY/PmzekTdu7cGbNmzVLNLlxCttK470kOvS96uA0Pq6KKi9s2Try0flAVNG4a3nHeuWx0573hHcua70Vwzry0R19R0JDnFqE7J03cXTlAZv3GvbxBLj3hRfQO8t5fmfl8WMepkEVWGlXOOecczJo1C7fddhsOOeQQvP766/jHP/6hbBExxdVXX40+ffrgv//9L4qKirB69Wq8/vrrGDJkCF577TXl/FIOLTqHw8CBAzF9+nSceeaZKCkpwb///W/07dsXq1evxsiRI/HVV18pFyJI6uvrUVZWhi1ffYXSdsoabg+7Xybv163MlByij7lctdKkO1Jy1ExDQ2bn5/7t/ktC3gS34oqKMv/v3efFtAuKZ/o2jekvXRKVoduklcavJUU3tsOFNy2yqjsiiHsYhevMr6jxO0liEA0h797wrDScfZvqG9G1axm2bNmiPJutLG6/9NVX/s5RX18feFmDpmvXrnj11VcxePBglJWV4Z133sGAAQPw6quvYsqUKXjvvfeU8lN2P9XU1ODQQw9ts72goADbtm1TzS48GhqACG56tosT35ABwy40NxRtG8uFZRJaY8+6sTRXVlDChueeEg0HV8GUoBGdV+Zl0REDQVn1sok4zQYsc6ysmKHllcNWmjjS0tKC4t33qGvXrvjyyy8xYMAA9OrVC2vWrFHOT1nU9OnTBytWrGhjqnrxxRcxcOBA5QJEDisugQE50ZkfctVKI4QXVyMrbGRhiQ6dr1rviC1Twkb2+dQVOCrwhm7TLG4m8ifP4xed6w9CmIY9w28cZxNWnTxPdA90JlQkzrerbW8U52OIhgbAjwMh7h5PGQYNGoSVK1eib9++GDp0KO6++27k5+fjscceQ9++fZXzUxY11113Ha644grs2LEDjuPgnXfewZ///GfMmDEDv/3tb5ULEClxfNFzHZ7lhfcGm1SCuiN4vL5GXvCxqPGVjV3hTQDo4lfgqAQGqwYK+50ryJJcdCbPU82PzFOQl6mPVYsaN998c9rLc/vtt+P73/8+jjnmGOy999546qmnlPNTFjUXXXQRvv32W0ydOhXbt2/H2LFjse++++L+++/Hueeeq1yA2GDga0zl4yvXrTQZk/CxXFDefV5Mf+V6773fIck8YeM9n4ufa5GZwE1W4JCwyqU6F43MhILu+Xj7oyZIN2LUhP25L3IP0dLI5qVCrjS2Mce7jmTfvn3xwQcf4Ouvv0bnzp21JgTUGtJ96aWX4tJLL8VXX32F1tZWdOvWTSebxJPUZQV4E7PFClU3VFCoBqbKCBuVvGURiRyV+VV4cTSiGBva3yrns5glTnXrV9DIihhRHA3V7WSJC126dNE+VkvUuHTt2tXP4dHC+goN4WssKisNOXTXZHyQcWSsNqxgYjetKn6sNOSzoyJsZMukmgfrWNH8N154wb8st5PMKDXZ8+sQ1DucjdYa2efcrzCScTeJ5pmRwdTswpbEIiVqDj30UGkz0LvvvuurQJGThQ0Xbx6S2Agbr2DhuZxkhI0OLEGjkrdI2LjoxNSolIXnypEZCcVbw0gUR6MaKBz07LzWxRA9OoJGpQ1WvcfWSpPVSImaM888M/3/HTt24KGHHsLAgQMxbNgwAMCSJUvw/vvvx3sRSy8RmmPD1EuyC0dGJWykF7ekrQsVhLAh0cmTJ2xo+dJiefzCc0PJiCtWXAxLsJgIFA5j6QETL1/SPnqidj2JBI2udUb2OZFxd1myCilRM23atPT/L7nkElx11VX45S9/2SZNbW2t2dJFBa3hCnhKdNNZK62EjRhZbGTmqwHowsYENBeK6rTvKh1fGJ0OS8jICBxeYDBvrhrWMbTjWa4xQP3FCENwJE3YsAgyIFB3NJJJESJxj2LR5lmMohxT8//+3//DsmXL2mw///zzMWTIEPz+9783UrDAiPrLJQRUBY33uEhfcpEFhvw7zpHa3o4vKEGsE6ciOyKL3EaeU2SVMfWexXV9pWwRNkGgI2jCEDOSeYbZpDQ2Ah18RLY2hjelTmJQnvansLAQb775Zpvtb775Jjp27GikULEkjg1rAEitB+QDssFgiiiyvsklD0ycnEeSOyzRWlPbt4uHWousMKzzmkK01g+NIOMwaPgRbmF9XPHqRLVuyR9rn+hcQQgalfPvxlppshNljThp0iT87Gc/w/Lly3HkkUcC2BVT8/vf/x633HKL8QIaJQesNCbhCRs/DYLw41vWBcUijgI0SosDK15FxtrAczuZGM5tSjzqxG5EQdzaIF5QuAid2BdSDInS65xTNU8PcTX8WuRRFjU///nP0bdvX9x///148sknAQDf+c53MGfOHPzoRz8yXsA4ozLPWLZBEzy6Qoc6EZ+LSNCouqB0xIWum0smaDhMZIOWWceS6YMijnE0LOIWP0VD5qOArHM/vbvMStomJ+DTwFppshctb96PfvSj5AmYxkagpCTqUgROUG4jlXPLNBhk/0odCcUa9aRqudGNf/Cex1vYJH/O8UYZsaxjMmsyBfWlH0YeftG1eIWJaWunylxHqu4mk/dUwe2U5NfasgcfS2lZLHRkhRU3vkZl3grVL3u/rRct1kO2DHFpOWWHXbO2BXUdpmJoePkEYS1j1ZcofilMeDEnqsjEPNHO5/2bdnxEgsaSPUiJmi5duuCrr76SzrRnz5744osvtAtlyR2ofSOvoRN1SGG6d2QCWaPs0ESdKi+Y2JtG9ZxhoNL5hW3NiZOQoRFkfbACdslttHdcN16G9SOwgiY3kHI/ffPNN3jxxRdRVlYmlemmTZvQ0tLiq2BxhfVixLkNSzSseBa/E+6ZjG/RsRQFLb5YwbuiCfdY5eKt92TK9RREkGiY6D6PfpbC0MXkhJWiMuu4mwy/HyJBExcDqsU/0jE148aNC7IcFgNEGU/jB28fnxFb4214RTPvioJ5TcTVmMSvsNFthWXFDe0YP+fVQbeDj+PoNxpRfwnxnu0g4p0iEDNxZ9s2QGMh6ozjLZlIiZrW1tagyxEvAvxaisWcXWFMSc85LWtfRnF4a0GxAobj2iCGfdNlOkuRuJElKCuNKUET12nyeet7hfmsmD6X7DwxIQoa63bKLXyt0m3hE/UIXiG8DimCglPry++cNconDJGozw+IXR8qC32G5c5gEfCU+kaQFZyq5QnKoih7bh6i+YIY980VI34s0LIjMS3ZQ2xGP82YMQOpVAqTJk1Kb3McB9XV1aisrERhYSFGjhyJ999/P7pCMojaiqyE6urJmgTSEKkEDJvERIcX1kNCihCZYGDvsbSZhN28aNtNYOJeRi0ORcQ9eFgW3szCXmgBuzSrGSOg19sG7JnjXP1nyT1iIWqWLl2Kxx57DIMHD87Yfvfdd2PmzJl48MEHsXTpUlRUVOCEE07A1q1bIyrpHuKm7gOJp5HtDIPC2+CxGkcVwcFby0hEUF/yJutXFPsiK3LIDpiVNoi5aVTrmTcCLXI/7250xIzOrMxBXK+MgPHCuh8SbsAohEjc2nGLfyIXNQ0NDTjvvPPwm9/8Bp07d05vdxwHs2bNwk033YQxY8Zg0KBBePzxx7F9+/b0TMahEfevQFl03+AQ33zqqVgiJuz74rfT4A2tjgId0RonK00S3sskW2dkn3fenDW0odxEOmtVsZgkclFzxRVX4NRTT8Xxxx+fsb2mpgZ1dXUYPXp0eltBQQFGjBiBxYsXh11MS8hWG2EjF4W1Js74GaHEs97Iup1kOm+TVhodQRO2CPIraHSONzVqSSZORmQlE1hneGJG1XNqsbhoBQp/+umnmD17Nj799FPcf//96NatG1566SVUVVXhwAMPlM5n7ty5ePfdd7F06dI2++rq6gAA5eXlGdvLy8u5E/s1NTWhqakp/Xd9fb10eXQI6kPM604SdfChDuUOO7iVNwqKtS1I/AZksoJAVeqVt+iY37qQLYeJOpe93iRYZLyEaZ2hPUu6z6jfWbtlRz5BfakC2mvvFyuWshNlS82iRYtw0EEH4e2338YzzzyDht1PxsqVKzFt2jTpfGpra3H11Vfjj3/8Izp27MhMlyIG8TuO02ablxkzZqCsrCz9q6qqki6TCBMmUp2RjGT4G7ldigS8wdx2WNcyo4rMLMF+p5v344ZSuY9BBqeqDsHWmaBN5l6o5KdbNhWiFjTefaz9tGBfUcCvblkkrTOqFpkwNXWQeCf91v1ZMlEWNT//+c9x++23Y8GCBcjPz09vHzVqFN566y3pfJYvX46NGzfi8MMPR4cOHdChQwcsWrQIDzzwADp06JC20LgWG5eNGze2sd54ueGGG7Bly5b0r7a2VvEKzRHUS6MkZoIgAQLJN4Ip1wH4EzesFkl1yYKgJ8YTjV7xwutEyeNU8lVB9Z5ko6Ah0+kG+8qKe9aXWhxUg4AEFNGiiLL7adWqVdRA3X322QebNm2Szue4447DqlWrMrZddNFFOOCAA3D99dejb9++qKiowIIFC3DooYcCAJqbm7Fo0SLcddddzHwLCgpQUFAgXY42BDhZl2w7lNSZgUWIPEVxGaxCxX0OTC/ZQHNH0SZHDCugl/a8e28cbcJDb9los0Dz8jf1vum4Tkw9cEGJGZZrKShMLFPBycPk6tgmxUjYHmxLsCiLmr322gsbNmxAnz59Mra/99572HfffaXzKSkpwaBBgzK2derUCXvvvXd6+6RJkzB9+nT0798f/fv3x/Tp01FUVISxY8eqFtsoJl+AUL4UgnhjJWIv8rAz+0Y1+BEaLERxNqzzyM4jY3qWWtZMzl7hQyIa5qvzIvjpZIMayRYkKsLN1MSahoK3TbYD1roSDr17924Tv3r99dfjzjvvjKhEciiLmrFjx+L666/H//t//w+pVAqtra3417/+hWuvvRYXXnih0cJNnToVjY2NmDBhAjZv3oyhQ4di/vz5KCkpMXqeNJyvRtZLGeVEnhZNTHXy3s48yABiWtqw4VlkWGm8273IWGdM3h+T+Ua1CrlCEC53u865Rfg4V1wsJNZaQ+e2227DpZdemv67OAGKUlnU3HHHHRg/fjz23XdfOI6DgQMHoqWlBWPHjsXNN9/sqzCvvfZaxt+pVArV1dWorq72lW8ciMy1Yt9U/5A3T7YzV0VGbInicILsdHWEjRU06qjMD5OAc8bV7UTL2zaXmZSUlKCioiLqYiihHCicl5eHP/3pT/j444/xl7/8BX/84x/x0Ucf4Q9/+APat28fRBlzikTF0ySpBdA1x7PiGoKKd+ANafBrCRKhs+ggaz4SWqBo0IJGNAlcUtEZMimTp0zwsEzAPAXRUgVxbToSYIigUl9fn/HzTmvih7vuugt77703DjnkENxxxx1obm42km+QaC9oud9++2G//fYzWZZo8RGwKPI8qFqOLQGhOscOOYycvMnu/u3bzX/mkVYbmWHgQVgSZN1M3rqg5UGiOiSchZ/hxirExUoTdNAz7xwSBLmAZFjtZZjtcmMj0M7HFLiNjbv+JacumTZtmm8Px9VXX43DDjsMnTt3xjvvvIMbbrgBNTU1+O1vf+sr36CREjWTJ0+WznDmzJnahYkrMi9qLGNrwvgcisNK0yJMrVHE6rjJET8qDwJtpJOLK2yiWF5BJOh4x/FW/jZlRQlLzESNTDB1UO46SVSCgOMuaJJKbW0tSktL03+zRgBXV1fj1ltv5ea1dOlSDBkyBNdcc0162+DBg9G5c2f88Ic/TFtv4oqUqHnvvfcy/l6+fDlaWlowYMAAAMDHH3+M9u3b4/DDDzdfwjBQsNLIDEnmtemxJ+DCh+63NiFoWH/7ja3xpmWJG1lBw4u1cfPkxezIDOeljXiilUXlHEG4Vnhl0EH3a0UmaNpLmMPSJevY5KiluLqcsoHS0tIMUcNi4sSJOPfcc7lpevfuTd1+5JFHAgDWrl2bfFGzcOHC9P9nzpyJkpISPP744+kFKDdv3oyLLroIxxxzTDClDJIAOm6ZD1tamxJ5PE3sTE0RwBIwIpeLqrWGNx+8qMOJqndgXRdvDh/vfjIv2bQqRP0VYfLe8K7F0FBrGkFMw+CnWqyVxhxdu3ZF165dtY51jRvdu3c3WSTjKMfU3HvvvZg/f37GitqdO3fG7bffjtGjR2PKlClGCxgoEg2D7gseqDtKpvMIazSOe644tjyqdcATNN5/aeLGvdky1hqZ/bT6lJmvRvYcPESdKevBptVPWNaZoMSM7EscpNDUCeBWIOi5pKyFJnm89dZbWLJkCUaNGoWysjIsXboU11xzDU4//XT07Nkz6uJxURY19fX1+O9//9tm4cqNGzdi69atxgoWKDpmXoOn0T6F386SB2/ETdRfv15kXTwiS4if65IRN35VLSls/CyM482Ldt2qD6To2lRcJWGKGV4wsx9U742M0GNdl6E6lBUyUQuSOH4r5QIFBQV46qmncOutt6KpqQm9evXCpZdeiqlTp0ZdNCHKouass87CRRddhHvvvTftY1uyZAmuu+46jBkzxngBjROnDtoD1/UUdMtiopFnNNa0WYUTMR8EaaURjQKStdbwYmHIZ1Omkkx30GRgKqsMMiOzWOm9+auk14EV8C1TZpk0QT/I3jryIWiSImK8WEETHYcddhiWLFkSdTG0UBY1jzzyCK699lqcf/752LlzV0fcoUMH/OQnP8E999xjvIBGURwuSTYEkbzwcRA0cbPWiPBbZzRB4/1XtEQAy1ojCu5VrWfTbicaMgqUJ3DiJGbI/X4FYVDvpuwcSIaWJYiTkLFY/KIsaoqKivDQQw/hnnvuwaeffgrHcdCvXz906tQpiPKZo7Aw6hIAsF8fsYUULjJpeUO7dc1RotFnusO7WW4PkSXAm0bmeqKcZ0U1j7jMw6DjpxZ8gImQfTSjGsmZK+1kQwPgOPrHb9tmrizZgvbke506dcLgwYNNliXrid2LqtKgJ8laoyIoRGvniEY/Bdkp+nV/sO6Zd7uM2PFuy7ZhLLx7KBM7pFofMkPnRdt8CBo/Hk3e4usmieNjYkkOyqJm1KhRSKVSzP2vvvqqrwLFBdMjAngvauRDuSPASFyNH1HhZ8I32vpHrPiaIISPSMiQf5uebdb0oj1RWGnIY8MQNiaGtmv2+KIiqn7fAMn5xrHkFsqi5pBDDsn4e+fOnVixYgVWr16NcePGmSpX+AT4eZA1Xx5RW2tUOh9WZ2PiZsjG0fA6PDeNqLeR7TTDdKOouKNERC1ovHno1iHtHunMeCwbS+NB9PFlUszQjjXdHGRNW2mJDGVRc99991G3V1dXoyGLI86y7tLiEEsgi67rJ+hhVmEM41KZmyZsZK8/yJ4qDJGtO5umLgasNEGKGTIfa7GxxAkfS2llcv755+P3v/+9qeyyBlE7lO2uJ96XpLF+IMrPO2/sjUzQrS7u6t28Vbx5xwLBCLDiYqWA1gz81pHpOjY1g6/OuTTyp71bDQ1i72Qc9DANa6WxmMCYqHnrrbfQsWNHU9llBbF9Sf3anAPEV50FtY6QKA+d4E8RuiLG7dVEvZtpROImKYQhbHiChiWMJaabiErMmMg3Gx4dSzxQdj+RE+w5joMNGzZg2bJl+MUvfmGsYEnHvqQhEaQbiuh83I5EaF1jxdXIxNjw0LmGsJewIK+XRdysNGTeuoHDMUR3GTIX25ZZkoSyqCktLc0Y/dSuXTsMGDAAt912G0aPHm20cKFheNK9rG8Eonaki2a6Fa1N5NPUTz4fedhJX9JA1AE2NPjvcWQh71mQ9zAIy5Wp42UFblDCRmc5BM32ydSjJaOLTaw6kos0NgKcwcRSx1syURY1c+bMCaAY2YPKCxpJPE3MvjJDWzIhwJZzJ/LM30uVYduAfI8S9eKjfode6+K9ZtnRWyJhA8i/Txrzz9AwIWiCMvjpCBvdR9F934JejNOSPJRjavr27YtNmza12f7NN9+gb9++RgqVVHL5iyNydIJ0Dc8FknG8nw7Y2+uQsTW8mdFYaYJasTtMTAkame0q55XZL1N2yVgaGXiTTvt5FOIyAtT7AZHtAy0s6iiLms8//xwtLS1ttjc1NWH9+vVGCpVEVNseqZcxLq1IXAkjqFNlwUCWmJEVOWSvI7ICyIgcHWhrXsl2zjx0jw9C0Mjulzk/ywpj+PkUWWlYtzzMmHGVR06nzaS1m1bYWLxIu5+ee+659P9ffvlllJWVpf9uaWnBP//5T/Tu3dto4UIhZPNKpC9gzFxPSYE1dNYL8zGSjb9giRmV1aRFSyKYiKMh43J0jtM9nwoq77WJyQTd+6yydhh5fnKfwjXoLgmm6smMyntphYtFFmlRc+aZZwIAUqlUm5mD8/Ly0Lt3b9x7771GC5cUZF7yRL2UIbdcvuNqaEsVeLfLHC+xTamMbv3Rzi+7crfufDS06/HeU1P3VzauREeYBGmd4R2nE4DuTaNzTgl0Bi+ohmWx9pGXJXp8ZLSd6djDPOy08TUWAAqiprW1FQDQp08fLF26FF27dg2sUFGi2nhk3eR67gVHHVAaFJqdpdwi2HnI44kZ8gDaOk20/8sUwHuvwh6dxhM3YcfkmIiH8iNsRMi6pDjXwdPBrDSsdLqE0Tyotp1W2FgAjdFPNTU1QZQjUci+zIkTNCpENaxbdYFBlY5I8Xq82fquCpag0R13y3I7mXZHeSHrOs4uJ1E+QQgbjdFOAH+ETxiChvWY8IQN79HKOsu2D7ZtA3bbC7SwQ7rbIiVqHnjgAfz0pz9Fx44d8cADD3DTXnXVVUYKFhWk2nfbt0ACgUWENt6ZcW4eIQiajKHSZF24f9M6GRlhI3NDOWm4nYRM3jprWakiK1rcB9xNT/4tc55sgxdnoxJXJNuza1ppZPYHdXuCmlvRT9tprTUWKVFz33334bzzzkPHjh2ZC1oCu+JtEidqJBRLpF4Yk8Im7IX5JPFenrZZm7w2mrBhHWeAPRMIS85ZQ5uszy8qlSebNuxlnOMyhNxFFESsM6EhT9AQqFppgsDkLck6d70ldkiJGq/LybqfxBh/McMWNiEiuiyqtYYMDPaOPOEJG+/2MFCdoC1oeEKGZa1JEkGWWUaE+pmPhrLf78zmQaJjpQlL0Pi11lhhlWyU56m57bbbsJ3SSDc2NuK2224zUqhAUHA+xvKhNtlYB/E1rFE+ViPNbbxFSx2I4hZ0JumTZPv2XWVPz1njPU9RkXwdmSyXzFw3cSEqK413Hh6Z+XiKizN/OmkVBY0MQbiewjK0xaXNjUs5LPooi5pbb70VDZS3Z/v27bj11luNFCp0DH4CJealiGq6+t2oxAZwG3iayJEJyDTYgXInNyPP44ob8l+ThREhmtQkTkInCGQEjB+RIxI8AkFDQ2bEU1joPK68Y4JoM3XyTEzbbeGiLGocx8lY0NLl3//+N7p06WKkUIGR9MY6Ye4AlhjR0ZAZebGsNSJh4zM4WAaqtSYoC43KrMEqE5O4uGrNj+hP+jvnoiJyRPl4oTyXcXY78dBxO1khYTGN9JDuzp07I5VKIZVKYf/9988QNi0tLWhoaMDll18eSCGjQMcvG8oLGnV8TYguAukQCW+deK+JdX2Sk+0Zxc0/iB6KDFCVrThaOtax5Mgz04T1XJk6j8wIKI0Z6GQETVjz0gR9S4JuL1XacCuusgdpUTNr1iw4joOLL74Yt956a8YyCfn5+ejduzeGDRsWSCGNojPpQtzwduK8Mst0oAHO42IC722RChp2y8kSNpqCxps9axoZb6ztrmM8k/GR98uvuNHtsVjPOfle8EbyBC1wokQk6GgENJNwHC00Kh41XvqwkBE2UQqa7dsBx9E/3s5T0xZpUeMujdCnTx8MHz4ceXl2LgAvob8YYbcWhgSN34Y6Q9jwkLHYuPvCwKt23L9JwuzFTE28Z+JjwOQ98FMe1nEm7xXjHLIWBVkrjV9M3JK4uJ3cc9Hq2Fposg/lmJoRI0akBU1jYyPq6+szftlE4h/4sEbbBCywmI02GVsjGmfKi8HxgTe0xWvNaRNbIxOPoVsm3rIKPKsOrXJVA4bjaFKgwatb1WeYFxCsEDi8c/fa0yRxrFJVKw2LqNpVcpXvxLfvFirKomb79u2YOHEiunXrhuLiYnTu3Dnjlwh0l7RlEOuXw4SwicGEaMzRULpDtkMYwcU8n18RqOt60hnerRKMrHveqDEhymWHeO+GJWYA9nOlYqXxU+VBW2mihhQ3Fjp33HEHhg8fjqKiIuy1117UNOvWrcNpp52GTp06oWvXrrjqqqvQ3NwcbkEJlEXNddddh1dffRUPPfQQCgoK8Nvf/ha33norKisr8cQTTwRRRotf/LQwMRA0UrBEQ4hBwSxrDbNcpod2m16xkMxb1eIjQ8yer53pLk/885M/izhaaIDkW2ks6jQ3N+Pss8/Gz372M+r+lpYWnHrqqdi2bRvefPNNzJ07F08//TSmTJkSckkzUV7Q8u9//zueeOIJjBw5EhdffDGOOeYY9OvXD7169cKf/vQnnHfeeUGU0zySMQWiQLPEvKQyo6ZkgmoDxBsCQ0M6aNi7zc0woAU4ZXTETuwOGPaWQfVeqJzQhTeSiZwh1/1bVE+8mxTnYHuJSFZVoWJ6jSHeI5ENsTSJaSstAJCed27OnDnU/fPnz8cHH3yA2tpaVFZWAgDuvfdejB8/HnfccQdKS0vDKmoGypaar7/+Gn369AEAlJaW4uuvvwYAHH300Xj99dfNli4KKC2F9/ss0ch0OG6r5rN189Pgy3o8qOdQsdgECLXDMemCMoGokkW9rN+eNmorjc8ZfE0gMxWQqgHOtLfPlJVGCW/FhG2+iqu5LGa89dZbGDRoUFrQAMCJJ56IpqYmLF++PLJyKYuavn374vPPPwcADBw4EH/5y18A7LLgsPxusUXj7SeN0FzIF5P2CxsVYRMiskYJYdAwEKh4IF1M7jZ3O1lmoQvKi9cVxTu5F1NTzWqtWaGYV1jInF9C0AT1+qocbzj8j0ssrDSsiomyzUwA5ICdpqamwM9ZV1eH8vLyjG2dO3dGfn4+6urqAj8/C2VRc9FFF+Hf//43AOCGG25Ix9Zcc801uO6664wX0BIAJjv6CCwOUkHDMbCKtCknbSbkIJZKyHXIupRZNmM3qn2njPDREUJ+4rN1xInKPDOsQXzagka30oMgZNG0bZveM+T+tm3blU9VVRXKysrSvxkzZlDPV11dnZ5El/VbtmyZdPlpqwuwVh0IC+WYmmuuuSb9/1GjRuGjjz7CsmXLsN9+++Hggw82WrhQoMUQxDk2wBQmZibO1jrS/GT1LhROzmOXrqqioj3xP+5OlXIFNZIoTvMe0WY5lk0rOg9nSYK4GAH8eAVdTMypyRI0smkBgaDxW+G50E5LUltbmxHDUlBQQE03ceJEnHvuudy8evfuLXXOiooKvP322xnbNm/ejJ07d7ax4ISJsqgh6dmzJ3r27Ina2lpcfPHF+P3vf2+iXBYJfM+U6Wd22xAaEy1twZpZWEbESVyTqLMghY3b7jY0AJ3d7L0T8bmJsgmRpUTlWNY2HQRrLMWBsEe/BylouMTxmY9jmSQpLS2VCszt2rUrunbtauScw4YNwx133IENGzage/fuAHYFDxcUFODwww83cg4dlN1PLL7++ms8/vjjprILl7CGFhhEpkGWHnqqML9GOr3gvKqEEsajOJeILqz4GuZEfOTQbu/+bPwSDWtOfY4LUnXRSNcdZGLaHl7eIkzFYfPmgTQlaJgfVSbb1pi300lm3bp1WLFiBdatW4eWlhasWLECK1asQMPuOh89ejQGDhyICy64AO+99x7++c9/4tprr8Wll14a2cgnwIClxsLBhIvHANJLC7DWKVI8V+SoWmUEaXUWN3Whrozgtc6Qyye422Lw3BhBRq0GIdw455UVNLILm6sK8jCtMTTLourEykYFTRBYN1Qg3HLLLRmGikMPPRQAsHDhQowcORLt27fHCy+8gAkTJuCoo45CYWEhxo4di1/96ldRFRmAFTV7iCq2RuMcOh2se4ySuNE8hwlUOgquaJMJLgjgHrMfp7xdtUTOC5MtIsZnjItvBBGsuqtg8whLpOg+IrLTNIUiaOL6nMe1XBEyZ84c5hw1Lj179sTzzz8fToEkMeZ+ij1umHiOE5QlJRYWGhMY9IMxOzvaKC3eUO64foX6XcfK5HWpDsmBGUETBiYG+2S9oLGixLIbaUvNmDFjuPu/+eYbv2WJngSMhDIhHrx5+DUTx1bMsAKGQ4bmWQLAdkGRLkDaLM+8a4l6QjseKsPsyeFjojQ0FEc6xU3QhNVPBz7KCYi36IiwbNu3A62t+sfv2GGuLNmCtKgpKysT7r/wwgt9FyhQYiZQ4oAfgaMjaGRXa8hWpF1Q3n25hKm1uhRHOsWpmsPsY2UFja/4mbAuyLbvFiiImtmzZwdZjvAQPfgxttaoLoSnWmRa/qwGKwgLjYpBReqWkNYawFfvZTR+lzasmxY0HMjJsee8JhHNlkxLF2R5diOKo1F55oBgm4KoBY1qusQvHWPJOmygsCwRCxuaiBA1gCYa4di6l3SJwBXFdUG5CVxBQwsajtB9FhqmBI3gYZcVNLx3K86eFFlkdaVvQRN2Zam209lwMy0ZRBoo/PDDD2Pw4MHpiYOGDRuGF198Mb3fcRxUV1ejsrIShYWFGDlyJN5//33/J5aZlELnuBBRKUqSlkzR7duY4kslYCAkv1dDA1FechFRXtBwEuFZaXgTpqjAmH+IF0fDmp4qKe+KLqEImigrMttvoIVLpKKmR48euPPOO7Fs2TIsW7YM3/ve93DGGWekhcvdd9+NmTNn4sEHH8TSpUtRUVGBE044AVu3bvV/ct0HX/U4A9YdU9aSXGiwpRF1pgbum7C+ycn2yPOS4oa2dlRU8HpA2fIFKGYAPUGT7fgVNNIL+YogZzPk/YIiF254DhKpqDnttNNwyimnYP/998f++++PO+64A8XFxViyZAkcx8GsWbNw0003YcyYMRg0aBAef/xxbN++HU8++WSUxY4cE0umqK4hl2h4AiUggeCt14aGPe2z+39q+XiiJQ5CRgeWlUZm5JJIWHL28z4ErKDJRPbRMuZuCmMioFy4oRYqsZmnpqWlBXPnzsW2bdswbNgw1NTUoK6uDqNHj06nKSgowIgRI7B48WJmPk1NTW2WYWfCe/B5L5LpF4aTn+p07rqnD1PoBBWapG3RMuUCgXz9SbmggiIGQe9MSDHjXdqC/DHgvTNW0GQiM9JJ2joTZEVme0yZxRiRBwqvWrUKw4YNw44dO1BcXIx58+Zh4MCBaeFCrvZZXl6OL774gpnfjBkzcOutt8oXQDcAOCYjooLCxGiqWGF49BAtO56Lg1l3vFFQ3hW9VRbmDBuWBUbVShOAq1Y2mF4H3X42zkY3mqARolKJYYoT2hQJtH0Rsm0b8O23+sc3NZkrS7YQuaVmwIABWLFiBZYsWYKf/exnGDduHD744IP0/lQqlZHecZw227zccMMN2LJlS/pXW1urXzhTL6CmGT1uI4+S4K7i1lmEqox0QWXgJ7ZH5Zp0xIRKoLUuMq4mAbTFW3WHbvMwEeoRRriIl0BH0IcpaPwcn4TGy2KEyC01+fn56NevHwBgyJAhWLp0Ke6//35cf/31AIC6urr0suYAsHHjxjbWGy8FBQUoKChQK0QYVhdyplgN4vJOhjFfR2DIWDoUJ27TYY/hxTMRn+mh3TKBxbTRSKx9tLz8WmkMiBkZ4up28hrpyG1edAWIX7cTlzhUoCpJLLNFicgtNSSO46CpqQl9+vRBRUUFFixYkN7X3NyMRYsWYfjw4eEVyPTnFNlyBGSlCeMrMK7tg7DuDKuxSNwJfk8qCkaWGXrtR9BIxMXw7qNof1yfTRZhW29IlF8J1Qq2MTGWkIjUUnPjjTfi5JNPRlVVFbZu3Yq5c+fitddew0svvYRUKoVJkyZh+vTp6N+/P/r374/p06ejqKgIY8eONV8YHWuNroXHgNVGBpmVef0SVWiR73OyLDYBWmmYp/NaZ7xWGjLeRtQxyNxsMgiXdizPeiM6Vne0027I+jZR/6b606T1y37cTkYXpjRZcWE0apZEE6mo+e9//4sLLrgAGzZsQFlZGQYPHoyXXnoJJ5xwAgBg6tSpaGxsxIQJE7B582YMHToU8+fPR0lJSbgFDepFUrDSxDUWD4inO2on8sTm8xCCh11Yj1BDA9C5GHR3EzjbZQpD5sNCRdDw9su+IwHGkMlWVdIsOar4cTtxyfaKsySeSEXN7373O+7+VCqF6upqVFdXh1OgLBzRFOaHjWz1xapd9CoRDSuN8RUMaFYaUi2piDGRm8mPoOEhawVCsGImadaVIPE9H43Oi2tvgCVkYhdTkzgM99BBxNJENYoyaqTr0sDoGx60UTjeifjS5SQn4TMNy/VE+1tG0OjE0RD4ed7DnEAySX2zrvbkYgWNJSFEPvopdrDMDQn35cbRYhNneJ2tH+sMs268lhnviXRGQMm6nlgT/amOgNKIowkjyNf2qXuQdTu1sdLo3owgKz/hbbGXxkagpUX/+OZmc2XJFqylJgHItiuidiQXLTZxmutHap1UmoWEnG2YhuzSCioxMn4EDYmkyg1D0MTl2VRB9t31M62Q1ER7IqIcwmWxwIoaOqoOekOtZJw64DgTtBVI5z6ofjhSJ+LjBd2avGiZKFKZId2y8TgSsUp2bjT/GHc7qY5OsGLGEgOsqMkSZNsTa62JHlq9UNeB0oHVW9FEh58h3ZqjqfyO7OMhM9dLroWGhGKliaKCknxTLIFiY2pYhBwYEmbHy2oPgnBTxyW+RmqIN6IRQO5EwgDajnryu8CQzJBrv4LGRxxNmKOW4iKygyASK40VFpYYYi01qgTsgtLJ1uTkYkHMbBqXzkQ0C60qtM6BtW4erQ7a1DNtdJJrUdGNtREVUEXQqMwqTOyjrctkh2Gbwe+cNFpWGnuTLDHFihoeIfXGcXOPuGSrm9wVN0HMXuvCqjetYGEXV8ioLkwpcj2x0vD+Jo9RFDQ0gnze4jiIJ0h8WV15lZWtjYIla7CiJuGE0b6YaMfiYq0hYQkcFXQ6EG99SAcLqxZIlJfMkG7WsQZGOnkJ8jmO67MXNr6tNHETM3ErjyUW2JiaiPE7X4fxGW050FYUViGXOhfZ++KdcmNX3I8nA3JmYdaJZGG5sVj5yYoZxcBgizqqxrmcIAvmqtm+Hfj2W/3j7Tw1bbGiRgQt0jWEyZ/iLACyaO4rLVyN4celQdZfOljYFTFeIcOrbPL5JK00ongcL34FjSX5xLnhsVgksO6nCDH1FRtFvxKl5Teqdld0Xp4OoOkBNz+qSKLFvdAQCRpvOpaVhozT0RU0MbXSJNmaoRNCFUh7EDdXjxXTFgZW1EREGNPEB03c2rmsgRQYriAh/6UdQwoaUhx58yDPRfvbmxcvnU/lEMc+KurnO+g6MTKDcBTE8WHJQu644w4MHz4cRUVF2GuvvahpUqlUm98jjzwSbkEJrKiJGbqCJqr3PKqGP87CT6Z/J60z7r8Zi1uKbqr7Gc8TNN60ooKF5HJKsuUkDHjWGRfVOrR1blGlubkZZ599Nn72s59x082ePRsbNmxI/8aNGxdSCenYmJoIYFlp4txR88jWGBvW3DKmceuvTVwNwO6NaAtdetPzRjaRaVT8G5LCR3epiaBEcnFx/N+v2L5DUZusvMS2krKPW2+9FQAwZ84cbrq99toLFRUVIZRIDmupkcFgaxhknEGU73sU01eY7qTcCeFMrUPkd6g3NwPvnDUiQUOz0vAETXFx6IIml5GxzHjhWV2yus/P6ovzR319fcavqakptHNPnDgRXbt2xRFHHIFHHnkEra2toZ2bhrXU+B2nbIi4f0XKkgSrTdh1zeqEvHWVsVQCsGdIN6sySQXJEzTePEV+CJ/Rp7KCJgmWk6CJ3XsS5xsSu8oyw7Zt/oZl79wdFlVVVZWxfdq0aaiurtbPWJJf/vKXOO6441BYWIh//vOfmDJlCr766ivcfPPNgZ+bRW6LmpBNC2G4ncKctyZp+K1nb70G0f67GiY9Xw1vjhqZyfRYw7ppVhqdz/8ARjtl+/ObpX2zJWJqa2tRWlqa/rugoICarrq6Ou1WYrF06VIMGTJE6rxe8XLIIYcAAG677TYraiIhCwVNXAjTWiOzYGac65i00LSJq6FVJO3Z5VloXGjDvw0FDyfB5RSldcjU+2Aq4Fd65FMcFKZVgkJKS0szRA2LiRMn4txzz+Wm6d27t3Y5jjzySNTX1+O///0vysvLtfPxQ26KGtqLmgS/SYKIS3WG1Yn5sTAwvUyuC4q23cVb0TRBw7LSiFAIHtYVNHF2QZnsy+PwHiQWW3lG6dq1K7p27RpY/u+99x46duzIHAIeBrkpakyg0GuHbaWJiwk/LGHDstZE0WF6RzGpnN9bV7uux+OCIhOSJ/SmY7mUZKw0pscRaxKX59cEJp9/HaOaxaLLunXr8PXXX2PdunVoaWnBihUrAAD9+vVDcXEx/v73v6Ourg7Dhg1DYWEhFi5ciJtuugk//elPme6vMMg9UWPdTqEShcXGVN2aeFRUOug2wcK0mBqyMr2KjiZWWBPt8VbYpsHoUf26ncK21oR5vriIjMTOUROXCsxRbrnlFjz++OPpvw899FAAwMKFCzFy5Ejk5eXhoYcewuTJk9Ha2oq+ffvitttuwxVXXBFVkQHkmqgR9S5x8ZkYIE5fu2FUq9u3++mw4lBfbVxR3uFRNESChvy/zAzCrHMQBD09QRzuR1xIrDDRJUva4SQzZ84c7hw1J510Ek466aTwCiRJ7oiaNp/BishEpCpkJUJ2PcOkEJaw0SFunSf1UeUN7eYJGtozywsmZqUlSEJgcJSE6XYyQhDmK5EgFx1nsWiQO6ImQZBtQEym0vFN3AxhcRAzbl9CdlwZcTU8ZAQNzUojuyQCQRBihmVhS6q1JoqRTnF6r6jWQNkbGasLCZ7t24E8H6/UzoQu3xUkVtSEjOiDiPfu06w3SWv04yZsdKF1xG7bTQYL89p0YcclM15dJQiYZ7mJkLiNhNIVVH6f7chuhYkbwLt4mQYrGxoGS+RYUSOLRmuj8lWr2oAmTcx4iYOwiVP90UZuS9ePSNDwJukj08aQKK01quf280zH/DbwUblwlriJukGwZA1W1Ohi8CWMUwcbFlEKG1P1bcpawypjuqMTDet2T0ymJd1OZD4x60nDckMFYRXSeZZjVv10gnpJrYixBIRd0NIUEi1UWKs+B4XpBR+juHbT5wwy7qGhgWHtc4dpFxXt+ZGFYZ0s5p2Jz6WnjCNzXtWysdYL1SXmt9RiCRVrqQkIGddT3AWNSLh49+s20nFwRZmGZa0JFNFQ7kSYBeIJz1Kk8uwGcQuy7d2JBfZdSTTWUmNpg44lxo8FJyxxF9R5ZNpAlVHU27dT6tG1zHgtNG6mIkGjU2hT5jgN4matYZF1gsZ25rYOsgArakIiTiM7WJjqx+IobILOnzXYyE/H44obrtVPRtCoKCoDmHiG4iZsdOYsdImyn8zZPjpnL9xi3U8m0HiB4uR6CkJw6cxVGJQrKi51LRM0LFUHouUTIlzDSeZZcleITtoEfl63oixBVXXcrFaxRNXvG4EQ2rYN6OCjF/72W3NlyRaspSYATDTWYVj/gz5HHCw2YQqaIKw1LjuRl7nitjdImCdoQrbSuKiIGxZxs9aontsKmohgLeQqe4wl0VhRo4Niq0I28KKO1pve5GijIPKTOZ8qpoRIHCw0rFHVokfIdT1R42tEJ3NPFPJEezr3OonCRoTp0U1e4nzdsUDnmbeCJquw7qcYITvaSPYdjEscj2q5Af+uqKgETSgjnbwVQ6solslIFo0L8HPNuu6oOC6jEGT/aFLQ7EQeXVDGbWpnFXiVn+TrsihhRU3AyL5HKu9bUt9N1TgbHWETt04OMDch307kIY9snEWCRnZfSPAsM3nYSRU2vP4oTsImBtWbu8gOQSQfJHvTsg7rfvIL8VKIvjZpDXBSRYoOqteqOgtvHDDdTkq5oGg+DzLeRgeJG2by+WWJHtN1Gvf8vJi4jZbd6MTbWBKFtdTIELM4hKRj0mITFyEjgmetYeFeW5u6ElWe5grcOgTx/LIsNiyittbY+BkG3ooJsqFTvQFWzGQ1VtSECNnw5qKgcfErbOIuZoJw4e+qM0YshEvie0I2pt1QJu5RVgqaICrG/dv0S5FwgdLYCLRvr398S4u5smQL1v2kCqe1Ib8uc1m0yKDjinJ/SYD0CPHWl6S1zcodW8yGbes+/2HOX+NnpFLC+9PgCCuuy94ACwUraryomu3tS+WbXBB+OotehuhB4mP4pDzBshN5vgSNH02nKm6y4dWXnqlaBZU1QyyWAMgdUWOj7SwBQZsDj4Scn8ZrrYlofjw2jE5HR3DIiFa/YsYk7v3giRzbJzMIUxXam2BhkDuixoXV+8h8Gsem18kukmytoa0JJPuYsNLF4jETdBp+7pkrYnTEjE6MtB9IgZNTfWnQF2v9fpYAyD1R48KaZt7FzkJpEcDrQGmPFc8iw3I7kY+ZaAZeoxh6xpMsWr1k4ytvzEJmBYolJtjRT7IIPgFtkLA/dBbATALuY0NbfzKoBTxzHVadJ4nYPBthvJQqo62ysZGwGCV3LTU8AnhxktzAWtqi2uHQRjzJ5mmkc/Opsv1+0Uch8m0YnRyxiGeyAcYWQ1hLDYl9uSIjKdYavx0lbZmE2Ix2kiBpVsgkzW8UFcy1oCyB0tBg56kxjRU1MtjPPYsBVCaI0xI0sfFZ0ImDaJWZwdkSETw3VNQPjiUxWPeTF80XJxbm2ywh7lYAVc3AGhrsDRpWWZPSEuwsvrnssopFO8Z7WSwWCSIVNTNmzMARRxyBkpISdOvWDWeeeSbWrFmTkcZxHFRXV6OyshKFhYUYOXIk3n//ffOFYb04Gj1OlB1z0mbdTRKieWhoP+9+UR7edLLbw0C1s+M9e3EXrS7ZIm6SUt8ZWBETOZ9//jl+8pOfoE+fPigsLMR+++2HadOmobm5OSPdunXrcNppp6FTp07o2rUrrrrqqjZpwiZSUbNo0SJcccUVWLJkCRYsWIBvv/0Wo0ePxrZt29Jp7r77bsycORMPPvggli5dioqKCpxwwgnYunWruYLICpoYk01CJoiG2G+eMhPrqebFWh4nzvDq0fsMZsuzmC3iRpZYWGuAHJ0YKD589NFHaG1txaOPPor3338f9913Hx555BHceOON6TQtLS049dRTsW3bNrz55puYO3cunn76aUyZMiXCkgMpx3GcSEvg4X//+x+6deuGRYsW4dhjj4XjOKisrMSkSZNw/fXXAwCamppQXl6Ou+66C5dddpkwz/r6epSVlWHLsmUoVX1RJK00MsO5g1zMkteBJLVBNtWWeevZT56selTN0y2P956JYk2KivbsTwdzNjTQb7xJ9bUb7/NNPremnj2dokVhhQhbrJl4f3XqNpeDhuvr61HWtSu2bNmC0tLS4M5RVoYBA7agfXv9c7S01GPNmrJAy+pyzz334OGHH8Znn30GAHjxxRfx/e9/H7W1taisrAQAzJ07F+PHj8fGjRsDLw+LWMXUbNmyBQDQpUsXAEBNTQ3q6uowevTodJqCggKMGDECixcvVsu8Uye1BV4kWxOZL5ugGsJsss6QmOiwTOTB+1KXfZRoHYQ3T51h3loYVgGiZ0/l2WxoaPuLI7lmubFYXLZs2ZLumwHgrbfewqBBg9KCBgBOPPFENDU1Yfny5VEUEUCMRj85joPJkyfj6KOPxqBBgwAAdXV1AIDy8vKMtOXl5fjiiy+o+TQ1NaGpqSn9d319vXphEtBqyXYYMR8QEwimxIxfvGImDzuxE3lK84zFAb/uCD/Pn1tPvDijqOpSZSRbErFDvJMF2c8VFBSgoKDAWP6ffvopfv3rX+Pee+9Nb6urq2vTN3fu3Bn5+fnpvjsKYmOpmThxIlauXIk///nPbfalUqmMvx3HabPNZcaMGSgrK0v/qqqq1Aqi8FlOa/CT1GHlGnG5N7JBw+T+DNdTBOic1sScPrlKrn2M5CKNjZmDO1R/jY278qmqqsro92bMmEE9X3V1NVKpFPe3bNmyjGO+/PJLnHTSSTj77LNxySWXZOyj9cO8/jkMYmGpufLKK/Hcc8/h9ddfR48ePdLbKyoqAOxShN27d09v37hxYxuF6HLDDTdg8uTJ6b/r6+vlhU2IrYjfr8xs/1IMojNTyTMIC5drrfFC3sekTMIX9LMne81Js3xZLEFQW1ubEcPCstJMnDgR5557Ljev3r17p///5ZdfYtSoURg2bBgee+yxjHQVFRV4++23M7Zt3rwZO3fuZPbPYRCpqHEcB1deeSXmzZuH1157DX369MnY36dPH1RUVGDBggU49NBDAQDNzc1YtGgR7rrrLmqe2mY3xQDLOIwSkBE2ufi1l4SOjiyjsftkUI35fcZ15vTRIar7nZQPizhMemgJltLSUqnA3K5du6Jr165Sea5fvx6jRo3C4YcfjtmzZ6Ndu0zHzrBhw3DHHXdgw4YNaaPD/PnzUVBQgMMPP1z9IgwRqai54oor8OSTT+Jvf/sbSkpK0n64srIyFBYWIpVKYdKkSZg+fTr69++P/v37Y/r06SgqKsLYsWP9nVy2xY15a5CUhlUFE1VuoqPzow9Y8Qgsa03cUa1L3fl4LLtIwjNhyV6+/PJLjBw5Ej179sSvfvUr/O9//0vvcz0oo0ePxsCBA3HBBRfgnnvuwddff41rr70Wl156aWQjn4CIRc3DDz8MABg5cmTG9tmzZ2P8+PEAgKlTp6KxsRETJkzA5s2bMXToUMyfPx8lJSVqJyssNDbGlPUFG3frQBIw2dkFLWz8fgGrlC/soM0gLZFBuRbt+2exmGH+/PlYu3Yt1q5dmxESAuzysABA+/bt8cILL2DChAk46qijUFhYiLFjx+JXv/pVFEVOE6t5aoIgPU/N55/Lq0dBq6sqaliWlDDmqknaF18QHZ5oFI0MqsO6RSKEN/cLLX9qkLDOJDGSlSCae0l3fpqgLTRhC5ugrKSm31s7V408Yc5T07PnFrRrp3+O1tZ6rFsXzjw1SSEWgcKxQeLNj0MsDQ2aG8oKmvhCc0O5xK0eVASNxT9Je28tljhhRQ0Qv15EkyTH1wR5C+LumhBdu9EvZgmfWVDCPYzXLOx7nZR3zgYLx5OGBqCdj4lVWlvNlSVbyF1Ro/GG8xp7VdeTJVzi2KDzrDW+iWjWxThYGch7HWdBSxKH+jOB97nOVTeWJRpyR9SoLJFAIa5uJxL3yzFJjWMcBYcfktyIy6xjpkOU9zjJIieJkM+QnZ3YEiaxmVHYYg4raJKDUmMfg944GxZPzfVnLkhYH39J+Si0JB8raiRIcoxBnMmG65fSGYJEedjJnddGG0XfZzZaaViYLJMpMZcUUchC1E6qtqM7029GnhVFFmlyx/3Ewe8LE4MPaEvckYjUTLKJ3u9K5lEQ9wBy0wQZLGxadNDyI7cl+X2xBEfOWmrsF0C0xLmzo6Ed8O3tNXOpB00ISXsOw0JFMKi0oTLWHNn8bNttoZEzosaaMuNDTnckDQ2xFDcyridVYZeU+xyHcibV9aTTlrKsMKbysuQ21v0UMW6DGsN+LhDi0IHkFLShcJp+CNacLDodcqDD2TXw64pKynw1JvFz/7wjovw+B0keXdXYCKRS+sdn93oAeuSMpSYoTAZT2g4/vhj9kg77Rkv0tmSnwCoiWQ+8euG9G3ESNKbQfUbiaKUxHfTLw68gSaqgsQSDFTUxI1vFTbZelzJxGXaTK6ZBBUzcGtVbEqagifP7pytMrKCxkFhR44Mg+4VsEgHZch1aeC/eb0X4OZ5mrSEeYFVrjUyHnIvaKY6WlySgKlCsoLHQsKIm5rjiJqnCIKnlTgyGe1BdN1S2YOp5lamfpFppgnQdWqFi8YsVNZpE8QWaNIGTlHKK8N35mLxpAVtrTJ9S8hSxIoznNltFoQl4wsY7htVioWFHPyWUsEZN8Rp43rmzRdAkApWhNxILg8VtZFIUmHi/4jIiKonvovcZtALGooIVNRrE6cvTpLhRbfxYCwUmsRFlkRNf1BJDvP0OeQ5yNtsgCWKot84zpbMoZxD1HabYtWLGooMVNVmCH3ETB8+IRQFaT+vXWkOoDpq1JteWFXCJ+rpp75V917KDxsaoS5B95GxMjTuxq2pjFfdGXbaxS1p8ThToWmkS4brRmLsG8Pe8xP3d4eHnur3PUU5Y/iyWCMkpSw2rUU2qaZxFNl1L3PFd17o+O7/WGlZZ7MPDxI81NIlihpypNxFi3ZLz5IylRtQQyTRUSf7StKiRxE5IGY25a4Dctda4WAunf2y8jCUockbUyJANDa4lh6D1rAGoMdPCJlsIQ9zYerZY1LCihoDnorLkBjlhpXHRnLsG0O9ws+1dyoX4NOt6siQFK2ooZFuja4kpQT1oqqpMM2gYyO6OXAdbHxZLtGR9oLCze232rVvrlY6rrzczB4wdshcehYVm6vvbb+XTtrbSt0vFDHgfLFZGMtAeUNWKIC/a+wJ4YH2xq74jjOyFuPUaZ8uBSa3q57EwQVD1HeeYmvqtWwHs6TsCPlvEx2cfWS9qNm3aBAA46KCqiEtisVgslqSwdetWlJWVBZJ3fn4+KioqUFfnv1+qqKhAfn6+gVJlByknHDkaGd988w06d+6MdevWBfaAxo36+npUVVWhtrYWpaWlURcnFOw122vOVuw1h3vNjuNg69atqKysRLt2wUVo7NixA83Nzb7zyc/PR8eOHQ2UKDvIekuN+1CWlZXlTIPgUlpaaq85B7DXnBvYaw6PMD6AO3bsaMVIANhAYYvFYrFYLFmBFTUWi8VisViygqwXNQUFBZg2bRoKCgqiLkpo2GvODew15wb2mi0WebI+UNhisVgsFktukPWWGovFYrFYLLmBFTUWi8VisViyAitqLBaLxWKxZAWJFDUzZszAEUccgZKSEnTr1g1nnnkm1qxZk5HGcRxUV1ejsrIShYWFGDlyJN5///2MNE1NTbjyyivRtWtXdOrUCaeffjr+85//hHkp0oiueefOnbj++utx0EEHoVOnTqisrMSFF16IL7/8MiOfbLpmkssuuwypVAqzZs3K2J6N1/zhhx/i9NNPR1lZGUpKSnDkkUdi3bp16f3Zds0NDQ2YOHEievTogcLCQnznO9/Bww8/nJEmSdf88MMPY/Dgwel5WIYNG4YXX3wxvT/b2i+Af83Z2H5ZIsJJICeeeKIze/ZsZ/Xq1c6KFSucU0891enZs6fT0NCQTnPnnXc6JSUlztNPP+2sWrXKOeecc5zu3bs79fX16TSXX365s++++zoLFixw3n33XWfUqFHOwQcf7Hz77bdRXBYX0TV/8803zvHHH+889dRTzkcffeS89dZbztChQ53DDz88I59sumYv8+bNcw4++GCnsrLSue+++zL2Zds1r1271unSpYtz3XXXOe+++67z6aefOs8//7zz3//+N50m2675kksucfbbbz9n4cKFTk1NjfPoo4867du3d5599tl0miRd83PPPee88MILzpo1a5w1a9Y4N954o5OXl+esXr3acZzsa78ch3/N2dh+WaIhkaKGZOPGjQ4AZ9GiRY7jOE5ra6tTUVHh3Hnnnek0O3bscMrKypxHHnnEcZxdIiAvL8+ZO3duOs369euddu3aOS+99FK4F6ABec003nnnHQeA88UXXziOk73X/J///MfZd999ndWrVzu9evXKEDXZeM3nnHOOc/755zOPycZrPvDAA53bbrstI91hhx3m3HzzzY7jJP+aHcdxOnfu7Pz2t7/NifbLxb1mGtnWflnCIZHuJ5ItW7YAALp06QIAqKmpQV1dHUaPHp1OU1BQgBEjRmDx4sUAgOXLl2Pnzp0ZaSorKzFo0KB0mjhDXjMrTSqVwl577QUgO6+5tbUVF1xwAa677joceOCBbY7JtmtubW3FCy+8gP333x8nnngiunXrhqFDh+LZZ59NH5Nt1wwARx99NJ577jmsX78ejuNg4cKF+Pjjj3HiiScCSPY1t7S0YO7cudi2bRuGDRuWE+0Xec00sq39soRD4kWN4ziYPHkyjj76aAwaNAgAUFdXBwAoLy/PSFteXp7eV1dXh/z8fHTu3JmZJq7Qrplkx44d+PnPf46xY8em107Jxmu+66670KFDB1x11VXU47Ltmjdu3IiGhgbceeedOOmkkzB//nycddZZGDNmDBYtWgQg+64ZAB544AEMHDgQPXr0QH5+Pk466SQ89NBDOProowEk85pXrVqF4uJiFBQU4PLLL8e8efMwcODArG6/WNdMkm3tlyU8Er+g5cSJE7Fy5Uq8+eabbfalUqmMvx3HabONRCZN1PCuGdgVdHfuueeitbUVDz30kDC/pF7z8uXLcf/99+Pdd99VLn9Sr7m1tRUAcMYZZ+Caa64BABxyyCFYvHgxHnnkEYwYMYKZX1KvGdglapYsWYLnnnsOvXr1wuuvv44JEyage/fuOP7445n5xfmaBwwYgBUrVuCbb77B008/jXHjxqWFKZCd7Rfrmr3CJhvbL0t4JNpSc+WVV+K5557DwoUL0aNHj/T2iooKAGij3jdu3Jj++qmoqEBzczM2b97MTBNHWNfssnPnTvzoRz9CTU0NFixYkLHCbbZd8xtvvIGNGzeiZ8+e6NChAzp06IAvvvgCU6ZMQe/evQFk3zV37doVHTp0aPN1+53vfCc9+inbrrmxsRE33ngjZs6cidNOOw2DBw/GxIkTcc455+BXv/oVgGRec35+Pvr164chQ4ZgxowZOPjgg3H//fdndfvFumaXbGy/LOGSSFHjOA4mTpyIZ555Bq+++ir69OmTsb9Pnz6oqKjAggUL0tuam5uxaNEiDB8+HABw+OGHIy8vLyPNhg0bsHr16nSaOCG6ZmBPg/DJJ5/glVdewd57752xP9uu+YILLsDKlSuxYsWK9K+yshLXXXcdXn75ZQDZd835+fk44ogj2gx5/vjjj9GrVy8A2XfNO3fuxM6dO9GuXWZz1b59+7TlKmnXTMNxHDQ1NWVl+8XCvWYg+9ovS0SEGZVsip/97GdOWVmZ89prrzkbNmxI/7Zv355Oc+eddzplZWXOM88846xatcr58Y9/TB0S2aNHD+eVV15x3n33Xed73/tebIcHiq55586dzumnn+706NHDWbFiRUaapqamdD7ZdM00yNFPjpN91/zMM884eXl5zmOPPeZ88sknzq9//Wunffv2zhtvvJFOk23XPGLECOfAAw90Fi5c6Hz22WfO7NmznY4dOzoPPfRQOk2SrvmGG25wXn/9daempsZZuXKlc+ONNzrt2rVz5s+f7zhO9rVfjsO/5mxsvyzRkEhRA4D6mz17djpNa2urM23aNKeiosIpKChwjj32WGfVqlUZ+TQ2NjoTJ050unTp4hQWFjrf//73nXXr1oV8NXKIrrmmpoaZZuHChel8sumaadBETTZe8+9+9zunX79+TseOHZ2DDz44Y74Wx8m+a96wYYMzfvx4p7Ky0unYsaMzYMAA595773VaW1vTaZJ0zRdffLHTq1cvJz8/39lnn32c4447Li1oHCf72i/H4V9zNrZflmiwq3RbLBaLxWLJChIZU2OxWCwWi8VCYkWNxWKxWCyWrMCKGovFYrFYLFmBFTUWi8VisViyAitqLBaLxWKxZAVW1FgsFovFYskKrKixWCwWi8WSFVhRY7FYLBaLJSuwosZiEfD5558jlUphxYoVgeSfSqXw7LPPah//2muvIZVKIZVK4cwzz+SmHTlyJCZNmqR9Lgsf9z7stddeURfFYslJrKixxJrx48cLO+qgqaqqwoYNGzBo0CAAe0TEN998E2m5SNasWYM5c+ZEXYycgPVcbtiwAbNmzQq9PBaLZRdW1FgsAtq3b4+Kigp06NAh6qJw6datWywsBDt37oy6CJFRUVGBsrKyqIthseQsVtRYEs2iRYvw3e9+FwUFBejevTt+/vOf49tvv03vHzlyJK666ipMnToVXbp0QUVFBaqrqzPy+Oijj3D00UejY8eOGDhwIF555ZUMl5DX/fT5559j1KhRAIDOnTsjlUph/PjxAIDevXu3+Uo/5JBDMs73ySef4Nhjj02fa8GCBW2uaf369TjnnHPQuXNn7L333jjjjDPw+eefK9fNtm3bcOGFF6K4uBjdu3fHvffe2yZNc3Mzpk6din333RedOnXC0KFD8dprr2Wk+c1vfoOqqioUFRXhrLPOwsyZMzPEU3V1NQ455BD8/ve/R9++fVFQUADHcbBlyxb89Kc/Rbdu3VBaWorvfe97+Pe//52R99///nccfvjh6NixI/r27Ytbb7014/5VV1ejZ8+eKCgoQGVlJa666iqpaxdd16ZNm/DjH/8YPXr0QFFREQ466CD8+c9/zsjjr3/9Kw466CAUFhZi7733xvHHH49t27ahuroajz/+OP72t7+l3U1knVkslmiI96enxcJh/fr1OOWUUzB+/Hg88cQT+Oijj3DppZeiY8eOGULi8ccfx+TJk/H222/jrbfewvjx43HUUUfhhBNOQGtrK84880z07NkTb7/9NrZu3YopU6Ywz1lVVYWnn34aP/jBD7BmzRqUlpaisLBQqrytra0YM2YMunbtiiVLlqC+vr5NfMv27dsxatQoHHPMMXj99dfRoUMH3H777TjppJOwcuVK5OfnS9fPddddh4ULF2LevHmoqKjAjTfeiOXLl+OQQw5Jp7nooovw+eefY+7cuaisrMS8efNw0kknYdWqVejfvz/+9a9/4fLLL8ddd92F008/Ha+88gp+8YtftDnX2rVr8Ze//AVPP/002rdvDwA49dRT0aVLF/zjH/9AWVkZHn30URx33HH4+OOP0aVLF7z88ss4//zz8cADD+CYY47Bp59+ip/+9KcAgGnTpuGvf/0r7rvvPsydOxcHHngg6urq2ogiFqLr2rFjBw4//HBcf/31KC0txQsvvIALLrgAffv2xdChQ7Fhwwb8+Mc/xt13342zzjoLW7duxRtvvAHHcXDttdfiww8/RH19PWbPng0A6NKli/R9sVgsARLtIuEWC59x48Y5Z5xxBnXfjTfe6AwYMMBpbW1Nb/u///s/p7i42GlpaXEcx3FGjBjhHH300RnHHXHEEc7111/vOI7jvPjii06HDh2cDRs2pPcvWLDAAeDMmzfPcRzHqampcQA47733nuM4jrNw4UIHgLN58+aMfHv16uXcd999GdsOPvhgZ9q0aY7jOM7LL7/stG/f3qmtrU3vf/HFFzPO9bvf/a7NNTU1NTmFhYXOyy+/TK0HWnm2bt3q5OfnO3Pnzk1v27Rpk1NYWOhcffXVjuM4ztq1a51UKuWsX78+I7/jjjvOueGGGxzHcZxzzjnHOfXUUzP2n3feeU5ZWVn672nTpjl5eXnOxo0b09v++c9/OqWlpc6OHTsyjt1vv/2cRx991HEcxznmmGOc6dOnZ+z/wx/+4HTv3t1xHMe59957nf33399pbm6mXjcLmeuiccoppzhTpkxxHMdxli9f7gBwPv/8c2pa3nM5e/bsjPqxWCzhYS01lsTy4YcfYtiwYUilUultRx11FBoaGvCf//wHPXv2BAAMHjw447ju3btj48aNAHYF11ZVVaGioiK9/7vf/W5g5e3Zsyd69OiR3jZs2LCMNMuXL8fatWtRUlKSsX3Hjh349NNPpc/16aeform5OSP/Ll26YMCAAem/3333XTiOg/333z/j2KamJuy9994AdtXPWWedlbH/u9/9Lp5//vmMbb169cI+++yTcR0NDQ3pfFwaGxvT17F8+XIsXboUd9xxR3p/S0sLduzYge3bt+Pss8/GrFmz0LdvX5x00kk45ZRTcNpppwljm2Suq6WlBXfeeSeeeuoprF+/Hk1NTWhqakKnTp0AAAcffDCOO+44HHTQQTjxxBMxevRo/PCHP0Tnzp2557ZYLNFiRY0lsTiOkyFo3G0AMrbn5eVlpEmlUmhtbWXmoUu7du3S53fxBs2S+8hyArtcVIcffjj+9Kc/tUnrFQ0iaOciaW1tRfv27bF8+fK0y8iluLg4nQ+rjr24YsCbd/fu3amxJm48TmtrK2699VaMGTOmTZqOHTuiqqoKa9aswYIFC/DKK69gwoQJuOeee7Bo0aI291T1uu69917cd999mDVrFg466CB06tQJkyZNQnNzM4BdweELFizA4sWLMX/+fPz617/GTTfdhLfffht9+vRhnttisUSLFTWWxDJw4EA8/fTTGR3v4sWLUVJSgn333VcqjwMOOADr1q3Df//7X5SXlwMAli5dyj3GjWtpaWnJ2L7PPvtgw4YN6b/r6+tRU1OTUd5169bhyy+/RGVlJQDgrbfeysjjsMMOw1NPPZUOrtWlX79+yMvLw5IlS9IWq82bN+Pjjz/GiBEjAACHHnooWlpasHHjRhxzzDHUfA444AC88847GduWLVsmPP9hhx2Guro6dOjQAb1792amWbNmDfr168fMp7CwEKeffjpOP/10XHHFFTjggAOwatUqHHbYYcxjZK7rjTfewBlnnIHzzz8fwC4h9Mknn+A73/lOOk0qlcJRRx2Fo446Crfccgt69eqFefPmYfLkycjPz29z/y0WS/TY0U+W2LNlyxasWLEi47du3TpMmDABtbW1uPLKK/HRRx/hb3/7G6ZNm4bJkyejXTu5R/uEE07Afvvth3HjxmHlypX417/+hZtuuglAWyuKS69evZBKpfD888/jf//7HxoaGgAA3/ve9/CHP/wBb7zxBlavXo1x48ZlWAqOP/54DBgwABdeeCH+/e9/44033kify+W8885D165dccYZZ+CNN95ATU0NFi1ahKuvvhr/+c9/pOusuLgYP/nJT3Ddddfhn//8J1avXo3x48dn1Mv++++P8847DxdeeCGeeeYZ1NTUYOnSpbjrrrvwj3/8AwBw5ZVX4h//+AdmzpyJTz75BI8++ihefPFFoXXr+OOPx7Bhw3DmmWfi5Zdfxueff47Fixfj5ptvTouiW265BU888QSqq6vx/vvv48MPP8RTTz2Fm2++GQAwZ84c/O53v8Pq1avx2Wef4Q9/+AMKCwvRq1cv7rllrqtfv35pS8yHH36Iyy67DHV1dek83n77bUyfPh3Lli3DunXr8Mwzz+B///tfWvT07t0bK1euxJo1a/DVV1/l9DB2iyVWRBTLY7FIMW7cOAdAm9+4ceMcx3Gc1157zTniiCOc/Px8p6Kiwrn++uudnTt3po8fMWJEOjDW5Ywzzkgf7ziO8+GHHzpHHXWUk5+f7xxwwAHO3//+dweA89JLLzmO0zZQ2HEc57bbbnMqKiqcVCqVzmvLli3Oj370I6e0tNSpqqpy5syZkxEo7DiOs2bNGufoo4928vPznf3339956aWXMgKFHcdxNmzY4Fx44YVO165dnYKCAqdv377OpZde6mzZsoVaR6zA5a1btzrnn3++U1RU5JSXlzt33313m/pobm52brnlFqd3795OXl6eU1FR4Zx11lnOypUr02kee+wxZ99993UKCwudM88807n99tudioqK9P5p06Y5Bx98cJty1dfXO1deeaVTWVnp5OXlOVVVVc55553nrFu3Lp3mpZdecoYPH+4UFhY6paWlzne/+13nsccecxzHcebNm+cMHTrUKS0tdTp16uQceeSRziuvvEKtAxLRdW3atMk544wznOLiYqdbt27OzTff7Fx44YXp4N8PPvjAOfHEE5199tnHKSgocPbff3/n17/+dTr/jRs3OieccIJTXFzsAHAWLlyY3mcDhS2W6Eg5joTz3WLJIf71r3/h6KOPxtq1a7HffvtFXRwhr732GkaNGoXNmzeHMvnepZdeio8++ghvvPFG4OdKInPmzMGkSZNiN+O0xZIL2JgaS84zb948FBcXo3///li7di2uvvpqHHXUUYkQNF569OiB0047rc0kcn751a9+hRNOOAGdOnXCiy++iMcffxwPPfSQ0XNkC8XFxfj222/RsWPHqItiseQkVtRYcp6tW7di6tSpqK2tRdeuXXH88cdTZ9+NK0OHDsUnn3wCYM/oHpO88847uPvuu7F161b07dsXDzzwAC655BLj55HljTfewMknn8zc78Y4RYG76Ck56spisYSDdT9ZLJZE0djYiPXr1zP380ZTWSyW7MaKGovFYrFYLFmBHdJtsVgsFoslK7CixmKxWCwWS1ZgRY3FYrFYLJaswIoai8VisVgsWYEVNRaLxWKxWLICK2osFovFYrFkBVbUWCwWi8ViyQqsqLFYLBaLxZIV/H+/K8ST1FXvpAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dsdiff.air.plot.contourf(norm=colors.CenteredNorm(), cmap='bwr', levels=clevs)"
]
},
{
"cell_type": "code",
"execution_count": 117,
"id": "e23ae470",
"metadata": {},
"outputs": [],
"source": [
"# above looks better but to control until what bounds is white, \n",
"# we need to control number of colors used in color map other wise all 256 \n",
"# or so colors is used"
]
},
{
"cell_type": "code",
"execution_count": 106,
"id": "97e89f16",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>bwr</strong> </div><div class=\"cmap\"><img alt=\"bwr colormap\" title=\"bwr\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#0000ffff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #0000ffff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#ff0000ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #ff0000ff;\"></div></div>"
],
"text/plain": [
"<matplotlib.colors.LinearSegmentedColormap at 0x7fe098022550>"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.get_cmap('bwr') # default"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "52072c2d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>bwr</strong> </div><div class=\"cmap\"><img alt=\"bwr colormap\" title=\"bwr\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#0000ffff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #0000ffff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#ff0000ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #ff0000ff;\"></div></div>"
],
"text/plain": [
"<matplotlib.colors.LinearSegmentedColormap at 0x7fe041dcc4c0>"
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.get_cmap('bwr', 13) # to just use 13 colors "
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "6f7f3ae3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x7fe041adb490>"
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bwr = plt.get_cmap('bwr', 13)\n",
"dsdiff.air.plot.contourf(norm=colors.CenteredNorm(), levels=clevs, cmap=bwr)"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "5a92484d",
"metadata": {},
"outputs": [],
"source": [
"# more on customizing color map, can easily create one for instance"
]
},
{
"cell_type": "code",
"execution_count": 127,
"id": "6c986590",
"metadata": {},
"outputs": [],
"source": [
"cmap = colors.LinearSegmentedColormap.from_list(name='redswhiteblues', \n",
" colors =[(0, 0, 1), \n",
" (1, 1., 1), \n",
" (1, 0, 0)], \n",
" N=13)# same as bwr 13 colors "
]
},
{
"cell_type": "code",
"execution_count": 128,
"id": "0a2ccb18",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x7fe0417be400>"
]
},
"execution_count": 128,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dsdiff.air.plot.contourf(norm=colors.CenteredNorm(), levels=clevs, cmap=cmap)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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