From a9fa07e0242cd04a1a4deb29e0f45ee417179dd8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?J=C3=A9r=C3=A9my=20Neveu?= Date: Sun, 22 Sep 2019 17:13:00 +0200 Subject: [PATCH] update notebook --- notebooks/Spectractor tutorial.ipynb | 467 +++++++++++++++++++++++++-- 1 file changed, 436 insertions(+), 31 deletions(-) diff --git a/notebooks/Spectractor tutorial.ipynb b/notebooks/Spectractor tutorial.ipynb index 3756ab21d..7cba79401 100644 --- a/notebooks/Spectractor tutorial.ipynb +++ b/notebooks/Spectractor tutorial.ipynb @@ -48,7 +48,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The basic use of the pipeline consists first to define: \n", + "The basic use of the extraction pipeline consists first to define: \n", "- the path to the fits image from which to extract the image, \n", "- the path of the output directory to save the extracted spectrum (created automatically if does not exist yet),\n", "- the rough position of the object in the image,\n", @@ -64,7 +64,7 @@ "outputs": [], "source": [ "filename=\"../tests/data/reduc_20170530_134.fits\"\n", - "output_directory=\"../outputs/\"\n", + "output_directory=\"./outputs/\"\n", "guess = [745,643]\n", "disperser_label = \"HoloAmAg\"\n", "config = \"../config/ctio.ini\"\n", @@ -80,20 +80,70 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2019-09-22 17:10:10 spectractor.extractor.spectrum extract_spectrum_from_image WARNING \n", + "\tTransverse fit table after derotation:\n", + " lambdas Dx_rot Dx \n", + "------------------ ------------------ ------------------\n", + " 299.9477138279035 241.06076133993338 240.97342054074426\n", + " 301.1786183365247 242.06076133993338 241.97305822213752\n", + "302.40935806570116 243.06076133993338 242.9726959035308\n", + " 303.6399323681279 244.06076133993338 243.97233358492403\n", + " 304.8703405969484 245.06076133993338 244.9719712663173\n", + "306.10058210575573 246.06076133993338 245.97160894771056\n", + "307.33065624859455 247.06076133993338 246.9712466291038\n", + " 308.5605623799624 248.06076133993338 247.97088431049707\n", + " 309.7902998548115 249.06076133993338 248.97052199189034\n", + " 311.0198680285504 250.06076133993338 249.97015967328358\n", + " ... ... ...\n", + "1088.5689558098775 939.0607613399334 938.7205221532377\n", + " 1089.563863673888 940.0607613399334 939.7201598346309\n", + "1090.5583211020817 941.0607613399334 940.7197975160241\n", + "1091.5523279549852 942.0607613399334 941.7194351974174\n", + "1092.5458840938513 943.0607613399334 942.7190728788106\n", + "1093.5389893806591 944.0607613399334 943.7187105602039\n", + "1094.5316436781122 945.0607613399334 944.7183482415971\n", + "1095.5238468496393 946.0607613399334 945.7179859229904\n", + "1096.5155987593928 947.0607613399334 946.7176236043837\n", + "1097.5068992722483 948.0607613399334 947.7172612857769\n", + "1098.4977482538038 949.0607613399334 948.7168989671702\n", + "Length = 709 rows\n", + "/Users/jneveu/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3118: RuntimeWarning: Mean of empty slice.\n", + " out=out, **kwargs)\n", + "/Users/jneveu/anaconda3/lib/python3.7/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n" + ] + } + ], "source": [ "spectrum = Spectractor(filename, output_directory, guess, target, disperser_label=disperser_label, config=config)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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OkTMz76nJue8CtWzH0bKVLinlZ12yzvbhujnHxzkbQD82VccmtK23237piO8lNDgcsVMctGjwIGPALmXNaUjXzOWe2MeFS8HNd1SAXsGpYuKJx5ONFaVuFOOBvBaZOZpV88h8OEpwCi3lywnq0qlz4TZBMpzjo8bWLVONjIPS9HmNFb0yACMnYaRk94kOH9X5zDyU6tZ2UMWk/x0bwMpaoz1n3JRBYrixsWjXlejYtZ+yZ05Bq7FXFiVlU0Wf7ewcppxTeV03Jmv99L/uM9A88rqbZyMHkOXTenB+LLdzjrIMLmfEokyf2+3bXk519tYCjpEjqg5ElptOd47NkRPunBNlJFnHaB2n750zJvW3z2j9RtfVIVRHnpfNXFCT/3lpSfuX89FgZsDSzBvpLQO5z3e4LeAK0QDUHpV7wVEhIx63bi2Ncg5MpsbV+WAFnPSqG5Cq9FQxsTw8QUYyi7GNkEhoFH0eo7RHDpfKmvVJxZzK1ik/rZuyI05ZKDTS6qIWHGTQfDSyZ4z2DHGZynooLZz5JIWfebBDphs3nbPimA9Xt0Mmy+e4z1RBGyXbuE9S7mNMg1O4bAgnGRp/d3XPz12kSdf4LSrXFur8scwMrU/CzQ/ua577I0dI8wIOzrvrW5ZVx/qo/9NArjGyaViZAWDmhPPhsp0ToOl1jKzpkenZ1ihYaru9bspnWA5mLbRsV87I0LMDy+yophkFBlnOKGDNayqLsKrdkiazJ632qNxN3OjXkwF0Sqrdvt0P8LYDdqJEle5kTGnmtUqlSDtleuHzGCnmNA6aJ8nUtjQJ9VW/jL5d/s75ck5FTkrdGJpps1zeEKoOidaTXykF9u0y3Wu7hrig9HRv/q95brGvK8vv6ufe8un61ihJfYYZFI5QMy+u/84oTWUu+DluS1WeGn3r96xDysx5S1907Ts75OjSWJndOBJjPOdN6brXykfGXNvCgR3VtfS7lXHP9zmNY4GA8XUu4+Ki7+u1NuTn+Jns9930CjTEQZ3kiAvSWacwkGuOlpNLdZ0u2/D97XY5xvP+xcVBN+X1Eaur5bBucfpD67l2xAGnc46t6ha+7sDjdXomNJbQNPO162Ml6vXke4VRWZvkTOHnQHPrrIw1ViDzVcOZ+WeZLgpdW8rRiI2VTU6MjDR4iSjTbGJPTbbdfse6WwLgvB2rkEqC6VdlFDLC4/xSdjb6m2kfA0e7o7dTWMbYYFYCjppuu56CXYtwnBLj9hPl35hN4T7RtnDLCcAhslRqXmXUDYocRWbbJ6Oj500AB7bARfn5vGOAWOaRkzKKZKfnutfK1wyJ2+fhjM9adD96jsdVJnFtxWOUDWq+yaX58AZthrK0Wi81njQ+g8eMsJttuxsvL/L31DXc547l3Ewb6VV/KcPoghplMplN1OdV9zioDJq/zkNmSlYc4MbjyunY/J+M4Nq4prQzNN+Ro31de1SuYNmnln7uJoimnP+LYpgVPBsklwcvNfDE4MnHCiidIWeU1uRNaCSpRkgVMCsWqmNMMoSL0BNTuzReBmM5iHJuubGNy9bPwEEJsPO3FkE52RxtTssQrHDmM094bwErJck/LjZ93zgHMx2rxIIpkjJSpuwLVogDpm7+7Ix15s3OjjOc6fDlZzVezoDo2FVaPGXS+rJR0TzV6Rk5IENFL2U4KOPC8ssyQzjGgR2RU/YQrY1LbZvYLPdx5LKJa6fY7JemOU991jmXTk+4ZZ/p/vy2jlsm4jo6XaZlu2BOdZU6TuzcOKYl0+RY5/miDqlZOpzfynSOt/YPy+7a/Bg74/4X7gpu/tIPgyeRnijKEb3Sg/mZHZqcaC6/blIaGh84KBRn4NMBcmmoHjPNvhZtjqBlAN33uIBX7LiYI/kIc98tgegylVt6UaPjKOhMh6Wi37cF+vTOIeD2nL53tPXcNugNvtvwSeUPv3M78/MqC39Wp43ZHm5PLY+ZqwSP0eHyEfr+cQzFnN9mOR+UWeL68TKlKvxR2zmHaiTboP7tkduIJsxe5jMfPIbl/SxzZHjW+lsChnlcCUuxOOF4HsPULm7e2w3GoqvcnEk4plgdDS1X2137Q5dwNE8ae3Gx6dsk5dS88rnOwd704ybrrvXebgFIkKZLuipbwo1jTT8xMcwctuaeuR5WogE38nXiy8a9w6hw9K0TTCOVtSiOaU3NP8EnMPLZFZkuy1b6m+VjRc/3Ur6NLJ3Q9U4hKYXK8rJCVIPmlDWnGx1ApnAMQuatEQ1T49xPmc/cVsIoMduR+SrrlPeUIs/r6jwwi5Dl62cucwTHhqlMClLSTZkbZlem5xsr4rw/MrZ8LV+J53538u1afwCXU/jOeWBnwzE0ozbQ9CMnxRmSqf7z69E6XzkYWWxepvJYltE9NoTO2GYapy80YOH0/Iz+Zx3AjqsuSZxSp5RXnQUGB2eZz8jBdt/pencsgsqhujnbJu8LK9K0TM7PvUqcz+af0w+ZL7Wle3Gi24PVDge+pRMz3Vy2QeHKcGWOSkR8WET8XET8YkS8JSK+Ybr+nRHxGxHxpunvmdP1iIiXR8TbIuLNEfGZd16oGAwXDQDL6E/X3ZkxGdGHmcfoTRl2kFwUDvR7EPjUSnUs9oUvlFq3E583wbJSY6Og9KxGK/mZo0Gt0xqUGWFlx+2qJ3fOVSRD5ZggLYv7UFmKLFfbkWV0yl8NvbunDgw7ZVweOyGiIDNNaHtzG03pTnrbYM355jTahzxG2QnkOjvHL6+Nxnimm+9Ju/P4GjkL3L/cpwx21CEGbvTM1C9zWu5HJ4s64xyc8BzicaH5ZJupE6f1dawgcFjmZIdS+yrLkYBnbgvnzDinguXS+eKYMH3Ofed667xpu8XelHnM573tdvl6MDso2UZ5jecejY0g3dPS4WV53DhGzA5Nd37QNaH2qFzt0s8HAXxBa+0PI+I+AD8TEflLTl/bWvsBSf9XAXzy9PfZAL59+n8cOrGTNgR6Z4Wp2FSyO6G4edf5btPn7wbomvHmfDVK3wTmZSOOKHlphRmXBE3WtiUD7eqXSAWXVLhGr0zfcxtqdOuiXdcmI+WXsrvNsPq2Bafnt2ccg+OWxzLd1LbzG0g0VtquLX+UTlkXdZ6kjP2bG7u+rzkvlSnRdpiNNxsjjRrVsDkjpmXMDoQsf+oyArBkN3RssGyuDxwjZNuPjLhzRjm9ysn5sAzZHjRHugPRdHzr0i/Qv8XEabQ8lXMUnGQ+KYMLZFg2N+e5T3Rsc725DL0vyGWZtR8DXcUm9vpDl5d0CZu/Z7+4ZXjWW7p0zM9TfWKz65/P+rrAQMfY7rCckwxlt4eFIUFBaweHZu/c7K6NUGnAjXQsLhtX5hq2Pf5w+nrf9LfWvc8F8N3Tc28EcH9EPOmkwnLCumUS/g54o5D3UzFxusyf8+DPo8HO5bOiAw5RkVteccs3+0wOco+WJFyEq0sdXFeO8tRgqXF05YwiC0cxu2hF20ThFNZa3fmzOEsh39F2h/0/ypQwMzVyTqcy2lbSpGOlzuJIVo762AC4yJvlT3BEynlmWsdApAw6R5xDlnk7Kl7TOhmPOWs6VpyT7ObaSAZ2FhScblpOWRhtbQNuS9eemXUYJkqdanWgMn+d88oOZj+pQ7mJfj+dczqmdLnJdt6IzjJrnTjAyPvMEDP0Gr+wkHOB5XIMXNZZj0zQOe/Gko4DZTyUzZz6vDsin+eaztnY7H9hWvVI+HFQuBrEvEv8KjKPuADwMIBPAvDK1trXRcR3Avgc7BmXnwDw91prH4yIHwbw37bWfmZ69icAfF1r7eclzxcCeCEAPPEJT/ysb33ZK6c7DXtjnv8dsq4h19aeW8vvGI7Jcizfg7yPf9r9+L23v+cxyPJYoLIe+35qPnwd8719Xd8r192zfE379k7b/pTxsy73ev5L9PU8ZSykfAntA+D0sfxYx+YUaYaTQ8toePzTHid1fbRjaFTGsc+JQxl7+U9pj9Nx6FMudzRGXbl3Mpc0r8vE8fHR1/WUvEZ9kujL6/uHn1kbby7PZZrWJkfNzit06fdj9z1dfi980Yvwvt27r1wZ3/+nn9g+95//9UvP94f/wisebq0969IzviJc6Vs/rbUtgGdGxP0AXhcRnwbg7wP4HQAfAuBVAL4OwDdi3YJxnq+ansMznv6J7aEXv24sgImiO5ryVDDdqWu2a8sjneA7v0TBZbi9GBMeeMXz8dCLX99Tqi76dHmx/I4eZSZGl2X0bScnP9PQa/XXqEUp3CmvB17+XDz04GuXhz+t5e/aT8vUZ3WPgWMNXJ+4dtBlOtfGks8Dr3g+HnrwNb5OiyVKw1CN2mfUT2vtPoJ7RsfEWhtNMp1UV35Wx+Gp4+pYfaZ0c4ScS0XcZm4Zi+uknynfB175Ajz0ktfv30riZcVjY1fzHe390LSZZpS/m5vK4IzG/tpc3wQeePnz8NBLXr/UNSt6bFHHkWyuT9z8nT+2ZXsnVtgSu1Qu3x945Qv2+miNJS1cKa5s6YfRWnsvgJ8G8JzW2jun5Z0PAvgXAP7clOwdAJ5Kjz0FwG8/poJ1eYWXEpSmTawtH2XavO5oTwelI7UcYH9Imx4rbtIt1ruPUe882VnBuTyS3mVFrdT1SCagr79S1e6MCP6c6XdThMPLUacYU6doXR15GcEtGSiYXs76sCHhZZuYzspwyxa8xOOWLZTez3L1vJzMg/vGrMd3P7Lm2kOX7qS/mltK4nGSz7i9GtxGa2PVOUHUlovn3LKLOim6BDhAd/q01imXAnRcJZxTI8Z/sayoc4P/uzmWSzlrhnG03OOQY4MdauekAMff+NtEz3QcW6JJ8PzJcniM6FIgL8Hqm0+yR6U7xiHHwtqyI19zASflDbTlHLgmNNSBb8AVOioR8YSJSUFEfDiALwTwq7nvJPYj/XkAfnl65IcA/I3p7Z9nA/j91to7jxbkHIk1b3pt7ZMVE6d3a+56fRSVZFqWD+gP8tpMr9/mpj+zx6J7luVw9ebJr+vqbODUOKjhcYbBKemEO81SlZNbo8/16WOMx7FonBzR+TAubhOO4Nx+A213Xjt3jg0btek5+4N1LH9s/OFj7FTzGNFXjFkBqzOYzwCHg7FYfk6bb1FQfee3YDZy+F2Wpe3kxsEm+hN+Dw/1eblxoFCngw23BhTO4KgTyNdPiYzZuOuY0fLdPiqg31OWGDk/7r86k6NnnaGV9BEStDCzMdIRmY/os9UtA05vMNuX44eDEa0rf885ww5kXh85L4M859eR+Vkzt7pTbTPv6a+5PrhC7BCX/nfTcJVLP08C8F3TPpUNgO9vrf1wRPxkRDwBQAB4E4CvntL/CIAvAvA2AO8H8JUnlaKDRiesGrF8xhkqVXJHqE8XCbXtdvkmCacZvc7Mm+LcRl+FU8rOSRjVQ9um7fa7+vk1Z30Lh/PO51K+rBOzIBpVanqVXZUD14/e3JhfMxQGIKhtO4dBjUq+VZL14whM+1ZZBAYbJ06v9Ve6fidjdCf9kOC+YMyODLWdKnIeZ84RjE1/6N8m9r9Jk/JoBKlv2+ibNLNcF8vfAtoEwG/9cP5crexDdVDVUeM2c23PcmXf8xsowDQGHgH096dA40rfhHMOSb41uOb8jJZVdPyMdAu3m14bsQRc7tQm3YFzo3zdcoyT09XN6dSEvpnkAiMun+S2bxLNOmNyLPhtpryvLNvFxf6QwBHjkmUC/RhOhnf6vj8F2VezcDW4MkeltfZmAJ9hrn/BIH0D8OCjKsxNcKfsgH5inbqnIZ/XZ41DEfrKMec1UaZNt96kYmBnZSHzgGJXsEEcMbhqLIFeEbHjMHqeyxqxJVqvLGfk6Lk252uTbLFZOjPdeSRAv+dG85k+zydpcpn8GrfKoIbKjRUGt4+Wn3A/AaCGZuToKLMhbdJ9H0TZC2dWX9HN50dO6THnXh1Cdr5k7s2vj+6mV0A5kmZZHXuSxvgR+iFMYPn2CTtmuhyz2/RnG7HhzWd5XIza3QQwC3lU/inPuNgcfrm4e/XXzEl9nstUZ5v1Fcu/YGIu+vJGzyn4HrOXLnjSZTeWVdvHBXXA4ccep/xmB4TbRcemG0ujuctpIMHXdgtcFyvRgLuxVBMRDwH4YgC/21r7tEGazwPwT7F/o/ddrQ1xq1gAACAASURBVLW/eFXynGD5bgBS8VH0yTT2dGEZ2awZfrffROlRd12XGDjtri2Pc0/ZVMk7uj7TMtXtlm+msoZ7ZnjZieXPvF1UpIrQGaSEGuTRUodibtO23DCsMnTpcTBgKT8vmQychJl1UdkdS5L10Mh57bNrE1W8ubwzivJSwSZGbJmOB07HcvB1lkvv8z2XL+fB/9UJc/mnwudniCGbD+XSftf9U/r8jjZUaj9ptJ9LX1wvV8cdjUVndLUtGG6ZSJkhkgeb2I/JEZvn5kzOe/7L/LLICxlXqhsT6qCpDmEnhOvITIfmzzLxmHVOStZ5xCCTo9Exby7gZFCbz33Oz+cY0v5cCz7u/ZNpvxPAc0Y3p20d3wbgP22tfSqAL7lKYW6+o8JGmwZ5t1mOIyFVRqxM1LCP1pZ5suYEcstKfEYDK11+FlhOCBct5rHyGv1mvZhBSPCeBxfFO8OvCi/TOWeD6zEysu665q0Ol0YrXSSDpZJ3eY+YMZZHlSIbK5e/6yc2xvzfbVbl/xmpOXaGkX3LY0jrxPKxs6b33PM6NjgtUeaLuo+ML9/j9sx82HnlcePGRN7jPS9ujHWHNIrRUwNN7T87RNlmlD7cORmqM2L6YcJO9zCjaeaMohsPWNZv7Vmgb9MMNPL69Nxi3xQHU1o/dlJGAQW147zvheVQBpBlHejUpo7OSJfkZ667BiwJEzh05yml46LjJL/zHFgEhstmuQo07BmV695M21p7A4B3ryT5zwG8trX29in9715KhQe4+Y6KRpQ84HniAn7DG0crGklpFKZlJlJRsmNwSoShzlM+O4roGewgZZ5u0rrIgKn7bJcRuC7ZnhzFKTMlBrL7WXbO0xlYYHwku9lj0eWbSiQNhCoYrqc6I5xmzXHQz24PScrhjIC7fgw5rlh5j9g+HtP8zDEjyA5byq8GXhk4lmcTh0hVnQ6tixufCveKvGNv8v/aPEl5Oe/p+2LDJGHxuzVaj8yjtb79MqDIJRNmV9UZ0350LIOyF/lf54/Lj+9zHhpwqWM70gfGcek21Q6cvLjYLHWf1Gv+XTPnqOs1xxo6pCMyQpOj+tVBcU7PaIzdPHxcRPw8/b3wDp//FACPi4ifjoiHI+JvXIWQiXvr15NHmzcT7KTomqnbc5JgJ4CNQRppdRLU0chrmjcrfKZau8ksTALLznlmWi53E2h/PP3qsDIMXdQkE3LkELgzVZxBprxmBcRlXFzs9+rkJVbm/MuozpClI8JGW9vQtROn5Wd0KSPL5LRar4R7U8kpMjXsh8TLsl15qjBT93J/DPZ92H5n3Z333RhzDpzOnakNQ43yYhxLe4zshxt/bq5qWhoXbbvdjztmGefP8OPHMYi6yVn3avB4df3FbbE1dRudP6IBU/7X4Ir7QtvaMSJ5TRkvrhfXV/exjRxQ6d95j82U5+zM6LjgfB2r5sqjNpz7eeSIt12/D0k3f+szrGs63ROGYTHtcEW4oj0q73qMB77dAvBZAP4SgA8H8H9GxBtba//3pUgnuPnuYQ6ejFgWk22gLDP6dkaLo8v8rktJNBEXa8BK0/N//uwUkjIxzsCNWBJldXb0I1xMCbedp7YBzyTkdTZm3NaujvocszHb7UF5sczcB2n4mBHI/nTtkXkl3D4cp7xd9JTPj5wxpYrXor6Mrg0N3fHHbNx4f5LrB2AcPWt0qPe0/dgRYRl4+YVlWGOE2GFfjO3Wz0GVTZk5lk3L4CUbvp4RfR4Tn22ZY5CfBTAfCeDKUFnYwJpAYXFuTcqub6JkvUbGWvvc6a28ro6Hsokj3Zf3WP9x+pTVzSt+Pv+P9vBoud0bhTIHuVzNP2XJMTK1UbeXiVnakb5kh1fyWjjk3fe2zsxcIc74HJV3APix1toftdbeBeANAD79MjJ2uPmOSkah7EjkAFRFBhwmc15bY1D4OVbecn2OIJxHrt7+mkJeo2/ZqPFZK04ZsIFRdmFWrLs+MmT53XKO1oGVbcrcvdKHPg/3eiLf6+rRDptMXfnqBLBcXIYyYPnfKUats2NGWHlzHhmx071uWUH3eMxGNvoxosYt0zmHJceutrVzorJuujcpI1zu//ysb1+oDDq/SPnPZ9h07UhjcDKmjctQ9kuNtTpSI5Az1uWvTFWj8zB06UONlytT+qM7d4YdHV6C43Gcc53n8Wje6RjOfPMatyuPNVleWaR39dI5pONOl2ick599oDKmo6g6y5WT+XAaHiP6CnyW4+Z2plMHXtO6OT+lCW2Xwg8C+NyIuBURH4H9Dwi/9aoKu/lLP2xsUwE4ShUY73/QfC4uYM9psPQ9YbE0MkirUf1IAXPUxHAUMTBNKnbaNsuyHO2eeTnK1zERGl2oPCN6V41yvgas/cfnFrglMTY+rg1cGQx6bj73xt3X5RTneLIcs1M4nVHiIrmufMPUpMysiLmek4GdX8FVB2jkoAPjM0C0Hdfa1C2vcV7AfvOmm4v5/NQnh1+zlrmqTqbKoXO+GzsHh2R+A8i9Eh0bAPuyImh5Quetjifua77P8vJcGTEW6VTomzYdi2WWWnn5gsvJujvWkJkX9/r1mt7ZUb2cHlTdlf07ybM4jmHkZDoHTc854s88Tpxz4vqKn9c+FPZw/4p8jr/ox9k1o92d15O/F8DnYb+X5R0A/gH2ryGjtfbPWmtvjYgfA/BmADsA/0Nr7ZdH+T1W3HxHRaP6SSHNZ2TkvYxsNJrkPDitnThkcJwxmNmWFSfJwTEfzkFgI2FZE4riOKJL6ATViJPv6bIHGwadrPp9cfbC/n7cunUwYryfyEXLLJM6TyMnxcmi9eEyNtO5N3LNOlUsozMEet0xJSnP/Kxh12ZnJdtwsxifESLfmuF2DrEabWUz+DMbAu4H156MTKv1Y8eIHRHnVHZGeEXe2RHpHbpZVpozrBdy/9T8VozuQcky2IHSsaF1A7wjoW2jDqzqm92gLJ6jI+dy5ICMnmUHRtuc89PntE4cCKbTqs74iIFRhy4dK3U0eFxuYv+bSsqu5Hhl3atsi2NwMt+231s3HywJGW+jZ+8htNa+7IQ03wzgm69BnHtg6QfojepkULo9EBwB8nv0aogBv0EynZzEiJFJA8xLI6wY8k/Xs0eMSpa9L7TfuzCKaBRpYJ2jxE6KIie2UrxqXLIOmu/sYOzl2nzSn8TumZ+yNJZc9lxe6xV5ysnLHLosNKr77Dya9tG+1yUIXVbJ8jT6ZaWqz/CyhRp9rrd+Pha5OYOuUV+OdVWsvDwwUrpZPx6fWqYuTazS6+QcRvRtncsgPL502WXUz1O7t5xb2Rc8rvLZi4vuHKPGusE5T6PyeJnPzR19S4k/u+UdNcQaXLglHF4ukj5sOjd4zGb785jNcrj9gHF7OHlYD7k+5HHNcq3NzxHomeCyeJzyZ5ZJ54iyLfR8sHzZj3fBSakj9O8FRgUwEXzzrMik0MKxJsA4Uh9RpZk+o7lMo5Gt5jmKzBkuys3rznDq/RH9u2AsNr3BcOzSmkMykkMip93bfqufHry8woxQ2wGIpaxs5LlMZoX0jaFToH2lbUPKa/+Wwa0lw8NjyTm5eZ3HizNwuuxwLHrV+0m7J5R5m3GxbF8nu4v6mSV0pxtr5D3neVh6aJ3TJtGuLjuOljkT07iemTG6Nko7/883cS7kWfecsq9qcOfn2n65g9tS9c2I8WIGkuUfMbz5jOQVqq9Yxs20zHWMERw5KLuVZ3njMjsL2V4OrAs5T2V8tL6qWzX/0VxSJ8XN/6WQvazX6Kzsu+rmORaXjXuCUbE/EsWDiqK3eRK7QakKUZUFsHQ4cpJwlJ3lumiIjb4ado5mnHOQbI1OXM6D/yuUJXH0ryq2XEdPBcRpOJ1zUlwduGxlk1hZKGuhBoUVYiJlcwrStQlfG232JYU7R2/qlOgmYobKwuOFn2GGgfPRqDnZA46ac+xofzKzoBGmnjWj0LyYpdHNwZ2jMTIywmwCy31Hei//jyLZTKtvymVbunGuDjv3hc4/nQsuHXB4g24TAOLA2uT8YUcny2S5nMOTfTS12bxB+RjzoA6Gm+Ouf3T+q1O3VobWS/WeYsRk6thJbLf7X5dXpsnVL8cKpxWmZHE97yl7MqXtXq8u3BXcE45KaHTJk8R52glWgM5J4Amlk0+NCadTpZvQ6EdpS56oI+NBaRavzKkxGhlONTQ5sfk5fZ4pfVVo2g4aobhzL/L6oK9aOkVaJ1dfrpcz9pw2DZAuUYye0zz0VePp2dXXF3UZQg2vLsWoEyDReFxcHJxzdZT5ufxT45916ZgNahtuB3agOG9NM4pG52cpX5J9cSAg1yv/dD6pg6JjmR1ItyzixmyWxc5uftZxyml3rXdMOM+8pstYwMHxcE6K9lfb9T+9oUvH2i6b6I4f6I4iuLg4HMCmbeD60DmDWkctP+s5clZU5pHzQAjVWZqemT43HjSInDPe9I4JB0RTugj0Y/BUtvaS0Fpc+t9Nwz3hqHRgY8+etIuudNf9mpOQxpwntU5EnWTMwoxYEC5vMhSd8t5u+9c9E5s4HLI1omn5ddQ1FsaxDuw8cZ7A0iHgtl2L0jWfoUPFO+7RKxjnIDooVc5yORYKxvE7li89GzyWFBrxzw5S6w0iK0FVpvJ58YN6ZOjmU2LVmVRGTevF/aFMzOg5VvBqsI4xTFoPztPBRdtqMN28pP6Pi4t+fun4UzYt2RC374ON3EF4P7+lnM65GTEJeY33vSkL6dJz/puJ4ekCnN1BJzkd5QIs1iXKLjlwMMZjg+vMMq85Szy+nI7ifHR/0Kit+J467I65WTA1N8/Y32TcfEdFFYVT8M4LdoyA5ql5pVHJ53WyqZFxDIWJrpTa75an5g2AwsCwglGaM8sbnRfTdoeoiifraFksjasx5JuP+Ai8/4s/c9mGDF0qUVZiYZxjKQ87XiwXP8fGgBVbyj8y/lP6RdTmxpUqOGUenOLWsg83eodQFeQau6PjiPp3Pq3TOV6slMnxbLcfOaTRDc75nJbP17o3tFp/37GY2k4jx9/1gUbOziHL/8YxnR18HZcjhz/zyTx16ahrmxj3m47zkZEfLe8YVrFjS3TZRuvBjonKtLa8o6wT14FlznLZSeG2WytDWSuFzn0dU06fuzNbgLnPLCOtf/sb/fc26eNrwdke+HatuPmOCiMjQY4MmGrW6H8UoS2UD5Yev3My+Pksjw2so9ozrzSSI1YG0SsgjbKZ7XCTWliFOarS8tx3LZMm+O7978dH/K9vOqRf21OQsvAbHiMKmJVqKrxu4yyB66/0rBpTrZc6HWtMhhpnTmPaZshAZJ1G8q1Fly6vxGjsOscb6Ax63LqvdwR4bLA8jlbnvFzZuwboKbzOidI8NJp1joWL7nV+sV4YRdhZb8cmsNOrLMzCEJ5owJRxULDsozfcki3J/uJ2UIeKGQeuW8IFNTnn8o9lyNd2dSlNAySWh/Vwzm9mEvUtNdZbOv91OdltaB85/8Yhblr2yElm5+WaUEs/94KjospTJxobII7SgaWyYadGDacugbCT4dKlcnQK0RlbVtLOOUgFyG+M5DIRR/NcXublnDJnDB2dy1FcyqznFvA9aY/512XVaeTysl7aHs6oaL9wuaPIOtM5qpzHgI4PLnPEEHD+vByg95wS1WPlVS51uDOvzE/bQd/QYllGTo9zzNgpY1ZQWaWR4nf1RvQy6bjR/yyTq6tjX5wDseKcBKXpfgbDOXXK4mjAMaeP3nF2y2DZpo5x6BwBLOue6XJOO+dZ0zLLwaxHYiRDBhVuf8iu7euqzjW3Eacd1Y11k/a126em4PGkYz/vk2z8Gvu8DBibfglS5kz3w4tzP14Xo1IA7gVHZUQlM3jwqyHXa8BhUjulp8rFRbXAck13pIBVaeS9RXRHjgUpuaT542LTG+sET0Bev1Xjn//ZMeH76XgBy1duVVmSoujOs0nong2Vc6QEnNM0cgz4/6ie+TzL4RxLdXhGbxTos44Z6BP0eWmUqDI559K1v0OmUeZJGTCl1EeOjDrr/AzgGULu65EDpcyWm998BpK2CTtX6lhK+zd6fvGmjrbFyEi6Yw64rnxuU+bpdJVbunDsDv93LOSx8eu+O6ylYbn0TUH+0/w4qOK8RvPXBQ7sJDvHmvPn8Tl9np3Taa6Fls9OVD4T01jp5LweVqIBj2ppp5Z+zg2smABPozJUEWteqtQ08shrPJlcGqVjR4ZkmjBNHZMRG6PlTJT2fLqmvraqTIOj5t2r15nHqEwX2TvDxekznb7Oy23ddpgDGKZ+td+cA+aWDtiQsaJ342TtmrIMCReFa0TtjPLaOB1F9q7/1CHQMzRUXnUS0zDHpn8jRp0slomd9ZC1/pTFvYHhoO3LMqcjpU6gLikcQ0bm5i2gbukixxu/AZcypIyjQGDExGn7O3bTyaHG3LGdgsV+FWWXdSllY9I7rDk6ztFntqcT0ASMOY40iMhn3T4SdazZSXH6bRMLRyO/t6n8tt0iX/uf0055tgZ0v9JcuHbcGy2vUd8okmZj5pYQeLK6ScWGmKO10fKOyua+Twpx8Yq1i1L5c07WVAo52ZlOZQPuqHKWk643VtRaX8AzKurgcVupsuFXQFMhkKKeFS7XzS0NZTkq3zFndSS7tgUbKb2/poR5nDlFrAp1jV1IjN6OYaWafTZS8q4OlEeoIXfshnnVOpSB0Cif88z5YiJXAEv5ldlkWdYca2UolP2QNp9fhx8xEq5Nee7rfGUmVR0NbY/ReFXHWvWXYHEaNyMdMKrzsCxibIflOYdpem5+S1EZLacjtF11zOpbPDzWj839vL7dLjbK53ce8/M1cZYixNGJDdDMOLkKtH1Rl/1303BvOCocqTualZWVo1jzXg5GZSGAwwThe5m3Y2loCah7HXKkxFOh6fNz3hKhqBJIWZWWZUOgUX9eY4bk4mJpsFjefFapdpVLr7G8GiFrelcmv6I5YjQ4/7w2MmaOHUmooeRrXO6akVEw08Z94mRQZi2fV2aJZaFn5zNWHG2ujuSIOVHw+B85sCMjr2OVHSwtW/uH+3u7Rdy61c9xdXL48yY822Mwv16uAYyL6Ec6hMFOwWisu6CIZO8euXVrzMyonhstv6jMzLIkOC/HFAN+XuWzu3Zgd2WZpXOquS2c485tpGMz+/VUZ1/7XecBOyzT9SZO3eK4hJu3enKjcW84KmkwdAlDKUjHfqhjwBOEB6cqqNGSkKE250mg1DFPQj7BkqOfWSaSL2XOZ5wsVF7cutUfa631yv9OqY4McU5qZk5OeeNHI1K9Hxt0Thn35eitH1FszZWh+fGz3GYDRsGefqyGmp/jMhm6DKaOQ+bLFD0/6yJc7gsebyLzbOyUGWHw8gDL6TYb0md7Bo22JzNkwDiyd8Yls8y9JI4dMEuVXSSd9VZnlttamY9Rf3Ga/LwJACS/tNEq48OBiXEUZuOveWYenA87xZy363MtXxkVBulIe7ZTpnGOGOtX7SdlDkcMCTnLqyyem3c61tb6NVmVOf9Dn7Z5/F6fp1K/9XOFjkpEfFhE/FxE/GJEvCUivmG6/gkR8bMR8WsR8T9HxIdM1z90+v626f7TTy5sLbIZRVyzoDSp1Ghoev6u0TZPbFXQzlHiSGYjP9TGylwNFcusdKkqxCm/1gYGNeXWt0W4DBMxt1zvHxnptYPP0gBlW2j+bQe4XxVmWZQxE6PWnUPDylLzUkXlDMx0rVdcWH4eQdPwW1tofTsrFa4yqwPDynZUP8Js7GIz3gQ62qfC8wPoHZm2/7XZhQOsDocyiPy/E9Qwh3rNXXfsF5epjBC3hTI0XT+RXJle5RsdBKbsADsBzJCpQ555clDCSIMvesSyXW4pSKHsCjtKhmHsTsp1jo32q3O+HdPh5BwFPy49M3Fttzz5mOWRZxqPHxe4NVoevab1kwbU68m4WkblgwC+oLX26QCeCeA5EfFsAP8YwLe01j4ZwHsAfNWU/qsAvKe19kkAvmVKdxrSWDnjOTKcPAl1SWGN/s7/GgUodG8DK7ic1Dl5t9v9xF+LJPTES45cLqZjsUf7KZzD5YyKqytjeibuu3VQWEola3msTFO5rjE3xyKjzF8jYCPnWj5JHc+vd6uhYuXPyk/ry2PCLQGqge+Mviwd8fh1RhLoHQxtZ64Dt3eWy4Zh5Liutb9uHGVZdY+VczbUQRCjskjv5nL2x6kROhtsfs71ictjjQFaC2TWxnPOv9QJ2s7JWKTuGgU4PN8cO6nO9YghYUfDLQfxvHXOOTNAXDeFBibaFzx+uf34j5HL6m7sTJ/tvisNUtLZzvk3fe9YQmUOb56tv9G4Mkel7fGH09f7pr8G4AsA/MB0/bsAPG/6/NzpO6b7fym6bexH4KjKxBrdnwrWTSyNno3CWvx2COep4P0GLJtbb88yZgMksshrra215dIX18HQ4odKSGTHk1ijNY4GASyOQFcHMJXfiI5OuNeTRw6jljeKlthBSpmm/yn3rJx4KSENF/9PGdUZGbEO6jSPnmO5+PPIcCrSeGiUz2PBGZ2RE8jptMzcBK0KnFkAJ+8x9oSNx8gQctuzYyHjcVheOqNp2AzjBOBQzihfN566ctuyfzlvJ7M6AG2Hxe8HcXnH2BGXZhPdb/x0Szc8t485PLpUtFb2SrAzp+NxljLoMiMHk8KgDd/GUafcMaWZn2MKASxeXWZm9XoIFaBOpgUARLtCCisiLgA8DOCTALwSwDcDeOPEmiAingrgR1trnxYRvwzgOa21d0z3/h8An91ae5fk+UIALwSAJz7hiZ/1rS975REpGk53f9fSHrsHun+n+RyX8fFPux+/9/b3StrRZ8q5tf2PaiFOSn8cjyaPUTp//VDXRyvXIEVr8xtFh89anwTnlWkuayztsa/ne6Q8V5aOr1FZp6Z7tM/dSTv0euXxT3ucGb9rz7pyjo2jU+fdY+nP9Wce3dgdlfXoZDgtr8eO0+t6Sj/eyXiXJ2lej8vP/Nbmu5Mzx+57wHjhC1+E97V3X7nF/4hP/vj2Kf/0q44nvEP84hf/o4dba8+69IyvCLeuMvPW2hbAMyPifgCvA/BnXLLp/2hmap6vAvAqAHjG0z+xPfTga45H3iPqcw3pdbtnNSrQskblrN07IucDr3g+Hnrx67wM/ExezyUCjpZG8uZ6vPs/WhJixmVt+WWtLSj/uJiO9d8EvvJbn4t/8eLXekZirS6a/xrVrXJwnRwyIneRPEfYrr2UnZpkeOAVz8dDL/nBRT4tX6fkPBIazTOjop/X8nRtYpYgbF21noMyGfP45fGmewK0zZgFcSzGSJaUlQ8o5I3neXbRrh1+98fsWVhgbdlsyveBV74AD73k9XO5cxmZBhjPF5bPjTW3VHMs31E5Wi89f0fL4PE/lffAy5930EkkA8/lRV1GMjEjl+l1jDtZuA5rY57zGi3LuXttt+/TB0UfXSMpcRNfJ75sXNnSD6O19l4APw3g2QDuj4h0kJ4C4Lenz+8A8FQAmO5/DIB3H83cLVG4z8CBQtT0eS/vu+USoRyxM148T7i1JYkRkkJXmRhK/7p9Gryc5NJxvdIIuHNK3L4NtxygabQ8R60m7Ztrv3QGREQslQjXMc+8YGjf7lq/kS77xhlkzmMEt9yQ1znNCNxvuvQn7Rr3mfhB6evp+7z0ONoHMn80Y1Xl4WUsdgxGhpXz4H0MrpyEntGT5XF+LIcuFep+BXVgcv6wIXPlrdVvtI/CLYcldM5N3xdOCkPbcOQI8b215W0uI/PmP82L6zvlOy8JueXEYzpnwmLZiueN7hNiXZB/vDyXOoLzd+WzY+uWpWOz3FvFbUV52zf8APk9oOvzVGoz7RU6KhHxhIlJQUR8OIAvBPBWAD8F4K9Nyf4LAD84ff6h6Tum+z/Z7mRditfkR68ps+LTNLw3QaMAVkKEOWpIsMIWQ3x4aLAOD/SKPj+PdvsvhBkoh8xrjQXKfLP+bi8NsGQeeC+APsNryso4OOPuHI/Mxxlhhirh6f/8JoqLnPJzlquvsa7B7RtgORwDMpLfOczahiwXO69NDmk75mi5OrBDzQpb+8ONuWxvHXssBzvegD0wbp4vZvPiPAd002T2rRp3NqjOCVlzSrS+I4eUZV/kbZxZZjk1PTsY6gxwu436j9PqNdk/N//u1opD3b3Now4kkvk0r6KPHGHee5S6ZcR0crkr38ONWXZUWe/y+HRva/EYmXRGx8LEBpjezpv3wxxj8AuXjqtc+nkSgO+a9qlsAHx/a+2HI+JXAHxfRPwjAP8XgFdP6V8N4F9GxNuwZ1K+9OSSNgHsBpGt0vP6P8FpRueTOMrRGZ9BVAsAcevWnj1wxsw5GQcBD5PdUbdrkyfr4pwVdnxG5Y9oVlM/AL1ScgbPLbWokzByljRtKneWR2ncttuPjxHVu2BLNv1yhso+Gjt6Vo1TjM6gaD58T9tI+0rHPqdjAzaitgfOdWj0yfXO9tJlLVcXZTN0SZLvd3lt+vk2mnc8FihNe+Q2YnobrjO+XTOtRJajc1pIL8StW/tXvjt9Qf2j85XHCEODioFDHhFoG3QyzLLqGNgEkMMv2wStl1X/KzbLurTt7rBcpnVQxxpYzi92nG7dOvz6c7YPjwsGj1sex9y2zlEfBYsqI5fP8rAOGZVxhdifJHvzGJDLxpU5Kq21NwP4DHP91wH8OXP9AwC+5FEV1inttlTmbq16BFYUqoz12VRYEXvngyM5Rx9jELHwmQ0aHc3lxfKeKlO+p2uyO1LoaujX8mE4Z4+jYTVq2h76equLBBNrzpjmx3tqOrmIIVKjzW97ZX58nx2bWTldGCfAtCu3AT/P/eDg1uZdu+R4co6gKz+xiX0dnGGkOdQeaYj7oncquBjHjHUOCEXRo/NaeG455437L/NnuKib+jidkHm+mSBjv3/EtB33qxr0lA+T4XdGWPWPg9MRyrCIXusIZr7nWFZ1QEeOTQTD7AAAIABJREFUiDora+n0s37vghOZ6yzXVPe5PjqO9BqPk0zD8zaR15TpzfE4ydsekX6/uNg7tpvdfpxzPrEBdJmnGJVrx73T4kzhOdZBozKmDNlbZuPqqF2l2VWBAP2kyjxVCbGTkspu9EqpypDyq7FQJkdZBpWNHbBjGy3z+xozw8+wHJx3tkNS+cbxG+aTyPMTeH9G/s+lEDZss/NBjqu2lasL4JkB9xo4t6saD1Fs9uTczNf1q1suzPqMzl5xdeJ25zxkCSbYiROmZVHXRLa7lqdwrA7vJXI0faZVRzmfYbg+ZHko/eKQOo7Seey75Th5Zl5WUTkU2XZsDHncZN31+U2gPXJ7ORe5PJ1LLnBT3eLyMOyHY1e6NuD76rxlfbRvVNc6BzjTsx4d7TUBvGPE+eim8rym46ALMiT4aztc5w7Xej35XnFUNnE4/2BEzbFSBvpJ4wZ+Thg3aQBv2HnCHaMk05guvHcc5FMDNVLk7BQplI7VdnDOCO/jWVNkrry1vSbKFii1OjrMTMvatf2GU0cPp6LUaFXrz884pzTvqVF2ho3kmttA60s4KMrWt5dTvCk7OxiOpWBmTOXU+qjBV8PEMmdduA0zLY8hdmxYhtHbS/zZRcUjZ0SWHXjjo3UApR0aj3Ous8oxckKznoLuwMa1+cH3U/e4wIodken+vOTC7ItjN/i6siGUXyfPJvqzVfS+5qd94uRP/eXOieI0Dqz7RvPMjXEOWDiv/K/jKlkXoNf56kyrTrlGW18/SnivOCqAn+xAH3lmOqCfBMeMvio99u45T2A50FnB88TidDqxuHzNmyeVptGlBhfRU3QSFxuvtHhyjiJJYHxQnZaXZbCiGDEmI8Wlz7jIkJ0+F90qi5bl6uFsqqS4fZR25ry4vZm90ToeLizrp29RuaWdURuy/GusHOfPTrKyfVyXAfM1M1sJdqhGc1Jl0HrpWNCxTv3JGx9Dmbv8T/M3yFjPv4ir7ATPd2KarPyOXeI81r47xiPru9Z2+QzLPXDMbP58r3P0TFtonjqP1Ynheo2CDgY7B05vDFjJxVxxzswxBo4ZPceiMui50VtBhavDzXdUVImk4uAB7pYYeC3URdtkDNojt/tyXOQrz6Qc/ApzBJXrJmAqRo581wy3e9ZFvlk3KbP7ldMRo8B0tB5H7Tad8XP6t9bO+ZnbUBmlNeOr+ek4yDROeWkErPVU5cZOEcusTh3X0/ajKDzeq8QO6YjFUWPGsuX9UTR5jBnUZ/k/LX2FOnn5PdveGYZsM2YIXPvoabTAksVxjiLXI9tBjSfQOS0dc6Rt6gwTtXOEcXRGe3NGLIBzPFybcF3yzzElzgnStnZzLKudp9hqGUDfLzrHRnumSCd2dVFwf47Yz3zWzUF1wDXo0Hy4aF0WdXptpPuvEPV68r3gqKjhB5aTKwccG13HPrjoaEdr9loOP6+Y0s2b+TZxoId1ArLMKW9ibc1Vo0HeXKlRtW7U5LwdnT1RorOTlgqbjRDLxktvGm25aJyjXPdLrFnWpDzi1n7f92wUDPvQ5aMKRpWT6zdtdx0/+Zxu2s36jAwzf2ZWh69nu7EhUtlOcV45bx6rOgdG44DrpUuijs1Tw5JQo5n31dEYpQP8G2OZVgONkYM7YhO4XXh87+j8HZ1rIkeOt7aV+czzyTlLLBMzNqy3mAXmeqhD5L6PnAFm+UZMxbSfZN535xwdx/YYR7Crr7Tp4gj//M99uRYUOAeE4eaLjhVxPOLiAk3roPlN6VA/9nOtuNKTaa8Fjl7kyaQDnJ9h6pap4sRkrPvJdtEP8BG96eTRyayRSMrJExsXy3y4Hs6gKSXddpjfYsj77uRLzQfofoCwM6aKrB/L3zEom6UCnq630e+jbGKWOxVn9xaH1HXxRpX7nN+5ztrPU33atMluPl2UZVSFzfXnMkcRnX7WtsoyMm9O79qJ2ZhR3bXvuCwdM0rxsxxu/HMabtu5zLZ8+0rrxHMg+4TBb+1pP/AYY6faOQYqt8g0b7J1bBX1+eK1Z55vc1vKIXAuX37WtaHqj1FaHgfqoLg5rmM35XXO4ygvTufmRP4XndudQTU7MWZcJ/QNN3ZAuL78WcevYRVzjh8uSXASG3ROyTx3B47vJaPhZjIgDhHxOAAfD+DfA/jN1o5FXAfcfEYF6Ae0shU54JjOZmXFEbIgo/gu+pC0i8OPOD+NDJn9YTmZxmRnxpRnI1ilv5XR4KWMUTSnZWQaltkxTp0zZBSTpmO5NMrXOrFhGbFBjqHKiDH3T4jM7qff2yO3F3XOZY1OeSXc4WQc7SubwXVirDnR7u2PvJdjKPPMsaIGasQkaWTJrMragV7qrPF9dQC7Z6NvYwfnVKlxUtlGr7OO2J1MOzmg2Y7dKdPs0PG80Wtz3eDrnfLp2J2M+mLzqnMuXF0V6WBFLB3uqX6Ltu+ckwEMi9Tlkde5nm4uu7mQ+aR+0uVWvp9jPJcVlWHRdsuydUyYMuZD3HLMqN5yOrZwMiLiYyLi6yPilwC8EcB3APh+AL8VEf8qIj7/lHxuPqMCiPd/sVwf7gwinXKplLFEC+327aXylahz8VshXNYW/TMZMbAhV9mdQWbatGN4KH9tC4AM6MYv87gIe2Q4+TVqntAjo8PgtKoMNELmZ9rucKiWsmBr5XJfOHEuZIzE5nCugmWbBlSw+6zsAJe1YCHCszSZxozJ7jqXuzb2OW/+rnKt1XGWw1wDlmfnMNaYCh7HzETMzIAfFx3r0p3h0g7XmJnMulDfxmbvPMV9tw4RvjIUWT63Ky+jbrF0DhyraOa7/YVk025dWwwchrjYHM5y0jQ8vkcOh5bJMvN1ZaRU722xbCfVaZye51rHYkhalUH1Act2cXEYU9qH+gyzKi7P6X/bHc7mGc6XK8L1cDdXhh8A8N0APnf6KZ0ZEfFZAL4iIp7RWnv1Wib3hqOSyAmhh38B47MzgGmAk8MxTyCjpPg7U52ssNX4KsVuKPAIUlyat1LgbHSUIWEl6hTNiHbPcnVJhdPMZRkjobK4vtF2H4APgppP/sxy2fiM8lOD45w351yoE8TjAljfIKlt7hxDNV4qh45fdmy5bx0Dttss+3xtScCMYfvDhdN9e8Irl6v7XEZQOdj5ZoPknOIsM9Orw8nOkjsLhuXbbg/GZzakVAdeSnJzebSERJ/nU6i17pnWzRfHVtDBdxFxWCqlduz2lKizovnxfHZlry0tTW0yM1BT2r3+Qp9nN8Y2y3zVwcu6ukBN99hxUOX0tdbJjdFpXnROSoJ1AmjpN+9dFxpu9NJPa+0/Wbn3MICHT8nnel3Dq4CjLiclsfC0T3huprB5Aus7+ao40xCwgmUog8AyTXIsDo1LWXS5QA2VOl8jQ7HmRPD9RdSPw4TlsrOsVETcBpwnK0f+S/BO+ynfWQmycuH66psmLL+m5XsuWuP66T1WbOoYJrh/1Gjp8tCao8Ptr85NwlH/3EYq3zSG2iO3l2PWMGJx361lO0xlzm+IufIzHx6zeW/6a60dDItG2GysdHy46FqdHNcnzlhpPvl/Y5ZMuH14GYXT27dfDmXNm2xVN7Dx12VC7b9sK9UTqtukjt2mc577PLZYbuc4ad2pjHk8zE6uWQ5zTiLPCz5vKJdpNXDSQC3HEI/1BbNI4CUdLiPL17RUTqP5Oi8XrzGQhSFijy+PiJdO358WEYsT6ke48S2++AXjeWCJc6KDMidhKh+zl6FTAm5SsPJJY+eUjlvnTpnm6K0dJhUrl1kZGlaA5eBrHDGxIlqLBEQhLuAcAzU2cwRCdc92ZeWjSpaVTtZVlWumZ6U6YkG0rvqWTj7HRjHvaZ2UjeFx1MmMvt+0zVTBTZFaV45bB2cnyK3jqyyKXTv8GjPn5aJD54w5x5XL43rxc9yu7HzmPc2PZbtTQ6AGlWXU9tJ54lg3zUfZmExPf/bogfzMczHLzXnBgcuob5WBGo0xkrHTf+xAunbi7zqGub55f+TsOBZHvys7m22Wjp86kFo+y8o6m9tnxFiq7mGnB0CTuR6bmBwUOn9n7qNrZDnaFfxdP74NwOcA+LLp+x8AeOWpD994R8V68gx1MFhBr7ET/IybgJpXpneRnIt0dVK2Xc8C8cSbJsuijhqJu8+ZhyoiXs/lqCMp5ovNuD2T7r0lBjDLzmsuGpqw2ITMDptJ3zmF3B/KuLARVmT+zunkMlSZuwg/8+I+X9v86j7DODZquLivVAnnM7yR0ZUv19rtR/rnle1SJmjEIrm3cnbTQWpMyyfY+WaMAoS1z/mcGigdF9qfOk/U8KtTwvLxeBCD3p1M6xyWjOZTNmZXeD8TB1Cu7Y7pokyzieW4mPKfD3pksC5U1kfqctgEbFiY/My6kWXXJVHVFwxuR25vZkU4QHHOd9uhO42YHRR5rlveme5HBk6jIKNwKj67tfYggA8AQGvtPQA+5NSHb7yj0oEnOU8gPe8DWCpR3RQL9BGXQw7mW7eGNOTw4CTjFC1YIGYOTLmLfFTpsuHMdV6modlZYacsqfpRlOnoXmAZFabRM0p/9ZdrEeu0bCoq7ht1JtgA62u7xxT96Lo6XaLUFulTRncmi1ta4Od4mSTh2szl5Yw7RdRx675lpMlvVIzYDi1X65vzwSh8AAs2av59nFGAoHAOeMqgzgjPNznD46hBVPDznL8X0htfXq5QPZXtpY5CyqSfHXsxcuL5mel/a/TdOSyjuTldn5/neapBQM4VdUoVayzvyInJtlSGUeckOyCZj44hXUYe6dqFnNfHqNwjB749EhEXmDy8iHgCgJXO73FvOSo8+XjSjF4X1UF4TGEO6NFutz3fT2PuWBvOg5VW1mEkU95jxaDOWdZZnRHe3Mb10zJGysUptrkRJFLJ/LUNda1X5XHLQcD0k/DmbS0FG2pn7LmOIyck89GobzSO5iaQyCvzVGdt1CbA0onMfLhcp5yz3sfGMEejOl40Knff0/HjdtVlNHYOnSwTu9AdgKjyZJ06g7NZshVp6NecEG0DNTrKhKgsXJcRAzunFz3AOCHoseyDtsvaPFwLhtbKV2gd1IliB0z1Cuswx9RwGa7/nfOSebmlSgUHAy6I4ECHx/0xp6kr6/oYlXvkt35eDuB1AJ4YES8D8DMA/ptTH7433voZUJR7R2HbH1rG6d1aOadx+U/5dsqYWQugf0XPRYBrn9WJcDJ2yw9G/k42ckZyArtnWBZlKvSNqbV203poni4vlmdQt9bash/V+Lcd5jc3Rn3MS1xs5DXtyLnhdPl/en7xxgy/EeUYhlR2I2XLjvaa8k1joW/B5H2gH5Ozo2vGGKfnOrNR4P4cjQMeP7HZ13VN/jQaeU9fWwUOG3I5f36TBljOVX4d+YLeItvR66aJtTE9Gk8cHLUdAGIwXJpRO2Uafc3byaiyuPkogVMEMSlSr/lNIicXyzb6PnobjefLyNnLOuV1ZQPn+g70HAedI3Ylv2sQpcFc5mn+68Fw18mo3AtorX1PRDwM4C9h33jPa6299dTn7w1HJaGvsV1cINzJri6CH1Ggmacab6fU9PyNfMXURTKsbNjAcHTi3vJgOMYnjYdTlkA/4Y1ci9dQNS+N+NUhmtuTDC07ELqxdeQ0qVOgBngUHWpk7Ywiy9kZeclD+1nzZOdo5BBxO6kTqOnUOWXFvYm9fFoOy+Ich9j4scv5qqPI437k7LlTRDVtl3eMHbJsW9fWa2VyvVmGwTPspOxvt/35Ivzc3OYDw7rmzHC9ebyO5HNyqiOy2xzm5Mix4mcGAULniEh924auj+RNh2aDZR1kbHU6JMeAOjrbLbo25jrp8g072dxmOl/U6ZA859fRnSNvlozy+94/Dv/8FaMBN/r15Ij4WPr6uwC+l++11t59Sj73jqOiDkenLMV4qUJ1aVl55IRXYz+asJnO0d8aXaWi1bMk2FCow+GM9na7jJr1cC5OuxdwMeEbG0NWXNxmqXzcUgOzTMwoOMdh1/qDqrQtWYmoEci6Sj8OzwIBPHOTn7nt2eET1mQhz9qzXI4de9H3+2hZaxT9cXtwWla6PF7YcXBRrJMVWDKHTlHPRpHGX4qlBiXl5jxZTucYMdZYsq5d6HO2MZXR/Sihjm3nVDqMnGUOWth5Z3nmz8bRoLbsDqMDxq+55z2gn78cDI0cZi5/UO/u15XVmSHmdX6FWs/qSVl2m2V/sRwcn6kTNp+lZOrunH5qJ/6l7YVjk5/FkW/bLSIwOWA4pKnNtKfiYewbi72t/N4APOOUTO4NRyWV0CiSccjBOHIGnEJnJTKahLq00eW5Is/o3miSj+o/KY22a4j7DEWsxoOfk8ndHUKn8mhkns/xmw26tGDap7U2NsIjxkjl7x6JpcLS/h1BDQrnz/3DDJjWac2IOEdEo3UdJ4N6AuidFB13GUU+0g5t4g6F47zXHADXfjoWuO6juihblNfy9GR3uJfKxHt/cpwpc8X9o4ctTvf2y8LG8c+0+hwwZBsO95pJJ0EFt4ljQbjtXZvrwXTc9+7cITeGTnHENI1Lv5ODAjuHi5aEso7kPM76RYMBDcKIXQIwnya8z894LM7ZHTEyro3p2djsgOkE6e43v64LDcANZlRaa59wGfncG44KMKYI19ZXRwajm1ji+LjJlOVrFMVp3NrzSEEyCzErSROl6bP0mmNEW9ZTFf5o2SXpYv0BwDRGvEwiDtJqW2kU5RwvZSYYTjE7CnhW/GaT5Ug5ry1DKWuR4yyfUQOtcnHdlElQY8x5ubqxEd9tvGNMsgTbLZVp4eiYfnBsxSz3Rddu81LKrMhXqH12MNiJZsdo1B8uGOH2G43PTD8HNThtLLhgxo3NTQAIf4qvPrfGkLAh5PHCS3KJrr1an1YdKX6eHQgpvzv91vWhYPEzIiyDjh/qt8WPkbo5Pcso5TFzpM/wdYY6Jzr31Imd+3s/ZvZOy/XjLm1+vXRMP0r4yQA+LK+11t5wyrMDTXADkQNwE7h46sfj7X/3WT6dUzDAMmLMiayKfZSfi2gZuoOfJ+VatK/ROuevCm0UyXMajjzzuzvThGVjA5tKJ8t3lPUoH77PUWp+5/vaT07p6X2OejOq5jZq9ONsXCYvYbF8CVWKxxg7t1SRSNn2N8ZKc03xcl+vRcQMbv/sjzRa6YC6PhwZ0OwHej11PtmW7+tzfE8pem0L/Zz11jNS8s+ND+5jnjNuruZYHumI0Svzs+O4TzcvfeQ1nd88Z9i5zu/ZJyrPrq0vJ4/mIs+HZAouaPxwu+/aYdMttwvnyd+5HJWJ9/dl/pqWy9Brmg+ny/EyYt2Aw1uCNIaa6tDMg3UAgMXv+vA4AlArP3eGiPgvAbwBwI8D+Ibp/z889fkrc1Qi4qkR8VMR8daIeEtEfM10/R9GxL+NiDdNf19Ez/z9iHhbRPybiPgrj6rg7Ra73/4dPP07/s3+OysEwCsNjQZUUc7U+WB0OuOmytlF9voO/4IRYMQUIUuk5+TgeqnjwAbOvZXCcstO/aaG30VzDhmpOOaF8xotm6W8Wjd1ALIMNgDRt1e3Tu3O1BlRydkvrNhSFldfdTI43fx89ONAjeqoHZwTl3UfyZV9z/+1jmyQtY4jujvl5rzTOKUM+laOc8oU2g9sKDVy12hdnXZl9RwGOqAb82sMmXurhVmeUTkzu7M9OCJrTseUv/7WTlduftY+JhlnZ4T7iXUDl53fWYeNggV+xrFeOo+d7AwdryP2EDiM2dkZu1jogHnpxuk5pwOHfb8SXF422hX8XT++BsCfBfBbrbXPB/AZAP6/Ux++SkblNoC/01r7MwCeDeDBiPiPpnvf0lp75vT3IwAw3ftSAJ8K4DkAvm06IGYdOpFjT7vu3vv7y0njDKqbdGpk0qNnZ0WNpHtOFfCasgX6tXdOvy9wzwiwgkmjr3LNr0kPzoVw9cz6aYTBUQZHehwdaV00cmIl46jelE8dobyuysIZp/zsmDDOP9uInSzOxxk0jcKdwWLoeSsuslb2RyN+1196L//rgWb0+QNf+OnLfDIvZjbUAWXnjNpzEaU6Ji+Nrjqx2Q4uUme4KFuNZcIFGlkWy2batTsWXZ2CydmK+24t68f5jJwKZQjymo6NzMMFKMqUcPWaXBfdMh806dgP53Dw88y4ZfnKquyl8HUx9ZjlWRvfWneHHHsjdob7Wx0OZe8yjWNZOgcnlvOjKJU7xQdaax8AgIj40NbarwL4U6c+fGWOSmvtna21X5g+/wGAtwJ48sojzwXwfa21D7bWfgPA2wAc/9EijQIT6WAAltqzkQp71Dm5Mi+gjxQ1auR8p2v62xGLqCCNhMOCwYl+bZmNpjo4zBRoWSPjkOmTaeBNY0q/c5QzYhSmtLOC4jbkOrITwMrBOUGjCNAwSYsj+nkscFTlnEJVcGuHl7k2cIyF1mWf+TK/bAM27swQcT5Z9shB3gQ+7H/7xaUcygyNWAYua0o3v57pnE2gb3d2prmOmrdjnJihYePpHEBm0jJf3VfCzMX8OJXv5qdCA40c3+pMKCPBOMYqsD4Tp6ZjU93zhMVv/fBn57goy5P/3TwEDoyg6iMXhO1ov5sLNpwO5HHjmMbU7yMWW5eP1sa4PqNODtwYvy5G5fJPpb1Lrzu/IyLuB/B6AP86In4QwG+f+nAsfrX3ChART8d+ferTAPxtAH8TwPsA/Dz2rMt7IuIVAN7YWvsfp2deDeBHW2s/IHm9EMALAeCJT3jiZ33ry07+XaMVNMC+PfVYnzkln9Nke/zT7sfvvf29J+ab90f/LxOc56MpL8ffId2hrnzP5bmW/zLf03Gn7euuHy+779NRucfqeMq41TZLnNo2o/qs1bOXZVzXU2S+k3sjLNuqNSx/1PSkfDAov+HxT3uc1NOXfX2G7lTc+Xw5bfyOyjpVT4z0i8o6urY2Zo/N3z32ffqe+V5rwIte9CK8r737yjvxQ5/xlPbx3/Tgpef7m1/+9Q+31gYbOa8WEfEXAXwMgB9rrf3xKc9c+Vs/EfFRAF4D4G+11t4XEd8O4JuwHw3fBOC/B/AAxtqqv9DaqwC8CgCe8fRPbA+9+HX7ckY77ZUeVZZjjdZNyPkDEbE/POqYl75C3Q43gbFXT/ceeMXz8dCDr+nZE2YUtF7uvIRja8KuPVjOJq/ore0pcTJwhD1q913b1/XFrzutv0btqK+THoPmrbJmNK6nberZH5nO1Y/L2AQeePnz9vXUZZ/Rs4nRMqa2R352b0msPccYjV23tKmvFVPZD7zyBXjoJa/fX9MxwPm5+TDqm/y8dj4IpxmNHa0396XK6vKiMuexm/noHFnTR5wm22lKszgfaE23aB5aL2UJp6WixaFyrh3pelfXEQMK0JtYgzfaVDZdrqNlx1n3jMYpt4fr35VyR68fP/DK/wwPPfjaKfmU5jr9zKvnEq4cEfFsAG9prf1Ba+1/j4iPxn6fys+e8vyVLf1Mwt2HvZPyPa211wJAa+3ftda2rbUdgH+Ow/LOOwA8lR5/Ck6hhqZBNWSGRkohl2/4O6fjP1GC3S+lkgxH1105Pe8BSOhrh5p/0sZ8hguDl6Xckk9+nxRfV2dHj2r+Fxf7NXttO5WTZWW6nal2zl/3gCRG9Dk/65aLeK+K1sMsE2XdZll4rOgSx+gNIF4+0D0YWobWI/uyWxcf1JMN6Gi5yi0jad5rS3aaX6ZXZ8au59P1i4s9Y+HofjYIWS6/2eHGoy7h8jKk7sti+XMO83jH3uh0b9jkPV3WUzncWSWuL3ge8jiYPncbYnXpivPZxOHcEJK/S8t5SN/Oy6/czqzfNua8JF16PMUhUqdI9Se3M/cHsNR3rCMzyX0mruYxocvlozy7xhGHW5eXJK+Ds3hNnkrDvbL08+0A/pC+/9F07SRcmaMS+1n4agBvba39E7r+JEr2fAC/PH3+IQBfGhEfGhGfgP371j93tCCOnNnwqRF2RpCfGa0bjzx1N8kynVNaI4PFDoPdRIvlhIvN4Qfa1KCM3loRRRJrbEhCDVyum4uSm2UeReuq2NkxSQWqbbpWn7yudVdFOdr/k/JmXfJZdZi0Lyfja8vL+yoPtzv3L5fL5bPcrICdcRpFvK7ua0509h23ATte7BDovNL6skOTTr06pCybBgh6Tw0Ht/HodX0di2w0U06VmWXQOnG+apCdfnE6icudgo3hPhLncK847fM+mcxH8mq3bx/NA8Cynagu82v9x4IJDpZ0nuu4Nw7ZXG/Nr+38nhQeEzkGxCG1zjTnMaWZXxZw45SvtR3uCZrjehGN2ISJqDh5Recql37+PICvAPBLEfGm6drXA/iyiHgm9j39mwBeBACttbdExPcD+BXs3xh6sLU2sFIEVqQcrc0etqFoXRSQg95NRP6/CXS/XTHl2S098TOyBNFRrHoIXNKjeRCWW76Y6tZao/TUBnlttOziHC9VkiMHxk102z7CZKw5RDv64Uh+ZlZ+1Aa6tKIKTqMpx6TwuFAafPS7TJxHPn9saYmdT6a0s2w1fjmubN3NGFZ2w1HrnL7LF30eXC7POGWTWPbRvDJj3jp02Z+je1w/DRJcxMtpF+PfjFuua5bnxvcmsDhhdaQj3DjkNqD23/9uDOmcjfktHe2vwVib9T+XwW2gjKOb71xPU8fhz1JofiyHc9xHrIbqL+1Lt3TjGLdk16b/3SGErDPUueE8BK1hOa+uc+3n3vCJfj0iXoIDi/JfAfj1Ux++MkeltfYz8L35IyvPvAzAy+6oIDZcTqGNolfFiGHQ9WmeyKSwV0+ipGhi3tuik5GVN2CU+PRZT+XkOrIB2Un6WfkfMbBOUbm1dm2jGQPGYaRg2vSbK7ru78rn+qShaTt0v/uTcEaQ7wEHI+ZOOs2yGPw7I2vOnTopCjae87KYqTs7bbzOf3HROzv8jBqCtTHvDAk7VQnnFDnHdC040PLU6dO2UuOabcCfVUZ+243bdU0X5LMjo8fGVR1fdV64D0baRPeXAAAgAElEQVSBwvRs5O9sUV5tg+XJsQwtkx0P/awOUGt9OslrPs5egzluK3dPde58WvHAqePgwOltNxc1ABk5lSF9vUW/50SdFb02cF7ufMN1weCrAbwcwH+NvTH7CUwvxZyCe+MIfTVi6ZnrZB9Fy44OzYGrrzkChzxGG+VGxgLoJ4NzCDTd4UJv4Fg5bCn9gmWgclxkNXL0VCbem6H1W3Pk5kjMt1XcuiW/tCpKUZU+O3fAsg+0vyi/9sjtPjJci6S5XiyzW4rS9uOD9DQvdaBcGSnbaNyMxp8rTx3t0UZQUfBou33ftIbhUfaaR5bLZR5zCNRB1zzdfB05VJpv5qPHwKtxNY5Sx3gwE5bPjH5gkMtOWXVeMYPhZNJro7bQOTBgMLsf/Rw4GvOvK2s6Hhu7tnxpgdLFrVv9SwajoEcDFm57nd9urPK4V0eD81SwA7I2djjtxQVAR/3Pv6B8rTTHzXeUWmu/i/05aY8KRzTQDYKLyHW92x22xM+zF33r1jIC0+e5jFzfBZabdFUxsEJRLz/PMNnEeGlD66ATlZeE8jk1gFlfd5jdVM+42Cw3+ObkVRkyL1UyWV7KIOvW3e8JqTLnttS+iM2+j0aGmhV7KtJcXhrtZXBty0gDuUZdqxya97zGvVKGRsyanp1HTcPPaf3UIeC68vXcl9CkDUd7DpyhdnVkVkKdVp0nk1Hs0oSMR36WjaOWzWMwx9km9gZHl0emPLsf2dP2cY6IysT/p7pmfeY9Jc55cUyM1jWRukLz4D83nqa03Rkwmj//p/ne/YIyp8M0XpR5Uh2k/ZTX3FKlvoHD+gnw89jNL/eSQueIoNehnIc4PMFlXRfaFfxdMyLiv4uIPxER90XET0TEuyLiy099/uY7KmoccvDzNU4nineerByBpQFVBeyWP3JiKlvBnxdLCBQNJHIdlhWYrvXrBDTKYi7P0fr8nB4KlxOUlOvcBqqk2Qni68cmsJbDCty1Xz7jjOFG3lRI5anGWx0gVYzqDDLWjESC6zJycljxcYQ+wsiRdfVwY0vHusufjFhjxZ/PM3OTadXR0PzVaXTjdeRsp/OccgDeiVWjy3Iww+D6XuRqrg6MfGuJ5R3NuZSFZVJm4/btw7hdC5jSseZNspy/cwRGWEk7n26r93kccH1GDoj2DQcl/N/1BetvdVJ4zDm2OeeSnjitukh0WMsxn8/y/FRmxmBxmGThFPzl1tr7AHwx9m/4fgqArz314ZvvqABLBekGknMgQmhMdhScAXOKIidXTkbd3DqSxUW7CVUUukeAn8n6shHhye0Ua+bNr+Ry/dlp4KiH24nrwfVycmYZmZ8sf3R9oO3lDBr/5yifDayLfNQJVCPgWB0y6rPRUqXm3kDSyC5ZLu37tjsoPsc2KE2en7keU36LU2Hd56wjKfeZaVJnkR15bpPMh8fHRtpm1P6cRq/nuNVImt4Km99203Ga6biNlBVx807vpzzMILCMzjEYsCqLk2Rl3C/qT//jYtMfkz9ybBwbonkK27bYc8H6C/AsJpfj6jBi0Fw/baJ3jlWO/Mz94ZjAkb5Rx0P+x8XFnhlRvaqszLTUs1rH68AxduTR/F0/7pv+fxGA722tvftOHr43HBWgn6RuaUKVrTOI/AxTlKNogpHpeb9MKkW3JMH3R3mNvg8UYzfR87ntdq8UVOEQBb5wPLQdRhGEMh2urdbYKMYpDIMu5fFnVkgamY1k57LdmrU4jLPR0kOnso+57qnkmhg6oHdsYnP41WFuZ3U6uO7CfNn+ESdrfs45PtwGLGtMxtI5YWyEHMPm+poNizotypA4J2TX/HlJbn5yvfm/nrei6UeM0cgRIKM7OyZTXqvMibIQXM9N9A5SOhdTmgiaa5mPHhvAZcgcsBv/mT3KOmi9WW+NnD89M4nrS+3cbXJ1uozbRtNo/wJ+PuZnxWg8Mybmbb8fpdfjMerTwhr+l4j4VQDPAvATEfEEAB849eF7w1HRQeuYD2DMCjhjAiyVt7IU+gwrCS5L9w/wxND8VG6NhvM/G0GlUDl9TOcDZD66KVYVtlPgMok7haxpHSvB/7kdWAnxGjFMm4oc7ZHbS4OZ9dI6cNsx2HDq2wHOieSx4A4LlHp2v946UqRz4s2SFcu8uX6GkUrjNjs8bjzzerwaxsxfx46WzbJq+8k9S4/nmHU0vsqqDgMbQF5WYmfMnVPjDN3E2oQaYXFWOkZkpFOA+UwidS4W9WK4oGCEdNAmZ8SeIDtgjxasjnMg2LFSB23XekeUWWfNbxR4jcpnBz8xt+W21yVzsLDt+xc4zAmd4zpnuExNp8GKWwK6G4xKA9Di8v+uuxqt/T0AnwPgWa21RwC8H/vf9zsJ94aj4hgGnXCjaDwn+YglUXZG0lqjzXnz4FfKOj+zkc90KjNIQXNE75wcZ2BYFnZw3KRl464sDaaITKOhkVFjuVJ2jvxY6cz1GUwkquvsBIgM9ofbMu+uErvlq5DuMDdmc1x7clrOW2VWg8z9xuvk6ljx2HYKWR1D7lPuv+xXZok2MWbLFCyDyqpjkJeTNA/utxF4TnD76XdhvBZLRiTPwtndtcNmbHbKaDx24zzBdc60GmxonzgGIvPSdNO1bsktrzummMF9NOUz/FkRd03nMtDvH3PPKhPFeY0CrrVrWe7A6ekOqsy+4RN3tb84CEqo4+IcFE6bgdOxcXtFaO3y/+5OPdp78my01toftdZ+59Rn7w1HBbAGtTP+qejYwKqh0cHMeadST49+ur+gxjWC43J5wjgFyMtHbFzSePPkdZEo4J0cNZYafXGdNdplh4jTO4dmlCeX7yI6Jz+D257z1LK22+VvMI0cVDboGv2qoc9r3LfsMGr+TqExm6b11gOtlP1gmVWB5zVlwzjdlNfC6KTxY+eDn3WsRLZbGk3X3924JTjDrO3j2oidAs7XGdDcCyR1XJzeCsx7QOZNtTqO07FSI26WyBzDtYAyAeq0ELolLmVoVMdwvqlHuD1H7Addz2Uf/TXoxVs+6kBy3tqGo71b+ezafjTXt47xVNZF517KwKxJ5qH6WJ0VdVoKdw33Ri+wIwD0EZJTzDmpnHEY0f58Nobmyyfh8uRjhebYEJ606hjxJOKJyFGcawd1ZPj5LEfzy+u8TJHQyFWcmfbI7WVZatj42RGUelXw0siIfnYMEUONUH4eOVmaF7e/nr2h+aiRAMzbWCQ/t39s+qUOzkP7UuufY0qNddvtnTj3bL7myk6PgpdVcpxrOh5/HGlv4lDXUZ4jQ897LzItv9nl0hmmsas7t8uuza8ix609C2SPpOfvugndOMwa/Mz7SjhP98aWOgAjBoPai/evWAeCn3XOITC/ij489E3z5vrpfE99wfORx3hC94+xfmE9owGEXGvOIZobh2TQ5Z+2/yFCy6ZoQLlgoY0jelVoV/B3wzA88C0i/vYJz/9Ra+07LlGeRwc+zRHoae5FdG12tCdy0DrDsHYaJ4OXeciYzcfE88TgstzShPPqZ2MpbIC0w/xLo3yflfjC+eH8tK4SwZNyCndo1RxZifzOEKpDuYk+mnTG3rWXtl32F7/izYpWl0P4s5PV9YOrT44xNTQjp2b+LvXR+rGDOpcr5ec1F1mODsbj+rg5kY4Bj1VmLbQ/KI+23SLaxErMBxaacni8aOS+2xzegMmxxSf0jtpL8x85lCRPjrvFkfQuUHBtyG2b6edxaOo/bWBdbBDmMriebt5s5HXnNcfY1dt9H8HVNZ3q7vyXqc+S3dQ5rmXxmNaDIXXemTTzxlwX6ChzIoHY4u0f/pzPm+dupLW/y4iIJwP4kyC/o7X2hlOeXTuZ9muxP5d/bfR+NYC766jkQOTJ4gYsK3GdkDzJcnI7w8SfnVJ3ynKagGEm4HySo5Ob/+c6KRtULUfkDTXQo6gcWO7V6IyhpGUnwLESmia/Z12css000/3u7YNRf6iD1hkidjoo+mVDyAwXB7asoPI6p1FnRmXRJRN3Su3cdrFsA86X856fIUYwr3P9FCPH8FjEzuncWOL+5c/U7psPua8/NG5RDjMfVC9lQ9zJxWr09Dmtn6TrHASd+yOj7di3kZHn8tpu/4u1OiaBcftMeUfcOsg5ciQyaIjYnzDLbTpqD5VV00i9urxVXrORdz78Tdsi0+U1dtL5Wn5nPbTmULnAZcTQjljjISaZtpz2OhmVayzrihAR/xjAX8f+t/xSmzYAj9lR+ZettW88UvhHnlLIlSIHIhn7o0d/62Dnw3/UUei8fXhl5gzB9Hz3I4Rd2Rf7624JifOaZYpxlK3PrjkmIwerU/JL6twaKHewXOZH0ZWNpFUOjWAyjf4wH1PL7lkuTx2qlFlPI3Xtrr+9w85Sttd2C/APufEY2Wd85LXs5usx1x0Hg5oGbhRhq9OkjMNQBizTaN9rmenEZVssGIe9LAsDqwbxmGyjdCOnZOSUa/SOCy+bZS5XHPV8fuCkzD8yyGNkKzK5OvK9C3JwmEkybbA4Bp+h5bm6cTr5vDhc0eWz5vQ6GXhcsVPB152cHEw5BsQFNpzGXZNn2naLw2vIrV+miw2KUbljPA/An2qtffDRPDzkz1trf/fYw6ekuRbMRmOPxaRiw6aThQc2K/Zc3khaMaM9pZANO8FvAtmfch9EjvMEdBEFI2lOp2h070Aq0vxbOwyP5Rq9DSJngMxyOIWlZyqoEs6+YTnUuNIBenFB/bQWVfGyhDiOdmlvVNcsw+xbmvfmaJ9mWc75YewauqhMlXmWw6cDp/PFddRIUBkHTeei1jVDo/2V7eDGpcrh5oeWM5oHLm3W4xQ5+VnOj8eXmyucn7t3YRzTgcx2CYkZAs7HtcmGWB92qqmM7uTcY+2i13JOuWfzGbfnjtvDORE63/WMF8dIpi7hoNGNbcc6qrOjwSXrDJ3LvB8mn227AyPtAtdV9uXyEe3y/+4Cfh2HQ9/uGENHJRERXzOd0R8R8eqI+IWI+MuPtsBLhyqABE8WjZSU9sv/Lvpm46D38lr+TfkOf0lZN56xjG4C9g8fPuorniwXX2dnhvcSjJQSX3cMTU5wtzeAn08HwbWbOgnsdDijRgqsbSmqXDOAWcdUeNkW/z977x58W3KVh31r7/O7985II40YSZYATSSBQhkTbIwCOCY2AjsB2QlSXMY8DZKqBmwJsAVlnMQxNkYuKmVIpACpKNYggTGPinjIWDEkMtjGNoklnk4IRgVCKIiHhKSRNJr7O7+zV/7YvXp//e3V+5yZufcn3ZtZVafOOXv3Y3Xv7tXfenTvHnGfZMJe+wJY/OIi+Ju2cP/3rAYDbalW0KeLbtHSm/Hee546LzhdDygHPxr42ViQiDKAswU8Mm29p3Vr3ri3ZfVQ4MukwJ7Hnjyjpv09fjaeawUPek/nf2/cs2LEPCgIgIAhTtsDWrx7Dh1LCdfDYIKtatl4zhSRKIOfiyojkZavh4zLABb/53gptY6wXGWZkaRvjtVXcAIk42oDpN9I8pv0uXx6EMDPm9n/ZGavis+pmY8CFQAvLmf0/ycAngLgRQC+5ZHxehMoBl8MzN7gytC1ponysms68VXIZW6QrcnMfEd5wafeC+27p+nxZGdhyCBiy5TKlo8NEFN3Fxw5e6OeT8H1ZJpwlK0LCKfXtgDr3QLZAqiCNttmqnz0+OH/agLeOlxOLT/ZIjr5WmvmZ6lp9f03utArj0gWTllMqlYdB4qFq0ktB+TOXD1Prd+Jz/nHup96iyrznpyLswJSGcBW3hSoMRgQ8BDv5Gl4pbJqf2kbSr/X5xltD3C7WzztTRuYT2BttSXetN60HC1voGPzNV4qA+ZZfcD66H3Nr/wyXxmgZhkcz6I3Z/gMqihbz6Xi9FxvL34l7mNWPJrTcnuWE4tj9T88q/0tTG8A8HcA/CsAb6HPSbQVoxIUo+b5AL7L3X/B0hH7YSbW+no+ysFQAy35f/0tC0Zcb/InmlRMMP4GWnPiRO6AEJTjiFUgmYKhKkg9FwIMkHR3RvRHFvzKbdDJr0AAaIMPOb3y4xM8wzFN3IoAmMRisQowZkCmxG2LPsiAiCzqdSeW7hrjNqmG2Nudw/1XNUhdNDd2bzBl4EzTZqCYY2goTxOMqn0BLDFUGiBb0jY7OKYSC6ExMcyfzsXBAMhY1D7o9EPzvptCzbUsiDgbm6oAqFbPfZNZE+n/Kri3AAHXeSPlsPXD4Uv8mtJAwb7cvzpHgDb+Lfo3Gfs+LPnrLiptP5Wf7kbKeEjycjvq+NExGPwC7XhhecxAL4s3VDkErOUwrwP6W69FmQxQLjtwdkWGD0cwrZndj/kFgr/r7p+U3P8SAN9Q/n4AwF9y91/olefur3s0/JxiUXmLmf0EZqDy42Z2F4DLddKdQircdUBmixy7BWJQq0YReeM7s9JomaptsqasFhRfC71G8FRNrTNYeVHO2swTlrWQnvUk6mVeWDhz3Aen5/qychNtsGq6bEFQIKjCSC0t3HdRf+TnjywqswCVoFom5kMX1fjmWCEFEAnYa8rVsaUarD4f5UHHofR5tX7pmKdy0/NCEq13tV08vqXsJl5i8sWC0FMAMisbjzvmrQcclSflk3mNcuPcFNK3Gt2rLK61DI0by4CALvzKh4CdVb9K2X6YZp4Sa2dXT8xcM0k/bbqLCmUgJY23U/65/lJ3U1/IoJj7QaxwRawK0CpewSPLAlV6NC4uc+Mw8dZmsaAsZ6z48tvL+3+S5t9m9FoAn7tx/9cB/El3/2TMlpJXZ4nM7AfL9y+Z2S/q51RmTrGovATAHwHwa+7+oJndg9n985FFip6B9X/W8oDt3R8ZqLFh3lHEhyJVUBALKoESXmSDl2zHBvM/CfrPFlIV2JG3Lo7jujyesKolMrGmrNH3cV8XDt0llGlXmQbN7VRLSE/A89ZOPpsmqLcTiag536HUMWuQh1ybZuCowFAX7Kxve4KWKVvcmJiX8lxWWi+NrUbTprER2rSZ5dq8aMhVG1ZLCAc9dkDZyiKg1o1sEWIeFKwwjz7NW3eb8zt8lX+1Dbn0R53HwSv31yB9k8Wv9X5nlIFIJGAg+C28uDtWlj4vW525nVl9CSC2cSi7kOi/HvCmAPpYW4PnbOVO0sZzr3kUSMQcX8mYBHiFLMiOAAhqLLLiPg7QpApeuWcciqdj/Mgjv6H0YQBF7v7PzeyZG/f/Ff39GQAf20n6teX7zz4afrYOfPujcunZH4ken2YQ60BVkKILECNzYNlymWlP5fAyP0T6MnAV3OhEj+9E4MwCfsz5X7lDZOHQtmSBZ9k2Y+apJ2Djera1VvtOF5BMu93SiOvi2gEXvcVmsNX7ZOa+Sdqh/xMrjcez5zZGudZZNLTNWVsl/Uqok5Zc26hgi8FuuBCB5QyObIFvyh+XgwdDJvMCpfWwZu/yTOs9MrFH2S7gpaRtYmS0bztuiNT10fCZuBO031mbLwvWXF/uUkr7Iqm/AXnZ85O26G8FRQBqn6UuGZVxmZzZAnmFmjkUgIfa2bQhG9MdeRF56rPMeOMxbMNyfpSmC4vImChbzA9TT86rtTrrJ4zw83PY7mzJEzKkuoEsj1e5LLo5QOXJZvZm+v9qd0+tIifQSwD8r9kNd39n+f6NR1g2gG2Lyrdu3HMAn/1oKr5hlA1ApUaQJdp7nKTIWlSimVctrLfzICaaxkhki/mWSVMF7uRACaZdvcsGaOM8eGJvaXoZGEuEW227+pk7C3Y9O4L/97StDARFfSQ0WbBHcGV21LdeiwVl9WyzhTzaoEI5Frte7EvWdq5Dnmu6mAFLH2nMjvLZA46qDQ+tdl4tMNyXzC/l6wJvrSNIrXUIjXReuLoLWacfMVEMB/VXHRPMl55lo3zHfwZ32p4t6wGVxZYQ5S11jzHPqzEnlAQBN9avIXle/Bx77+ShPmjSFRlhZsBozXNq+q3XHqUhmWsZiNuK5dODJ4HcasntV+VPT9EG0nJtnAG/X1zArlxZy/sm2LbM0cnJsrIhW28Nepe7P/fRFmJmz8MMVD6zc//9yKGWAXB3f8Ip9XSBirs/75QCemRmzwDw3QCeBmDCjNheaWYfBeAHADwTwNsAfIG7v6cE6L4ScyzMgwC+wt1/9mhFLLA0aKon9HkAl5iK+i4QdbfE4h+DOsCKDv6YNGpSZBcORIPcAAZd8KAWn3JtEWa7VmPjZpPQ7Jr+uT3Mx9bvrJ7MQCKCtYKOWMjIYhcLEpure8eN8/VGqMcCMQwxK1J+Kt+9IEOgiWtoeCt9qCBgq550MQzqHBCnbe8tmmn7w7ogYG0FAiJgW8aeugwwWPvsji3MhZp+0+PqgcVSmWnzkwPjGgj3LDh1gZc+SInHkC7OJF+c5l597ny8f0Lpoh7tivITQIBpCYBtTptNANnROS3pVm0mWl2TPsvmKqdVi4yZrY7S10Mw6+m77PbOLNCqoGVB8JqeQFkL6gdYkenpWTFNXVascSXJkV2PN5w6Q+jDTWb2yQD+PoDPc/d3Z2nc/a4bUdfRYFozu9PM/oaZvbr8f46ZneJvugDwde7+BwF8BoCXmtknAvjrAN7k7s8B8KbyHwA+D8Bzyuc+zMf3H6fQgjVym60WPQGV+SmB9UJCsSwV0HAQlmqhwUOkY+088m8t+rrltbew+VSDJjPrQ+0OWy/mURZv/zRb/kca9s3yNd4WWf8Di2ZGwoPLzBayVOgVgcZpVgJ0kuP2uR+c7k1TKpBre7a2eAqPtdxSV3f7bNIurrO5XgI3bRzqM8jKre0WqgDA1u1vgmrVgpD0XyxgKyuQLKbutFV6WtcPUPAlj+cATJOv54zEAaiFzA9TY1GpbRsXCw4mr+Xzor3qT+kHfq6N8sO86TwcrM0XlFkbs+sdGdAE8nJ/9Cwzk8x9fs6ZdYnarHw1bmXlXdPxdf5Q31aXKfFc2xHbuS8u1kpBBuSUQr5nW4nVMrNqy4Tp+vX12sF5eWs9Bdxa8mz+/0Zmdi+AHwLwZe7+7zbSPf6Eso6mOQpUAHwXgHMA/1H5/w4A33wsk7u/Mywi7v5+AL8M4GMAfD6A15Vkr8N8tC7K9e/2mX4GwN1m9vQT+NucvKvI8MogXdeALk6vO2DYFJlsBVVNrAp9zsOTXjWlwZa3uBotHAggMS4L2m43awZlQYp7NW25hmE2c9puV8ocar7QLKIsDMMc+1Guw2w2jUYZ4whMU7k/LDs7ovwCWuxsl4IcThf1MS8YCv8RfzIokBqX7ytnNY0Cj9q2BCwAa01XAVpcYxDG902Eb00vIGVlJaJ2QMES0QyCWgBY28UgsD5nAZhqgRnbcaoAt6n74mIV/7Mah7Q4B7Ba8RhjO9lmnZ5FwmULn5l7Rq0HFThm1sAtUisJjdVTyli5o47VL4t5rTNbVFmmxPXJ2zyDrcpsAG/SdwwUWAY1IJkBD4NYbZvymPC6usbWZ7VeM/hgy5nWwdYPlsUMXHQnZ/nfADKy1rgAH892XJI76KaTA3C78Z8jZGbfB+BfA/gEM3uHmb3EzL7KzL6qJPmbAO4B8J1m9vPWxrsw/aiZfauZ/QmjV+6Y2bNLmT+O7d1Fc/quaXIp8M3u/lwz+zl3/5Ry7Rfc/Q8fbe1SxjMxv3zokwC83d3vpnvvcfcnmdmPAfgWd//pcv1NAL7B3d8sZd2H2eKCpz7lqZ/6yld8R6fWaJfJtY9ANKxatvvq2j3PeCLe/Zvvm9mPZuijiyyuvztt1vQu9zz5vdmOY+my/l9Xcs/HUltvJH8Pl5LncDQ9MOfRvFvPVPNHGVt88LUen8oPl92717umpPwdoXvuvRvvfvt7j5d5Qlk3lx6GjEj4Pamdtwltt/Xhylqe5Pz9cPOdwocKlOz3Yi1b2rmkue8r78MD0+/f9MXk6r3P8I/+a3/lhpf7tq/++rfciBiVU8jMng/gSwD8cQBPwuxt+RUA/xjAa9z9t4+Vccr25HMzuwPlKZnZxwE4+cVCxazzegB/xd0fSM38JWlybSW1SmTyqwHg2c/8OL//ZT/caic9U2F2PdFEKjPsexaNI3MjzOUN1dogCdp7lMbGobXSxPduB0wHYJg196/4lj+N133jTy31hH9WF53d2P6P9LGYucM5DfMIwA4TfLB2sS3fdpjacsYBNvm6LP3fHEpVytiNwPl+bqe3ZXz5Nz0Pr/umfwFcXDSxBmpdaOIQWDuqbUpilg4TMA7zd1BPG+R8EQsR2h27M8INGFoinzWjZZPJ/UXf+mfw2q9/46y1yZixcZjfJyQWpWg/piO7EE4BMnwv4aFU2o6DjKaptjssQX44LFayacKLXvUCfNfX/ugy/gFgGOZ0EehajnevLxUF2mfPeSn/0mfjuuytMUPlL82lPu7814BcvvbiV70A93/NjyxpI8BU6u25pFcuTuKB+WBZFPX0ymvyda6xqzXlUVy57j63tcjftG2ZTGa3Wu8YgZ4M19jDrYMa2doi7vJ6Xed3VheAF3/7C3H/y35YXlT4GJ1K7v5GAG98NGWcAlS+EcA/AfAMM/tezKjoK04p3MzOMIOU73X3HyqXf8fMnu7u7yyund8t198B4BmU/WMB/NbRSvTskWyba1zPgEnEOkhQnAaFVT/5ymUQO0amReiSsCyFyZtCWyFYabAZmOyKiXU3zgs5ME+aK2ezAB6HGVDQN6yAi3FYTsgcS/lm8N0AHHy+FoLKML+gyh3T2ZhCRR+spoEXILMb5t8RGzH5nK4KA0ccCWixqAZ/7jMfAEwX2wAP4wB/3B1Lv9YyfSnTfWY3gnIZnF0c5u8AhAyEpgBKKEIuTMRrwbhenM6WcbPbtYIO9KzHs+U3j7fCZ+0nM+BsNwu/cQT2FwsQ8mlxv0QdsTBOAM52VDeaerws9tGGAD3srqrjOBb6M3pfGI/feHYBjhMAOwO1GaRZaTfPi9oXGUhRt9qVK/NvBvORp3zX5zJN7Rzi8SRjq+eCq+2iNPX+OM5gEWjdHtTfPW/69F0AACAASURBVMWrgiJyuTVgScBLgDvl1w/TEhxNoEfjsZSXNFg57snOLwDLtvUMjAp4zLZXH93uDsDOdksbyZXTKBs95XEwNGdCscuoUUSwXK/zJolf1M0OzVxGW3aJUTGam5ca4HqZdX2E0lGg4u7/m5n9LOaAWAPwte7+rmP5bJ4BrwHwy+7+bXTrDQC+HPP7gr4cwI/S9ZeZ2fcD+HQA7/OyB3u7Io7oJrStcSFAG0zF30gmX6YNqIYx2CoCvPnPgngYgP1+/q5C6ADDCOBQUMMATBfzQh0T6vx8XnRC0LvPlo0oo2yzwzjAhwF+NsLPZgAzXTubrSPuOFwb4bt594ZNwOGawYeyg8KBw9UFvPg4X59GAMMsxALUTKNhODim0ea12YFpB/g4l2tx2O9uzmcXqABouADsooCaAnxg83UfSl4H9o/f4V1/7ClznRMwHApImuYPDLCDz28CrWceAOND01zXNPNqk8NqXp/zXRSQU0BXPMsAY74bYNdpwfB547CPBtsf5vKCpuU5MJCqwIieGQOpapkaR9gT7prLScYWJAajgq/4HSCQFlvY3Ld1sY2sYwG9cVhc9cUnWnAIcp5Hh8MCzhqehpUFyQ/lQDU+K4PjPsp8aOJ81KJTYqJq+8Zxnj/jOI+dYyQgpsb8sMVzkpgUAlJW+no+UHABSBFDo7vaKuiJvp6mBXxk1goI+IjAUpJDCkAya25Tv+Sf2ygKl+Q5tosHQHO+S227xtNwfIzubKzpZOyEUtjb1RT5uQ3Zbkq2qihIUQuMghzdktyz8tB1L7LkMbo8OgpUzOwl7v4azP4kmNloZt/o7n/7SNY/DuDLAPySmf18ufZfYQYoP2hmLwHwdgB/vtx7I+atyW/FvD35RSe3ggczR4IHcInrkRboI3+eDBlg0f+JaZ9pOR9j0WDNbIl0HxdzeTXBswB3h5fr/h7yB/NELJr6cHbWuINGYNa8gVmDPdvBz3awacJ09Ww+PyGE4tkI383/p7MBU/1tMxAZDDDABy/3HG7AxR1FiBbAEi/yPlyZwQsKyPHB5/9W2jQCPhZBtSu/BwATcLgT+L0/dgGMDjub4IcBONhspXEDdhOwH+ayrh7m3w5gsgJKZl5xAHznsMlg+8K/FXBTQJBdzIJ3uFiA0gxa5jYO+2JRKuAnANVwMacdAmMWxcsmYNh7BW0WACvqPDiGw5zmcOcZHvgjT5sfz95h7rADKnhksGXTPA4q+MICtIb94pKz84vW2jFN8HGcQRYvcuf7FkSpe4/HrMu4v1hAEQCgbu03+DRhSKwJMINdvbpYhjhYN0AQm+3DwsRz4drV+TsAUXGNLYs0gR2x6FiAEC6vWh5bV6jRHAIDEG5LDUQVd68s+Ga2WDbLNnm2Ks3TobW0IK6RlcWFP3VrLXnWW9VrnwGIQOa6ayvcNslvbYcTAG4sMqNYe7Cus27vDlL52ZOrqiRWiwjWabTsyvyw7UrKrkUw7VS0KQLoNhg+Al8ic1vTKa6fzzGzP4f5UJd7MO8C+mfHMpWg2B7u/JwkvQN46Qn8rEl8kvNL1MKNkBwGdawsGxoTawpQEqtMqgmopjDRuQgD+d/LFloLsAK0pnIAfr4nQTutTfThOggaR+A8NFjaBYRyxNlQQI7ZHLdS/jtptn51hJ/NfejjMLt9MFsYpitDtcocrg4wny0tbJGZzqxaZMDXdgDcMF0BDmeYZcEO8wL9TGB8YIfpjgnYObA32MUwA48rPgMSABjLbwPs2gHD6BiGCRf7EWbzc7lydV5E3Q3TYcDVa3uMw4Tz/Q6Hg+Hq1Qvs9+PshTm7gLvhcBhg5jgcZjA0jBOGYcJ+v8M4Tpgmw/UL1rAGTJPNOPP6OAuxyYDBgYsBdjC4FcB0HsDOcPE44Lc/Y8BwPpeze7C0K4w0Boz7uU+G+C5garhwDPsATTP4mQFRAUnT/F2HwnUCNSj97A7bzzFJw/kBFlh/f1gW6eKqswABYf0BEG40O+yqG9IC8IS1aX9RFnJb3JgAbFfiUqZp3lXmtK095nIAm/kBFiA/AVeKZTHGeNXkw7VKPMY5SQcCE2gtCM7KAQMNtgLpXGNwEzvYyKql4GdlLSIKa0y19hRrDFuFGrdd4jKryk4Su2TjCEfr3pqvD83vACIrsCNWF40Xm9uUn3G0VDCsr2vsSHachFq0gVaZU0DCCqq6hjLriSq5wq8NoYF0LC2XQObH03ykU4ltfYe7XzezzwLwyZh3+Z4UeX6K6+eLzewvAPglzJaOL3L3f/koeL6xVP3/SxBj+m6SEIDZSYd8L454dpkcWUBY5kvl+8e0hkJ8gNXqbag1kddgQ4CEEwGbRqNkYVoWHI+Fp5pBZ+BSNbmIjQCWsynU3M++5d0urQdnu/rfd2MbRzMzXzRVq7/dDH5tB9sfcPXjJ3zc6z+I/ROuYDobMOwd44fm1dx3Je2A+d4BmM4AH3bwETiczUAJXiw6fhUX18IaBEy7OzCdGa6W/zBgd2X+vb8KTGeztedwpWipZw4/c9gdFwW0OMbdAbvdhDuunuNsnDC54a6r17GzCRMMj9ud40lXH8TBDY/fnWNnBzx+vI47x3M8afdBXJ/O8OTdA/gDv/fVeMUL/yFGOK4N5/jN83vwUbsP4J7xA3icze09swPObMI1O+DBaYeHfIcP+hVcsz1+7/AEnNkF3n3xeLz9/Mn47etPxIcOZ3jc7joufMT1ww6DOd63v4bJDQ9eXMF+GvGB8yu4vt/hYhpwfr6DGXD+0A7T+89gbhgeKlamc6vWIzsY7GIGSuNDc78FwBr2BTRNwLj32ZVnwO76hOG64+zBC+BsB/+Yp2C6MrsgYyzMlh7URd0uFusQLqYW8MT1MoYs4kcmzlPmDLudDjPwsmGA13iXZe7OVg4CGZl7pVlQrQ3mrEHWi+UEwPpAQI6TinQMjCjWp34DK36a+B+29sSxAXFuUIAndoMFEBLQ0QsuZgDlInvid1Bj2dHyQbKSZOICllrXWONiWlm2OxYSjmNp3P8JyNAt0XJ2Sj2F1oqQ2HILPUan0OsBPNfMPh5zSMgbAPxDzF6Uo3SK6+c5mF8s9HoAfxDAl5Wtyg8+YpZvJDEQYUTOUeUMZibP75kM8CAGDVuHCGVBYL2TcbP/g60nZ9ZWDV4DqiZad4oEhfn44mI5hbG0pTGXA7N7RXcl0W6OlWk7gE9yVkn0h+/n8zhcAJ4fpvkMlMMBOLsCTAcYirA1A67vMf76b2O326G6w3om9liglIfd2PI6Ur64vhvrjiQfx9lEf/DZglTcUNgNs4XICtgZB/i4gx0c05Wrs2VpNBwATJPDd4b3mOE9BhyuFGvTldmNNlw4DldnV9p0Bnzdn7obf+/7vwQXd86LvBtwuAocrjlQfk9XHBhmsIQrxSpy5YA77jzH1bM93A1XdgdMbnhov8MTrl3H3dc+hI+6+kHcMe7x+PE6nnXHu3A2zM/+o8/ei4Mbnrp7Px7yMzxz92789uEJuHO4jredPxmjOZ4yPgAAeNwwb+47lEXk7uEhTG5493Qn7h4+hPdOd+AhP8MHp6t4aDrD+w6PwwGGBw9X8YHDVfze+V149/U78fO/di/OnzjirV/4RGAADk+7jt2VC4yj43Ax4GI/wg82u/Amw/jBAT4Cw0M2u8nODcN5AUwTMO2Asw+gusB2HyrD62IGSbvrE4a9AxHfNHm1KMFnN5pdTDWo2S6m4labFutRzLfDoabzwWAcqK0xSdMEjAOGx91ZF9xwg1VAxKA/5nAWD1Tqb1xo6lameVnBw+EAnJ3VAGS7cqUFcmytBeZ0FARd3VrVera4y1aBz+EWIytOZtWplmmgcW3NMlksM5xn7sDmeuqy13usKG4Ry/7qRo/DAyVtFmh7WXTCuSe3AE3ufmFmLwTw37v7/2BmP3dq5lNcP/8IwEvd/U0lQPblAP4NgD/0yPi9JNKYFKA1B2euGya1hChI0XLVLMnAidG45qu7NoYlnkVBD088jp85HJq3xzZ+5tBu9he01bUd8I02FeAlAgdDe6pCsw0orPEN+30blC5mbT/ft/0a8TYhzM73Legodfn7P9AAoWUbZiKc6Te/C8iq1SYRLPRGYZgtgnooQjvx0a92CfFOmbi2I+tSgMHYxl3S+B1XgcOEs0//eDz9p5aTp8OtFhYmjFZcKz5bIppdXjv42ZV5gb2YtfwnugN2DQ/t7sY7xrnt0y4sEICbYbpSFoyD13vTzsDuJgCYzqz+n3ZY3HZXIuEMtoAZUJmjBGLPn+nMZyvMAXjiu4Hhs4C73gZcPM5wfX8V+yeeYb9bwJcNDlw7YHd2wHTXgGvXZnPNOE4Yi+17KsyNAIbxgP1hjFAkXBwGXNkdcHDDfr/Dfj8CbpguDL4f5lwHQ0SF2/kc1zRbjayJPRr2M99W3GnjQ8XlBmA4n61H476Mu2n+DBdzfNHhcVfxwU+9dw7aLv08XHiND7ILr7FFdnDY9X39PbvZpmYeDKFYTd5uq7+4qG62cJsNwwDf71vrgL7pvbOTrM6XudPneVUOkFze3TMsczCI4nwsABFZggxYdqERAIr/HKBc5wFZZOr/3knNY35oYZdYpquVJu715HXd8TMB3aiGx6hDezP7IswbaP6zcu1sI31DpwCVT3P3BwBEHMm3mtkbHjabN4vUekKUvoyOTY9sus22silIYNCRHbvPVpsGbEiZwBqdczuinmMmS51MbGEhatxJIZiKRqO7F3ibob6ToyE5lp4tNNluC06/isMJbZS3cwOLJSjKKvVGmggyroLV5mDO6nYCir/nYmUpms3nh+WsktjhoQGcYQqOXSfsGoj/Nsyuht0O+FA5+0YAaQQt2zDAzvczL4cJ9oEHy/MuGndYgjQoc7A2QJTcZx6LxNy5c9+EC2A3zGb7AD7RrN0Au5gwXRln68Jhmi1JmAHNXBYKaCIgcjaXNZTzdqbQiHdDY3mo2vnk2H1gj91nTHjyLz6Iw7UdDlcHHK4NxRq1q4AndoEdrhhsurZsmR2KG6/sNPMB2BfJNZUAbRuA6+PMpw3AleAfC2g6XC3BymdYxtRumQPTFYefARd3+hKvU1xescNtCbie+2Us7rGIHzpcA971SWcF8MxlDOEOG2Z3WbjIIgAbAHYPTTNQ2hdrkBUgczHNIGaIXWcT6tb/fcwhwK7PZw5VF1oAnv1FO5amqVpWedcR+F1nAGxawIhJnJ/FuUFW5nLEEsmY9TKv60nbV65UAIRpmi0/MZ7JJR1WnpALutW9iccJ15RQA3YUzBxTTo8pspdpUXEAHXZvMXoRgK8C8Ap3/3UzexaAf3Bq5i5QMbPPdvd/CuBPdc4K+NWHy+lNJV3ogfa9PIcDAFqAOK5Ft6ppAFcGOjRQK0jBj8bGVItLMtizbXZZMFnGn/7m9BklZWZHkjfpxdVUeUErGJr4nkE0MDX3xi4otuoAjWVn5e8mV5bFwlzcTCuzc6QJba747B0AzmMvdRkvD5VzDCN2oAFQAlKA5X9YmM7PC+i5vnahkSuNY4um339vaw2yob78cmlEaROPDxpTxrxU1ubV24rlyHihoViNkWOdeDswz3m2eLEbooLzYbVI1fRhpTvf4+w3fm9WocorGoDZ2oSIpwgahznWJFxzwUNcz7Tr4CPG5mDkvlj49mGAhSVymMFAADMr4NfPZuDnw1AtIdOVcYmlMcO0I+sWyYezT3Y87f94CHHA6bSzZn7OZxDNLsLZKmV1R93cH4b9tWH5P9iyq4ysXuP1ZRfdtCsWoGq1KZac/TS7vAbUM5RsP2GO37Jl95gvO8maMbQ/VEBbgWdsUriYXUx4+lMXS0+4yQJAAIs1CJjHqliMPOJlQslQmaVb6KMbOq9G0W35KzDD44yDn6MOHuvs0iquai9WvcfsKQ+b/rS7f038KWDlQ6dm3rKo/EkA/xSLmYbJMb+Q6MNPbMXQqO4sTVAIjzRP0RiygFy14KxOlR3WYIXTcBwNLzrx2vVsi1/wFXk06j3z00Z6BkxZELDG0WQR+VpW5gNm60wGqCj9GsgsVpzVW5enZZcUHwzlCHO4VbeWM+iZkrMrGAiRRSfyV8CQHCwWICc1SydAqAo6tr5QmU58VO2eAF11jZF5f1btieQ8kKqVMljTk5DNMB0Oc+zQ/mKuuwCXGeh5t40VTGmshPsCrCKwlJ5f8Ogf/GA7DhnssxUr8kWAao1XGJeFq/bftACXqpCgVQzoXmjnAdwC6NbdNViTu2MMC2PhZcxO8XWHXf9EXP2V30r7vgmOD3Cr1sVJ2hfXs51JnE6tklFuM35s3c+RNkCeAtQCNH0XuwepTQ7UHV2HA3DlrGxkKGBsHJd4lwCY7BblubCfz49q4n6Yj6xf3Ffb6U35L5ZLztMcZKgbEJxeZhnjdBxh167OQC14uEie/82iDX3zFqIvB/BKufYVybWUukDF3b+xfL/okXJ2KaRxHMACCIrWOW9XvsjdMurS4fw9i8TWmSy8zS5zzWQmRT5M6DCtrTTcrkjP/CswYkDDAjt73TnGvP+22s3pKEiuCYDLQGH5XcGEupQoX7vzwBrAwvmaLeRAe3hUQurKsmlq41r05Xo133rHQ1NuATh6/kXdpaU7NWIRSQ4gq6DosPDWuMjifxwgqFtnyYy+BGYW8BX8npOFKAQ0BWL73Ki6MFSApWb2UqeHNQkA9oe6m2wBUaXvp6mcgTEAscU+zhORtx37+dTEJ81bvGSMDQa/Xqxm2FfgW+OTgs7ne+A39U7zYgqfltOcGeisnvGwBF/rTbMaX+L7/eIKjLJ051yVE4cFQOwlnquZA+NcpgIPBStM0c5wZwYPcYCkpstAYcJ7dQkfDsADH2ifEVDBsgVPDLCY3wASZ7vlNOn9Hrh6hdpdxj1byri/w5qXgfMARBGXw31W2uvXyknIAXjCBRv9spvduHbnna2FcEgA302iW3l7colL+WIAz5KQkbsAvDvPtaZTdv3cg/kY/c/ELL9+GsA3ufvJldxUylw0wGLdANrtyr38WbxJthe/Zy2IsnoAI0sv15Zj/Ic2vqZ3KBFbbFhbi7LZ1aXnybCFhI+eZnAnlo8VURnOonuwxkqk4HAVN6TAUevM+k8BJ/NT2s2WlFSTjDShXVOb0xM+hxakBCDhPHHK6GrbJp+Hw5YTseBEsOJ85s2wysNWn+abLTRU5uqoetW4YyGIfqI0+r6eNJ6Ixx2BoqbNvbRZn8RW2ALCKrDKTPdmwAUBqHGcx7HTaOR4h+xauIen6+sxwtYYYFmoYjxlYGFy+PXzOQ0HiteGEohUqwkvtmX3TmpJ6OXh/tHy2XJwOC/dZ8tzirJqveK+pHKcx8SHHsJUynBgDVCVT7X6ZW34YCZDp7Zszcdn5MguqTo/znaLzAvLn4XVVax6DNomryCxyq4kLuYxSulfAXgngCcD+Fa6/n4Av3hqIacE034/5jcf/7ny/0sA/ACAP3VqJTeVeID1LAFq0cisGlwex6Gwy4apBz6A5Z0/bHrOrBlqQr+4oInjrbWEgQBrZLVM4i/M1FReav3h8vh3BiZ6YMVaAVFfn947hZLdXQAaMMUutcy9lPGvQccsbDIQyteljuwdJqu2sfVmWt4Do0BGz5nQwOPVuRUJEFIXVri6+B5GsvxIgLO710MAGxBEW9VXbi4qS7ewN0GLUlfDZ7kf5dbdIAxMqpVkaII7mwUoWwyygEqglqPxdF7ASBPnxC4iXoz1WlC2PZ7dgAz23FvLiFq8AujoYns4rNrk5+eLJW6liAxrCwy3Ies7LoPPlNH6g79oN1nuGldn4ZEtgp71ofDOLloTsKYgf+7SFkhXPqNOHkvFlarbpCd32Pl5U1494ZeC/evzBJp70/seaMH9ZQKVW9ii4u6/AeA3APyxR1POKUDlo9z979D/bzazFzyaSm8o6a4dntirAFZaJHXxygCJuCwAbFtHyn1j4BT1xsIclotswVXXFEDWElmw1UIk+f0wtUBLgUYGCiZaPHtbpeOa/oe4rdI4BeKXF4taRrTJ27RJXbW8rK4eyNHy1Gqj+SkuoXmRG4GW6uZRMBdgJoYT3VuBCSmzXheN0Ic2bwNsyGrUuKeYn9j1E0GLCQj0AetFUcsEVouJxlatFiL631igIGCuLrQUE0LxJI1bbppaK9Y4NouglpMugIdlW34TkwS0C2dYemSRzWKamgUvAXcrAMh9NcnuOKAeMdCUfQKI0/eQ9VyZTZ/odbHccTtRn+P6OH8k5ecuVXK9Eqie6+6M9cLXdL6vL+6soDzSUtuX/p6a+RCn9TYuTx7/k8/KCLtFiyvN9Z1Xj1FKZvbT7v6ZZvZ+tJDLALi7P+GUck6JCPpJM/tCMxvK5wtQ3vvzEUEMLhhkKGDJYkLU0qKDjyd6xHxsWES24jKqiyb4ivu8TTkDBLUtwp+6QbiN3BYui9vDfCjguLhYLbg1r0+rSP42SJC0/4ksAgnom0+29XU/yrs1ar9wm6KN+szk+cxCfeFlZSkxSp+4nnQnlJLvL9bPQtq5Im3z5IsFTe/5EqfRuAm1XWRJ4tNQF5fP2toTv5vgQQKrXH4PhDSLgLQn0nnEGFDdEUMS9xVINFYkAm+8INbgXuQLIlt5VmCgxLEoqOGyIQCkcT8Qra1RywJey6K+YR5XebTsOAcpAbfZtfqfwEN9ltw24pf7X6/pOUY9a4cfphUPWh+PozpGC0BfjX9VipgmLwBnFIsM9SUDJU7HsmvFbG+uU/oExN908pvwuSzW3T+zfN/l7k+gz12nghTgNIvKV2I+5O17yv8RwAfN7OV4GIjophIPUB2EuqOFA085hoLLiv8a16Hbm4N8au9xGVFfXGNLBtBaPbTcSGI2y3ndspxZEtgSo9akzJKTga4szibbwh35OV5mWIRjaDCrKPoqNA8tsGHS56b1KJ9ZfwCLAOQ6iNfu22bjd7iW2L2j4GXLNZZZbTLAyfca0JpYFS4ulrdrR16pv/a/8rhFdL/pN2mLLjZ838Y5XkmtDk35qh1znfxfA58Tl1n0zbwbqXUtZfWwpWnteugAy4Yn0raHtUUiK7sBAhwHVd1xU8NrY50QgKntXp2DJOCl9tnQ6Tv+z8Hb0Ua07eX0cV3BhFrfuF+4XXN/JgqJEo/9SF8syCs+aj1Ffow273Cru9HEap2BE5XRTPX68bFyI8gct3QwLZOZjQD+AAh3uPvbT8l7yrt+7nrkrF0SZQI4Ful4QZUu1llU/+Qw8zZ9lK+LzZxh/u5tOY7gvmMgIPiNiRNpCshoBCq/dGvaADm6uGscD0f0azmaTt1rwOLC4noo7yq4Ntt1pCCNifuz6f+NWB8Wmlmbt+rlvPq8tniM7wTQpG0BVm67RmM+YG19onocngeGi4BfATR1fzJfCY8p0FBrFe2Wij53bxcttQT1qFuf3K/l8g6tXuB3xiuBvmP8cD8xIAg3XHdB1vrQgo/G/SWAcBVLI+CL82eWFnW59QBhr7/5dOvmoDRWQOKauv+y2CuqU/toZcHk60ALGGLs8xyOeceKYCiNoagcJviHHuoqMjOz9HBjc0DEpzgBI037GJ1MZvbVmDfl/A5Q3z3tmF9OeJS2Dnx7mrv/9pHKj6a5FNKYkxiscU0PdiukAac1ADbOQtnQ2GeTJZBqxxki701ItgJF3fH7gPUE0/Nbor2ZBYLL5EndLNYEVrK8wQOn7y3cW+ApianxyWE9S1T0o1q/OA4phCfvkGKLEoMVBYJZ/2fpM0CjB7Bl/RhpFaQlxFaBuk22UBMvpONcn/cWaD1gnZbvM7/Mm1qc1LI02NL/ZLFrFhXNO63BRT2FVt0aYsVRPpsFl4OdV3O1DZSu6SM4mYDPqt2DuEQSC4haZ7oWo8OhbltexZGQlUbjVWpbFOTIc98EUFJP1p9RlgIzbsOiNLX9vOIr8uvZUFGP/s9k3ZbcjDQKOlQ2TfMLXQ1jW37vXWwArOHP2pi6y45PuT3e9fO1AD7BH+Fu4S14+MYT8p+S5uZSNmgYbWdEZkfnQcqnHQZo6cSF1IkXAYwch5G5MybPhTZTpvl3TmAEsD7zobf4BCmY48ne40F30aiGwb+53XxIHRMt8iaLckPMfwiswVZ92yxQnDfSsmAbbN0e1uqyc3b0mUUZGmvEvHF65b8H8oBlxxTxV8cZa469/uJnp/04dgBhjEv537MUZGO4Scvt5P/CqwKR1IXC/CcaN8dFdHdsBX9Rx5S7Q2oZ0Uap1w9TE1fR3BNw1dyvz2RRmhaeJeA02lXAUD0PhspZLG+xdbwFZPOivMTfrPpVAfowpM+n8jUtMUS1PzvxKNwnUU6zE5DKrLEiCqyzbwUwOn80Vi3+kyLXbHBQSzjIpac7Km1YAGaUPf/I2/8Y9eg3AbzvkWbecv38YTN7YOO+Adi6fzkUAys0VzbV88my6soB5ok00N56XvDjWm/rs5RVBWWpu05Q3vXTO8tF6+yACz8cZqTPVhUV4L13BCnfUacCEwD1XBUANfZGTa5bW7eB/FRfDfDtvX4gS8P/saRxP6wBBrdP284uL41BygRi/D+U81m0fNk9VYFT9px77Uar9c8BlARKwmKj5ahFiK/1AE1GvX7T+dJLr9cywMREz6ruqspcMrx4RN8O6zJSMJTw5QPW1plem/U63a8nJas7qVDzv+br7LTKiMGYuPCqdYIBO6ctdTYuHC630AKmFr7S3TE0pqP/MmLwt3quREvZSayItomfxaEzz7msyswgeUQ+xX0CLI3SxC5uK2+Hl2uXFaMy83l5Vd1E+jUAP2Vm/xjA9bjo7t92Suatk2kv7+i9R0NFiJvZHGAYCxmh6c3D3lT7jHQ9K4Nu680WeiSmX15se/l4AiVWksU1JQseC9le/EKvDVEOqOzMsrAlKLKFKRX4YytsMwFTz2GgxXnDCpHvdjriBsvyRTq1UsU9BUsh2AQAr7Z1Z/2hjglBhwAAIABJREFUwO5wmMdu3D6T3VAKgFVyJRpit7+CMmDBlC2q+uxlcVmdTrxVbylr2V48rfMIkFwBAB2jGe88fnVx3OKx1wdEK0uSgL0sUDZo5cLJ6icewgWYgZE0b/RZxx2mgbZ8Ler1gb6zscB9IeBGg16b8awbDAYjxUj6kpWhw/wWZo6J2lQeNPg+K58VSU1X3T2i4PiEy0QPt0kw7dvL50r5PCw6ZdfPRzaFwKtofsgFqQ5EFpjqquGBq4uwghQ9JTbq0h1FPY0z0x7Y/FgX30LZxOP29gJjNSgWFP+QWRaiLqBtiwbzZoHH2l4Bg82Cw2Cr8iYLUrZzidMfA3tKHaA1L7QJKNLFTZ+tWmlCgPYoe969NPzt0xwXFdni+R3Lz7z2rCFRXmYNyvo5gCeVXV9TkQJWb8ehgJVVfeRSXQXkHgEFzWLNC5LyRG1JY1wysMMWP1YiSvAp0ypQltrSvOpBAZEuyFLWFq+pKzT6Iu6Tu4zPmKkWkGPKB/dNxj/X2Xv5KpcH5O5rJaOYwp5SFjJClT1WQDiPWtMjH1uOgyKubjBcqkXlNiB3/9uPJv+tD1RUg87uZ5p5D2lnLp+eO4UnwzG3Dn+roMzyNZaSYX1dJ1Hc69U9ycQbbHm7dLZNW8vT4FsGDtmOEqbUgoPWLNvLq+AkrvW2EG5pftzfbEEpvIcG2ZSVCUItQ0FUObeh2X6dlNFo0lmQr37zs9cFPuOV+Yw0mWUsdjoMSzkNQBBgkY5bVhIycBSCXevWMgUMNO930gVR+6K7WAqfOl4FOOhBc5WyOB+1XAhVYKBt4Xv8rEo9CnKaugIQ1r5F+8x6YAugQ/8WsNIoD1k/c5szUsBF/d0EuqO4r93WFuvMxaugQoHPlsxnUiWGiQFKyCMGNpzOJwqy7dR9M+gSq7pZZGY/iaQl7v7Zp+Tf2vXzRgB/2d3f9oi5uwzaCsjkgRmLB5vxgLVvVIVylJMFjG4FT/K17EA0rZspdVeRNtqjbHKHECh90CwymYVJ+cp4ZHAyF9xf0Fm4NFYTtAKqrWDN0+p3Ys0B1hoStyETwtpfmjZtz8aCXYBzjU/KrBFRdRMMSSbobPu5PttjgCq7p1ooWxsOh8X8brS4bFhgVn2hYEsXyfjdA5MZKM0WXSZ19WZ9w9/RXuGjcdOE1p7lzdow+WpBboADtyPqck/vrXjKtnfrIl/6ZnOnD1tmEkBS43+yeUxpahkJrVx4k7iNJl/cmtzumM/6P+G/sV6eYj3ltCwvsjxx/SD5Qh5pvY/Rw6Gvp9/XML+S56KTdkVbPf5aAD9hZv+1mZ09XK7M7H4z+10z+7d07W+Z2f9rZj9fPs+ne/+lmb3VzH7FzP7TkyuakomcCbWJTuBUS4G3kytvEC1+Wr7uzMmE5jiuB/jWgF8JdFuEOIMPJja78/1s4VY+64FIWIR0bztspNG+jzzqqlKi/rbdbn0vvnvPgjUk7Qs++4DLwyJomzJ0nGhsCi9WwdMWb2puVreijh22JAQNts6nGnTGe0/j5XuHQ/v8eZHUMc71a/lb4IUtNVl+VQQ4n9arp0PzmFPFgsvNLC9cjrSlsWAwsFRQ1wGIca5J0OpsF+0/peCZj6MPN5wAheZ3yeP75X1GuhuI27k64K60scan6DOgcupunwzAB7/ab5xG581W3wZ/nC+eN7C2hMRvdt2wghZziuUFf29ZWzgtl3sZ5KiHvt3Iz2WTu7+FPv/S3V8O4NNPzb8VTPuDJUL3bwJ4s5l9D1APajklWve1AL4dwHfL9f/O3f8eXzCzTwTwhQD+EICPBvC/m9m/7+7JKicUCwJrr5kWzmkzwBCTsrEUSPm9CZVp67oA8GQ9uvsnuZaV2eMv00iY78h7rN+2zmbJLCN8CFxc15ge6fsmMI7z6iFz08YCugX44lkeDkt8h/Les9wwcR7VyHtn7iTCND3jIvqla+7uCHAejz0A09PGVwu5WH10vGo9ak2JsjlNBnqyedLrF6DtN3jetoyXnkWjZx3JeAPW7hTtOy6bYlSaM1YGstgA6Rkmy7ku49rtVH63LhRSrsYRNi51ZrEnfHjkyooiPDdgr9MvqeVF+4N36AFr2cB9yfXo+OAzgDJSC4nKRA2QZ7CxsrYk9yIO7DIBym1GZvZR9HcA8KkAnnZq/mMxKnsAHwRwFcBdIKByjNz9n5vZM09M/vkAvt/drwP4dTN7K4BPA/Cvj+YMIa+LYLb4nJLGhvao5sHW7pZj1pethSXcJj23EdBfRGNCKtDpAYotisWpp/ECa7cF96PywIvyFkgKITJJegUkUaZqO8f6LvpYhR5fU/CkQC8DDL1YEwUkWVoqa2Vez+Kc1P3EIDBbbNlNpH2tYKaUZ7ZrXRW68yvLq2UrOM0Wq2HjjBQqNz0HheqvLlsGrD1wVv6vTkllHlUhiXSDlLHBV92BFUAiORsm4klWrjRZ9FfghflKXCpdwCV9oec9cVq2gDSuK6qnAWpcD/cB79yivuu6hNXdrm2IOanzQsc1l6Pyh+Vstlsxky29MvndY3ztsugEcX4L0Fswt8Qwu3x+HcBLTs28FaPyuQC+DcAbAPxRd3/w0fFZ6WVm9hcBvBnA17n7ewB8DICfoTTvKNeOEwt1IBfMvYVbTz4tg9EVwfMCBixpswVRBSDf44VStRPVZJVHyITW37S46k6JRohwG4IUjFTeOludtyjzG/figLRu7RcuL+rugSBdKJXvIsCavmHgx4KxB4R0PKl1gfNuxKY0mlomRHVXRAZa2BU0Sb9xWSxg6xhN4gyyhSN4yeZQ78wbHvuFV9fFIFlQu4swP6NsJxX3nYIXBYfN8yIgWjTudMeXWnzofu8dVsFP3ZGlC6y0VbcJ6xxYgaySN90OHv21260VLm6T9FvP8rQZ9xJ9INae1fzga8C2RTkD6pkyBfSVTr7P8yVTcthVpGVWC4ovZVVryyWih9sAqLj7sx5NfusGRpn9CwBf5e7/1yMufLao/Ji7f1L5/wcAvAtz1/8dAE939xeb2XcA+Nfu/g9KutcAeKO7vz4p8z4A9wHAU5/y1E995Su+Y4ODaFu2uDpd30rHaV3S6P+tPFnarfwt3XPv3Xj32997JBXXxXQj0f8pbT6Wdzvd0lZ+Lg+nH099to+mLVk9yqfy3lL/mfbaCKzrO4W3h3NvncYffwfsAx86MV9e/mnj97Lo9Hn3cOkjq503lx5ZWx9N3z/aMb1VLpL88/V77n0S3v329zRp7vvK+/DA9Ps33axy7WOe4ff+pZff8HJ/9b95+Vvc/bk3vOCbRFsxKv/xja7M3X8nfpvZ/wzgx8rfdwB4BiX9WAC/1Snj1QBeDQDPfubH+f1f8yPzDdVUtmJBMi2aSbX6zDUA5OWzNpBZV9TdFNe1fkn74m9/Ie7/mh/Jzev6O1g5HDBcOVu2IfdOcGW+t35nPPZ4kVNFG8qeT+SxAS/+9hfg/pf+UJu3e5YH2ufSe+aZSyO7zxaIrC7mX11I1F925Qx+vs/dOCXfi7/9hbj/ZT/cf45qgtfzRjrtqyfbSr+uyue83Lbknn3Cs4C3vh2+v0jbm7aB+K9t1fucLts6nY2z3nb4Y/Op12bN07F8rKw9nLfcb9opdeuLClf5O2Ueu9fE9xzru606tM2cJ7F0VZlUKN2lpDJZXS4qKzhNXON0avEo/1cvEdQxmZWrdegGhPL/xd/xXyzy6MOw6+c2OfDtUdGl9riZPZ3+vhBA7Ah6A4AvNLOrZvYsAM8B8H+eVGjsLODI8OreoMk12Hpg9nZSRDlqiq8NGfLBOth6gvA7LSjqnV8XX/NmgpGpZxZnIUM7OmykbbJsgs6ENrdHf2dBZGpqF7N07aMQMFq3xoBk9Wb39PkycYwHsOY7W2TiOvMVFDuhemZlThf1lbHi5/uFp+B1sHx7Ofel9mOAj8O0POst/qeyBZSJd4PpLqxsvCf8+S//WvsCPS47eNX2bJXJlL2zSndBFeKTU5t7PZCi1Buz0bc9kMLUAUJ1189g7bu/SrndXTORv7drJ1MqQMCHACzz0IyrTnlmVt8RFKDn2O6fHjXvpdL6WDZmsjPu8a6eGLc+tafZxjVSZIzzqazQuJMsroX/MyDpAKPH6HLppvW6mX0f5mDYTzCzd5jZSwD8t2b2S2b2iwCeB+CvAkBxL/0ggP8bwD8B8NKTdvwAy/ZWXeR4keTrQSxES5o6YYH1wsHbd7cmMKfhLcnxv5R70gv5tOwCdJoFQ3eg9OIiIj9PdNV2esJITxsNCgCS8ctl65bhrI1NX9K9TEjrc9RyFYhGOl04dfFWbSwC8hhk8hH/2ieRPljVhV37i9uULeoKyBhYEyBttEalKFctXFw2l8XjQMvbWrA2FjLettu0p6cIxJihMr1sq65vaY46dfsy86IKS88awjwobz0AlID+5gWHxYqp24FXgcX0/OqunbCAMlDmetWaxP2UvWYg47vcb06jBZqXL0b6/CWLtr4WlMV4kWLWjIdQauJ3th1dy4trpPgtHSAxOQQ2Ygw1aTNrCt/3CShHQ7jW9RidTDbTl5rZ3yz/7zWzTzs1/007mdbdvyi5/JqN9K8A8IqHXU/2Tok66MZ2EqQFsPmQ0HdmIcgsEluCoBn8BCjChMlHZUfe2H2xIWxMF2DVArX+Gnwp7q6oLyazmt6r0Eh2xDDp9mbdvcP9p/3bWEjEelMBQkfDif6JtFvPItJy+/W1BxkAUnNvZkHg/LSIGI/H6P+Gz04dXBYDjCzgV5+L9n3QFrjjfBrorONZy+ZnxHzQs57HtzdzdHU0Pn/zeOa+BHJwqNeqyzUBH2ppmLx1WYSGbrbtatvglftOd/PU04p5vnIQcgEiZgbPdvM14C2xXET1utOJ60gA2yq9grtTQCrnUZlAClRz3gq3jYnd62x9blzrWM9bnQPES3UNsSzp5U/mpPHzuky6PfDRdwKYAHw2gG8C8H4ArwfwH56S+faxY7E2WwaXmfUHFSNuYG3+42ucnn+zdQJYJqrP2/XqZNCFmepY+ZZZiPUAyDHisrj+qJutDjpJWSgo75o+uxZl99wvWwtOVn4PmMRvPVQsKCwDzIdaHjJzca8ufsZboDezuGSnHc8VL2n1OcSzZ96077hv+VArvaft4UUrqzNr91bZNizWo1LOyooCyj/Q2R7RZzyX1C3KvPeUhGyMZvf5OywZ+n6jwyHdLcMukuaefvMYUJCUbIlexWoRT2zNaPqU5YP205C8sylk4jis+2VyrLYWq5VGrXvJHGgsL52yUuI+ZeAZsoetGfpseUzFOOK5FKC1J9+35JmO68jzGD0S+nR3fymAhwCg7PY9+eWEtw9Q0QXShnxrXU9DOLIAV9CTCVI+GTEmVu/dI0yhLVTLx2Gdh4Ud+2ijPuZDhF13UmWWBgVuej8oAyDRL7zQqb+316ZI2xNocV0FVJTRc6GFkIv7IawUlGwJHu73HmBiMKJWi3ie2cLVq5f7UevTRU/LUYG/1Z5srAXpPeVHXYE+zXExNI5rbFTkz9oQViPVvHmxygBK8Khl84fr21osOQ/N31V+iFKR9VnWP0esEH5xQVYpb4HH0J7j0myrV/7jt/aL/F5ZiRRU9oC4WoG4fAY7DMg6PABYx0pFH/C8ZpB4tpv55PEubkxj64uWDbRgha0mfC+oyDS1ovjkBTQ9TOXxkZLjtjiZFsDezOo5G2b2FOD0c9lufaASgzsGqLpFdKHsHenO31k1B1rkWJDGgsR1q3DtWWNiQoYWutu1ZmQVGnTNi9soXbB6O24yoanxESr4ot5MI2EwomCNrRnaXyw4VMPN4iJ6AaBbQFBB3DEBpr5tbf8WOGSNmMcfaYR1jCqQ0LaoBYvTxG/uVwVwMuaaoE5ut9ajc4iBQ9bXDAC4nZFfQYn2I/FYKXvOTNz3ATx786RXroIWzr8VN6blKm/cZ/RdY1Kycc19pmBdx0XW/1w+tyF+67jh7wQUHQV1hZqj/McO39pOBu6ZMga0rvvkmaauOHIxue5uY4tJz2qqoIVdQ8FTpANggxXw8uFZ7W9hehWAHwbwVDN7BYCfBvB3T8186789WYUkT25ePFjwMhCIaz0zIJC/ap7pmHDI8pUJabZDHL3dfRtuIjhs0MOcyMetria1iPTcDMRXd+t19aUPbXkhJPg5HNsqnMV7ZJYLjYvIYmJM+FF3VBa3EfVx/t6Cp6dc9kzJ3C/cPt1S27NYZGMm6uOxzmON/fYyBo/GWXDdukOJgQvzvwUKOuO2a43QZx/5ddEB0Bzznx0tUMqqW7k5NihLo27XqIvHV/acku/lVFvpf30DdW+RnnwdJ9JTeDKg3is3GRN6vVpthmWrM7+kUfM4LdJHD5TjNpQ+tXGYDwGMvo4YumwsqyzKLLQlTxO71zvcLWjDjcllNjLmw0W3ASZy9+81s7cA+BzM5qgXuPsvn5r/1gcqQTrAg47957wgIUcTrHEhZQNYA0d7ACVbSPiV7T1+szKE7826mDeThZQFd7w1Vts3jksbucws6IyJBU/Gv/Bcz0LQMmqCqV28al/Sc8/40HMaAFl8hb/Ik1mPsjYpSBtsFr76nDSQGUmaohmu+mHLlaO8Hdbp03NY9FnoIs3lZpaeDbDQlDnJy/Cq0B/X41PbG/OLn4s+M6E6X3tWI3XN6hzTvov3DCnRXFgUGQFqhd9VGZFvf1G3k/fOV2kUJQEgNViX5/HQ8tbUqWXQdQZvKWDqlZEpadFviYLXjEO1+q4CiDsKSabkqPKg7h0FORlIyZQeTXPZdBsAlfKun98F8H107czd96fkv/VdP0rZ+QveAo9KOrAHW7YGqrDRBSpzazxcGseNQEssfPSAVW8HigKirAwbmmDjVPNWYKDUi9vg372FLNFQrPqlEw2Sy1KwwnWq9QhY+jnyRp/3tFxepE9ptwIx5Uf5ZlcT8xnFsX/+WCxLtsgqPy5bTntxMEC+lZzbwm1UH3+2AOr3UFycARQVsKkmrpZSXciUL9bEgfZcEd3lBeQ8KBhwGWPaH5yX0wD1+ITVEfllTnZ3M1G5qdVCgUHhZ/VOIc032MpdFOem1Dcoa3uyupgGSwONa/wN95e2gcca13E4tPE2GUhR0rFP49NZfvesMpnFZb7ZlucTcJnv+rk96GcB/B6AfwfgV8vvXzeznzWzTz2W+fYDKipoe9pgLCC8IPDpp5E3ytzKy5MxyskEVyZAmbJFvE5sEgLRRj3/I9JHgK7WJ0K2xt1kCxZrIwzUgDUYjIU1O9Oit9DqgsGLjAoBbidr1kwKyBgg9HYG8QIVAigLRgza0sbiWvCgAJTT18DbRFvlscJtUAoLTSbsdTHIQFeMER4TUV7PepNZwjQmLMrmPJPPbS3X62KqgIrb3nteuoAqX2RlWlmRsvghjqfRvtdzNzLQn40t+l8DTPWj/a6UAUO9n1gxMkDRWLMYeCVjJQVF3CedZ6Bu67qbKVMQFYgqSGVFLOrcsihyuUykTJqeacWgRwFOUAU0c7lNDMwlmTkMuF2Caf8JgOe7+5Pd/R4An4f57LS/jHnr8ibd+kBFtdZs8MZHhQ4HflJQayWf2kl+SrAdTzC+HlTN+1O7mCuaV6EJW7SMqEc1dSa+59PadJxRFqnPlhue3CqAdEHsacRMuhDrost8xXem6WXBsFyfPlfW2rXfewd/cVt6rq4MvMbvtJ0ihBVoRV3xXxeWzO2mCyGXoWM9wE7Mg63tz9mz40Uxc5M1+WwdcKrApAeYEW7BYT0+uX84GHKw3JWiNHkb5MwLcm8By9q9Na8UcCgw6o057SPdbRhARJUeAS/NbqFELq22Mgugqv3O84Z54I+WmZWbWb05zSlyVhUKtuwdo5h/Mf45n1pbQqEAyknfkf54NY9RQ8919x+PP+7+EwD+hLv/DICrxzLf+kAFWA/aTHBn/nQbVpO6mYDj2E5i1QpUE8osDkJ1rz8vHhkvK568XUjTwqdc++Bt0FuLgrS9AXNxXQV68MwLRgAqFdBaJwuJjJ+4zwI6A0Bszs2eJRPzzPd1p8oW9awcugBlGnE2RuM/C93gTy0WCuYYXGRAnNvG7VbAk5ECV22LkoKp7HlkgHGr3NIvpnMx8nO/xTjYCvrl+uJD6W0cFuWkB87iN5e5NZ+y/1J2uF+6x+gDzWF5TJvHMCjvwtPquPwEEDdKTjZ+pG0r3vUZqxUltaqidf8ArULC1tIglicxFjI3T9MBCdhfJ6rplqP6N5LfaPKb8Ll8+n0z+wYz+/fK568BeE/ZsnwUXd4eQEU1EloYqzbQi6foCZhsMdeFugjyKjgyzV809/oeFhWw7HZg/iolloI0HfL7rB1uLTbads4T1hzV9Lg9DByOLfrsplNhws9MgWeWnnnI/M8saLfavcXPlsDTOhjIHgNPGWgNykAvC1+uUy0ivfggtQhkc0HL1zJ4HIRmb9K/PXN9Nv561zMQm4Gy3nPNwEUAArVcFMtjc1I0l8P1ZH2ZgK7mPTrZgWjlfw1iLUG+DQ89QLcxv1bPQttRfqc7n/j/FtjjesSa0gAgHVdcT4AE6VcbhyW2LIklXBhIXDhbMWR8TceR0VrRjEXfnvuP0Sn0xZhfNvwjAH4UwL3l2gjgC45lvvV3/egkkEHZ3Vasgka3Q+p/FYascfCR0Nnk5kWXhGJzNDyDm7h3SptZwByS+xpAyAGk2QLA9zh9AJCMh6wP+VlsgQMFdVkbtB7mK+rRxZepWluO8JNpVvzss36saUjDC5My85WaluOtyMjBwmBotp0rfxU8SruyZ8OkvGkf8DMYbNmZkvUPjb+66G1txWb+jllTgPV4ZTDcy9vT/qmtKRjZAte9/ufxmBDvnml2/agio7yUPHU3HsuD8Yg6P827gXQHY7P9OSieFfMwLNaduquo8wx7O8m6Ry3wDqiYN8kz7MrtrP9rJnk+bFFUizqP8wb4D8s9vh6/69y9JJOK47Z4e7K7vwvAV3duv/VY/lsfqDBlwjcGKC9owFqDUKsMl7UlvIA1sOiYEuu2U130uayou8l4TJMnTWDLjJloLiswwvcYDGh8CPenHjDH2j2Xl/W9gq5M4LPWFcKNfwPtttrgt25FpVfAZ2Ok8pKAFF3Uuf5II8/ODwdY1daS9tTnI+dmaHm6OEab4reCJ76ummpzf2jHjY7vxu03zCBF6vLJ2y3UHaDohwPMO0Jd6rVxaBfzDFyGdULfz6Njk5+lAifmWamCftlKrovqUNxR8yEgfeUhA43Eb9oOBVSyO23rTKcKLg6H+V1BMQYDKDEA4tODpf2Vr6xNW/211fZyrfKhfcL/t+ShAlcmlX+9s5zSWBT6rcoqpZ1Ppr1E9HAbAJVyEu1fA/CHAFyL6+7+2afkvz1cP5nJMkgDQYE29iETEJlmyqTmaDZPqiWGhZIKdra0hEl0ywXCZtP4rVqCmv972x954eK6em1UUm1DrQfsJgpiDVe13S2tmvnVuBZtJ9dV+ma4ctam0XZlYFS164i5yfIyjwO9GZvLyEzSXAYLfOUjnnW0SReEwdqt7gzIQgtUd1zPoqICm9sY9ZkcrsXPUhap1W4LpcgzJNp+Zt2KxVq34XLd2Rk02VgufJtZ2+8BmLnMJK9nrlCg767iMRRtpmPnm9gOlQXKR8/CEeCCt+ADq4DYxgqsgDF7IeNA25p77kjtL7XcZNe47dSOOuZ7z6ACaV/tVmvezxOxeVvKH1tK4nfTRkO8a2h5g/IlWVRuH/peAP8PgGcB+NsA3gbg35ya+fYAKjFogbXAyIg11GyhzCYIX1MfJmubISQ5IJLrUG2DhH9TzpC82C3TLDiWQHdV8De3I8piawinzbQSpeiHaB8LZwYuUV6Wn4GNEj9PPQeFv3ULKfNbhE59qVqmgXXAw+/8L8/GcMe13JqRtSXK6oG7HlDsAQUGpQxAsr6Kccb9z8K2J6QzXrmfeLzqdV1Eebz3KCuX+c8oW6g61odUg99a7KPJBxrvPT7UUtAbT0ABcomLTl3J0r7V1mAtJ+rOeNT+lGvNluTNWLjEnVPqbEBQp34ziv8hq1EzNwbZvhxlM5hhpSJpb33pK9D2qw1LHGDcW8WcoJ0T+ps/EVsY7RvH+vvSyG/C5/LpHnd/DYC9u/8zd38xgM84NfOtD1TUMsADWw/0Uk1n63ciSFZpMu2BF4sgPVeCqB66JpYS31/kJl5uG9eztejXSZaYZjPtXM2dobVk7Yz2qe+Y+WHBxgsa91UGrLh+fY7xzRq7ttGGNsA56ZOmLLJAPO0vvA3Thx5a0vbOutj6z8AiWTyaenU8ZX2iQrcHNKLtPStO9qyi7bxgc7+rK1THd89alFGvL/hMEl14O9r/qkwFTJmmH+m47T1LQGj8ARjCKsLPIXl+zdyN/op0bFnJFAvqg9T9ovVKH6RnNFHZ9R1hOq+Yyn0Niq1ApCMTV7Ep0RdMh0O7fTl4YeWDzwjiOcr9m/BbeVI5mF3Tc3W4jibtMpa8p6w8RscoTqB9p5n9GTP7FMzBtSfRrQ9UAvXyQGThz5SdupkAkubV6tlJjT2hposfa9r8nwVaTGyaAGblxVenaqek3cVJmA0fJX0TQNjTCnpbrrcos/SwyZXbsbWgyUJdX9K4RXE/DhPb2sVA6Wp9rJVNLJA2hFqPhyAGzwoKYpxm/cCLLZfFQFYXRR5rbOXS59azLOhiqqQLQFam+vvjXjbG1IXG848XC7ZaMC+ZNSgDWpkVRhfFXruS9m9aEzS/ygSfGvAQc3R1CGNGk7x+IP73wB6QBwpHWgY/GYDjMgUoxRH76SnWNObSQNooM1Nq9JvnDYNzdmNnClymbAVlACTGgcaqpGAlbl+yNQW4XQ58+2YzeyKArwPw9QD+PoC/emrm2yOYlgf1YKjBbaQ11OAx0myaF5MBdfCz/7b7xk611jBwiKA7DcRknnjAszXIFj67L0NUQU+Tsnl3EAdNZqQ4/j3iAAAgAElEQVRaUQh6XoC4j1VAcBv5f7QpW9g0pobLl/T1xXJqlmd3TO1TaisDJOY50nFZStpOBRfKTyY0rT0Vtf5eWR7Ks1u5Bbg/0eaJscf8Zu1hHjhmhdPq2NUF5dgOMUj/a16A+svbtkW9+qyApVxLnqXujsv6IlMehhI7NI7w8/OWB00bxZVYjeaE26iT+yuzbPD1cWzAQfM+He6vDmhogEWApmML5pYyIpQFzmYvbVy9pDDoML/J3V3GU9KWNLg88tD3SjZHH23JM6rXD4clCDyTOyrbdH6X79mCYut7jwXTPixy9x8rP98H4HkPN/+tb1HJYlOCSHg0gCMACb+LIsvLZbKGyFora69stg1Bq0JTNUU2VbM52qdlcdtoV0MceR/EICasHFk8AQOenssgs1JoG8PdkgXPxSRXSxOTav4lT8N7pJOD4GqgmyWLYaTfEt5ZDEjkZ1ebamXBKz0rXtial+Q12l6x4BUN+6E//YfbPiiLHLexPt8jcQaVh8yywL95vCqQ0f5i644CuWyxjjZTW5t7W1pyzAPdOqt545pao2JM7C+o3uTZMqDgviAlpfbjliUs65Nev2TzLrHuqDVX39GzKkv7rqRNz1Rh2ehtu+NaY8mJcvm7/G6suDx2svGQXVNZMVCQMcdZsYwSOVFdMsVtZAxo9ZnFHM4sJ2JRmeNdvL33cNycjxEAwMyeZWbfZmY/ZGZviM+p+W95i4rtdk3kfKVM8OlkzU6wZGJBI8Fg832x5Ch6j8VLTz2N9LrYTKRd0/bT5sVqyhew1KnxKvK9eiPvsUVby4u6NZ1akHrndKi1IBMkGciwATZiLVCkT1bt4zaUb99ftFuVlTd+jrwFWBdCLj97Fkz8LJpn5wXIzG2486d/ZT6iUfsgiC0vmobHmi6YwVf0/bFnG5YctYppW7OyeTHRtmaLZSyqur1Vn4Fa79SyVNvSLvpVqw5Nm60pGbjg3zp+sy33mje6KntbdbZIS/7Ip/kbq4cCyh4f1brQAWhBKqPCctN7YzTzUEitPqvdhFnfBvW2EMc4ZLnKso6sbZZZ1tQ1mcmZcFdNDhtEXqhC2Shwp1mrHjWVqXMb0I8AeA2AfwQcP4lW6ZYHKlvb7BpiIa4mY548vMgyqSUh/rNpOlu4MtN+lJEtNolpdBV34dOcjkEUE/PXE7rH0skiYGc72G63BJhGW6v1ZGwX9i2g2AgtBQsyMxuXRQIK1DXCZdXD0hZBVc83OdpnQzsmghdgfYZJT3PjtOki1S44tW+ZErClY7NuJ+25I1d9LIK7N25r+iMLbE/DbMBFMp/isDq2MikPGUCOZ6tgXMqe3RGy8PYW+QbQD+1BZ6HZq3UryRv/a37lm/nK8o+2WBSojrBwOLwBFs05LMxvBn542/FE7h0aN3a2m61QVHfNl1lUoq0rJU7anT0nTacyePJ2rq0AtoxrAI3SRACoASKqVPq0BjqJtaU5jyl7bcFjtEUPufurHmnmWx6obPosmdRnrgc68XcAASBPF791svQOTgP6E7hbbmdxSEDESmPhcuj+yu/c4yfhw6eLNuLdEoGQgZ4oKwORWd658FaYZM+39L2NA6bz/SxAtuqrAqpjVeATXpV0Qc8OuFvxJkK3R8kC3WjTGfhgKovbbDmYgNHaeAo9iJA9iT3tV/OyZYPTbI256M+V1YrGFfefKhtZ36mlhuepjiETiwaP5ThpVy1QpYxm4WdNemuhzZ6LUunrzGICJFYYnYNVmV/6pMakZTIjAJpTu7g8PmiuWl8OCwDi4/zjGqS9ChAVPE5SR3ZCbAaSjymfej1zEdHzNQbDLMeyIHC2aM+FAuMIw+x+9skvzaAC4LY4mRbAK83sGwH8BIDrcdHdf/aUzDcNqJjZ/QD+LIDfdfdPKtc+CsAPAHgm5gNfvsDd32OzM/SVAJ4P4EEAX3FqA1aLAC/KEUi4tWMDWJsVWfCyxUDzkCCvLihmjQN4VfBlGoYIzBY4tfXWo7V1IcjcLlUITdt+dl28mXoWGdV6OaA15EH04Za1SQWYavbRdnFJzEJfDnLrWXP4mvYB86gBsyuzL/GTubKyxYvN0JGe+eNikwDvLnAdDBiKYDWDn++XewqCeoCJ26jjhvOpFUT54bw9cz7zvdUm1qZ7c0XvZ2kTsNucDk28r06JBbCy4jF/tMBzG2ogJ1FzHH24+9QyQRaf7MTapoyg3oGNmdLAQFjdSMznxQWc5GDd7ePSB0xb8kLlKfVV47rP8jbM9RQWX+ZtZoHsuY0ijeZbKUfezAMbBPDfbLo9gMp/AODLAHw2UF0/Xv4fpRNMEY+YXgvgc+XaXwfwJnd/DoA3lf8A8HkAnlM+9wH4H0+uJQt+ZNNpCKOJBhtrjcD6rA1e1FRQK5U6/OJidT19Dwb7PuO7aofEEwvLRKvsHlKlC2wsLlG2+m+ZerERwBJYyX2X9Qe7R+K/au3aH5FOA2mZemBBifs0ytlaMDmwOHP5cZuUZ6be+Qrcvl6MAxPzzeOC72kw7zTNZ1NcXPTTZKTjJgORURZfj7KZR7aA8ZjL6ov+5nKVb54jcZ/nsZaX1aUaOqflscz88tjZOo2YeRcealwM8VFBBwOsuE9By93AV5/624KVhvak1ybGLRvfRO5rQLs6syTjL+OrB2ZI5q0CvrOyOPCVy+IxwvKB5w3L70w5yeTK6hiLdi7OFpVLNKncHvRCAM929z/p7s8rn5NACnATgYq7/3MAvy+XPx/A68rv1wF4AV3/bp/pZwDcbWZPP6miLRARxAIJWEyCK239kOcL2hLsvHthqwzmmd0VMTl0MVMtKSYlT142q2o9rG1klAEPFgJxT91arI1q/uB9C/hk1xQocJlc1tahSwwEuY4MWKl1KTNN8z0uL4AHa2Y6zpR44c0W4EijCzKnS8gP0xxXwG1lTTGjjFetLxun0dZIrzvNGJhqHQxquJxsHkV+3Y6c8a9gKZszagFRkFFcMqt2BWndwefW7qvM0pQBaLIM1Z1G6pYxOaU24iWy58fAKMoCKnjpAg8dc1maQs2OIB3DTAwY9DuzLGdWIWA9vzi/Ag2VPRlPmfzKrsft/UWdU5d9lsptco7KLwC4+5FmttWgvYFkZs8E8GPk+nmvu99N99/j7k8ysx8D8C3u/tPl+psAfIO7vzkp8z7MVhc89SlP/dRXvuI7bhr/D58cuEnOy3vuvRvvfvt7H2GdN5qvY+XFmHo4dS7j8J57n9Rp6/G8j4yvrfYcawvnjd/6ndPyTI+l1+tbdfbyHKMs/WntOIX64/fR0M0e+w8/781pZ49unrw5hS63rUyntvvYvO7NNYDH/dzO9zTX7vvK+/DA9Ps3vfPveNoz/OO/9OU3vNx/+60vf4u7P/eGF9whM/spAJ+M+f0+HKPyn5+S/yMlmHZrxLQX3V8N4NUA8Oxnfpzf/7Ifnm/0NE7VZjRNz5faS8PpgPwFXlt5gdZCcazecv3F3/5C3P81P7Kky2JNVLvK+D5WZ0Ycg8OWm14wqfKkvPTylH558ateMLe1U256EB5bQ7R/ufwtTYstbtE2DbjMrDDA+n7Wbqnrxa96Ae5/6evzWIyod2vLca9t2XPuWYqyfFtl6e/efemnOn57czT6MOMdMs/U8rXBVxOgqjyfKht6z1KtATFPX/bDeeC6tjNrs7R7laZ3L6HuG5A38qS8Yd3/ZoYXvfLzF5mkZWRt6fVDNmayZ9w71VbnCJelsWEam7JlbS7zeJ6nP7SKr7k0+vBYQG40feOjyXzZQOV3zOzp7v7O4tr53XL9HQCeQek+FsBvnVSiLhwaOMWDKhv4vL1VhXQ1WyaxC9WsuhHFHkG42QKgZYWJWlwcPvkqMG8uj3hkt0wveJiDXLPYliw9TeLGLM5uBT1vQ9vApl5+Jiqc9Xmxm0T6191akzsH43Lf1L7ytpyei4fS+eEAw5g/L85/zFSeCVc2k/PheHwWiW6B5rGYtU3jHrQ/VTBr+U2ZyfzR58V18cIT+cZxvXX22EKVgIVm2yiPwQyIJsAiBSnchmMKzhaA6bVLwWuAJgYO07INugmSjXK5/kT2VADWAXYA8qDsDkUQbS84N3YMRRvSV1WUOrJTbSvPWUAuz6fM3RN9wnI1czcCx5WRSK//Ve7HvJwGVKTAp24/Rg+L3P2fPZr8Ny1GpUNvAPDl5feXA/hRuv4XbabPAPA+d3/nyaVmwiQLjNQFtBypXf3bg7WDMO5H+vjmyakxMkng6+ocDs7Dgoiux9tBTQVrfHMeFmi6eCoAyvzCSlFOfOtCG/3EgCfKUr85ayu9gFrma860XNsKZM3ikw6H9sWEDAKDdwYPnbiH1XbnUsbq/UNcN/eb8qh1BcU47IGmiK/QvoiYqt4z1PIYwGb3ok4FdcpP9KXm43pLv1eQou3WRT6eC9dR2uWHA2CGGryodfbaH6SgoQCGNGhdedyyOjAvWkcENkv6BjRFIOnka+sgsLz4L5vzA2015naqUjatT6U1k7eyE2/1hNkAHBowejisd+gwxTNTMMLtn9bvLmoAc/zPgpvj/1YMmY5xnVtqQQmeY5x62X7MChno1OvSD5fmcvOb9LkkMrP3m9kDyef9ZvbAqeXczO3J3wfgswA82czegdn08y0AftDMXgLg7QD+fEn+Rsxbk9+KeXvyi06vSMy/PXfEQGcDqGafWRjCAkH5WwHVWXRVy2IeOY0udqJ9LVsVRXPMyldS10e2oHPazITO1hIgN69q25RHvZ9p+lxvvSYCOHvvDAMvsUCsXsrW4x1or/e2SMdY4LJLunq2BFvNsi3L2hfN7paO4OV2qtap22Z7Wj/VXc8PUa1d8xyzIkSf6S65RPNvLFwZ6Nb/2Rg9HOgMEAKCsaAlp6o29Ut79JCzruVC+KyWj2rRkP6pCYXHjKcsaJ768GjsoAAXlRHhqlVAs9plw+AnOWSu6YNMTvR4q4VMq74++v6yeM4qKzLrec+6EXWVk6jrlnHdARmgjALj16fc+qIwbrmKbgIZLg0S3RRy97tuRDk3Dai4+xd1bn1OktYBvPQRV9bzV7MA4MX/gFTTat02UocIfRZazf1efITylkz21UvkssnM7VL+I80Bbduz+mKB5PND+LqCt+Cn50fO2pvFc7DLCsgXab6vB+9pPdxXPbOv5mNTb3YsvfbZKDzQvZX5Xd2OalHKgF6P7x4QycCEjruE1+b9JwyQ1DK2Va7ywml67rQMoPRAUpJ+mbd05g7vktM2bc2NLWDWix0rv7OdNKu2cj4q++iR+sof8xTu4yytgpVyrQEoWXsyYJkBHj6lN8ublNG6uBK5nCkefC3SHYsJibEQvzltGStxEnVzdg6wuK4jb/Y7o1NcS4/RDadbv8d7MRHAeuIH9UAAD/Yjg7Exa2vZTBmo4O2S1I7m7BcWBDxxIl8x7TZt05gOXii1X2JCcluzo/6z9jFPUU58mCfVfhQs9LZ08/3gT+uNPLpFmEm15Ow5rc5MoHxsftbyte+5LtXIwvzMmnvmwuK2scAOys5hydqu5WeCPnP/lDY3527oybjsQgseeUsxj5eehYV/a1vjvo5vHqc0LqqLJGuTWkuyucgygtuq6bnMpI6Vm0TSbJ5FomOU+y9brAmQNC8q5LyHQ73XuHqG5Vq9z9/x/KYkpiTrs6TtWXxKw58CaiA/oVrHhbqVgdYlGuWrmzNz8+r1XhqgPS3/ki0qMwM34XOL0a0PVHRRB9aLsw7+3kBjlC0gok4CFmJRf896Iv9rUKzGiYSwVwEQsRbjCPBL3TTwTOq3cWiFQgZ2tO/iv7ZBTa+clrXQmPjat/F/KwCNy9dnqLSl/etimi2Amk6tB8yP8tTLH5/DIQehHEuSAZCsbRll4CgDL9nZHizEFcAxn1YWp4iB4XvBY2Y5iO9j7oHoG40RyfjRcpI0qRuB+VHwvNX/vTZpuZp2SGJGhJ8GUEVelUtZGzj9FihQKs9R3+8T5XJAbPMtpz5nPKRtz4CLtlf7nuWTHq7HspZ57833SJNZXkOuZ/KJZJ4rGA5XEHf5ZYOUxwjA7QBUdMEH+nETqn2yIGbNPf4HafpMiPAA7pzK6efn64WPBSIvcINue060BUkfQqYGvPGnZ73QMrIFtaexAtsApMdrlKlCR60MW8KbhZQKoExQsYbO+Xix10WWxwPXG0JVd0hw+swXzv3MMSr6TDLAzABDx63mV82TFgnn8cbls4VLQQk/GwXqDAq5vABt2ndRN5vtud06hxVk6LhJQEdjQWClgPlXCutEBmTiHj2/Jq3mUWAy2BJcy4CjB6iydkY5PZeTztvS981R+Tp+ekAS0ofCw0oxYotMBixUvmTzWi2OKn+yOZLxr/JIFaXMkliuGafhuUL5PKvzJtOH68A3M/tcM/sVM3urmf315P69ZvaTZvZzZvaLZvb8G932oFsfqPS0HP6dWRAYzWs+LY+tHjrxonydINmAjoUskH8QL0xdYezthM4o440XDk5zDFj1rAh6PfIqmOHFiNumC9sxDYUtAby4R90iXFIAEBYfXSijDG2/Ckju715grtYd9bHLip9tWMm0j7gPmZce+OoJ7LgWAK30Rw2mzQBH/ObdbkyxyHE71FU4eXudeeE+ino4jboss7GsZcR1GifxpuCVLFCwyryhs6iXMhT8r94mTH2ZxqOoa47zRV/02qs0EDCI4gP4RJkKokVp0f4xVmQKIAqw0riXmD/hqbHMcP9lwDLGW2b903oYtMS40LgSKtNZJingVRnC5fC4irgWG4AIZ7WhDbS9LPKb8DlCZjYC+A7Mr7f5RABfZGafKMn+BoAfdPdPAfCFAL7zkTdym259oBLEwpMXQ17gIh3/7gkCjblAMmFV26sJaVFUV0BMXhbwujBkwhiUv9Oe6iri/mCeIj//B9aaNJXflBnlMn/qipH8TfmxgGeCJMsXPOnCZ8P6GWhdulCyRs6ULSDBCy9sGWDQujOLUy9+ZnJUKxlZYuLttd0YqQA58dHnCqz7l606DFiZ/8yFFPwnmuWqfT1gzosxxwJk5TM4YQ1b+ztbLHicDLYAi8ivu4OivGzRLX3TWD0CHIzSJl5MGdQwMEoUgdXONK2TrREBgMwacMLH7Fd3HZepNFiNTVHLjCcgbnPnEfFU0wXoV2BP7WvknwKqSJfJN87H4yAB+Ksj7hmMaDwVW2TjeyWHaHzWMXzCan9r06cBeKu7/5q7nwP4fsyvumFyAE8ov5+IU88+ewR06wMVHdQslIG1MNfFKK6DzJ0h8EQraTQFReEqvHQy6WLP6VVjAPIFSLVYTs9aXhajwWVlVpXgNRZCFoAZzxz7wtp78M4LTmj+7P/taVrZ4s916r1oFwNL5St4y8AK85WBHpc+zRa2KEd5jmeVtXPOtCqjeaEdl6t1Z1pn8KjauT6P3uKs5fFCon1H49v38kJOLmfVZmoXAYvqJtTno3l7/Z/FxmgfbJVFeUIOsFVk9Z6cAkDYktHEZjAPvXgybesgB9QJn807ewTAAOi6dyN9xKvotmMNutW3kaeARXiaMw5rwKtjMVMOe8qDppuKlSfGuVpze0pBXOO4q4hlYZkU6VYuX1HufLpcnOI34TMfG/Jm+twntX4MgN+k/+8o15j+FoAvLcePvBHAVz/6xuZ06wOVDFWzZpYM9mYRIY0rPQqftRReTDONQH2/Wg8Le9WaIv2WVs6LEbdX2xfggCew9gcDHgYaLABYG2TNlNu7OnNAKPqIJ7n20crK01msepoiA0sFQCy8FFDFde5/Ni0z0MgWugycKM/RvmThAYhXXqg5HQtY7Yds51eMKRbIq3o7beD0uqhkgLdcN12MSjnVGqfaLP9WQKfPL6mve4/b1JljaRyFzI2V64KvheVjnMcbywxd0FeHAyqgydoTedV1laUr/EXQbM0n5YTlZQU4pK9rujIGGtePBLuudjnxs+s9Q5V1WZs5fWVsUUDqW+NjzKhSyvnUksUARK0nNE6d8tXfOk86ePkWone5+3Pp82q5n7VQB+EXAXitu38s5nPQvsesZwp+dHTrAxUFAqwh62TIhG78Zs2uDEozawWo5tUy2cTY4/VYGUyrBRxr3zOwBi+RJ+NbBUCmdWb1cT/F/168TAbI4vkci+VR/jJeOR33gS48HCui6TOB1jurJbOkBLDgsrI+5sWSr7GlpGeyj0Vht1u3IyO1nMR3z6LH6YIXjt05hYJ/XaCM4jSOnIfx/7X37cHXXWV5z3t+X7gUIgkJMJSEizWDMLaESzEOrQqxTLAOQQdGqLUoaHQKKg5q6WVsa3UKvSGO1JpC2lSRS6lIShmEAZlax0KCgtxLQEjSUCISQESF73dW/zj73edZz3rXPr/vy++yz/neZ+bMOWfvvS7v2mu961nvetda1XLo6Jmo/Ij4j526h48In5MQ3jGW3xuH53Q0H04O2PLB+aDnqoEPlfno/xG9y4W1y4IprzqYCk9EZvIxPF+VMT3jaUXLq6uTnNmvheJvrEjcvja1C/8e2kOz9wvrDE43aoseZqi3FcFQ63fk2wKM9bQ9HXk9mDh2Z9qCk3KmPcixNs8F8DoAKKX8LoB7ALj4rgvdYvuJCrC2AriS0tEgj5T9v39HDcr9BbTxq/k/Gj1Ec/1R4z3oNzd+/z9FuBRMPLwhq5VBZYjKRKbJQihJY/l5lK/xcNn69tQRYWLlpc7BPj+9t2jNumqNsEU9XeEdvE6p6YhLOuIumIhouUQ+U42pmcqnLGvHTSUZTBS0LDWvOjqM3pcocR5dNmWhDon8fnqyBzJuPNRT65wQ1srRleXU9sZE2ctHLaacx0iPsPz+28Xrna0TTMU2RIfia5ZcTwxwSinVnilaPtU0lspCaTVnIlE8VdyDZaUiMVQmXWtRRP65vrgu0jDedlkP6WAk2AtpdISNrCjU1qolydpefCpWcTRGgz7KEXw240YAl5nZw8zsblg5y94gz9yCYQNXM3sEVkTlj85OyGnsBlEBamWsCrm3cy3DFW9vDt/T0FF7pJwVvVG1f/PcaWSJUERWm6CDCEdtPA3jcfU871nJ9+aNPQ4lHlGZcPkpAbLF2oIVycN587iCdzAerMbPqhVnQXvaRGl4h8YyR8/xu+LOnztET587dVae2jE6VGkqQWXZtczUSuLfrLB7kHuVouZ7U6ufmMj4NKSXg5Zj1IEBTR1ffM292zT8t5IRzqd28lr/1FIVWWOUsLj8QHuuFIfhurQsiDZea/IV3XfCoKSDwo8rbpj07e9XpMf1QUMmpK3pap9mnxXOn+RxTG+TvAzVBTwomtLHQL0jMj/POonjFWv76I8TtcOx7q7iLctSbbW/yyilnAbwfAC/CeDDWK3u+aCZ/YyZPXV47IUAftDM3gfg1QC+r2w8++HscNynJx8NKsVNfifqHMoVOlIMXumXnU45IjmRwomu99L0jiaa2uimJQpguWgb+94e7B53R/mzP2/LSsHKmZRaONINRlzNVuzciZclmm3z/VnP+6BAxuMDorwu5cRYLR9Pj6duFjYoGiINnB9OQzu+qJx6W8Sz7Dp15OmxRYjvM2Hh7ca1rir02ia5HB6fEw32M4rS0XCcb61zCn7HHr/XGfVv0vi9vAYSuPzil6bbBMvde87vUdrVqpWo842I2MLgx1QUOEkNSJgXw3Dchh63oNvTj1M+TCz2rCYhLMe6sNZ54zSFVIzxRGQ+yjNZ8ricolVDmv5odVEnaRmE1SdHDz8iAgzUcek0LcvCdYtJD89m+uCCrSz+XekPwE0Qvh3/ceOg+54cNkopb8bKSZav/TT9/hCAJxxHXnbDoqIWCK3kPKID6kbTc04V60QVLprz7+WHn1ErAY861DzfxF/aOPl5xhDX8kt/Ot2ZRKMcdygLTn+t5NB4ep0pl2fPP6XxrQjkBI0WWaboHUbpO6IRYW/KKswbWnl1NKaErBd3L19R3VKrAbBeyqzQKUrOm8fHncHUPjqbCByXTWQRijp6f36KGLHckZP01Cib44jIP6Xd1HPtUDW8gzv6aNqCZCinT9ckQlcVkVWEfT54hY5uIBcSbLrnckVTMXxKsi559nx1DyjkfEf5WlhtZQoGQVU+eUoqGoBwOC9nmb6pyp+teMtS6/zI0ujhFWppVr+WxLFiN0o9IgGqlP05vqesXFc8ONg8HHV+UX44HzqSAMbOpHG4UwXe6xi44bCiYH8Bbczq1R5ZCHiZnpKAXvn2Rp3q4+F5isrPlcwq8ZpITsnu3/4+e1MpDCWabNVQX5yFrf1ZpjpHD+vb0Ouqq6hO8OomroOqiJUAjCPuvbqORx0nlyHngZeST5GG6B1wW4ssI/qJ7lG9aqYIOqSzWprKdY9JFH9HpE/qMnfafJ1RbVug7yuSVctSLRvsD+L1xO+VtaXB888rd9Rq0t1Bdkizsnw4OWDSUdrVQGM5M7zOyWqk5oRlTZPkbuLjMuOyi+qr6rgxMcmntwPXd2yZ1LYQTb86qinaiUHNcaAcwWfLsP1ERRWpjgB7IzHtDLjTjhqRjpio8YWKVpU5h/GGNDViayCyRBvE9QjSGMUw9+x+B27+5k2sPC7t9KLOMhp18jPqD7NJTvUt4BGRyhFZnpQEaV0AWnKmo2QmtUOZmlrimGxyurZYlynvAKtWurEuBaPHnvKUDq3Ktyp2rXtKRFTZK7gDZYXu+Wb5uQ7JM9VuqRqe6lXjhMpyUNsZpyyibQD8W9+RysV1Qrck0PvUsVdt3O/1VkZFekPrvP+nKaiws1+snYUrn7OysrZMTc+qNSX0TendH1b56Lk9Tpia5dARgfP/qk918MLPLqxu8xFhisqy5xStdTcalOj0T4Mt7Nl3DNtPVFjpaYNQpcdheptiRWw+Gj3RvWqO20f2nHbkAxA1bFWuUyM1llVXVqjTqjZsHr0vglUTkSm7V44qj6bTU9B6LVIQ7AQn6VfLBDXs1KinNx5O6hYAACAASURBVEWhRE/zyx2YX5/q7CPy6On08ufv00mPjv7cUVzLkDt93RnU6znXlch5mjsRIRJdMk2dQOXgOTw3uZqH09Iy8Huefy4DT7dHdpU8a5uM8s/PAc1UCBBYOjw81YveCcpKcipSN3xPHmo4vINmc7WoTlIY9XcJZViWxkrSyO1J0sZwld+M6tmoHZH8VZ3k6w4mouyn5fVXBiflq6fbOtGz3LKuie6HAwWr7/G1Y8BJnfUzJ2w/UYk6YWqclaWAoYqLR4/aiIK4x45IGxuPCDr5ibbmDmXRNPUZv+eWAJaFf/c6JrJMNOZezVdZtnnxTlevK6I8e3hHpQQGJcjycfiF1WeTaIejoybtvA6K3tx1QJyq/OlITeMclWpp73M+efdfDtsrQ6DZVbSpsx5Pj4CpovZOnvPHcjpxUrLs3wup61w3lYxxvEq2o7bmcfag5FvzEoRv9jCR/EVTMOM9ncbtEPXxOS6/KO+9a0x2FrbWc6xrnDT5dG8wRaP5aU5T9jOThnDVfU/nvFOx9aSXd9ZHMmAar0V10BH4EJpaQfXd6gA0IjH0v7gVchxUUFuzBY51L5VyRJ8tw/YTFW0YVDmbUZ4/D7SKS5/hRqcdv1+PTOoTGBWCKjSgnR7ya0qaoj0iOM/akelUhyqH4d6442PPehNtNNezKPSIiRKp7jvwkZtMuVCc4dy8xhVNBTnJ0M41ctj0MECfVEUWAb4/ta8Ox6XvmAmgKm4ux4DEjfciws1yehmoFYPfjecxiouJU7TrrG8SxvnT9sLyT6Xn05Ymcg1x6tRJlUbvv3awIAuBl3/k5Fx1ktMqtFoho23KpwpJhvHTq9/DN09HqR+Kr9gxi+uHWkn8/J9mOqcsa2vxEAcfzFd0D5cozwuSJ1qto6t8yrC1AhNZJR89sqBTg2o9YRKt1s3hd3WKcuCjYj7ISBwbtp+oAI0pszEPioJplEBwIFfvfnOuSTSijkZJbglQL3kHL8dkhT2mXfodk6bHnRQrfe6YWFlssjyopSUa4bA80bbTTBBYTnaAHdMNOlx5R13lz2E4D1wekbOxll00ncbyRh0e52HKIXCUZZ1O+erpuFxZDp5v17g1fSWk/F7ZQsKdhJrZPf2e1UwJg+YBqFfVDHKE26/3yomvLQOfjCEPzYowjkdJD9fhqM4oUfPntO5yuhGRW1jt07FoV9j4cyvLxAI47zzYPe9Zk7zOe+5ZSXyKZ1xFNGHpYCtJM4AKiOZqi4Ba31Q77UZlCyKAumw4Iu98NAEPVvzjuqpnAdZ9i6LBht8bM7isyEy10SGofUxN9x4VNllHzuazZdgJolKdlAq0SoaV7SKYO+fntWPz+/6o7lQYKWie3/dGRSOdsKPp/V6n3F6f6nA1PidQagUC1k6vUb7YDK/+DfyMyu/fTBD8Ge3c/N6oAK0mnGpV6JEElV07Gr+uy6Q5jJeTrqJRTDlS9nxQXCaObyij6vh4C5R+NK8fyaoy6zJk3Z9F5dA6oNaSKJ0eIWBZiGgrqWg2JtR3rtYM/a2dcE82jr9nWZkq305nX+VDrw2/q2kTHjiMlpx9YLkElkuUv/iL7iaMzZb1mifJR5UeEFq4RkIzPMP+MhXZWXSsQ0D9TrWOMFHw+/xuo4FiCeJj8jFlKY50YtTu/Jsdad2qEr1nv38SZOUcx/aXOHdcvdG1KlsPF20pHjF4bnhuASBF0ni+sxIiAqB7E4QQZT8un/T8TREyhXeMbEXRtCBWIlUy2mFPOaBN5UWVTRR27FSJwGjHX1mZ0CF1WN+LnEL5vzrsuiKKnC+jfHMe1JeETcthPB3lHHV8np9oilBHsXxPpw+ZFEbgTlTj5vfA7YOtNpw3tkJAOiRKp3HIVPn4+ciy4Wkp2ErJ+eZvzWu0Qq9HBjW/fJ3T2VRXXT+UYf+T5dqaYGzVWNQOsk3+KB88jcPTOs25PkpIArjFJApXnbwsda95XgmvDrS4DKNVjd6mVJdxXYl0ooed0IGN1VT9y07ImmJAOtPihIiKmX3SzN5vZu81s5uGa/c1s7eZ2ceG7wsPFpk0kJ7THf/3CqvkpedzEikYalzjDoyqRNlE2VOQ6vylI6J9aSweB48gWIFHZIZH1cGo11TJKqIy0Xh0xMkdC4fv7TpZpTPx/lThaV4iZ7qeXDwqi74PQrwYupSalzuHz1AZeZoRgeZwPUUbKWclXdGIsrcJn/7ulbvHEVlitE6oVSh6J35/qNfVCpkeueJwB2n7PQQDmvC0ZY6LLQJRXdU2wvnqWHDq5drLyooRTh0rWVnSGT7DPil6ynPlB0NEaZR5WS9BHuNY0jMUpuwv12SFwnTLXOujy8BHoDC4XfZIJuscHRBFDvBMlHQaSMHtqWcxPSqUI/hsGU7SovLEUsrlpZTHDf9fBODtpZTLALx9+H/mUHauJkRWnlM7cupISjt+foaVOIdxBT7FxHlKozdyi6ajNA1P2zvYaKWG5s/hcdA0VSUfX2dipGXK8euItwdRNiUwedspWlkQmYn5v1pcNA1Gb/SlMnE8U74n0ei9sipQuP19INqBl5WmWm204+b3oO/Cp/OmRp+RjCoHt5VeZxx1FJpHlj0qlw7BqPYQ6U3Zaflru1U5O9e4o63S13D+vFsM1KI4PKfTNM2+MkOeww3lgMq/xwmK7mPCaKwawbt268q46+2ydUzXpdIjgaEpuvFUZrM6b0M6PB3f9cvRvWm8LCMyorIE5Kxq90wolIjwZoeV4PW0TrW6x2i1T079HDvmVOJXA7h++H09gKcdNGCjYFhhqRJhBcmKXFl4xNr13pSy1TCixJr4qNNs9jXQ6ShV6tqYo9GKhok6fC+H6DrHS/ebpdbRCJK/p3ZsXZb6sEAf6fFKjJ6SULIC1Ktnoue5k+V8akcdlQXL6+loXYn+O9nZ2wPImbZCRO4GOZqTlOV+RYSiUWUPaolU6H4s0XvWPPl/ndJSJ0h+D0z8qdz8lOAxTs5DVP+iPAlpqlaiLEvV0U6S4eF/syJGBj46TVMRAJaNHXL9WVkhqCt7Gl8RJgq9fC+IoLiuicgC50HzT3E11waoz1FlESJdHZ6xJPHXxD6Qi3UJD/qAMyMUOj1UlrXfGCAHEm4YgB0irJRD/2wb7IgOO5xO1OwPAdyJlRHql0sp15rZ50spF9Azd5ZSmukfM7sGwDUAcP/73f+xL/u5l3dSKTjcysTxHVbcWvbWjfuiB1+AP77l8weMM8rbdJ7rOeozlU+fv2vls5L1zrOM8yDPbcqv/z+buA6O/js90/TRea4NP+WLcOY4yHtfXTt4/T1pHEbd3QY57zoOJuth6Mq72g57bSRqZ3qt4KIHXyj6qOCaH/ohfHH5uSNnK/e636XlEVf/+KHH+55XvvA9NJsxe5zU6clPKKXcbmb3B/A2M/vIQQOWUq4FcC0AfO1D/0q57kd/Y3VDrRc9awf/j7ZT75mio5GKjsijPCgiM/SmsAvDc37habju+W/ox8sy+V4Ctuifgjwlc1R2Ku9wb4xfrB1VuhqvrjwRPOcXvxPXPe/X1+bbyC9jysLSu96rF15mvXKNykrT2GRZcysKpfGcX/xOXPejv1HnqSxhp05NO0326q6nFcnKZaayHvBdH7hd6TMuq9dfoK0D0beW4VSbnGqPWv88/d4ZYIwozsgCsL8PO3UK3/+yq2s5KUxz6nAkw5CmPqs+IU34TeXDCOrp5InIbn3hE5WXZV1/g3tj/L33cdB65NhkMYnaY3SWGT+rPmD67of7z3n5d9X66DhRsJU+JYeNE5n6KaXcPnzfAeANAB4P4DNm9kAAGL7vOHCEvQa/LH3T5rLEx8yrD0JvCkDMyF3FrxU7Mil7/ntOXJuusfnc4xwaaGRWrqB7sKi8HC+bX4epglE59Q5e83CsmCoTqsihSmhqu+3oHCA33UZxKtTJWX10SM4mXE8BelxL2YRMHbVZFo7fFtMbFfbqVuBvZXuLdhdQ3hBL602Un4lOfDTja356PlUcZ0RUdZpOpyf5XXHHxp2p5snzStOpZtZ/H57nXnvxPOtnby/u6Icw4dYEJMPo3Mrth/LHJylr+Ea2SHbNT+SXQnFXq3n4Gc8zpzfci3x8xrxSmK5OdZkisspL9t3nhN8V+5tNkRSPywm7x0VTpZWfnC1QWWLGODv14wiQq35OgKiY2b3M7Hz/DeDJAD4A4AYAzx4eezaAN55RxJ3RbLUiJ4Iq66jz4/9KSPSjedEGpOG4I4x2Yo1G7bpslxUzN2DNOy+XdfRWcngc3KlFvirqG0HxFHVaC4hUQw729jAOIYb0x83QeqSPFRz7i3B58fMOXeHDzw3h7dSpWk5+jsuV0xnlD8q7Wq4cKOxNIzZ+z3qMAJOt5eDPwqSwYwnoEkGtY4wFjcCVXKqvk5aTEkEHbwYWvbeoA5N8lyKE0zt+8pNoNjaTcmn2KvHnIpn497KgGf4Oz1cDBh1ADXWFHVTDNHqDoQAef+VnQQSEyyA6rFCtsBunC5drH59mXxyP1/M1pTMjYurgAQ8TRvZF81VzPQdy/+/kBGjqb+WLwveqtrmFvf0W4ySmfh4A4A1DxT8F4NdKKW8xsxsBvM7MngvgFgDPOFBsPVZODaMUW1finmMqj5J7CkI7Rg7PpmRuRAtRemUJLCkdJSecXqexj9BRqebVZWLZo9Eoh9U8qHkeZObl8uT4Bhmtty09Px9NQ/Cy3b09GIjwsNNblPdNW9ZP5YXrAlbxVDtkRuXFiOpKs7JoLzazD51XOb1s42b5IkVedbbBcmMlYCxLj6h6+/FpKI6vR/j8L5+Xw8/q1GBQBisR9uJ3u2kErvLyM1PlKe+sLIK4eySJ2znXXX6Gnx1+67RO0SEjERr3KyqLeorGp1c5LG8st2qn8cZxnMfKQTuSU8CkpVqC7Pkd4hvlorLvTl1xur0pea7HrK9Zh7rFUOpE2d9fExA1PioJmZpamnLoPyokJzp+olJK+QSARwXX/xjAlXcpcu289vfXJAWIzb18z/9vGK2MHRk3Lo5bO0ja6dSM/A96ytPjdyWzaSdVTosVTNVpB1Ng3Oii+CKCBqB4y+nuzyK7ofZ8OTzOXifk30wgl8FoLQrn5chEjVcDRUsT99H4LYwKTt9VtAdLz9ysdXIMU8tRTp8Ozz0Z312vTnI9Y4uavkuvVxHBjkhPMLKu0tS6N9TpArmuYfiZyOKocnG+em1G/0ck0uWFDA44jeh6p76Z2ShHc6bPpjrKRKHjG1KdUsynFQ/yFT5qgp8frm2civL6xgMQvyZ547jYIbsiI4vaT6UiX/RuvKxWxPx0SyynrCFjXNLOOrpqlLcMbWJiK55RR/B2Db3njnHqJ4FZLU8+O0wpKTfv8TPVSGI/jiuqpDoy1J1LgwY1jjyoIwidJP1ZsiKM6UQdqqapipn9EnjE5+FZDpWd5e0pCc2DdFRVPtXHRN9HL33+H8kc5Yt/u8LztHWLeo7X7yvxWFh9ZALLKdaBkawqdGlub2pR0t0oo//ndx8RWs5HdMCeE7mpDrtX/vre1TfF37UuR47C87fmw+NQghsdPufpuszcvlxeBdXb6iRifUbKn5fXVp33Xkssqw3WKB7eNbaKd0EHC3ZI5Di9I3usaN45jsqSM+x6XfmZnDrVHFCo+Rstqmh94BoZl+S7IgRqnJpUmbSeR0uTIxKrlpBe/dJ2ro66PpU06t9gYHeMZo70UdkFouIIOn8ALVtn5aFOnVMjIVWwE/E6wq3Bo1FxWTZz2BWUJEWjBxqtVtvuO9RfRIlGaBlp8zl20i5XbyMwnl7o5V9l5HzwPiDRsQbeOTEB8mus2Hr5i+L13wzdOC8gfBX57PkARUQXiAmWp+P1jPxOqjD8rHbc+/vrw+Oid8Z5miKBfD4U+5iwPPyenChwmlEZ9KDEmsuMoffV/M9tdFka59SqnvvvhTUdbzc/HI+QgNHXRBxRdbO2ccdXmSartsyfOHZD0+N8NychL6ybrlrNqnvDjrTVdI9OFTmi9+sESkmD5MnLuTq3jf1NOmVQkUJb1INPbXNRHDpw8w8TKDk9OXH82H6iEikR7ngiBb8pPqDu0KdG/pp+1NFvCt/rMKfyq3FSAx0Vyah8ybyvxKRHitiZjEcqmm5vFN9RWg3U4uBgz36NL5pD5vljDtd7jx5nMPoO86NyKFHlfPjIkbcD13KfchRVwhJZPSJwnoZzYqo4lfipnJG8utpCiT2nq4ceRm2H5VDZD9oJaLoMJuy8CoU7VibDQGMxaMqjo1+iA/4YvZU0zSZuMpBprnfIUpM+XauIhvurBNM4umJILb6VtcbTWcRWFiwMy698tZXJ78u7b3y1uM440WUE5Kix6OhAYkq/MLT9s24A5WV0Yj9AX3JYKEfw2TJsP1EB6umEaKTKz+kqE1W+2hh09BkdrKZp8v3IZB2B86Qj6OC5RrlGZ7a48uLpi8i6EHWCuv2/lkeUL41POyq1ggB9CwuHcShhilakRMRG4+J88TRb1ImqQlP5te7QezOeTgrzKXmM6qzWHa2fSsQ5/2oVUHIULXNXWTx+b2Pql8RwJc4rwbS+aR3XusDXtA305OPy4boX5TFA2Fl6h7wXk6Fmf6IgncqqsbB6AOH5DcLytvScnhKoamfXzmDooJv78XN+AGGPjFRpD1g7+O6FaeqJ2WN5RLqI62fk7D1FPnUFX7Tij3UH0Fr8GsIsfcXyGHv7klM/wK4QFe7sdEUI0HZKQK3Qos7Ev1Uxc8eth72ponRrSaREpjol9iXQRuXbfetW6hNKr0mb7/OcPJMRLr8p34do9KnkhNNnQjBF4LSjBFqLjpIIflfRUuypfHua0e8oLBPdKN5eetV/qQu9Dp2/HVMnFkdpRvJIvTezmiT7h1eMMSmP3pnXef8fEUp+ht8XxylyhdaR4Xe4f8eyNNaBJg89Eklp9JyJG5LS872K8iEWEl2OXO2ZwvngsqBwTCqqgwXREgqGWjTY8uJ5iA4znMRiYqrH5enVSyWflRP9xLucglqG1S8v2uhNVhONS96rtngwApg4HOwGUXFE5nugVU49v4MIrBxV2bD/QJQeP8ujzCiu3lkWvOwZ6E+HKEEAVr4vriSZfJA5NFwuGK3S8XtOvHp7YrBC6ZVd1MkpNhEJLh+Nk733+R4TMSWAjuh8IB796xJJv8954ToxZbVgWbiO8LM8MuTyNem4o7ObNA1Nn8vF60JPcffqRkQo1QqpHY6+h4g0CFma9NWIyAR36r1ReI+YLktNHrQu8mDE/1O5jQf/lVI7l2raS5n+WJbQEVfbWbMSSP1cliX0O4kQTRW5429l1VnWaVa+Jf4/qn+BzE2ZcnlG1mnd70ThbSeysHL7iVY4bmozZbneILCK8wAk6bBQjuCzZdgtosIOg45opG+L2hM92vRqyjLgye0txjS7uzJy3jguTUvN3v5cNDUSEZRIiU5sCz0+OzXq1o6Fw6ifAxDvYaLQ/QpU+Ux17JFiUYsV58Pfq3acfk8tNC6XxtlzBo3MzFNWHCZ3ukJGSVAka+QjxJadaESv/5WsqlzcXvRdcd1SQhp1Du4MyZ2Ox8NLuSOSrXmnjt3/h9ZC6eC6xziwvEE76G4h0MsjxcsnE3e3pfeOX1b2hAf1HZDYO7FwcjbG2wmrFpPJ60N8xlaGKJ8uX5S3SEdpffJ6zDpZLByNXqpW6Ah0INXTN1xn+Z5vQJlOtCeK3SAqkQLRxq2KiOdMewQnGoUReGfO5uRSPenVw/dG1DzK1G3tuUGqBYfzGXTI4wiNfTF6S2R59MJp6DQD51k7Ph05cn545OwKSH1ggqmUaFnnCF7VEylKJlUUflwZpURW6kGzJXtUZi6/y8ROrNGyaCDeKI8VNyOSu0c09D1F1gTNi3biTDz1vUzFrfn098thPE5xIO86tEo6PI2iW9Lrbq9jWhvecVhP+bq3gf39ZpVKVW5RuGiQIZ1047syfFdEY7EmCU35SN2vLC5TJFBQybagJddU9r6qpvJpEetKU8aDjNHSZc3/2N5YJ/emI4HWj6Wne9TRnp3vHUpGxPpeIpJ/xDCkjwqwK0SFoaO3aDSpnYuH63UQqmw0jcgc3lsOF40q+J52dDpy5LR4CkMb7NCgGyc2zmek5NV64B191NlFo2hV4BpGp4e48+igMmtHy395vwzurDhPnIYt2qkEJ4ge1/5+vXsqm5Wj9+pKLSqfqB5qR7mwVuErvMP09KLRMperWjSivEQj915HPoQtXz3ddsw9whL9DvJd7XCqhE3LXKcdvcNXK8jUwCN4h1VHOjw7OpaeOtX63minyHFF2+BzhyzWoJ6/CU9djUdJAC0pW9bWm54vSeXgK+SOd7z1/I7b4otzbXUkga8sCqzK7Bjc+K4E+rax1LgujXQJL53XMJwP19HeJsbM0dT9JJmzwQpPg73jRCmH/9ky7AZR6XWIWolVaerZIhOdZU/hdOc9y7JVmJpP/h+t/1eyETmP+nVb1MoxYv1OaAI5m5NPWU69pmlEHYPf9/Be/lO77Ho4/ebw0XQNjXy6KzECYljNwfP0jY7YnQRG/kgLiSOqi5x+7x6/56ij9vd2EMdmLzO2aDhp6TkoLkvfP8CfGbYnN+2wI0LA95SgLKzx3RgdeTVPXAf9e2p5dTS4oPJsOvDFusNuVv9g3SGP36dPx1Mqkna4hxK9dyVV6y3v14601XJhqROTW9FTfD3wpnKOxiE3IDHhgMfz6lYTesd8hlH3PfUGKq4Xe0vi1Rrigw0lKXyf/a1Yf3F78efHQWhZXzPZqyVxLNh+ouIVSke8U6w3MvFF13sjssiRNOpQ+R5/Rx2/ToFES6Y1jJCwimzs7a2UBk/J8LSPgvO/yW8EWDuYBaOikKTpb06z9z+SmZ/VUZfmWUkqd8ZAOw/P8jTOc+hPEWp+lKwqme1tSsXXuJMG2mkMlzEaDUakqHcmE7/3aMVcb6VVROwjx+aofoCmJaijDn0QRI7ecuFGZiWkTgZ1NDmEK6dPt+UTvee9vbojX5aa8IqcTVryzOi0irUFpSIMy9rq0WzkRmmF90BWjWW96Zy5jpCw7AzM6FpslgVYLGodxM8H5L4Nb22dB+rpGtW3rCsjHxWv03S9sLO8bh8Q6d5VJqgQlvUU3DEgp352gah4RYy2B/f/QK14ok6NR/s8eumNnCNF5OlwunxNO7WIFDimHFM57h67d6Wk0x+E0azMZIZJDo/MJf3mXBMuZ90ZVMugp3BUzh5pCWRt4uwtG2ZCSGU/dgZ6iJsqyLKsTdyad1WyOi0VkViuY7pyyGWLVvV0pn+iPTfG5zm9yFdJ6mgUV5csqCNk1OFH4ZxA9tot5S104lSnaYqDt3sPO8jhu/JZkvfeWzEzWiX0PqfT64CxtphES4pHwkCHEnJeOEx3zxPKJ5Og0Xq0XA/uxuXImp8lERuL95VZWU7oSJElhaf3yFObo0xcx3RAoZYXJfh8FtoUYSeH2WZvo6juD8+GzvFj2I7+TxwJtp6odM/mYCijB1riEo2g+BorG1Y+Ov3Bqxo07WjUrc6GPBJHp1NgvwPeql461EZ+Vfr7Yg7tlWGpHeHMpEPVUT7nh0mQfnOakZIJ8jx+85b52hn0CI8SAh5p+QjflZObioH6Xe7txXvYREsjmfwisOBE8kUb0Hk9UTI2RlzH253+0jCadkC+o+mocJ8Mjis6xFHTl/vjuTPsvBy1vaiOepmRf1VlQaDOMCTYi9Y3Ipwiorxru1QCNLWcupG/g2YKKMoXUBEMJj9T0z8VSSK91JAeLx8iMiuCsaji0Q3qKjIyXNPpqsn2EA2wIsd71SPRtGS0ko/bd4RNq/eOC+WIPluGrScqze6GkYLUe0U6mohEaBxTI3+GOlz1yA9PWallpTJVBg6/1ImF+z1wHDwqj6CNH4FZ2Z1Ph86tcTAF4rOEvIN12dUyoJ09IxghjVNZbJUY/CYqxRS9s175aGfo99i/Q88t0s5fCElYLvqOI0T+Q0qOo5EjW0o0bz2ipxY7JbbL0oyIm48/S98bNwSL4gVZJ3wKRuWJ6m9EZjrtf6y/kYw+KDB53q/xfc4vpV3pIc2r6I7GMjHke1UGi8byEFlU+P4oB2rflNFvhKZy1CKjiCwrLkO9xHhZpRctZw7ToTrsZRD6v3h7cZ2h+tf/6/L3aCPESL+o/5ZCVwXxb/ZbOQbY8vA/24atJyoAWgKhIze1bkRWDP7meHkkF3VU0db1UWfiym6PKrszff/fW4W0v4+xYUgeQ0c1zrvmS6c2gNrq0SN33hl7HGpClVNQG1LIo5tRJpZDRjfBVEDZX8bvTi1C+s5YDv/dk3lQoKOlTpWelkvUcbP1Q3d0pXSquJh88TM9pauj+qijjt6/lofHo+ValjEhjeoIMHYQVQfekVOtGhW54ToWxNFYGJXIDPkLrQnBduzckY5tiTo/Xs3ClqTGgkDlEk7DSPvnvUrq97gmAA1RVx8USl+XbY9WmIW1pAOt5YRX51TTSUqChmmjqtw6pEetTGOZMTHjuqx1i4/x0Dbm/7XNqCVSwyys1jVKRqJ26Gf9VCvmNhDyxKFiN4gK0O9ko85lwKgghpFs2FiAeATUG8FLOhpn1ySso/LmOqUVrT7R3/6fw3DD1rzLHizh9AFbHBzs5BkRvZ5TMysUYO2gRvPJIzzv0dLa3uhV332UfqTM9vdRTp9eT4uxUos2jqOR4cYRfrMBHxGBKL9KNOSZ3ig2vLYQ6xsRtdAEzxanaKWVdtg6789TcipTVFci8qn32HKh4VlW3e/E7y1L00FXZInJJYVtnEiVCOnggYjYaG0g4qPTTDrFo/4nmocqL/Qc+3poHjQulcktWfWU0CKeegYakhO+a3muIr5ju180hHFSpw0ybXxWl+VznnrOsG6d9bh6/igLw7HOn5Qj+GwZtp+oTDDnEdw5kxVBl/02SwaH/SLK/nLVrr1WCQAAFnFJREFUkFVZ6/keOvLWBhjlG6itB1HnxHCrhHeiutJisR4VVdeHxhn69Mj0TGMm13zwiDfqMDicpxVtGqcjZ6B18OQRj97T9651wb+j6bUo795Bss8DO+r5EmUJM45+1UqjdbCxdkgnr7IA04dsahoqr5R3s8mh/5Z20ZQfxyPvr7GgcPydMJrnhrzzM05Q+V4UD8FOnar9LyS/jZ8Kj+79uuiQZpoCNO0cDFCq8uG8BVNj67a6qK71Vt3wd0NkFuJcK2Soko/StrvdrbW8sHWnk4cobb5ekTK3qhBhDw8mpHyOJIjfYzS16r/92WiAxOF4QBT5l/nqoOFecZ+2UedODIISh47tJyrqCa7KsbdkUuf1+f7gPGrnnYqtCBzHJoIRjSD9f7R8NehgVr/lP/tRCDmzvT3gvPPCkUM5fbouB8+HrZ3jKtnEkXbMe2SZ6TnwSnxVuNADv9Q+LxwXrwbQTjqySgDtSdC8twKnrR0Opwe05y4pmYj8kvRZ/Vaipkoz2oAvyqvKq/fU3M154HijFRRKwBn87vUd6PLpHhlhRKSdN0Cc6NQA6eADAlX5WWj6kr/GGiDhR9IfhB+XGffqpOZ3YcBy2V3dM8arTrvk19I7QLAhNgva48TvUf1Qy0u0dLmZhtI8UtmrQy1bYJqBk7yzylfIy7G3szbrYx8EcTtjnRVtP8C/5dt4JWPPSnxEyOXJu0BUdMrAocyaFR0rD90SegjTmCIXYh726xw3p+vXe+ix/mhUvTBA1vJX6SvMYHc7D3b3u6/zrEv5OC66Nk550L3RmsTy6L41TAR0RU6Vt8Ci08giZRNZf3qH8EWdkI7KbbH2y+B3pWHZmqPkjOOPVrk4yXGEFqiAqEXnM0VQ8qv1TusRE3Oerovehcbt8QSd2ZimlqVfU5n1txLzqaX/nJ7GNWCTc33k+1GB2nKzTFfCs4VKO+fRB0XKZIyzczaYEoPoPmNFUPbrfNHqn9WU0F4z5RU9r8TGw63JzNrCwr+5DJz8qHyhk/Wi74TrO0N73Dpdto44Lsexvarei+r2WCjLth/xW6xvyhJbOX+yxdh+ogLUHQrQr5Be+b0yEstufDLU6oDaxNl0BkxWlLhwvBq//486ms4oI5TVMXSQ5U+/jOWXv7xW3EQQqrn1aGmyrgghZTCOgJjwaKeoS2y1PHrlEyiQZqtwho/kOW1NgztSiqMx/3P82mn6R3eydALUU3wcXuNaFjTkM7IKHYS06HNR2fJzWrciYq31VohaY7Vgcsf/tW5GHUGUlygP8rvaCM03X+MNzJQEQTpMKu/Id2XKP6R6LjqLKpKFiQyRmF46SgIYOmhix1cbp3n32rjoeQ6jfjGre8tmwFYRLaAhP5UVetGuNhpl13qjZTdsrNd1GNdwqkMjAt0Dt22eChr1bIFpHMfFUwqAUg7/s2WYHVExs6vM7KNmdrOZvWhjAO6E+RoQVtqyv1yPWnWlClBPLSyH8zWiPSc4jF539BpINPqOOimNp7e8VRSyb1tdKetFrVDGcDy1w/lz8kdh3VzcdNSMaG8Czr92SlFZECYdRrnz5PLjNJREcZ65XNihla/zoYeRBUzKaExX86oktBJyGSvUnjLWfHLcLEePlEzlV8uH7/fk4G+x2IUHBfYIvg4ApAxDq4AMIsaVLpGDMIUxs7XFbxlsdKZkTMuCyjJaVRORiPG33K+ukywcV+P8GpAaPQZgnM6hKSUO71veN9YR+s2EJkq/cQz+6ukqH40P0zIgHwrWVb5cvTeg0PDR4K5HwHWalad7qulh0hHeVjdwn8NETv3MjKiY2R6AlwN4CoBHAniWmT1yMhBXWq7IkVOgQxUPd3Lig1DtZNgb3fJ1dhrVTrtHZKYYP3e8uleHyiedV0MqOD4aJVebenncwaqY0GzOnbeepcFycyfG74dHM1Plo++55ywXkQDPG4flcvG88XOaDq9iiQiqXlfrSw+eRkDSGjA59PqlaXNcPetFT3E7eN8YfmaKSCk5XBJhEMtBSOA8bEQSB4xTDpSWEqFJvxB6rpRS+zpwnoUUdPPLMk38Hi0DQQcbkYQo/nDqBDWhGK/xMREl3jvFVwl5m46mfry8Pf+9PFRyB5YWLb+qTtAxBOEqKp0C5roWEe6JdxW2FX9uk/OtP99bCZQ4UsyKqAB4PICbSymfKKV8BcBrAFw9GSJizjz61coadIrjdNBQkRuTcqD0mjlmbzQ8YowcL6O89zro6J7fZ18Nf25qFMHKOHJ6ZagPg390W2uNQ5RKeKy7khZ/V70yUPLRU0Re9nqNVwz1iIbnTcFEU52Ho7xyebEDqMYfkbMeAWLSoeXM1hxNKyJN0UaHPXIUdQAR6VISw/VF4mmsHDpI0LJip+Blu1EcWwPGNIrI1ZNTiSpf1/iAtiON3lUQzsMqIRk7/sV6UzZ+3j/qH+JxVFM9HV+W0EqzWO+DoiQncp4dyR/FOTUVNsbNe9JoGQVtYnTs1Q3cHD3iqe9Vt/Jn0tuDx8GbcAJCTFC3n1yefKywyfnXY4aZPR3AVaWUHxj+fy+AbyylPJ+euQbANQBw//vd/7Ev+7mXn0he7xoK1ozcf/t7iBvkRQ++AH98y+ePMH3Ny5mOGM4mTBQHcNGDLyRZDxJvT56ThXYWdAeAy3kn6vweVjkeNI6jLK913P36O5/3dRg43HY6b2yXrJvqmd6P6u762jXXXIMvls8decW994WXlsuf+GOHHu/vvOEn31NKedyhR3xEOHXSGRD0tbr/KeVaANcCgJn9ybOuecZHjyNjM8DFAD570pk4Jpwrsp4rcgLnjqznipzAuSNrJOdDjiNhw3b6lBw25kZUbgNwKf2/BMDtE89/dJtY4V2Bmd2Usu4WzhU5gXNH1nNFTuDckfVE5dzSVTqHjbn5qNwI4DIze5iZ3Q3AMwHccMJ5SiQSiUQicUKYlUWllHLazJ4P4DcB7AG4rpTywRPOViKRSCQSJ4Kc+pkZUQGAUsqbAbz5gI9fe5R5mRlS1t3DuSIncO7Ieq7ICZw7sp4rcs4Ws1r1k0gkEolEYoXzL7ikPPqbD3/Vz2//95/KVT+JRCKRSCTuOnLqZ37OtIlEIpFIJBIjtpaonPGZQDOHmV1nZneY2Qfo2n3N7G1m9rHh+8LhupnZLwyy/4GZPebkcn5mMLNLzey3zOzDZvZBM/ux4fouynoPM3u3mb1vkPWfD9cfZmbvGmR97bDCDWZ29+H/zcP9h55k/s8UZrZnZr9vZm8a/u+qnJ80s/eb2XvN7Kbh2i7W3wvM7PVm9pGhvX7Tjsr58OFd+ueLZvaCWcha0O6ifBifLcNWEhU7mzOB5o//DOAqufYiAG8vpVwG4O3Df2Al92XD5xoAv3RMeTwMnAbwwlLKIwBcAeB5w7vbRVn/AsCTSimPAnA5gKvM7AoALwHw0kHWOwE8d3j+uQDuLKV8HYCXDs9tE34MwIfp/67KCQBPLKVcTvP8u1h/XwbgLaWUrwfwKKze7c7JWUr56PAuLwfwWABfBvAG7KCs24qtJCo4mzOBZo5Syv8E8Dm5fDWA64ff1wN4Gl3/L2WF/w3gAjN74PHk9K6hlPLpUsrvDb//BCvl9yDspqyllPKl4e95w6cAeBKA1w/XVVYvg9cDuNKscxLczGBmlwD42wBeMfw37KCcE9ip+mtmXwPgmwG8EgBKKV8ppXweOyZngCsBfLyU8inMRdY862dricqDANxK/28bru0aHlBK+TSw6uAB3H+4vhPyDyb/RwN4F3ZU1mE65L0A7gDwNgAfB/D5Uspwfn0lzyjrcP8LAC463hyfNX4ewE8B8NPzLsJuygmsVP1bzew9tjp7DNi9+vu1AP4IwH8apvNeYWb3wu7JqXgmgFcPv3dd1q3BthKVjWcC7Ti2Xn4zuzeA/wbgBaWUL049GlzbGllLKfuDSfkSrCyBj4geG763UlYz+w4Ad5RS3sOXg0e3Wk7CE0opj8FqCuB5ZvbNE89uq6ynADwGwC+VUh4N4E+xnvqIsK1yjhh8qJ4K4L9uejS4dmSyWjn8z7ZhW4nKmZ4JtK34jJsUh+87hutbLb+ZnYcVSXlVKeXXh8s7KatjMJu/Eyu/nAvMzLcGYHlGWYf790E7HThHPAHAU83sk1hNwz4JKwvLrskJACil3D5834GVL8PjsXv19zYAt5VS3jX8fz1WxGXX5GQ8BcDvlVI+M/yfh6x+3s9hfrYM20pUzpUzgW4A8Ozh97MBvJGu/73B+/wKAF9wE+XcMfgivBLAh0sp/45u7aKs9zOzC4bf9wTwbVj55PwWgKcPj6msXgZPB/COsgU7MpZS/mEp5ZJSykOxaovvKKV8D3ZMTgAws3uZ2fn+G8CTAXwAO1Z/Syn/D8CtZvbw4dKVAD6EHZNT8Cysp32A3ZZ1q7CVG77t4plAZvZqAN8K4GIzuw3APwXwYgCvM7PnArgFwDOGx98M4NsB3IyVh/r3H3uGzx5PAPC9AN4/+G4AwD/Cbsr6QADXD6vUFgBeV0p5k5l9CMBrzOxnAfw+BofF4ftXzOxmrCwMzzyJTB8i/gF2T84HAHjD4Pt7CsCvlVLeYmY3Yvfq748AeNUwGPwEVnlfYPfkhJn9JQB/C8AP0eVZ6KRtnKo5bOQW+olEIpFIzBDn3+eS8rgrfuTQ433nW1+UW+gnEolEIpG4i9jS5cSHjSQqiUQikUjMEAbActZja51pE4lEIpFInANIi0oikUgkEnPFcvMju460qCQSiUQikZgtkqgkEjOFrU6a/kMzu+/w/8Lh/0PkuYea2Z/Rcu+pOF9xtgd42urU4Isn7r/KzD5nZk/vPZNIJM4MVsqhf7YNSVQSiZmilHIrViezvni49GIA1w4Hpik+PmzVvynOHyilfOgQs8lxfw92c+PFROJkcBQHEm4fT0mikkjMHC8FcIWZvQDA3wDwbzcFGCwsHzGz683sD8zs9cOGVjCzd5rZ48zsIWb2MTO72MwWZvbbZvbk4Zm/a2bvNrP3mtkvDxvWcfz3MrP/YWbvM7MPmNl3H4HciUTiBGFmV5nZR83sZjPrnvNkZk83s2JmR7YvSxKVRGLGKKV8FcBPYkVYXlBK+coBgz4cK+vLXwPwRQB/X+L9FICXAPgPAF4I4EOllLea2SMAfDdWB+9dDmAfwPdI3FcBuL2U8qhSyjcAeMvZSZdIJKZxBOf8HGDqZxicvByr848eCeBZ0ZTxcJzEjwJ4l947TCRRSSTmj6cA+DSAbziDMLeWUn5n+P2rWFljKpRSXgHgfAA/DOAnhstXAngsgBsHn5crAXytBH0/gG8zs5eY2d8spXzhDPKVSCTmj8cDuLmU8olhcPQaAFcHz/0LAP8KwJ8fZWaSqCQSM4aZXY7VGSRXAPhxP831ANBhUzOMGqaDLhn+3tsvA7i+lHL58Hl4KeWfVRGV8n+wIjPvB/AvzeynD5inRCJxhrBy+B+szpS7iT7XSLIPAnAr/b9tuLbOl9mjAVxaSnnTUcoP5D4qicRsMZw0/UtYTfncYmb/GsC/QTsVE+HBZvZNpZTfxepU2P8VPPMSAK8C8CkA/xHAdwB4O4A3mtlLSyl3DCuOzmcHXjP7ywA+V0r5VTP7EoDvO3spE4nEJI5mlc5nN5z1Y1FOxptmC6ymo7/vkPMVIi0qicR88YMAbimlvG34/+8BfL2ZfcsBwn4YwLPN7A8A3BcrwjNiiOOvA3hJKeVVAL5iZt8/rAj6JwDeOoR9G1anQDP+KoB3D1ND/xjAz56deIlEYqa4DcCl9P8SALfT//Oxmop+p5l9EiuL7w1H5VCbFpVEYqYopVwL4Fr6v4/VlMtBsCyl/HAQ57fS3yvo+nfR79cCeG0Q9qHDz98cPolE4ihRADuZnWlvBHCZmT0MwP8F8EwAf2fM1sovbdxTyczeCeAnSik3HUVm0qKSSGw/9gHc5yAbvh0lzOxVAL4FR+xYl0gkjhallNMAno/VgOTDAF5XSvmgmf2MmT31uPOTFpVEYssxbAx3Kf3/JM5shdBh5eMgvjOJROJMcEI7yZZS3gzgzXItdJwXS+2hIy0qiUQikUgkZou0qCQSiUQiMVds4Zb3h40kKolEIpFIzBTbeIjgYSOnfhKJRCKRSMwWaVFJJBKJRGKuSItKWlQSiUQikUjMF2lRSSQSiURijigATmbDt1khiUoikUgkEjOEoaQzLXLqJ5FIJBKJxIyRFpVEIpFIJOaKtKikRSWRSCQSicR8kRaVRCKRSCTmirSoJFFJJBKJRGKWyFU/AHLqJ5FIJBKJxIyRFpVEIpFIJGaKXJ6cFpVEIpFIJBIzRlpUEolEIpGYK9KikhaVRCKRSCQS80VaVBKJRCKRmCVKWlSQRCWRSCQSiXmiIIkKcuonkUgkEonEjJEWlUQikUgk5orc8C0tKolEIpFIJOaLtKgkEolEIjFT5IZvSVQSiUQikZgvkqjk1E8ikUgkEon5Ii0qiUQikUjMEQXAMi0qaVFJJBKJRCIxW6RFJZFIJBKJWSJ3pgWSqCQSiUQiMV8kUcmpn0QikUgkEvNFWlQSiUQikZgr0qKSFpVEIpFIJBLzRVpUEolEIpGYI3J5MoC0qCQSiUQikZgx0qKSSCQSicQsUYCSxycnUUkkEolEYq5IZ9qc+kkkEolEIjFfpEUlkUgkEok5Ip1pAaRFJZFIJBKJxIyRFpVEIpFIJOaK9FFJopJIJBKJxGyRRCWnfhKJRCKRSMwXaVFJJBKJRGKWKGlRQVpUEolEIpFIzBhpUUkkEolEYo4oAJa5M20SlUQikUgk5oqc+smpn0QikUgkEvNFWlQSiUQikZgr0qKSFpVEIpFIJBLzRVpUEolEIpGYJUqe9YO0qCQSiUQikZgx0qKSSCQSicQcUYBScnlyEpVEIpFIJOaKnPrJqZ9EIpFIJBLzRVpUEolEIpGYK3J5clpUEolEIpFIzBdpUUkkEolEYo4oJc/6QRKVRCKRSCTmi5z6yamfRCKRSCQS80VaVBKJRCKRmClKTv2kRSWRSCQSicR8kRaVRCKRSCRmiZI+KkiikkgkEonEPFGQO9Mip34SiUQikUjMGGlRSSQSiURirshDCdOikkgkEolEooaZXWVmHzWzm83sRcH9u5vZa4f77zKzhx5VXpKoJBKJRCIxQxQAZVkO/bMJZrYH4OUAngLgkQCeZWaPlMeeC+DOUsrXAXgpgJccrvRrJFFJJBKJRCLBeDyAm0spnyilfAXAawBcLc9cDeD64ffrAVxpZnYUmUkflUQikUgk5ohSjspH5WIzu4n+X1tKuZb+PwjArfT/NgDfKHGMz5RSTpvZFwBcBOCzh53ZJCqJRCKRSMwUB5mqOQt8tpTyuIn7kWVEM3KQZw4FOfWTSCQSiUSCcRuAS+n/JQBu7z1jZqcA3AfA544iM0lUEolEIpGYK8ry8D+bcSOAy8zsYWZ2NwDPBHCDPHMDgGcPv58O4B2lHM02unZE8SYSiUQikbgLMLO3ALj4CKL+bCnlqg1pfzuAnwewB+C6UsrPmdnPALiplHKDmd0DwK8AeDRWlpRnllI+cQR5TaKSSCQSiURivsipn0QikUgkErNFEpVEIpFIJBKzRRKVRCKRSCQSs0USlUQikUgkErNFEpVEIpFIJBKzRRKVRCKRSCQSs0USlUQikUgkErPF/wfwcBrP2gfCEAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "spectrum.plot_spectrum()\n", "spectrum.plot_spectrogram()" ] }, @@ -117,12 +167,273 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2019-09-22 17:10:31 spectractor.extractor.extractor Spectractor INFO \n", + "\tStart SPECTRACTOR\n", + "2019-09-22 17:10:31 Image load_CTIO_image INFO \n", + "\tLoading CTIO image ../tests/data/reduc_20170530_134.fits...\n", + "2019-09-22 17:10:31 Image load_CTIO_image INFO \n", + "\tImage ../tests/data/reduc_20170530_134.fits loaded.\n", + "2019-09-22 17:10:31 Image load_image INFO \n", + "\tLoading disperser HoloAmAg...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Section: paths\n", + "x holo_dir: extractor/dispersers/\t => parameters.HOLO_DIR: /Users/jneveu/anaconda3/lib/python3.7/site-packages/spectractor/extractor/dispersers/\t \n", + "x throughput_dir: simulation/CTIOThroughput/\t => parameters.THROUGHPUT_DIR: /Users/jneveu/anaconda3/lib/python3.7/site-packages/spectractor/simulation/CTIOThroughput/\t \n", + "Section: instrument\n", + "x obs_name: CTIO\t => parameters.OBS_NAME: CTIO\t \n", + "x obs_altitude: 2.200\t => parameters.OBS_ALTITUDE: 2.2\t \n", + "x obs_latitude: -30 10 07.90\t => parameters.OBS_LATITUDE: -30 10 07.90\t \n", + "x obs_diameter: 0.9\t => parameters.OBS_DIAMETER: 0.9 m\t \n", + "x obs_epoch: J2000.0\t => parameters.OBS_EPOCH: J2000.0\t \n", + "x obs_transmission_systematics: 0.005\t => parameters.OBS_TRANSMISSION_SYSTEMATICS: 0.005\t \n", + "x obs_object_type: STAR\t => parameters.OBS_OBJECT_TYPE: STAR\t \n", + "x obs_telescope_transmission: ctio_throughput.txt\t => parameters.OBS_TELESCOPE_TRANSMISSION: ctio_throughput.txt\t \n", + "x obs_full_instrument_transmisson: ctio_throughput_300517_v1.txt\t => parameters.OBS_FULL_INSTRUMENT_TRANSMISSON: ctio_throughput_300517_v1.txt\t \n", + "x obs_quantum_efficiency: qecurve.txt\t => parameters.OBS_QUANTUM_EFFICIENCY: qecurve.txt\t \n", + "Section: CCD\n", + "x ccd_imsize: 2048\t => parameters.CCD_IMSIZE: 2048\t \n", + "x ccd_pixel2mm: 24e-3\t => parameters.CCD_PIXEL2MM: 0.024\t \n", + "x ccd_pixel2arcsec: 0.401\t => parameters.CCD_PIXEL2ARCSEC: 0.401\t \n", + "x ccd_maxadu: 60000\t => parameters.CCD_MAXADU: 60000\t \n", + "x ccd_gain: 3.\t => parameters.CCD_GAIN: 3.0\t \n", + "Section: holograms\n", + "x distance2ccd: 55.45\t => parameters.DISTANCE2CCD: 55.45\t \n", + "x distance2ccd_err: 0.19\t => parameters.DISTANCE2CCD_ERR: 0.19\t \n", + "x lambda_constructor: 639e-6\t => parameters.LAMBDA_CONSTRUCTOR: 0.000639\t \n", + "x grooves_per_mm: 350\t => parameters.GROOVES_PER_MM: 350\t \n", + "x plate_center_shift_x: -6.\t => parameters.PLATE_CENTER_SHIFT_X: -6.0\t \n", + "x plate_center_shift_y: -8.\t => parameters.PLATE_CENTER_SHIFT_Y: -8.0\t \n", + "x plate_center_shift_x_err: 2.\t => parameters.PLATE_CENTER_SHIFT_X_ERR: 2.0\t \n", + "x plate_center_shift_y_err: 2.\t => parameters.PLATE_CENTER_SHIFT_Y_ERR: 2.0\t \n", + "Section: search windows\n", + "x xwindow: 100\t => parameters.XWINDOW: 100\t \n", + "x ywindow: 100\t => parameters.YWINDOW: 100\t \n", + "x xwindow_rot: 50\t => parameters.XWINDOW_ROT: 50\t \n", + "x ywindow_rot: 50\t => parameters.YWINDOW_ROT: 50\t \n", + "x pixshift_prior: 2\t => parameters.PIXSHIFT_PRIOR: 2\t \n", + "Section: rotation parameters\n", + "x rot_prefilter: True\t => parameters.ROT_PREFILTER: True\t \n", + "x rot_order: 5\t => parameters.ROT_ORDER: 5\t \n", + "Section: spectrum range\n", + "x lambda_min: 300\t => parameters.LAMBDA_MIN: 300\t \n", + "x lambda_max: 1100\t => parameters.LAMBDA_MAX: 1100\t \n", + "Section: background subtraction parameters\n", + "x pixwidth_signal: 10\t => parameters.PIXWIDTH_SIGNAL: 10\t \n", + "x pixdist_background: 140\t => parameters.PIXDIST_BACKGROUND: 140\t \n", + "x pixwidth_background: 40\t => parameters.PIXWIDTH_BACKGROUND: 40\t \n", + "Section: detection line algorithm parameters\n", + "x calib_bgd_order: 3\t => parameters.CALIB_BGD_ORDER: 3\t \n", + "x calib_peak_width: 7\t => parameters.CALIB_PEAK_WIDTH: 7\t \n", + "x calib_bgd_width: 10\t => parameters.CALIB_BGD_WIDTH: 10\t \n", + "Section: plot settings\n", + "x paper: False\t => parameters.PAPER: False\t \n", + "x linewidth: 2\t => parameters.LINEWIDTH: 2\t \n", + "x plot_dir: plots\t => parameters.PLOT_DIR: plots\t \n", + "x save: False\t => parameters.SAVE: False\t \n", + "Load disperser HoloAmAg:\n", + "\tfrom /Users/jneveu/anaconda3/lib/python3.7/site-packages/spectractor/extractor/dispersers/HoloAmAg\n", + "Hologram characteristics:\n", + "\tN = 348.00 +/- 1.14 grooves/mm at plate center\n", + "\tPlate center at x0 = 774.0 and y0 = 690.7 with average tilt of -1.9 degrees\n", + "\tHologram center at x0 = 1070.9 and y0 = 586.1 with average tilt of -1.9 degrees\n", + "Order 0 position at x0 = 805.1 and y0 = 595.0\n", + "Order +1 position at x0 = 1336.6 and y0 = 577.3\n", + "Distance between the orders: 531.79 pixels (12.76 mm)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2019-09-22 17:10:31 Star load INFO \n", + "\tSimbad: MAIN_ID RA DEC ... SP_QUAL_2 SP_BIBCODE_2 \n", + " \"h:m:s\" \"d:m:s\" ... \n", + "--------- ------------- ------------- ... --------- -------------------\n", + "HD 111980 12 53 15.0528 -18 31 20.009 ... C 1988MSS...C04....0H\n", + "2019-09-22 17:10:31 spectractor.extractor.extractor Spectractor INFO \n", + "\tSearch for the target in the image...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading /Users/jneveu/Documents/LSST/Calibration/CDBS/calspec/hd111980_stis_001.fits\n", + "Loading /Users/jneveu/Documents/LSST/Calibration/CDBS/calspec/hd111980_stis_003.fits\n", + "Loading /Users/jneveu/Documents/LSST/Calibration/CDBS/calspec/hd111980_stis_002.fits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2019-09-22 17:10:38 spectractor.tools fit_poly2d_outlier_removal INFO \n", + "\tModel: Polynomial2D\n", + "Inputs: ('x', 'y')\n", + "Outputs: ('z',)\n", + "Model set size: 1\n", + "Degree: 2\n", + "Parameters:\n", + " c0_0 c1_0 ... c1_1 \n", + " ------------------- --------------------- ... ----------------------\n", + " 0.11165979833325694 0.0013999563147089062 ... 1.2335227323851393e-06\n", + "2019-09-22 17:10:41 spectractor.tools fit_poly2d_outlier_removal INFO \n", + "\tModel: Polynomial2D\n", + "Inputs: ('x', 'y')\n", + "Outputs: ('z',)\n", + "Model set size: 1\n", + "Degree: 2\n", + "Parameters:\n", + " c0_0 c1_0 ... c1_1 \n", + " ------------------- -------------------- ... ---------------------\n", + " 0.02380140558564224 0.008713604934315743 ... 6.444794937084119e-06\n", + "2019-09-22 17:10:42 Image find_target INFO \n", + "\tX,Y target position in pixels: 743.665,683.058\n", + "2019-09-22 17:10:42 Image turn_image INFO \n", + "\tRotate the image with angle theta=-1.54 degree\n", + "2019-09-22 17:10:43 spectractor.extractor.extractor Spectractor INFO \n", + "\tSearch for the target in the rotated image...\n", + "2019-09-22 17:10:45 spectractor.tools fit_poly2d_outlier_removal INFO \n", + "\tModel: Polynomial2D\n", + "Inputs: ('x', 'y')\n", + "Outputs: ('z',)\n", + "Model set size: 1\n", + "Degree: 2\n", + "Parameters:\n", + " c0_0 c1_0 ... c1_1 \n", + " -------------------- -------------------- ... ---------------------\n", + " 0.021969485255812528 0.008704255811171565 ... 5.339987430415974e-06\n", + "2019-09-22 17:10:48 spectractor.tools fit_poly2d_outlier_removal INFO \n", + "\tModel: Polynomial2D\n", + "Inputs: ('x', 'y')\n", + "Outputs: ('z',)\n", + "Model set size: 1\n", + "Degree: 2\n", + "Parameters:\n", + " c0_0 c1_0 ... c1_1 \n", + " ------------------- ------------------- ... ---------------------\n", + " 0.18435600597159832 0.16858543000491827 ... 0.0038421243997845767\n", + "2019-09-22 17:10:48 Image find_target INFO \n", + "\tX,Y target position in pixels: 779.939,702.643\n", + "2019-09-22 17:10:48 Spectrum __init__ INFO \n", + "\tSpectrum info copied from image\n", + "2019-09-22 17:10:48 spectractor.extractor.spectrum extract_spectrum_from_image INFO \n", + "\tExtracting spectrum from image: spectrum with width 2*10 pixels and background from 140 to 180 pixels\n", + "2019-09-22 17:10:48 spectractor.extractor.spectrum extract_spectrum_from_image INFO \n", + "\tExtract spectrogram: crop rotated image [1021:1730,522:882] (size (709, 360))\n", + "2019-09-22 17:10:48 spectractor.extractor.spectrum extract_spectrum_from_image INFO \n", + "\tStart PSF1D transverse fit...\n", + "2019-09-22 17:10:48 spectractor.tools fit_moffat1d_outlier_removal INFO \n", + "\tModel: Moffat1D\n", + "Inputs: ('x',)\n", + "Outputs: ('y',)\n", + "Model set size: 1\n", + "Parameters:\n", + " amplitude x_0 gamma alpha \n", + " ------------------ ---------------- ------------------ ------------------\n", + " 23.209519289491656 180.323524772145 2.2674959461360693 1.4954908879063973\n", + "2019-09-22 17:11:18 spectractor.extractor.spectrum extract_spectrum_from_image INFO \n", + "\tStart ChromaticPSF1D polynomial fit...\n", + "2019-09-22 17:12:12 spectractor.extractor.spectrum extract_spectrum_from_image WARNING \n", + "\tTransverse fit table after derotation:\n", + " lambdas Dx_rot Dx \n", + "------------------ ------------------ ------------------\n", + " 299.9477138279035 241.06076133993338 240.97342054074426\n", + " 301.1786183365247 242.06076133993338 241.97305822213752\n", + "302.40935806570116 243.06076133993338 242.9726959035308\n", + " 303.6399323681279 244.06076133993338 243.97233358492403\n", + " 304.8703405969484 245.06076133993338 244.9719712663173\n", + "306.10058210575573 246.06076133993338 245.97160894771056\n", + "307.33065624859455 247.06076133993338 246.9712466291038\n", + " 308.5605623799624 248.06076133993338 247.97088431049707\n", + " 309.7902998548115 249.06076133993338 248.97052199189034\n", + " 311.0198680285504 250.06076133993338 249.97015967328358\n", + " ... ... ...\n", + "1088.5689558098775 939.0607613399334 938.7205221532377\n", + " 1089.563863673888 940.0607613399334 939.7201598346309\n", + "1090.5583211020817 941.0607613399334 940.7197975160241\n", + "1091.5523279549852 942.0607613399334 941.7194351974174\n", + "1092.5458840938513 943.0607613399334 942.7190728788106\n", + "1093.5389893806591 944.0607613399334 943.7187105602039\n", + "1094.5316436781122 945.0607613399334 944.7183482415971\n", + "1095.5238468496393 946.0607613399334 945.7179859229904\n", + "1096.5155987593928 947.0607613399334 946.7176236043837\n", + "1097.5068992722483 948.0607613399334 947.7172612857769\n", + "1098.4977482538038 949.0607613399334 948.7168989671702\n", + "Length = 709 rows\n", + "2019-09-22 17:12:12 spectractor.extractor.spectrum extract_spectrum_from_image INFO \n", + "\tExtract spectrogram: crop image [983:1692,478:857] (size (709, 379))\n", + "\tNew target position in spectrogram frame: [-239.3348614166996, 205.05778399444364]\n", + "2019-09-22 17:12:12 spectractor.extractor.extractor Spectractor INFO \n", + "\tCalibrating order 1 spectrum...\n", + "/Users/jneveu/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3118: RuntimeWarning: Mean of empty slice.\n", + " out=out, **kwargs)\n", + "/Users/jneveu/anaconda3/lib/python3.7/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "2019-09-22 17:12:33 Spectrum calibrate_spectrum_with_lines INFO \n", + "\tOrder0 total shift: 0.01pix\n", + "\tD = 56.32 mm (default: DISTANCE2CCD = 55.45 +/- 0.19 mm, 4.6 sigma shift)\n", + "2019-09-22 17:12:33 Spectrum save_spectrum INFO \n", + "\tSpectrum saved in ./outputs/reduc_20170530_134_spectrum.fits\n", + "2019-09-22 17:12:33 Spectrum save_spectrogram INFO \n", + "\tSpectrogram saved in ./outputs/reduc_20170530_134_spectrogram.fits\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Line Tabulated Detected ... Amplitude SNR Chisq \n", + " nm nm ... reduced \n", + "--------- --------- --------- ... -------------- --------- ----------\n", + " $Fe$ 430.79 427.7937 ... -2.2174477e-14 3.0442052 0.6648163\n", + "$H\\alpha$ 656.3 655.88403 ... -3.284123e-14 5.93198 0.6887722\n", + " $O_2(B)$ 686.719 688.4316 ... -5.1294818e-14 9.265178 0.6887722\n", + " $O_2$ 762.1 762.0016 ... -1.6750681e-13 35.657494 0.2874246\n", + " $H_2 O$ 935.0 936.16376 ... -1.341971e-14 3.4083235 0.11685273\n", + " $H_2 O$ 960.0 954.9504 ... -6.966367e-14 17.693104 0.11685273\n" + ] + }, + { + "data": { + "image/png": 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vj5OTU673+tlnn+Ho6IizszPTp09n3bp1hIaG6le0TElJoVGjRsyZM4fOnTsTGBjIwoULadeuHc7OzgwaNIh79+7lq19CQgI6nQ53d3d27dpFq1atiIqKQqfTceLECQ4fPkyrVq145plnMDc35/XXX2fz5s1F/RFWCeW9GI0QQgghKrkmH/5aKuVe+KJPsY5bsWIFNjY2JCUl0bZtW/z8BmJlZU18fDwdO3bE19cXLy8v5syZw9y5cwtVZqtWrThw4ADGxsZs27aNr7+eweefr8PLy4uIiAh9OVOnTqV37974+/tz+/ZtOnTogJubG35+ftSuXZvw8HBCQkJoa2CC7evXr7N161YiIyNRFIW4uDh92qVLl9i7dy/R0dG8+OKLnDlzhmXLllGvXj2OHDlCcnIyHTt2xN3dnbCwMIKCgjhy5AiWlpbcunULGxsb5s+fj5+fHzqdTl9utWrVOHjwIKB1wRk/fjwAH374If7+/kyYMCFXHa2trQkNDWXs2LFMmjSJ4OBg0tPTGTduHABr166lcePG+vyNGjUiLCysUNe4qpEgWwghhBBViq+vL1u2bAEgJiaGmJiztGihw8TEhEGDBgFa6/DQoUMLXWZcXBzDhw/n7NmzABho5AVg+/btBAUF8cUXXwDaqoIXL15k3759TJ06FQAXFxfs7e3zHWtjY4ORkRFjxoyhT58+9O3bV5/2+uuvY2RkhK2tLY0bNyY6OlrfJSMwMBCA+Ph4oqOj2blzJ6NGjcLS0lJfbkEGDx6sfx0eHo6XlxdxcXEkJCTkOn9ekZGR2NnZsXz58lzX0dAih0rWilKPGQmyhRBCCPFIitriXJqrFO7cuZN9+/Zx+PBhLC0t6dKlCykpWteMvMFe1raJiQkZGRkABXbjmD59Or169WLixImcOXOGHj16G8ynqiqbNm2iadOm+dIeFmyamppy9OhRduzYwdq1a1mwYAHbt28vsO6qquLj44OHh0eutM2bNxc6sK1WrZr+9fDhwwkKCsLBwYGlS5dy+PDhfPm9vLzYtGkT58+fp127dpw9e5bdu3fz8ssv88UXX9CoUSMuXbqkzx8TE0ODBg0KVZeqRvpkCyGEEKLKiI+Px8bGBktLSyIjIwkODtanpaamsnGjtkTH6tWr6dKlCwBNmjTh2LFjAAQEBBRYbsOGDQHw9/fX77e2tiYhIUG/3atXL+bNm6ffDgkJAaBbt26sWrUKgLCwMCIjI/OdIyEhgTt37tC3b198fX31xwJs2LABVVWJiori0qVLNG/enF69erF06VL9oMXTp09z79493N3dWbZsmb5P9a1btwzWNa+7d+9Sv359UlNTWb16tcE83t7eLFq0iNGjR3Po0CHatGlDeHi4vuW+Y8eOnDx5kr///pvk5GTWr1/PK6+8UuA5qzIJsoUQQghRZfTp04ekpCScnZ3x9vamQ4cO+rSaNWty/PhxWrduzYEDB5gxYwagDTb85ptv6NSpE7dv3zZY7rRp0/D09KRz58659vfs2ZOwsDBcXFwICAhg5syZJCUl4ejoiL29PbNmzQJg8uTJxMbG4uTkhK+vr8E+2fHx8fTp0wdnZ2d69uyJj4+PPq1Zs2Z069YNDw8PFi9ejJmZGePGjaNp06bodDocHByYMGECaWlp9O3bl969e9O2bVt0Oh2+vr4AjBw5ktGjRxc4zaG3tzft27fHzc0NOzu7Aq/x3r176dq1q34waE6mpqbMmzdPX8awYcOwtbUtsKyqTDHUd6YisbW1VU+fPl3e1agy9uzZg6ura6meI+sJVQW/tUpEWVzPx0VlvpbKbO2mV2eW3k1f1N+rynw986oIf1Oq0vUsKadOnaJVq1bFOrY0u4sYcvSo9t1AXFuhyizIsGHDeO211wzO2V3W17IqMXQPK4pyTFXVEvmpSku2EEIIIYQQJUwGPgohhBBCVGArV64s7yqIYpCWbCGEEEIIIUqYBNlCCCGEEEKUMAmyhRBCCCGEKGESZAshhBBCCFHCJMgWQgghRKUTGxuLTqdDp9NRv359GjZsqN82NAd0WloatWrVKtI5du7caXDavJyOHz/Otm3bilQuQJcuXQgNDS3ycY9i+fLlXLt2rcTK69SpEwAeHh7cuHFDv//tt9+mXr166HS6EjtXZSRBthBCCCEqnTp16hAaGkpoaCjjx49nypQp+m0zM7Myq0dxg+zy8KAgO2vVyML666+/sLW1JSMjg5s3b1KvXj192qhRo/j1118fqa5VgQTZQgghhKhSPDw8aNOmDfb29ixdujRX2pQpU2jdujVubm7ExsYCuVuVr127RrNmzfKVmbW6oYuLC507d+bixWju37+Ht7c3q1atQqfTERAQQGJiIiNGjKB9+/a4uLjw888/A5CUlMSgQYNwcnLijTfe4P79+wbr7unpiZ2dHU5OTkybNg3QFqOZMGECXbt2pUWLFgQFBQFaYPzRRx/Rvn17nJyccr3Xzz77DEdHR5ydnZk+fTrr1q0jNDSUwYMH61v7GzVqxJw5c+jcuTOBgYEsXLiQdu3a4ezszKBBg/TLsueUkJCATqfD3d2dXbt20apVK6KiotDpdJw4cQKA7t27Y2NjU6SfWVUk82QLIYQQ4tHMqlmk7IVen3BWfJGrArBixQpsbGxISkqibdu2+PkNxMrKmvj4eDp27Iivry9eXl7MmTOHuXPnFqrMVq1aceDAAYyNjdm2bRtffz2Dzz9fh5eXFxEREfpypk6dSu/evfH39+f27dt06NABNzc3/Pz8qF27NuHh4YSEhBhcVv369ets3bqVyMhIFEUhLi5On3bp0iX27t1LdHQ0L774ImfOnGHZsmXUq1ePI0eOkJycTMeOHXF3dycsLIygoCCOHDmCpaUlt27dwsbGhvnz5+Pn55erG0e1atU4ePAgoHXBGT9+PAAffvgh/v7+TJgwIVcdra2tCQ0NZezYsUyaNIng4GDS09MZN25c0X5IjwEJsoUQQghRpfj6+rJlyxYAYmJiiIk5S4sWOkxMTBg0aBCgtQ4PHTq00GXGxcUxfPhwzp49C4CBRl4Atm/fTlBQEF988QUA9+/f5+LFi+zbt4+pU6cC4OLigr29fb5jbWxsMDIyYsyYMfTp04e+ffvq015//XWMjIywtbWlcePGREdHs337diIjIwkMDAQgPj6e6Ohodu7cyahRo7C0tNSXW5DBgwfrX4eHh+Pl5UVcXBwJCQm5zp9XZGQkdnZ2LF++vEjX8XEiQbYQQgghHk0RW5wTEhKwti50e3aR7Ny5k3379nH48GEsLS3p0qULKSla1wxFUXLlzdo2MTEhIyMDoMBuHNOnT6dXr15MnDiRM2fO0KNHb4P5VFVl06ZNNG3aNF9a3vPnZWpqytGjR9mxYwdr165lwYIFbN++vcC6q6qKj48PHh4eudI2b9780HNlqVatmv718OHDCQoKwsHBgaVLl3L48OF8+b28vNi0aRPnz5+nXbt2nD17lt27d/Pyyy/rP1gIjfTJFkIIIUSVER8fj42NDZaWlkRGRhIcHKxPS01NZePGjQCsXr2aLl26ANCkSROOHTsGQEBAQIHlNmzYEAB/f3/9fmtraxISEvTbvXr1Yt68efrtkJAQALp168aqVasACAsLIzIyMt85EhISuHPnDn379sXX11d/LMCGDRtQVZWoqCguXbpE8+bN6dWrF0uXLtUPWjx9+jT37t3D3d2dZcuW6ftU37p1y2Bd87p79y7169cnNTWV1atXG8zj7e3NokWLGD16NIcOHaJNmzaEh4dLgG2ABNlCCCGEqDL69OlDUlISzs7OeHt706FDB31azZo1OX78OK1bt+bAgQPMmDED0AYbfvPNN3Tq1Inbt28bLHfatGl4enrSuXPnXPt79uxJWFgYLi4uBAQEMHPmTJKSknB0dMTe3p5Zs2YBMHnyZGJjY3FycsLX19dgn+z4+Hj69OmDs7MzPXv2xMfHR5/WrFkzunXrhoeHB4sXL8bMzIxx48bRtGlTdDodDg4OTJgwgbS0NPr27Uvv3r1p27YtOp0OX19fAEaOHMno0aMLnObQ29ub9u3b4+bmhp2dXYHXeO/evXTt2lU/GDSvQYMG0bVrV06ePEmjRo1yfSh5nCiqqpZ3HR7I1tZWPX36dHlXo8rYs2cPrq6upXqOrCdUFfzWKhFlcT0fF5X5WiqztZtenVl6N31Rf68q8/XMqyL8TalK17OknDp1ilatWhXr2NLsLmLI0aPadwNxbYUqsyDDhg3jtddeMzhnd1lfy6rE0D2sKMoxVVVL5KcqLdlCCCGEEEKUMBn4KIQQQghRga1cubK8qyCKQVqyhRBCCCGEKGESZAshhBBCCFHCJMgWQoiyNmuW9lVQmhBCiEpPgmxR4Zy5GMHoRe35YOlL5V0VIUrH7Nna16RJ2nZWYN2uXe79QgghKi0JskWFE3hwPn9a3OM30xjOXMo/Wb8QlVrOAHrBAu377NlaoJ01J1jWfiFEgWJjY9HpdOh0OurXr0/Dhg3124bmgE5LS6NWrVpFOsfOnTsNTpuX0/Hjx9m2bVuRygXo0qULoaGhRT7uUSxfvpxr166VWHmdOnUCwMPDgxs3bgDw999/4+rqip2dHfb29vj5+ZXY+SobCbJFgWb98B4ffT+mzM8bn3xT//rG7ctlfn4hSkVWa/WiRdn7VDU76J49G4BUTEhT5U+zEA9Tp04dQkNDCQ0NZfz48UyZMkW/bWZmVmb1KG6QXR4eFGRnrRpZWH/99Re2trZkZGRw8+ZN6tWrB2hLw8+dO5eTJ09y6NAhfH19iYqKeuS6V0byl1wYlHA3kZ/U3/nF6DBxCYZXvyotd9Oyl3yNS7iuf13RF04SwqCs/tdZrdUuLgBcoiEf8hntvnubOtzAjGSMSMeMVExJ449W/9IXkbnasxCikDw8PGjTpg329vYsXbo0V9qUKVNo3bo1bm5uxMbGArlbla9du0azZs3ylZm1uqGLiwudO3fm4sVo7t+/h7e3N6tWrUKn0xEQEEBiYiIjRoygffv2uLi48PPPPwOQlJTEoEGDcHJy4o033uD+/fsG6+7p6YmdnR1OTk5MmzYN0BajmTBhAl27dqVFixYEBQUBWmD80Ucf0b59e5ycnHK9188++wxHR0ecnZ2ZPn0669atIzQ0lMGDB+tb+xs1asScOXPo3LkzgYGBLFy4kHbt2uHs7MygQYP0y7LnlJCQgE6nw93dnV27dtGqVSuioqLQ6XScOHGCBg0aoNPpAKhRowYtW7bk8uXHs8FM5skWBoWdOah/vXbfeu6mJPF+/ymles6Eu3eIOHuEuPR4MNX2xd/VWrVDooKZuedfdK7uyrSh8wDYc/w3VhyZzbC2M3ih7culWjchimXSJPjuO/3mvdn/x08MZGWNeey80470Av8Eq/z1VwadMre+/jo75f33YeJEaNq01GotRJE5rnAslXJPvH2iWMetWLECGxsbkpKSaNu2LX5+A7GysiY+Pp6OHTvi6+uLl5cXc+bMYe7cuYUqs1WrVhw4cABjY2O2bdvG11/P4PPP1+Hl5UVERIS+nKlTp9K7d2/8/f25ffs2HTp0wM3NDT8/P2rXrk14eDghISEGl1W/fv06W7duJTIyEkVRiIuL06ddunSJvXv3Eh0dzYsvvsiZM2dYtmwZ9erV48iRIyQnJ9OxY0fc3d0JCwsjKCiII0eOYGlpya1bt7CxsWH+/Pn4+fnpg2CAatWqcfCg9j8/NjaW8ePHA/Dhhx/i7+/PhAkTctXR2tqa0NBQxo4dy6RJkwgODiY9PZ1x48blez/nzp0jIiKCdu3aFeoaVzUSZD+mrscnsnz3Goa7DqZhrRr50m/Fxehff3tT60/V+/wL2D/rVGp1mrCyJ2EWyWCRvS824Qpnr8bw/d7/ct5c5Xzqbl69+BfBp3bwv2uLwRKORk6jf8QGktIS6NyiP27t+rNu93e80Po1mtRvUmr1FeKhMvtWn6Y5Y1jKEdqRjCXcASPSsSEWeyLoxn7avt4UK7NUFh50IvC8jhl8Qv+6zal9M5qcq/76+MDcuTB0KMyZA02alM9bE6Ii8/X1ZcuWLQDExMQQE3OWFi10mJiYMGjQIEBrHR46dGihy4yLi1jadYAAACAASURBVGP48OGcPXsWAAONvABs376doKAgvvjiCwDu37/PxYsX2bdvH1OnTgXAxcUFe3v7fMfa2NhgZGTEmDFj6NOnD3379tWnvf766xgZGWFra0vjxo2Jjo5m+/btREZGEhgYCEB8fDzR0dHs3LmTUaNGYWlpqS+3IIMHD9a/Dg8Px8vLi7i4OBISEnKdP6/IyEjs7OxYvny5wet4584dBg4cyPz586levXqB5VRl5RJkK4pSC1gKOAAqMEpV1UPlUZfH1cdrh3DI4gJRa9bz/YQd+dKTU/P/9bh6I6rEg+wfguZy/fY5PIfO0wLsPHbf3M7C7dsgR/e6/9s6krvK/VzBeKByFEzht/NfsOakD6csU/hzyyYWjz1QovUVotDateOmWpvBrOd3egIKAA6EM7HbSQb99AZ1X+qtDXacOBG+nQHAC+nQzeQgf9CZL2JH83+TJvHxt9/i5aUVO2IErFypfQUEgL8/5PgfKUS5KGqLc0JCAtbW1qVSl507d7Jv3z4OHz6MpaUlXbp0ISVF65qhKEquvFnbJiYmZGRkABTYjWP69On06tWLiRMncubMGXr06G0wn6qqbNq0iaYGHjflPX9epqamHD16lB07drB27VoWLFjA9u3bC6y7qqr4+Pjg4eGRK23z5s0PPVeWatWq6V8PHz6coKAgHBwcWLp0KYcPH86X38vLi02bNnH+/HnatWvH2bNn2b17Ny+//LL+g0VKSgoDBgxgxIgRvPLKK4WqR1VUXn2yvwG2qaraEnAGTpVTPR5boWbnADhqZXgARHJaUr59sfFXS7weX/6zjB9Sd3PspOFg+LRFRr59Ry0TOWVR8ACNU5baqPK/jeJIT0sH4PadGyVQWyEKR1Vh3tGOPMVVfucFQKGuEst8JhGGMxP2vkHdukBwMMycCd9+qz/W2Bi+ek5rAf+ekaQsXJ6r7O+/h+hoGDIETE2hY8cyfGNCVALx8fHY2NhgaWlJZGQkwcHB+rTU1FQ2btwIwOrVq+nSpQsATZo04Vjm4IeAgIACy23YsCEA/v7++v3W1tYkJGSPJerVqxfz5s3Tb4eEhADQrVs3Vq1aBUBYWBiRkflnz0pISODOnTv07dsXX19f/bEAGzZsQFVVoqKiuHTpEs2bN6dXr14sXbpUP2jx9OnT3Lt3D3d3d5YtW6bvU33r1i2Ddc3r7t271K9fn9TUVFavXm0wj7e3N4sWLWL06NEcOnSINm3aEB4erg+wVVVlxIgR6HQ63nvvvQLP9Tgo8yBbUZQaQDdgGYCqqimqqsY9+ChRkv4XuJx7Rg/+0aek5v8kH5dYctP+AOw+tkv/+tL1kp+q74qpQucfnRi7uCvdAnsyaLGOlJT8reVClKSUFHB/+hTvMZ80zDBXUvDtFcSNjDpMnlkPo5kzcx9gYPGZjmdW4mhykhs8weYm+f9JNWkCq1drwfYzz2j7VBWOjl1c8m9IiEqmT58+JCUl4ezsjLe3Nx06dNCn1axZk+PHj9O6dWsOHDjAjBnaEyRPT0+++eYbOnXqxO3bhgf7T5s2DU9PTzp37pxrf8+ePQkLC8PFxYWAgABmzpxJUlISjo6O2NvbMyvzd3zy5MnExsbi5OSEr6+vwT7Z8fHx9OnTB2dnZ3r27ImPj48+rVmzZnTr1g0PDw8WL16MmZkZ48aNo2nTpuh0OhwcHJgwYQJpaWn07duX3r1707ZtW3Q6Hb6+vgCMHDmS0aNHFzjNobe3N+3bt8fNzQ07O7sCr/HevXvp2rWrfjBo3rQ1a9awY8cO/ZSKv/32W4FlVWVKWc/YoCiKDlgMnERrxT4GvKeq6t0cecYCYwHq1avXZv369WVax6rs/PW/+TbpS5KNsh8jzX9mfq48VxOTiLj8E1ssjuTaPyC5Nc8+OYxnapg88DFUjx6uAOzevcdg+r2UJBZe8OSceXagP/B+O36yyG5tqJ6eQaLxgz8INErNYOpz37A0ypNwy8JNPTTOeAAOjXoUKm9hJCYmPrZ9zUpaZb6WPfZq99Tu7rsBGPaaM5dja1O35h2WrginZs2iTY0FsG5dYxYubEqvthF8+M5xerw9XDtHAb9X6xdXY+Hatkx+M5gB/0qq1Nczr4f9TSkLVel6lpSaNWsanIWjMNLT0zE2Ni7hGhXs9Gmta4qtbcGtuBWhzIKMHj2afv36GewjXdbXsio5c+YM8fHxufb16NHjmKqq+T8BFUN59Mk2AVoD76iq+qeiKN8AHwIfZ2VQVXUxWiCOra2t6urqWg7VrJr2LJtFsknuADnqXhRjeo/h1JXb1K9pxgcbOpJskT+IPq6GEnTrGP8y/TfjXh790HMV9HObv+E/uQJsIFeADTDAqis/JB/kQVa/9hu1azVi7ZnqQOEehhxM+plfzmykhfIUzWs58s7Arx9+0APs2bOnwPcpiqZSX8u92jdXV1fODfPiamwXjEjjUOO3afZqYLGKrFMHFi6E8KM2dB85ChiuP0de6enwvx5BqCjMX9meNGsYNKgSX88ClOf7qdT3Zyk5depUsftVl2af7AcpjXOWxfswNTXF0tLS4LnK61pWBRYWFrhkTqtaGsqjT3YMEKOq6p+Z2wFoQbcoA8EZP+XbN/+f+Ww8sJG3t3fD84fXcrVy53TBIoN7Rgp+N77hncVvFmne6nspaaSna/2rU9ILGJKdwziPzx6YbpdsRO1ajQCoYVLtgXlzijBP5bIp7Da5yuLE7aSlpRb6WCEMyZxoAIDERJi/ug4ZmPAWK2l2ongBNoCDA9S3iucqDYgcNOuBeT/+GIJ4Sb+9YAHMmOFQ7HMLISqWlStXPnTlSVHxlHmQrarqNeCSoii2mbteQOs6IsqAUQFx8Y5T87hvpHCkWuEmjN9jHs6NuMINJjwYvpMeq5zx+mEYAIry8Mda1pa1sE7PPejROEdQr6uW/clz6isLsU/JLvOltKcLVS+APyO2EyeDIkUx7doFOad//ecf2FT9TQDGD3i0+0pRwG1gTQB2d55RYL7wcPj8czBSMvDl3/Tsqe3/44+6ZM5UJoQQohyU1+wi7wCrFEUJB3TAg5stRYlJKSDKtjKyMLj/Qf6++leh8m0K9uWukRFbjLQpnoyUB992L6Q8iWJkRMM001z70xWFJ9K0wLvtcz31++vVbcLaMaH67Wqm2Y/NnkmB/9TuzzLdlwbPNT7sQ4as78HNuJKfOUVUbUuWQK9ekHOMVFISXEioyxNcp/0Gz0c+R6fM1Wj+XBJeYJ7MqbgZry7g320PsqvrLIbaaKvBBQRoi9cIIYQoe+USZKuqGqqqaltVVZ1UVe2nqmrZrtv9GEtRDAfZO0yvFLmszcErAfhp31pGLuzJqYtnDOYzzxPAp6Znz/DRISX3QKJOyTWYO2YnAFZq7iAbYH3/rfg2m4zb88MLrFdti7r611aqMSNf8aa9c2+eTzbcZy3GVOHD9QMLLE+InFQVZsyAsWO1vtCZqx4D8OuYTQD0qfMnD5nAp1CyJkX484SlwfS7d7X5sgEm8h2EhMDs2ay69TLtbbVpOv38tJkChRBClK3yaskW5eCfO4ncNCnaj3yMRVuGGOVflQpgM4fw37MB3+hPOGp5g4+DXn9oeaqqkpSaPRLby8Of5snZfcC9Xl2hf22l5G9dr2PzDC92zr90K8DrRi1pmWLEyJdn6ffVJru/9ldDfmFTjzW0SM7f5/xP89IfHS6qhm3b4NNPtfmsFy+GzKlhAdh3WPtg6HZrXYmcy9ERLEniDM0Npu/apfUDb//EBew5Sc6lIT//VyBv1/mZlBTo31/ryiKEEKLsSJD9GPFaPaRI+SdXa8/k1xZjYVbwcqxf/+1NfOZsJefM88+5CZBOuv514r07JKZq0+X0U215ur4t/5hkpzd8Mns6KCujwg9oBPj4rQ1sGBOGdfW69EytA0C3xn306TWsbWj6tAOr3v6Tb1rOIGTosVzHb9m3tMCyI08fZNgiZ75cWXALuqj6VFXrIjK96z42v76KMWNypx9GWxmm07DnSuR8JibQ5qmCnzJt26Z972N3XntxKntdL6PqViyOHUjnxhe5fBncna6SMsO7ROolREURExPDq6++SvPmzWnatCnvvfeewfmfDRkxYkSBC88UxoULfzFq1POYm5vz1VdfFbucRzF37lySkvIvHicqBgmyHyMHLS8UOq9jsinjXluGkbEppsbmhTqmgJ4opKRnL2zz3o/uJKUnAmBtVhuA+ALmw65rWT/X9hsmhV/Sfe7IXWzsuoQ3e3+UL83C3JKeHQZjYmrGPLtZ+v2Hz/6qf/37kQ0MW9SaPcHaH+Bl+2cRZpHBD+khTF7Ynv/78a1C10VUfklJ2gweTz6pTa1nuf83+qwZli/fLerwFFd4esWcEjt3+yGG5yFWVQjSul7Te880beXIcTme8lSrhhmprL/UEUuSCLv+FB6ftje4+I0QlZGqqgwYMIB+/foRHR1NVFQUiYmJTJ8+PV/erBURH0XeMmrUsOH99+fxwQcfPHLZxTV37lz9qo55paenG9wvyo4E2Y+JHcf2Fim/CdmzdZgZF25QZEHL0ySr2X2wgy2S2GeuLe9qU71h7uPzTAn4TN3sKcjWdvLhoyE/FKoeAIqxMc2f66hN0fAAPdoN5G1zbfWum6nZz9OXhn5GmEUq75yczY0bF7iVfkufttfyHiszQsmQP2CPhbg4ePZZ+OQTuHFD257Bp2ykP0yalC9/Rw4/7LYrEgOLwgFw7hxcuAA2xNKGY1rlvv1WC7ZnztS2gQZcZTqfALCdXvww+6zhAoWoZH7//XcsLCwYOXIkAMbGxvj6+rJ8+XKSkpLw9/dn0KBBeHh48M477qiqyuTJk7Gzs6NPnz78k6MP1bFjx+jevTtt2rShV69eXL2qDYZ3dXXlv//9L927d+ebb77JdX4bmyewt2+HqWn+8UNZ0tPTGTFiBA4ODjg6OupXXnR1deXf//43nTp1wsHBgSNHtMXf7t69y6hRo2jXrh0uLi5s3rxZX84HH3yAo6MjTk5OzJ8/n3nz5nHlyhX69OlDjx7agljVq1fHy8uLDh06cOjQIZo0acLNmzcBOHr0qH6u91mzZvH222/j7u5OkyZN2LhxI1OnTsXR0ZHevXuTmirT25YECbIfEz8ETy1SfuMct4apSeFaspONFOb+lD1RjNdKbTnoFNXwoztdM9c858zttR6T6JhSAw+ew765G0ZGpbOi1dN1tKVjY0nU74sxzq5zz60eHLPI/x7OxuRfCv523GX2/7myFGopysPt29CsmdafWVG0QYT/Q/td8uRLMr5bmO+Y558vwQgbaNPG8P59Y34EoDt7MSYDFi3SEmbNytdaPZ3P0RECKIxhKXH/kilHROUXGRlJmzy/IDVq1ODpp5/mzBltIP6hQ4dYsWIFCxb8zu7dgZw+fZoTJ06wZMkS/vjjDwBSU1N55513CAgI4NixY4waNSpXa3hcXBx79+7l/WJM1RMaGsrly5eJiIjgxIkT+g8EoAXUf/zxB9999x2jRo0C4NNPP6Vnz54EBweze/duPD09uXv3LosXL+b8+fOEhIQQHh7Om2++ybvvvkuDBg349ddf2b17t75MBwcH/vzzT7p06fLAup09e5Zff/2VzZs3M2zYMHr06MGJEyewtLTk119/feCxonDKY8VHUQ5SjQrXRy1LzpbswsxrnWVZ4hrgvwAEpv/OrIwMUlTDn4hdbLUW5OdSFM6ZqTRPyX07mplZsmTMg1d9LAktm7SHK0u4YZL9KLBWhhEPm/Jm4O6h9El6Rt8yoGZk0G+jO7eMjfjW2IJubV8rvUqLUnfnDtg2uktsUjUUMvhp0Hr6T3qD9MlfM493OEdT9tOF7pMmwRPZx3X4on+J1qNZM6hRQ6tPTvt2a/drN/ZpO8blGRBcr16uzV305CmukYI5fZYP4GDjWdmJ0oVEVEKqqqIYeGyUc7+bmxs2NjacOwchIfsYMmQIxsbGNGjQgJ6Zk8qfPn2aiIgI3NzcAK3V+KmnntKXN3jw4GLX8bnnnuPcuXO888479OnTB3d3d33akCHaOKlu3bpx584d4uLi2L59O1u2bNH38b5//z4XL15k586djB8/HhMT7f+kjY3hsVLGxsYMHFi42bJeeuklTE1NcXR0JD09nd69ewPg6OjIhQsXivuWRQ4SZD8mzDAGCt8nzThHkH03Ofu/e+PUNGJMjFEL+Tz87r27pCj5z9szvRHGxtojts97LMR/nzdj3D8tdP1Kkt2zbTA7oHLb2IjrsZd5sk5D0lEpuAOMRlUUfql2kc+B/Uc3EHHhALcy+5dHXjxCNTNLnFu9gIlp0ecgF+UrKQlatoQbmQH2RvrTb/0WOPkpxmTw9lPb+fTqv/iekXRfNBo+1o4zNi645bm4jIy0MjMbqjSTJrGP/wDQrdVNeH1m/kD56ae1biOZbIB533/N+Isf8QedCJjtw2tszM4vgbaoZOzt7fnpp9yrGN+5c4dLly7RtGlTjh07RrVquQfQFxSU29vbc+jQIYPnyVtGUdSuXZuwsDB+++03vv32W9avX8/y5csN1kVRFFRV5aeffsLW1jZXWkEfKPKysLDA2Dj7/7eJiQkZGdr6Evfv38+V19xce0ptZGSEqampvnwjI6MS6cMupLvIY8OMgvuMGZKzJTs9PbsbReDg39nxon+hy4m/G0sK+fsufzMqSP/arlkn/jdqG82blHB0UkgmJqY8nar9Kmz9Yxln/w7nolnhH/kv+uk/TIz05ru7v+v37bwZxIiQD5nxgyyDW9mkpYFDw1tcvQoKGazhDfqxRUuMiADgretfA7CZV0l1zu407VjvKo/w/7hAnTvn3r6wcBvnaEpN4nA+sbLgADmr60jm17i//4sjJwCFcSwiI+uD5OzZJV9pIQpSQh/oXnjhBZKSkvjhB228Tnp6Ou+//z4jRozAysoqX34Xl26sXbuW9PR0rl69qu9iYWtry40bN/RBdmpqKpGR+bsDFsfNmzfJyMhg4MCBzJkzh+PHj+vT1q3Tpvo8cOAANWvWpGbNmvTq1Yv58+ejZo5RCgkJAcDd3Z2FCxfqg99bt7RxQtbW1iQkFDwFbZMmTTh2TJtJK+8HElH6JMiu5K7cTuDS7cSH5jPHLNf2YBrRK60G/dTGBvMb5+giMqznNJ5MS2dARn3MrZ+iTn3nQtcvIfE2yUrGwzOWs6cV7dH65bgo3t5VtKkO/RJ35NsXldmN/VeTy3y74T0+l9lIKgVVhX+77OF8nA2gspgxDGZDvny243tgZwdx1GbP8exFjjpc21wq9eoS6pdre2c3bSq+Hs9ewLiIQxV+eWsd1bnDLeqygrezEwwM4hSiVJTQhzpFUQgMDGTDhg00b96cFi1aYGFhwWefGV5EukeP/jRv3hxHR0cmTJhA9+7dATAzMyMgIIBp06bh7OyMTqfT99d+kJs3r9GnTyN8fHz45JNPaNSoEXfy9Ou6fPkyrq6u6HQ6RowYweeff65Pq127Np06dWL8+PEsW7YMgI8//pjU1FScnJxwcHDg44+1x2SjR4/m6aefxsnJCWdnZ1avXg3A2LFjGThwoH7gY14zZ87kvffeo2vXrrlauEXZUFS1gHnXKghbW1v19OnT5V2NCqvvIh33jDL4efgRrMwL7pbwzuIe7DHXRhg/lZbO9n+dBOD2rfN0+/mVfPndUxvw9ejf9NtqWiqKSXZruOMKRwBs0jOokaFwwTS75TdihLZ8uoO/I41SFNKUDK6Z5m4ZPvH2iaK+1VLlteJ1AjmFe2pDtpteLpVz/OS6khbPFP4DyuNmz549+v7t5cXbW+thYUYy3zOCoazVEtq2haNHs18HBzNjhrYozRgWs2SW1h86cNar9JvYUJvlowTdMa5NzQxtlMDduzByJKxfr51m4kTDxzzoeq567mOGnZ/DE1wnmubUIEHr61JBHxFnPSUvz39XFeH+rGhOnTpFqxwLIBWaopBw5w7W1oZX4S0NOX99K0KZrq6ufPXVV7QtgQolJCSU6bWsSgzdw4qiHFNVtUTuFGnJrsSSU5L52yKdf8xUjv6174F5U8kefPjrkOzBhLVtnuWltKfz5Tc2yt1dP2eAnVN7tQmfuRa8iEuMmZovwK6IqpvWBCAp426BeVommxWYVhjnr0Ry41YMO/5YKdP/VUDj2hxl5kwwIp01DNEC7KzoLjg4+3Xm49vMMUssYay+DHe2Z8/yUYJqjB+qf71lC+zYos2L++KLxStv6Nk5dG58kX94ktG1Mx8h5x04KYQQ4pFIkF2J3Uq4qX995frJB+ZNUbUWqjdS22NqVTtX2quO+WfBMFEK34e7mnnl/wRtZqI9BUhQDa+c9WRqBvMHbuENs050Sil4BUyADvcNX4/rty4wLuBl/hP9f6zf6ftoFRYlI7Ov8vQ2QSw+ro0J+Jr/MIBALX3ChOzBgxMmaN8zg1F7e/DwyF2cFfdKJ1jN0TI+ZAjcvm9J63oXaW54tfWHUhTw9tc+XG+47cbBkUtKvPVdCIMyuyWZ/+c/5VyR8rVnz54SacUWFZsE2ZXYnYQb+tep6ckPyAnJmS3ZpkaW+dI6tx/Jr52+omlK9rNYE6MiBNmWNQqVz7gCd00yM9GuS3yOqQ7d07L7q5ugUL9OQ6YPWcT47p9RO93we3kuBWqZ1DKYdvbGcaLNteP+vJS/H7coY5MmwezZLJt9kc+O9wYUurOHfzMv+/nvt99mD9LKWuglRzD6ySfwDBeyy2zbtsyC1fdv/veRFr3p2ROeeUZ7PXzvaJldRJSNzCc9pt9/X84VEaL0SZBdicUnZq9CmJb24HmwUxWte4K5seGpD55u3gszNbuLSFFasqtbFS7Irsg3mz7INtYGaTZLVvj6X1t5Ik0Liu3I7lLj0qIzO4cfY5fHb/nKSQeqmxq+HhuV7LEF1Yyr619fuvIXU5e+SHD4VtT07D6xm3d9zTtLOnH7Vkzx35go2IIF7KInY1gKKLTgNL+TOXgoODjX9Hd6eQJRJye4MPHL7B2ZXUlKk44QBrGeQWNrPzzzQ/j7a9/PnVPZPPu4DH4UpS/zSU9qjkVZHoWxsTE6nQ57e3ucnZ3x8fHRT1lXGK6urtja2qLT6dDpdLlWgVy/fj12dnbY29szdOhQg8e/805vnJ2dsbe3Z/z48fqlzD09PWnZsiVOTk7079+fuLi4R3ujJeTYsWM4OjrSrFkz3n33XQo7Lm/VqlX6a6TT6TAyMiI0NDRXnldeeQUHh+yVmj/++GOcnJzQ6XS4u7tz5coVg2VfvHgRd3d3WrVqhZ2dnX6O7q5du+rP16BBA/r1e/BsXVeuXOG11yrW+hQVOe4RD3EnKTvIfmhLduYMH+YmBc8vlnOVRxPjwvY/VrE0r/7wbEBFnmPEwlSb7ul25jzXVqr2IWN226/ob6Tjs7dyT31kZmLOEzYN8pWjomKR4xr/0vtnuqU8mS+fkVH2tfb65S2CTK8zKmQaHX9wZtzidpw88wczYvzZY5bA+J96E3Fy66O/SZFt0iSi1ed4iSBUjKjLDULQab8BWc3DhW3ZzdlyXQb9mkNozXoGY7pw/iOX5eoK2v9EhYksgAULHrlMIR4o8/cl2cenRIqztLQkNDSUyMhIduzYwdatW5ldxNlLVq1aRWhoKKGhoTzxhLayVHR0NJ9//jkHDx4kMjKSuXPnGjz288/XExYWRkREBDdu3GDDBm02Ijc3NyIiIggPD6dFixa5ZhUpTxMmTGDx4sVER0cTHR3Ntm3bCnXcm2++qb9GP/74I02aNEGn0+nTN27cSPXquWMBT09PwsPDCQ0NpW/fvnh7exsse/jw4Xh6enLq1CmOHDmi/xns379ff87nn3+eAQMGPLCODRo0ICAgoFDvp6xIkF2JXb4Vq3+dmvHgluyUrCDbtOCA2ETNsZS6UeEH+RkVclqgijz8MaslO4ulor3/Ls698X7rRyzM83ezMSRDARur7OD7mSeb8MWbG/Plu5eWPcDyqHn2AgFJRkb8YX6fb37PXr73pJnCu4c8SU9LIfl+AmMXt+Grla8X7o0Jg+4sWEVbjpGKGZYkEYYTVvUy+9Jn9b0ujrLq11yCfTlXrABQuUJD1qsDpTVbVFpPPPEEixcvxs/Pr9AttAVZsmQJkyZNonbt2vqyDaleXXtymZaWRkpKin5BF3d3d/3qjB07diQmRnsi6e/vT79+/fDw8ODZZ5/Fz88PHx8fXFxc6Nixo37+a1dXV6ZMmUK3bt1o1aoVwcHBDBgwgObNmzNjxowH1j0+Ph5bW1uyZmYbMmQIS5Ys4erVq9y5c4fnn38eRVEYPnw4mzZtKvK1WbNmjX61SoDExER8fHzy1atGjeynunfv3jW4mM7JkydJS0vTr7ZZvXr1fHOcJyQk8Pvvv+tbsmfNmsVbb71Fz549ad68OUuWLAHgwoUL+pZ0Hx8f/VL1J06cwMHBgaQkw2OuSpME2ZXU1VvX+ep69ty5qekPDrLvK9ofHMsHBNnGOcLgwrdkF17F7ZENFua5W/gtlcKt0qi7Z0WtdJWGmZO3NFOf4g23D2h535QXUrU+3dZWNXBPbZjruHsZ2uwQV26cN1hulHHuuVZvmBhxMCSQXcEbOGSewor0U9yKK52pBiutrJbnnC3QBlqjVRXGNd3BHWpiTDoH6EIDrsGtW/n6XFdYwcElVlTr1qDTab/7U5grrdmiUnvuuefIyMjgn3/+4fTp0/ruBkOHal9Z2zm7b4wcORKdTsecOXP0wXlUVBRRUVF07tyZjh07PrDFt1evXjzxxBNYW1sb7K6wfPlyXnrpJf12REQEq1ev5siRI0yfPh0rKytCQkJ4/vnn9QvrgDZ/9759+xg/fjyvvvoq3377LREREfj7+xMbG5vvPFlq1qyJn58fI0aMYO3atdy+fZsxY8Zw+fJlGjVqpM/XqFEjLl/W/o98+eWXpszP0wAAIABJREFUubqDZH29++67+cpft25driD7448/5v333ze4AND06dNp3Lgxq1atMtiSHRUVRa1atRgwYAAuLi54enrqu9xkCQwM5IUXXsgVtIeHh/Prr79y6NAhvL2983VF+fe//82ZM2cIDAxk5MiRLFq0yGD9SpsE2ZXUwbAtubbTH9KSfT8zfrYooL8w5F5K3aSQLdlqZuj8pnGLQuStuLK6i2SxNC5cF5gRzT9lx1tHmddrHUPMujBz0CpqVKvJhnHHmTs6u4tHtTzX/Rw3iIg6wMlzhoMlcwMXa2HIZ/xzJ7t/9l8XSr//b6Uxa1b2AhezZ2cH1wYeG8/usYe1Z9pRnQT29vel9cTntYRx4yrH4D9DfcUf0fffa6tbXqEhJ9WWJV6+ELmUwj2cU1agbGtrq+9usHq19pW1XauWNkB91apVnDhxgv3797N//35+/PFHQGuZjo6OZs+ePaxZs4bRo0cX2K/6t99+4+rVqyQnJ/P777/nSvv0008xMTHhzTff1O/r0aMH1tbW1KtXj5o1a+KROU2Ro6Ojvj8yaH2cs/bb29vz1FNPYW5uznPPPcelS5ceeA3c3NxwdHRk0qRJLF26NNd1ySmrddnT01N/bXJ+zZs3L1f+P//8EysrK32LcWhoKGfOnKF///4G6/Hpp59y6dIl3nzzTfz8/PKlp6WlsX//fr766iuCg4M5d+4c/lmDRTLlbTkHePXVV7G0tKRu3br06NGDI0eO5Eo3MjLC39+ft956i+7du9M577K5ZUSC7ErqSuypXNvp6akF5NR+se4Zab9IVuYFB9lGOR7lmJuYF6oeVplT33047CdaJT+420hFDrLNTHO3XFczKdy0hMbGJliYWtCisR3/HbKAurUMP1I0UnJfm0tmCkMOTeDyjdxL99ZM17r1XDbN/6t5wjyDmFvZP/dxYR+x9Cd5tJ81SwgAWY90Z8+Gdu2011nfZ83igw9g9l5XjEhnLW/QecuHBmcNqdBK4YOATgcTJmr33Od8JF1GROkqxQ+z586dw9jYmCee+H/2zjs8iqrtw/fZlk4PHUFQehFNFBQxCmIBBUGRYkEFEbFjV0zgtX6CikoVULCBqCBWQDEiTbqIooBI7wFCerK75/tjsi1bspvsZjfk3NeVa2Znzpx5sjvZ/OaZp9T1y5PdqJH2lDEhIYEhQ4bYxVrjxo3p27cvRqORc889l1atWrFz506v542OjubGG2/kq68cXV/nzJnDN998w8cff+wSKhEV5fj/qtPp7K91Op29bbrzOOcxnsZ5wmq1sn37dmJiYuwhKI0bN7aHrQAcOHCAhg218EZ/Pdnz5s1zEbxr1qxh48aNNGvWjG7durFjxw6PTZuGDBnisa1748aN6dy5M82bN8dgMNCvXz+X1vMZGRmsW7eO3r17uxxXMvTEUyjKzp07iY+P95pwWREokV1JKTC7xhYVWb2L7OzcLCxCYJDSLfbYGeF0ORj1vmOQr7HUplGRlfuvdSRzREuD1/HdCqvRoPg7oX5R5MltQ4mbilox7smK5WHolc/RtFDQpaC6y/YJGa7x2i2LfIv7+dZtLq8nZa9gyx9fB8fIyopz85fjjrKW9nZsGzZAWhrTxx1i4kTt2hvPWHrznSNRsTJ4sEPMk09CNTKpyzHktOA31FEoQs3x48e57777eOCBBxBClOrJNpvNnDih9ZsoKirim2++sXto+/Xrx88//wzAiRMn2LFjB82bN3c5X25uNidOHAY0j+x3331H69bak6AffviB1157jcWLF4c0TKFHjx4eReSbb75JmzZt+PTTT7n77rspKiqiQYMGJCQksHbtWqSUzJ07l759+wL+ebKtVisLFixg0KBB9m2jRo3i0KFD7Nmzh5UrV9KyZUvS09MBXG5KFi9ebH9vnElOTubUqVMcL/7uXr58OW3btrXvX7BgAX369CE62tUR9tVXX5Gfn09GRgbp6ekk25wpxWRmZvLwww+zYsUKMjIywpYQqUR2JWDsnFHcO/UaisyOOCVziRhsiw+RnZF5FIAYq8RXYV3hHJNt8B0uMuHudL4ftoX69Rx/NFF4L/t3Tuz5jLtkAskFCYxPnuBz7nBgKhGD3qDWeUGd//wm7flmxFb6tBrmc1wdY6LL6za5MbzVyXeM7CtrnrOvf/7l/Sxb8r8y21kp8aOix8pxPzKKaYCgPX/wHMU3h5XFe10BNG0Kh0akMZHHEfep7o+KykFeXp69hF/Pnj3p1asXqX6GoxQUFHDNNdfYy8w1atSIESNGAFqcde3atWnbti1XXnklr7/+OrVr1wawV9XIy8vhscdupGPHjnTq1Im6dety3333AfDAAw+QlZXF1VdfzQUXXGDfHkysViu7du2yJ2fa2LFjBzNnzmTixIlcfvnldO/enRdffBGAqVOnMnz4cM477zxatGjhEiteGitWrKBx48ZuNxveePrpp2nfvj0dO3Zk6dKlTJo0CYANGzYwfPhwQCvBOGHCBHr06EGHDh2QUto/A3D3nNu4+OKL6d27N126dGHs2LF2j7yNRx99lPvvv5+WLVsya9Ysnn76aZfyjBWFd9ejImJYxEqIhfnLZ7MvYz/39nncLdHRIr0/Ojpd3BkyuhQHsrPINvqR+Fiy1Xq0LgrI9jhWJwx06XAtXTpcW+q84cBgdPVk16/VNCTnKe19rR1dH4r22F8/e9UkLmjVFX73fsxJnZXpnwzm36ydfB9dAFmwxfwkeifvvNliZePeUyQ1q4VeF8l1XspAYqL7ayeP9iHq05MfkeioxQnWU1yZozydXM5S4ma8CQ2rK8++otJQMkkuEOLi4ti4caPHfUII3njjDd7wUGrQVh+6du16zJ273mOxn127dnmcd9iwYQwbNsz+2jkG23mfzRsMWqUR5xAM275t27YxYMAAYmJcnzy3bNmS7dsdoYXOv0NSUhLbtrk+EfWXlJQU1q5d63V/s2bNXOb2FB5is8EWJw5a/PjWrVs9jnV+H5xp2bIlM2bM8Hr+2bNn27c3adLE6+cRapQnO8LJzM60r8/cP4lPCxfy0rzbMUtXkW22FiGlZOyHjzPxi9dc9p3J0bKQo6RvUaFzEtk6Efj9V5TOe0WOkjHJkYaphOe+RkKil5Hlo7QnBA1quHrQa1d3D1uJsrreLR0xCt4t2qYJ7GLWbPuFKSs2U2C2IKXkue++5d4f+/P8t9+Uw/oIxBaPnZTkSKY6dsy+XnjvA3RmCwVEY6KATVxENMV/O+Up1Xc2U9xqXqFQRDbt27f3eBOgiByUJzvC2XvE0SUww6CJ4J3spoPlPJyKgWCRZn7/dzOLrEsgG8bwlH1fVnHTmijp+57KOXFArwtcFEfrvMedlWW+isRUwpNdq3r90JynlITSyzr25fWfPnLYUcNdZI9KvI23Mj72Oc+YtS+RG3OSd7ZcgM5SB12tHyEKlh5L49EzV5OYEOUxUSQicRZ9tnXba1u5uc2bXcvaFe+/7Ns0jqFVzviu+hCaZu6D++/XvN1KSHpm9GiYMkV7GqDCaRQKRYSRVom+u5XIjnDy87PctukBS0lPtjTz737HY69T2aeoGa/FaeXkaVnUptJEttODDb0u8EsjxhDnta1jpHuyjQZXL3ydEInskgmWAPMu/4T1/yyjoCiPFo1dE0Piol3rdwspaVavJXgvkQpAbox2Y2Wo7tr2ttBQSK9Pr6VNQn8+HeJe/zQisZXks4m/b791JDXa8JDAOL9NGhuKi45M6LWUHku+UF7aUjCb4eWpidxDAxpNn66JbE/1xxWKYqSUleeGXaFworwNi/xBiewIp6Aoz22bTgrMJWKwrdLCqSxHaZ69B/+hZqsuAOQUaCEnUT6qf0CJcBE/uzg6czz/BHiJhoh0kR1lcsS0RVklJpN/JQwDPo/Rfd52zTvQrnkHt+3CwxeAFIJGiS3KZYMlOoNtRe/x8o9tebZnz3LNFXJspeSSkzVvNbgLbPDocb36aujRQ1s+9lRxLoASij556y1IlWmMYywPtfuFiRclo9tU/H4rz7aiBNHR0WRkZFC7dm0ltBWVCiklGRkZblVLgo0S2RFOQWG+2zYdArN0rSZikRaXiiMnzzi6ARaaNaGuLyUEv7ye7NpRcV6LYZdlvorEWfzqQ1jR2+hn/XHNDgfNCgR7oiQNiqB5o7Y0LdATZTUihOSf4ljsuoV6jpkcSUC3nskiS6fj15gYsvTun/3iPWN5rCiFaGMEfza28nwbNmhx154Etpd/7rVqwZIlUIb7xSpL797wf/8Hx4/reWvrVcznK76hNxeyRQvNUSJb4YSt7vJx59KZfpKfnx9ygeNMcaU+tm/3PS7cc5aFin4vzxaio6NdOmCGggj+76oAKPTkyUZgka5xGWZpcak4klfgqKNttmpe71JFtpNYMZQh8fGhvpP4bJHn6iGRLrKdm9HoQvgEKcrou/64M852PNHlXWatfp6hSc9gMhr59I71GHSCbXt+5+41wwBYdNsa8s1wbNVU2mZtRfQZC2cO8s2KF1mS8y/pca4x8znGbC58dyS3dRjEsz2vDsavF3w6d3atd+0JHwmMSmAHRps2cOgQ3NF5K59u68BhGnIRm7iDubwvh6EbPVoJbYUdW6OWspCenk7nzp2DbJF3bKWXgxkhEIo5y0JFv5cK/4ls5aOwe6Gdicdkb2duw4rZxZOdV+CI5bZ1g9QL3yK7vOEi1as3wmT1/G2ji/DER2fxG8qSO4F4sp3t6N6xO907rrC/TojWyicmnX8hl37biIQaTUiIiSEBSLz2MceBtVvQp9Zs+hzcRIf1jnrag7ILmRdvQl9rHfMPrGPwibXUiDFSM6700o0VyoYNmqfa9l/M5s12roOrQkCCisEAn3SfzsPb1nMD33CcuszlThZzI4um9OMKpbEVCoXCL5TIjnAKze7hInHEYcY1JtssrS4hJPlOHSEtxZ5sXUDhIt4by/giysstfVlKAlYkBr3DvlBGFkaZXL3Jeh8ukGg/3CNCCKY/tsS3K6V6Y6jemHE/P898Yz5vt76H1acz4NT3AFgFDP2yJyK/HkZTE2pFNaN366sYfGEHYqPC+LnZOni1awe22qubN2sCWwnr0DJ9Opdg4Qj1eDBxPlOP38xpatKLJTx/5XKeWnIVpgi7H1MoFIpIQ9XJjnCKzAVu28yY3TzZa6PPYLY4RHZhYY5jvPRPZOuEs8gum+fZVEljsp0996F88leyVGCsB89/zwKtRnd3fafSJ7QlBtqWPuh/2/fMv/QV6l3+JF3a93HZlxWVzZnq/5IRk85O3Qe8teMOnl48EauXJxMhp1EjR3iIc8DjyJFKYFcExdVadMDkYwP5Z4eO3nxNIdG8kH4VneodZtaNX7l/FuqzUSgUCjuRrXwUFHnwZFukxWMmt3Nr9QKnMBPbdl0p4SLOHR/1+rJ5sk1eGt5Eep1sZ0IpK6OjXGOyb4pJcRszbuhiUrYupc/F/Uqf0JYYaCu35ovqjaD6AAAaNO3K/T9YmRLn/Zr4OfcjLpr9Jb0bPc//ru1TcdUD0tK0wGAbI0c6ujoqEVcxTJ7s0knz/PPhG9GXn+UVjGQ6f59uyfCvb2TK141Z9pCWZEpysnZj9O23rjXLFQqFooqiRHaEU2jx5Mm2YJDuojXfnGt/NlFQlEeh2cqu42ew+hsu4uzJ1pft0vAmpSPdk11RxJgcda8vK6jBE3e6C+NqcfH07drfvwlHjtRqR9vqRPuL3siou1axeU531sS43laknTxDWq1qAJiNuXx17FmWTn2HdjX6cyB7B1kF+TSr2ZG0ngMZv2wGR3P28s3d7xBjCtJnPG6cYz0pSSXahYuSNzSjRnHllCn8Tid6sozVXMYmLqJBnULmnpvGrbudElRVgqRCoVCocJFIx7liiA0LVqxCE0a34KiZfLzQUUap0JLHsx8M564furEjeydQeq1qZ0+3oYyi2FtlDiWyNZzrb5d20+MXNiGTWIY28DE1MOjcq50MeHAnbQpcr7u8uMNsKJrMkahl5FT7lT8tk3lo8Uj+sH7MsZiV/PTXyrJY707JsBflEY0cJk+G1FRiRAGruJw53IGJAgqliUG7X2Iwnzh6UdmesCgUCkUVJiwiWwixRwjxhxBiixDCS10uBWD3QjuzOTofa3EJv8SEVvbtq6NP2tcLzQUsMa4nVyfYGHMGAINXP7NGMBIfdV7SBvU6lSVVEqu39piBkprq6v0NgHvbDgWgaVERgzOz+KTJIDCYeKXzE1yW617ZxpnDUX/b1//bFySRbWuTDmW7cVCElrQ0e8nEO/iIgzSkLX8CgnkMprV+F1nEBf5kRaFQKM5CwulevFJKeSKM568UWDyIbIDD+hxAeI2zLrK6h5mU6sl2EtkGQxk92V62G8oYfhIOKqpvWVBEdlqa1okPyvSI/oLLHuSPBu2hSRdwqnzSInk40zrfTu7mucTUOJeOqx8FoEmRhc9bjeCS3bNd5vlx3yp+mDmZGvEWJl5/N/WrxQf2O6SlweHDrlVSjh0L6HdRVBBO8dp1vv2WPze050He5l0eYKelBX34lkVbXqdmmM1UKBSKcFN5lE8VxSotHrcXCgkIhM5Az8JEfjS5dtwqshS4BUiXJrJdYrLL6sl2SnwUUiKLk+V0KlzEDUswRPa4cY6OK/4kP5ZECGhxled9hihik0cAUHuFhQyDntbWOGK7PULPP2fyY4yOhkVmDhkN7E44AExjXwEM/ehXera6h0e79/TdTdIW82vzwickaMukJK31oCJysX12aWmQnMw7Gx7i0nMP81jey6w4cgVXrK7J0tYp1P87PYxGKhQKRXgJV0y2BJYKITYKIe4Nkw2VAosXkW1DL3TgoQZ1kXSP5Q4oJruM1UWcw0WMTk5J5cl2xyrLKbJt8ctt2mjLED6in3rBU9ySbyC1z3sgBK/3m89ndVL4utcHbvHbx+L+5pMDT/DEole8T5icrIlrm8B2DnfZvFlVEalMrF8PqakM3v0yv/0GrdnOH3SkzT8L2TJyaunHKxQKxVlKuJTPZVLKQ0KIusAyIcTfUkp7O7ti4X0vQGJiIunp6WEyM/yczjwF0e7bbUEkJ05kYCk0QwlNnF2Q5fbpFuYXkp2d7fX9zMvNg+KIgT+2buPw3syA7RXOwhpJYbFk3b/3AOlmz+eNRPy95ny9n6WRLwvLd203bw4TJmjrDRtCgwYQsr+VpnRv9Sabd5yGHcXniBvA0d15PF5nJBxeTDQGdubvJK2OVplkx6lF3DW7OvWjanBNo3Ncpxs0SPtxIrtxY9InTNBCESrp33xov6tSAjpHea7NgElJsX9mr7y6m2H/a8rpnJpcPGsEs1p9TZMLE8p7AiDU769vKvT9rAJU/PuZAgT7GgrFnIGjrs3IJSwiW0p5qHh5TAixELgYWOG0fwYwA6BVq1YyJSUlHGZGBGsOzgEPYdmFxU7n+vUbkHH4P7f9BXp3T3ZcbDzx8fF4ez9/3TfDXiT6oqRkzm3UOmB7p+5weMOdPdktWrQkpYvn80YMcxyr/l5z6enpfo+1ce57gv9MksbGRgEf68KCBVr5vvvvhzFjyj5PuUkBtFbuHQuyuWrJ83Q/9ROHogo5xHtghm51P2TrkYNsP76HD1b8hW7KFLdZ0idMIOXxx313r4xUftEWFfFdFcprMyikpPDb0y3pxFYKLNGMGpPCnrvGU2f260GYOqX89pWRsL2fZynhej9Dcc5wXxfq2oxcKjxcRAgRJ4RIsK0DvYBtFW1HZcFq9RxSkF8c66wXBo9hIPkUuW3TldJMRDjNY9CXrRqIc7iIwUkrGQ1lCz85G3nz+s8YauzKmH7lLHNmi7+OpHrEUfHU7PMG9c2uYU7z177OJ/ufZnP+NIaI4yxp3YlcQ5T78ampFWSoIpS0SqrOarqix0wOCXR8/1EK3e/7FQqF4qwmHJ7sesDC4u5xBuATKeUPYbCjUmDFc0y2xZ5QqPdYb7lAuLu/RSn3VMIlJrtsHRqdEx+NTutljfEOB6GOyW7RqDVPD5kRnMkiUZTqdDQ0GzlicNwg/iG22tf/TN7O48mAtTXXf9eER9p2oYEo0kJeBg8Og8GKoLN+PRcmJ7N4ww304VsO05CUFFjdK03F2ysUiipDhXuypZS7pZSdin/aSSlfqmgbKhPeqovY0Am9R092gXD3gItS2qq7JD6W0fPs4sl22l7WDpKKUohQwZIgqru8Nnu69HQWvuuzh2vPWcyMa7trMeXFFFms5Bf5vvYVEc769Vyfegmv8SQgWbMGnhlnithrVqFQKIKN6vgY4ZRaXUSnR69ziOx4iyau83QeRHYpPlpnEW40BCNcRHmyK5RwixdbvWvgvCxHrNB5+b6vYashlw83j2fsX4vYcvAAADd+9Dhd3u/DwczAk28VEURaGk+IN+jHIgDe4UF2jPvEvbOnQqFQnIUokR3hWK2leLJ1rjHZccXaOteDUizdk+2Yp6xt0J1DV/TOgruMMd4KH5QU1WXs+lhu0tI00WQrydehA6NeWc3ww9ksmHuAWLPjOmhXUECXvDyWZZl4OsPRofR0bAan437i4cWPUmg2c4BlWKIO8MHaeWH4hRRBZdQovqA/tzCfHBIYyGfkT/sg3FYpFApFyFEiO8KRpTQs0etcw0VipfaR5urcVbYoJfFRHwRPtvDmyVaJj8HHWVTbPIPB8hD68oo7NyKx2eHcDn3bNqIyrDz8zB5aLz9NbJHjurr6L3jvWwP1R29g6G0/sr5+Xy7Oy7fvPxn7N4M+fdn++viRFSgqOZMno0tKYiYjaMEufucC+scvCbdVCoVCEXKUyI5wSmtYotMZXLzOsVJbt3oQ1KWHizjEelmrgbjGZDsuL1Nl8mRXhgpyJUX19Omuy/Liyys+bpwmsMeNc5zfuexeccttAIQgrsBxTVywKRO+36V1mqzbhuhrXmRW1xf59OAR+5id1gX29W2FOylQsdmVn/XrqUYWH93zMyD5/kw3Xmn0bvhDnBQKhSKE+CWyhRC1/PipEWpjqxJSSt5ZNImjhRk+x5X0ZEdJ72EepXmynUW4vowx1M7ecL10Wq9MIrsyUFJU27o9du5c9jltgsebV7y4hTbgEOEe6l1z/LhjfdQo6hgdSZAXrDvm3pmy0620f+xfXj92goucvNoAR015XDRjABPSf8ZqrQx3PwqvpKbSZeYIrmYZAM8fGsV/4z5wXFMKhUJxluGvJ/sQsAHY6ONnq9ejFQGzeOV8ZmTOZH2M78Qvvc6I3rm+Nd5L75VWwi8YEsboVFNET/nDTxResAlV29JWK3vDhtK9g57222KqR492hH5Mneo6dtw4bX5vJCVpHmrQlqmpMHkyI/uM5b6T+Uw7lID+6VTPdb2jqxHXeTbvXzuHh07nMPZkDuMzsrSp4v9lzt6H6PRhRy6fdS+HMs/4/v0UkUnxtfTNvV+TwBms6OnJT9o1pRIhFQrFWYi/Inu7lLK5lPJcbz+Ab5erIiD2HFnt1zi9TucSLmLwUM7PRmnhIsGgyClswODs1a5EIrtSVBfx1IgmKUlblgz1cKr64bbftt1ZWNs+QykdY32JIJuwXr8eRo3S1keNss+d2LIXox/dyWXPrPZ5A2AxxCCaXcqIYb8y8L6N9B3yNUPO5LiMOW1YQ7/5g9h2+JB3exQRjWn6O3x+/rOAZDctGM/Y4IU5KRQKRQThr8juGqQxCj/xVPvaE3qdEZ1wFtm+wkVK+7jL78veo3dUjDDhCDkxVaISfpWCtDT3RjSbNzvWnUWxrerH6NGOR/POYR9paa7CuiSjR7uKIFvMtW05apTDlmB0oazeCGJqoqvfgWeun8XvB0/xeMYpGhVpDZbyovYzeOk1fLHVh1ddEdH02vEuvfkGgPG8wJHbxoTZIoVCoQg+folsKWU+gBAiSQixUAixSQixVQjxhxBaKzfbGEVw8F9ku9bJNvho4llaW/Vg4NzlMV4Xb183GZUnO6jYxLEzzrHO06e7xlDbttnCPTZsgLp1HXP5YupU17mPHdNE9bFj2uvJk11tCWYXyhZXonv2AHfetZIfuk3krdwE+64X1ztskp5uDhQRzRfPbSHGUIgFA3cdfU0lQSoUirOOQKuLfAy8DwwAbgD6FC8VQaZ0r7OGXm9Er3N4icvnyS4/taVDTMcaq9nXjfqokJ+7yuAtMXHyZEfIyMiR7jHUbdq4jndOUCxJ+/aOdSkdXmubgLYJIk+COhRiqWYzaH09jbqPtW8yGwp58Kv3mb5mFZ2n30qbqTfQ8Z3R/Lzz3+CfXxF0ol4cy/TZ2vdF+rIiDo9TISMKheLsIlDVdVxKuVhK+Z+Ucq/tJySWVXEC8WQ7x2EbdL7CMkLvo33yion29doxde3rRqMS2UHDV7m+9eu15bp17vu2b/c9r01YJyXBH3+47hs3TtteUkBXsPexRdMkl9fpp9/g3R33YYnZjiF2D7LaCh75dSCLtm2pULsUZeP226F/883kW4y8ytPQoUO4TVIoFIqgEajIThVCzBRCDBZC9Lf9hMSyKo6/oR16nRGdU7yzUXgPy9BVgCe7XasU+3pMlKN0m0Fftg6SCg/YyvSVLIVnIzXVvQpIaqrjuKQk92NAE9apqQ6hXnKcc8x3mDDG1aFjfoHPMVZ9IWM33s4nmz3caCgijhf23APATO7hw22dwmyNQqFQBI9AVdddwAXAtWhhIraQEUWQETo/Pdl6g2u4iM67yC6tTnYoo1p1ev9+H0UppKVpAjrVSyk8cA8DSU3VttmE9/r1jjCPkktnz7RNbNvwJuorEiH4oNOjzDt4hPtPnXbZtbnGlfx0otD++pWt9zBnwyoA3l31E2nLvlS1tiOQTvd1JYl15BLPCDGb/fvDbZFCoVAEh0Ddi52klOp5Xog4nZPDtK//j5suv9ul9rUzRikpEs5NYwwYnEr4GXVGvHViL61OdrBRyWh2/zOoAAAgAElEQVRBxtZlEXzHUzuHkaSmascZiq8R27VTsjW6t7APm/geN658FUOCiLHLKNpdeCftMnaxe9Ft/BAraVNQiOHGSdQ15zNmclsm1tSSbidvfoKlO+7kj8J3kQKWvDed6X1m0rFRkzD/Fgo7kycz+uAi7voKCqSJxx6DBQtKP0yhUCginUBV11ohRNuQWKIg9ePBfFzwJS8uvpV1B3/zOMZQQrjq9QaX7ox6vQnhRdyW3vFRieKIw7nGtXMVEF91hW0eZ+cYats2Wx1r29zOS1/nD2bFkGBgioUGHXms3R2knTjFu00HaDcQxhiG9XmPpfsOUstiIc+UxdYiTWADZEcfYm76i+G1XeHGddP7Fa9JPv8cli4NqzkKhUIRFAIV2d2ALUKIf0qW8FOUjw07t7E86j8AtsTmsCrmgMdxhhI62KAzujSj0Qm9156Pws9kymBRWT3Z1kiq4WercV0yIcxX6IbN4+wc7lHe+tURWl6tQffHGfDoXupe87Jj43k9afDccf5nqWe/4WxYZCYlJxeAXwvWcODkSU/TKcJEvXqQlLgXW3L2Aw9Age/Qe4VCoYh4AhXZ1wLnA71QJfyCyuiVt/o1ruQHptfrMTrFYeuFHr0XbVuaJzvYVE6J7TXapuJxLtG3bZvrvtLEsifPc6R5o4OFp/wFnZ7uAz9kcVEtft53gO8Te/JI93cAyNVLnlmgeU6PZWfT58NnuWPBJC6afiev/vxtRVqucOKqE58BUIfj7NwJb7wRZoMUCoWinAQUk63K9YWOXJ1/9zslZbJBZ3QJF9Hp9OiRHkaCrpR7qqB7nmXEyNWAiJibA+eQkPbtHULbH7HsyfMcod7okFG9Mc1GrLC/bCEl7Vc/zrYoPVuiT7Fmxx/cu+p20FnYmwtEw8f7NtFjf1uSm5wbPrurKJ161IEfoVX9TE4cSWTiRHj4YYiNDbdlCoVCUTYC8mQLIaKEEEOEEM8KIV6w/YTKOIU7upLhIgYjBoNTTLYw+PBkV2ziY2UlIm4N0tIcJfcABgzQlrZERkXgCMHcm7+mXXEcwr1rhoDO4jbst39+qmjLFECHN+4C4GhhTSZM0Eq9K4GtUCgqM4Gqrq+AvoAZyHH6UVQQJT8wnd7k0oBGpzN4/VArPlwkYnzCARG2mGznRETnbo1JSd6bwSgCwlirBcPPc41nP6+wkNszz9hfTz84iSKzu/hWhJZWrcCoM/PvyZqM/OcxmjcPt0UKhUJRPgIt4ddYSnltSCxR+EVJL7VRr8dgcI3J9qYRK9qTXTklNlhD0BlTSvj6a7jhBkcVPTds1UOcq4gkJTmawERAM5izgZ5XjWHcV/v56shSbo5ryw03vQL71tBixXjSasYAMOCj8cTGxPD4ZYNJatw0zBZXDUwmaG39iz/oyJ+z1nLJDLBaVTk/hUJReQlUda0WQqg62UFm7zH/uy/oSghAg96IQe8ksnV6hBd1WxEdH12opNVFQmH19ddD375ajKlHbEmOzgIbNGFtqyQSCc1gzhL6932LOSP/4obbPoc658OFd3BTvw+4KSsbgP/El/yZ/zEPfX8XVmtEBBBVCdqdpzUT+idFu9bvvhsGDQqnRQqFQlF2ylLCb5Mq4RccfvlrOwdPnWL+T6/4fUxJJ6heb8Do5MnW6Yw+/LC+PbTRBu/dIstCZQ0XsQTZkT16NPzwg7Z+ySUldtrCP6ZO9XzwyJHlL7+n8Atds26M7f0BSXn59m1ZpuN0nHkNoxa9x/NLPmP+lnWVtjRlZeCc/kkAHOhxJwC33RZOaxQKhaJ8+BUuIoToCqwFrgutOVWHJeuX8vhfY+iUU41zouvitbh1CUreFRn1URidm9HoDF6ltK6UOtnDrnuBVR//zAWxwek3JCtpdZFgWj1rFkyZoq0PGABDh5YYMG6cJrS9CTebsD5by+9FGMZzr2B6q7vIWv8eU2Mk86slIKKOsDLzbciEr47AuoNjWHZwERcnXsHMmx4Nt8lnFY0ba0tba/WePeHWW2H+/PDZpFAoFGXFX0/2ncBG4DXgSqBASrnX9hMy685iftr6NgC/x53hQOEhv48rGZNtMBjQG6Ic+3W+YrJ9u2jj4mrzyb1befK2eX7b44tI6uniD42KZPEyOPNt2gT33qutt2vnIbbUFiJiazSTmOjYl5rqKqxVwmOFYbryWWo/+R/DL3qSK3Ny0ZW4AVp6YiIy6l9+OzObhds2hcnKs5Mmxd3uDzj14po40bH+rSpjrlAoKhF+ebKllPcBCCFao3mzPxBCVAd+Bn4AVkkpVTp+AOidGmhsjsn1+7iSMdlGvQmTwV9PdsXGZFeLrl6pas/8r+skZq5KY/hlaeWeKzMTrrhCS9yqHpXHb7/FaAmPzm3SbXWwbfWvT550CGslqsNO/a6jeLtmE8zbFrJm97e8UasGu0yuIVUvbLyTz7cPCZOFZx82T/aBDYeBBgA0auTY/8ADcOWVqrSfQqGoHASkuqSUf0sp3yyuMHIVsBK4BfgtFMadzVjKGEpRUkDr9HqMTp5sgw+RXdEl/IZc8xQphdV4ID6lQs9bVpLb9WD6vb+S3K5HuecaPRqys0Gvh9UFFxIXV7zDObGxZCLjyJGuIlwRXoSANjdguGU2lz+6m/cTe9p3maySi4tjt3ed+dzt0Oz8IrYePFphpp4t2MNFjhhdO54Ws2eP9/QFhUKhiDTK7NqUUuZJKb+TUj4opUwKplFVgSJrQZmOE04SWl/8GNuod058NPmoLuJn4HeQMBijeWfEKkYOeKdCzxtu3n8fPv5YK0n2Za+ptOVvSE52iAbbsmQio0psjFxMcdTo8wai+G8uqcDMjOra116uodBlaNqyBXSdfyFDf+zJrZ9OVImSAVC3LhgpJIM65E2b47b/1VfhoYfCYJhCoVCUgVLDRYQQVwMDgclSyi1CiHullDNCb1rlZdHqbzl6+hAjrx/hdUyRtWyBv84dH21y22SItm8z6A0uQtyZivZkV0XW3PMeo+feCZiYNg1uvKdYUG/YABs3autTpzrir5OStH1J6j414jFE8VlhbaaYD3B7nRT0N79Hu5mt+TPK8SSp7bTr0cc4SnL+VfgBHebMoaa1K0l1u3Es9zCz+z9GlCHQFgVVA50OGiWcYU9WHQ4OfpzzSux/6qmwmKVQKBRlwp9v+vuBu4DnhRC1gAtCa1LlZ9yOpzALQdN19bn24hs8jimijCIbga2Ssy0J0ugUJ6rX+woXqVhPdlXj5Em4avZt5GNiIPMYNnmia9UQ27qUjrCR++/XRPb69RVvsCJgWt/xNW9v+Rja3ww6HbWssYAjHcVZYNsQQnJav5ofM1YDcOHMn4jV12XeTW/Qok6i2/iqTuNOddizEg4MT3MT2TaOHoUtW+CaayrSMoVCoQgMf0T2cSnlaeBxIcSrQHKIbarUWMwWzMUe4xV/znUT2Q9OvwkAM+YyzW+SemxF5jx6sn3UydYpT3ZIufy8Q+TTECOFvMmjiI1HSj9o+nRVnq8yEV0Nuoyyv6ytqwFkuA37Yf9B6potPFgvkSydDqOUbIzR/k51MYfI5xDPLnmNvm0G882uHxnQpgcDOqinGeB4yHP8uOf9Bw9qBXkKC+HPP6GpasipUCgiFH9Etr1okpTyaSHEgyG0p9Lz35H/7OunirTEpyMnT5A6fzCXnNuf9OhdAHTKj/J4fGkY0UOxF1xX7NE2OZfw03sX2RXdVr0qMWYM/HWqISCZy+00xA+BDY5kR0WlpE50PZCuIvuOzDM0euQfiE9k2m/ToeAM1hP/8vThpXwfH2cf95d5CX/9sURbX7eAy5v9QmJ8bJUP66pTR1tmuN+7AFq1kZ49tZKYI0bAkiVajqpCoVBEGqWqLinlVyVeV60stgBZuv59+3q2zAPg9S/vYXXsEd48OsW+7x9TvtuxnuhZVJv067+wvzYJx32RLT7bZHSqLuJLZJc9z1Xhg3Xr4M03tfWbWcAgPnMdcP/93g9WyY6VmoS4Rm7bomtcAvHF7thLRkL3J9D1n8aI1vfSpKiI506cpGmRa7iYxVBAjy+70G7KrfT98GWW7/y7IsyPSGrX1pbeRDbAO+9o45Ytg5kzK8YuhUKhCJSAVJcQIkkIsVAIsUm1VffMyWxHF4VjunwKzRYOWdzjNPN1mhQu2eiiJHH62tRObGl/bcRRE9v24Rmc6mTrhM57dRGdiskONhYLXJeSi5RQNzab+WP/0nY4JzJOnuwICXFuMqPCRCo91ePquW1rVruVx7Hnd3uA7+pfx6CBC5lhasWNWdl0y83jpqxs+xh9/HZ2Wz/lsV/u5rFv5/DI4g+ZumZ5yOyPRPwR2fXqaUIbtKdIe1VLNIVCEYEEmuL+MfAE8AfB7T591pBTdMbeIv2QCd5dmEqh8N6nR4fvN1Knc70PMgpHkqPNYy1KjImUOtlVgdfHn8PJvFiEgB9zu6Abv037UNPStGfYJZvLOIeGqDCRSk/NhHpQohx2q3Mu8Tw4Kh76aI88Gg6ez0trJ0NCA2R0TY79/CCrYmPsQy3GLJadmADAT6egXd0vgJaeZj3r8EdkAwwapIWMLFwId90FP/6oVSdRKBSKSCHQr6TjUsrFUsr/yttWXQihF0JsFkJ8U5bjI5U8S7bL619OL0bi3VvduSjG6z4AHa7e5zinJEdPSPBawk+vYrKDyq5dkL5a6wP9aK05dOBPrQa2TTynpnoX1UpgnxUk1nAPFznnnItKP9AYDZePgQuGIFpfxzu1L2PNnv1s/m8ffbLd26SOXjnAvr7v5Gm++fOvs7b+tk1knzjhe5wQMG2alij5yy+wZk3obVMoFIpACFR1pQohZgohBgsh+tt+ynjuh4HtZTw2LCxe+y13TOnJb39v9jomz5rn8rqeTPA5502tvNfSBkcr9JGxl9GyUPBIn7ft+zx5wKVVqsTHCsBigbs6b6bAbGQIHzMxY5i2w9YqHZSQrgLUq3WOy+t4q5XohLoBz2O8eTbxzx3FkJbJ2I4P0j03j3YFBZxT5F7qs/fi7jyzfhAvLf/CfaKzAH892aA1r+nXD1rUOMEvL/yEuWxFmxQKhSIkBKq67kKrk30tcEPxT59ATyqEaAz0BsKesiKlJL/IeziHM29te5rNcUd5/ZfhXsfkoSU0dizQPNAWafXhx4aWjX17vWxdGh+4ZRpfjNhK3cTmDts9jPd1rpKhJ4oyUCyc7794AyuzO1O7Wjbv4FRwp2SrdMVZTZ1aje2dVwESLBLKkvug00NxlaDYSx9kcpMbmNewN9/GdeaNoyVq2QkJQrJ095tMXr38rPNo26uL7CxdZc+ZA++9BztP1uG55T24rc0GLP59nSsUCkXICVR1dZJSJkkp75RS3lX8c3cZzvsW8CQRENf90MybGTg7md1HD3odczKnkNxCM8eL8wv3mLSW6GaL1e0fXK7QXCkN9Q0AyKfQp/CtllCbW/Xne93vq4GM1aPLWvr4UJXILhdpaTBuHD/8ADM2aTdHo/qkU4tTjjGqWkiVQhcVR7zV8Rcebw3C35jeoMVu93kTBn/K1TfM5DoPISSnTGeYtvNhOrx/Mbd88hrZ+YUeJqt82D3ZJ4UWfuWDadO0ZS+WUI1M5u9K4opz96qnSAqFIiIINPFxrRCirZTyr7KeUAjRBzgmpdwohEjxMuZe4F6AxMRE0tPTy3q6Ukk37QDgnS9H07fNI277c4sKeXf3k8QXxWOIl5iFoEAn+G7ZUt7b9Qy1rLXpdc69fLfvHdrGX02OMAMCQ1EUGIo92d7KfQBbt/xFt8YPsXf7M6yNzXbbn5Od7fP3L7nvxMETXt3Z+/btp2mNuiF9PzVSAHfbKj0JCVhem8DNNxUAUTSsfZpLbswh/cIJjjFn2+9cgWSXcq1HKs4iO8aqC8HvEM9Npot5vfjVLWeyWFDNEYYm9Pn8XfQRfT7Yy+PNbyHOqCU5V9b302IBIa7gNDX5qVkL9OnpePpOycoysO63SzHoJY+M/4e12wsZ/1EfVu1vypAV13Hvp59qAxs0CIpdlfX9jFQq/v1MAYL9fykUcwaOujYjl0BFdjfgTiHEf0ABWiELKaXsGMAclwE3CiGuB6KBakKIj6SUt9kGSClnADMAWrVqJVNSUgI0MwDmaItc/Uk8nWfDn+nsP2SB6Eyc63acETvZFVsIHObA4Rc5FG9hE/OJKX5Hz2vYHk79i9SB9FHUo1ePaxE6HZ/s8DwoLj7e3a5im60I+75xSwZyPHMPg/qPYt57U/GktJuf25yYIg/zhYiKOk+FMHo0TJnCHXxADlEIrPyScREHTj5Oyu7dMGWKVg97zJhwW1ppSU9Pr5TXzNs7HE+bokVUaH6HbpcWux3ghe6vcd2Pz/B6gpHtUY5qQxkxv/LM4V+hsCEvX/o6W44dYGyfgKP5IoIaphxOFcTRafsR6jyRYt/u/N5+/jlYJXS3/Mx1zz/CdRddxBasLKYvn/6czMifn+AKftX+LoPwhKmyXp+RSrjez1CcM9zXhbo2I5dAn21eC5wP9MIRj32DzyNKIKV8RkrZWErZDBgELHcW2BWJc6hHEQUex+QV5nrcfjrLEV5yKMoRBJinE0RZJbUSGgJgwYrZR8CIrfzenUkPA5BcWLJ6iPdjnff0v2YsIwfO0ub0VidbJT6WnalT2UwnPuQOAEbzLuexG9q0cfwDV6EiVZIY6RDZBmH0MbIcGBximk63kjx0MZ/V6sYf/+3j9WMnqOec8Wc6xLMbhvJZ3mss+mtDaOwJMbWbaJ0xTzz5f17H/PqrtuzBTzBqFGzezEL6UZ/DgI7r+Z7TVHNNRlYoFIoKJFDVNR7IdCrddwaotB01zmRn2te9SdmcvNMet394arHXeaOlxKDXkpisSAp0pScmXXbhray7JZ0Huk102e4rqclzTLavOtlKZJcZKbmBbwBBIseYxMOuzWRUY5kqSywOAWyggho+1W8PN8+CtEyuHfgFP8ZewLyDRxh1KtNl2Au/jWDWbys5nJlVMXYFiVq1tOVpz1+/APz7r7ZsN7C9doM7ciQ6YE3N3hgoIpc4urIGOncOub0KhULhiUBVV0cppf1rT0p5CijzN5iUMl1KGbbnmZnZjkKsFuk5BzMn/4zH7Wf03mNADBJMxSLbIqDAzx4wMbG1Mej9j+DxJr+91cn2lUSp8MHo0UzkUQ7SGJAsoi86XzWwFVWKGOF4+mQMlSfbF00vhcGf0u6Brdzf/SW+33+Qq3O0J3BSZ+atv0fRa9GlPP7NfJ74bg77T58qZcLwU726tszM9D5m9+rDALSgWG0Xd1ZtdnITH/RfDEj+pi13b7gPkpPV36hCoahwAhXZOiFETdsLIUQtAo/rjhjyChyJhpuj8/nn0D63MTkFPr7lvWAFDEaHJzs/gE6Ler3J5bWvQ72LbC9zqxJ+ZSJ72kdMQkuKHTJEcGnqNeoftsJOlM7RUEofDpFto1oDuPB2Gj91iNfPvYVYq6vjYEnGi/xwfALXf9WdGWt/CZOR/lGtmrb0JrKtVth9SvtXdO7nrzt2FP9dDv1iAMOGad+EH3EbGzZIGDeu1GolCoVCEUwCVV0TgTVCiP8JIcYDqwHvQXMRTn6JeOsXFt/iPqbAveJHqQgwFotlC5JCL6q3tYcdBr2rtznGWM3raQKtjqvCRcrGi50WsJ9zuChxL3PmoAS2wgWDznFjbNSFUWTbjYhGf+0rfJdVn0lHj9Mzxz2v5J1/HqD97GS6zR7BYV/u4jBRmif78GEoIJpEjpFw31CPY95/H4a1Wk0RUfTnS46RCFOnhshihUKhcMcv1SWE6CqEEFLKuUB/4ChwHOgvpfwwlAaGkvxC1+6Mf8W4/zPKLwpcZFsBY3GiklmA9OKOnjXwe7dt+hL/pOOja3g/j5d5vYWL6MrSJKOKs2wZTNjSA4Ap3zTFUGmf2yhChVE4iexwerKdEYI/Oo7lqpEbeaXNcN4+epyf9x7gntMO1Sr0+WTq13L/orEs27GdRds2hdFgV0oT2bZ47BaNC3wmHE/7/VK6xm1lP+fQkx/JljFa6IhCoVBUAP66Nu8ENgoh5gEXA59LKd8pT73sSKDAQ+WQDf+sd3mdb/ZcXaQ0TEbtEXKRjxrZ1ao3cttmNLiGi7Rs2C7gc3sLF9EFELai0B5JD+6bg0Xq6d50DxdfHG6LFJGIsTj/Aly92hFB9UZEX/EUV97xI3We3MMjV05k63/7ePfIMR4+qaXX7OJnHlszkBc2DGPW+uVhNljDJrLPeE6JYfdubdm8exOf80RFwRc7O1ItKp8/6MglrIMNG1TYiEKhqBD8EtlSyvuklBcCaUBN4AMhxBohxMtCiO6ikmXU5RWaOXw6m4ISnmyAf/etZtnvq/nfZ6/y3/FMdp0+GvD8zp7sE4bAQjR0TomPXQqjSUke7D6mlDbKXhMfdcoNGwjPPAMZeXEIrEztOjfc5igiFGeRbXJajxh0Oq0aSXR16HgLIi2TK4Z+x11XTaRJUZF9mBSSt7c9yoXTh/L0D+G93kvzZO/dqy2b7VtR6lwNGsBbU6MByV+0YzCfaGX9VNiXQqEIMQEpQCnl31LKN6WU1wJXASuBW4DfQmFcqBg+sye9vurKO1tec9uXW5jLY1tG8lnex9z4XTfWxP5bpnNEGV3rXUdZXYWxwYtQNuodj5uvaT7M45jSPjSviY/Kk+03J07AxNe1+uc3s4C2C8aH2SJFpGLSO/7WDfqSde4jlMYXoe94C59Z6vJExin6ZOdQz2zGqrNSFL2Vb4++zhXv38dHm1bTbdYo7vnyHc7k51eYeaUlPh47pi3rrfzcL6/0XXfByLYrAZjHIN5q8JqWCKlQKBQhpMyZcFLKPCnld1LKB6WUScE0KtRsjcsA4L+YQrd98w/OK/f8EjCVENmmEqJa78UZbXQK+g2knJ8zXutkq5hsvxk8GCxSTzR5fMjtMHJkuE1SRCgmg+NvPSI92d4QgvjhP3FHv494peNovjO14aYsRw7KSd0qXvtjJJmGlazLmsFl85OZ8Oti8ovMFFk8lzwNFqV5so8f15Z1OeZ3s5lpf15OcsMDgOCxA4+STncVn61QKEJKQCJbCHGLECKheP15IcSXQoizqtL/wajy//OwCjCaXEW2DnixsSML3uClNojeyZOt9xLeUXpvG88yW6+qi/jFtm3w44/a+jheIIoi1c1R4ZUoQ6x93VlwVwr0RmieApePwTT0c8a3v4+N/+3j0ZOea2nP2f0cyZ90Jvn9qzh8JnRVSUqLybZ5sutyLKAb4JX/NSaRY0h0XMsSDm04oOKzFQpFyAhUdY2VUmYJIboB1wBzgGnBN6vycXWRa6m9OtXrubw2C+jb42nGVO+JkJInG97qcZ6EGMc8jRObeRxTWtCH946PKibbH4YP15Y1OckTTFDdHBU+iTI6i+xYHyMjHJ0OUp7CNPYEd/eexfdHz3DLmSwX77YNizGD+xel+uxIWx5K82TbRfaomwO6ATaZYMPtkzBRQAHR3MZHWKfNKKe1CoVC4ZlARbaleNkbmCql/AqIsHT64HNuIWwZuJJNA36iuofHpB3yjbwxfJX9tRVBdFScy5iC4njoYf3eZPPg3+h/zQsez6U3mFjUfQqTWz1E5zY9PI7RlVIhW0gvJfxUTLZf2CJ2nuQ1hBAqQUrhk2iT42/dVlWoUqM3QstraPzQVl648FHG95rOpvya/LD/IA2LzPZhu+RPdJk9hN4fj+GGj59g3b7djFr8DhsO7C63Cf6K7MTU+wOe+5y5L/Hd7Z9STZfFz/TghXrKT6RQKEJDoCL7oBBiOjAQ+E4IEVWGOcKOqUQSYt0i36JVh0AfUx1jfF2P+0tW8/A0m9lJ4OpLCPCStDj3crp3GeF1f1k92Tq9iskujX37YNUqiCaP+5gOo0aF2yRFhOMsshtUbxxGS4JMdHW47GFo2QvjyBU0evIAP8gGbNl3lNsztTiOXMM29pmXssf8A/f83JeVp2Yw+oeHyn1qX4mPZjOcPKl1w61du2zz95g7jAXfJ6DDwkuH72FG0xfLbqxCoVB4IaBmNGjieglwrZTyNFALeCKE9gUdi9lCoc5Vhh4zCuqaLV6OcI2BDm26j3+U9oDWazMaFZPtk7//hi++0NZv4GtqkKlisRWlYnIKF+lw/mVhtCTEmGIRI5ajH3uMJy94gAdOnfY4LNe4lw5zOvDkD7PJKSxbRRK7J/uk2W1fRgZIqQns8jSH6tULXuNpAEbue46F1/qXQKlQKBT+ElAzGmA2UA3IApBSHpZSLg2RbSEhO9/z88dXO6d5PcabaPW231r88tHqnsM9you1VF+2Z1THR+9kZUFKCowdq72+iYWQVKmK5ijChNnsqLdfL/HcMFpSgXR/gpHdX2LewSPMPnyUXtk5DDyT5TLk+6Nvcv/iCWWK246OBqPOTKHFQMF9D7vss8dje36wGBCP3ZfLuewGBAOX3MV/D79Z/kkVCoWimCrXjCYrxz1dPbnASPKFA7mkwHM8pbOkdf53UafY+902tpnLeNuYu/u9RT1zxfu+vXuyK83HVOG88gocPQo5ORIDhVzPd7B+fekHKqo8vS4eFG4TwsOFd9Bu9GaSh69iYuPrGNvken7Ze4AEp7yVTTnz6fL+rWQX5JNXVMgX29ZyxFvJECeEgOpWrcJJ5nufueyzx2Mnlv9X0E2dzIYLhhNDLmZMXPL2UMyjHiz/xAqFQkEVbEaTk+f+iPPlGz8CYETS4x6PMTq9Tc45hbN7zOKhuC6MuXk2AANpBsAt+pb2MQYvSYjlwVLKlF6b0ShPtkf27IE33rC9ElzNj1QXWT6OUCgcmKLjw21C+KjeGOqcD30nQ78p1HpqH6sLarB6z35irZrYztVvp+u8ZC7+5CLSNo7g6oWXMfizVHafPOZzantc9iDXEn3B9GQD1Nq8nKWtHkJg5Th1uWZav+BMrFAoqjyB1uB8j08AACAASURBVMl+zPYDjAJaA1uA4aEwLhRk57p7UerXbwvAJRcOpK+ludt+k3QE/jl7ss9t1pURN79HVHHZveeHfsmiLq/xzBCH58Vb05nyUNaYbKFT1UU88dRTUFAAdWJzABjKxyrhUaEoC1EJMGoVCU/uYcHRTK7LzvE4bFvel/T9ugftZ1/M0p1bPI6p1lxzVWeNSXPZfuKEtqzzX/CeNHXb9QHjGQtIlnMVr3ZdFLS5FQpF1SXQTLgk4D6gUfHPvUAKMEMI8WRwTQsNuQWayI63WBFSckVBiQqEHmpJm4SjQYwvgSsMRlq0uh7h1KlRV8b4aV+UFoDiPVxE1cm2k5YGaWn89ht89hlEkc+J3DhiyaFv5/0q4VGhKA8xNTjn3hWMqHMFV+XkcnVOLkl5+TydcZIxGY5GN0Kfx5jVt3PlnBG8lD6Pn3b9QaFZS3a0ebJLRpecKj681oYlwWskM3Ikz/MyV/ALIBi7tjcHutwcnLkVCkWVJVDVVRu4UEqZDSCESAU+B65AS4z8v+CaF3zyCrTGCokWHcv7f0t0fH2X/Z4qcKQ0cFQMMErIcxvhHQuS0ovuBYYspd61826dlFiLN6g62U6MG4cEHn//LqAp+uIS8I/wFvFbV4fVNIXirKBWc87vM4FJK4tjsbKPQZ2WYC2i/6//x2u1arI4QQu1OcFa5u1dy7y9wCqIsjSnwPIeUJesEpFbNpFdk1NaS/Vg3BBPngyJiSw9/AWtZzThP1ow9LcH+an9BRi2efa0KxQKRWkEKrLPAQqdXhcBTaWUeUKIguCZFTwsVsmyrb9xeesLiYs22UW2UeqIqXGO2/iODTqx8MjfLtuGXP+qfd0YYPiHNYS6VnjL2neKA9fh8Hw7t2yv0iQnA3CSmvy7T/sTyCWO7vxCGmkBtWlWKBQ+iKsN17zktrla8nBe+uoBuh9cwXfxcSyPc+2UWaDfzX7LBuB6r57smpwK7t9qWhomYM2M+lzAZlZwBS/+2Y+04J1BoVBUMQINF/kEWCuESC32Yq8CPhVCxAF/Bd26IDBpYRpP/D6CMXO1ZJb8Qi1G0ODlVx9w9bPEWV0DMoRTExdjgImMoawt4u3DE04ea+ca38qTjRYmsmEDEhjGHA7TiObs4itu5Cd6YMSsQkUUilATXxeGfsY1N85iUsNr+eTgES7PzaOGxdGvQBetOUSeWPKyfduSf/5wiOyBvULyt1rv/gF8zFDAyjhe4N1zIv4BrUKhiFD8FtnFzWg+AEYAp4FM4D4p5XgpZY6UcmhoTHTl5S/H8MFP7/o9fnWGlsCyKmo/AEv+XQiAQXr+1YVOx4VFdeyvrzNXd9lf1xqY898sgp/52E820ZbCc01eZymtd4oiF8qTDePGAfApg/iGG6jJSX6iJzfyNQYskJoaZgMViipE697QbzId7l7OFFML0vcdZOGBw7x3+Cj6GE1kW/MdpVUfXzuEFf/sAqDmqBCVTpw8matSu9OLpYCOR/Y/xn8dbgzNuRQKxVmN3yJbah0FFkkpN0opJ0kp35JSbgihbW6s3/4rn2YtZeIB/ztzxUqHsLRaLKyPyQBKi5J2CNNXb3fttZPWYzKXFJiYdJ5/tVSvMmnl/K4oqubXeH8Yd9siPr5oHC/c9qXH/c6Jj84fcJX3ZNvDRGpwJ3MBeIlnacZerfFMaqrm6VYoFBVL/Q5wzxL0YzM4756f6dJnKjeatVp91vw4l6F52dr382l5nDkb0zFbQvC8MC2NhcO/J45sLBi4ctvbsG9f8M+jUCjOagKNyV4rhEiWUoalS8eRE7v8HpudX0SRxUqhcHwBZ2SdsK/7kptWJ5GtM7nGCp7f4jJmttjotx1PD/qElE1zSO54q9/HlIbOYKJj+/7+jXVypOt1Vby6yAbtnvAO5mLGSLShiHvMs7R9qvGMQhF+9AZNcNfvQMfkv2AZ3HxUMrV4d1JePn/naA6LpzYPwVT7CK//Hs3UK+cyKv02hK6QYS3GM6bbTeU2Jfa9SSz8ZTS9dr7LXprx1vRTpNxR7mkVCkUVIlDVdSUwUgixF8hB06pSStkx6JZ5wGq1lD6omDtndyVfX0SUk5o+emK/0wjvMrtRdCJI96Y1ZcFgjKHbJfcFZS5/8erJrsp1sotLfe3lHL6jNwDPvmDEZHkunFYpFAovVDtP61+Q22o4rNO2vX8yj4+KRbY+VsuIFPp87l8xEFthqA92pXJfcm9Mej1GQ/kacF29YzK31/6WD0/25qvVF7B+vf2BmEKhUJRKoCL7upBY4SfST5Gdk5/Ljjit2Em9IkcJvROZB/06/rH+M7AsGMzVbSskzDzouIhsJ0+2QVeFY7KnayFGQ/gEiY7q1eG55wBdWljNUigUnklI0JZnsh1CuWDMAczPgdAX0VWeJDpXsiI2xvVAIeky7yJ0RQ2YdOUkUlq0KZcdHxzvzZKoDI6Za3Nd19McK6yBLtCSAQqFokoSkMiWUu4NlSH+YJH+iew9h/6xr2uJh5rozMzJsG/35dONi69D2l3LymJiRODNk12lOz6OHMmWKStZzaUATJiA+kepUEQwtmY0znWybZVF6kRnMivLwiFZZBfZ8VYrw09n8latmgBYjYd5cOVA5C8mmhhTaFnrfG7reA3JTTwnjHtDp4Nllh5cwGYyLDV4t/tnPNTzL5W/oVAoSiUgkV1cYWQo0FxKOV4IcQ5QX0q5LiTWOTFv5Qe8um+qXR1brVZ0XlTS4RP/2tfznYbM/vttiNLWvXVFPBtw/s2c36EqHZOdmMhtfAwIGjSA4cPDbZBCofCFp46P9vJ9DWvAY3/TMPsI709L4ohezzU5ueRfOIy3Ti13mUfoCzlgXcqBE0tZvnwyydXuJNpgZGvGJube+Dr3fpNGgTWXn2+fhUHvObyk46jLGH1oOe8u6sFzq66j76onaHr8uCr3qVAofBKoL28K0BUYXPw6Cwj5t8zRzOO89O9ELE7qsbDIe+8bW8MZgDynihq7oxye8Jq6+OAaGUF4CxfRifLFJ1Zmdo37kL9oB8C0aWE2RqFQlIo9XMSTyM49AgYT1DiHpL6z6dNpOMbHd5LQM5W04xncmJXNVwcOcV5hodu868/M4deTM8kUm+j7dQ+Oyl85LTay4A8fnV4nT6b/1TsYwOdkk8Bw3sM61f8qVwqFomoSqMi+REo5GsgHkFKeAkxBt6oEX6a/7bYtvzDX6/iC4oYzgL2leEke7vVG+Q2LUFya0TgJbr0XL81Zz+jRvMhYJILeveFGVfJWoYh4fHqyD/5hT2amTR/o9T+twU1sLQZ0fYqXaibRfMCHLDx4hPS9B/jg0FHmHTzCiNOZXs/36qbH3bb9fngvWw9rpftE2zZM5gFqcJIf6cXdNRcG5fdUKBRnL4GK7CIhhJ7iQtJCiERC29QQAE/SsKAwz+v4/CLvAhzg0oJqnNu0czmtimCktzrZVVNk/zUlnQ+5HQNFTJoUbmsUCoU/+IrJrskpezKzG5c9DEMXQOvr4el91B6+nIsuf5Z2V43nocxc3j56nMty82hdoHm5jVJ73GfV57L92AH7NNuPHmTokhsZ8sNNLN25BdC6QQ7hEwDmnOzDpoGvBPE3VigUZxuBiuy3gYVAXSHES8BK4GXfh5Qfg85dHBYUe7K/W/c1fWZcwCfLZ9v3FZYiso3i7K6y4a2tukFfBWOy09K4lU+xomdEuzW0aBFugxQKhT/EF0f0eRXZI0eWPkl0dWjYGbo9Al1GwbMHuTLpAaaZWrDg0BHW79nPuj37uTxXc9oM/P46Bn2WxsHMkwz89maEsCJ0hczc+BEAJ/7vVZ584Sh1OQoIei8YhvWFNJUEqVAoPBJodZGPhRAbgR5o+XX9pJTbQ2KZE548sPmF+QB8tHk8e6MtvLL/TYZwNwAFZu9ebgCTCHmES1gRLutOgruqhYukpTFn3G620RGQPPJl93BbpFAo/ESvh7g4yHFE/3HypLasdXl7mDw68EkNUXDV89q6pYjo3b9AnfPoMf92fkXrjfBn3hdcu+gLl0eo2/OX8NDOTci9x6E5PHhHHGPnPvX/7N13eBRVF8Dh3+xuekICIXQSOtJ7E5WuNAELoChdugKigoqaDQJ2RTShd9FPRIpIE2mCSAm9hCI1hDQIqaTuzvfHQAoETCDZzSbnfZ59sjszO3N22HK4c++5hFGWdz524yveBhkIKYS4S66LmKmqelpVVX9VVb+3RIINoMumKkZKqpZIF1ccMseWZd392OkKe5KtZLpfhPn58RZa3/vm7KdGDSvHI4TIleLFsz5Ob8nu1ebRd663g+odoXglnm89nrmh4XilpWXZ5IuI6zRISgYFVPvI9OXbOpzlZX4CYAbjuUCl+3dfEUIUWTlKshVFOZQX2zwsXTbdRVJut2Q76z3Sl63c/StL/lxEiun+lUcA7HWOeRtgASNJNjBmDP6M4gYlAZVlL2+0dkRCiFzyuJV1ArH0JLt4Nhs/AqXeC7R6eS1Lwm9S+nai/dH1Gzxd9VmeS8mY7Kb17W4lkeoBjs2ahc4xHjN6urAxZ91XhBBFSk67i9RSFOXYA9YrgHsexHOPsORgDl/7+57RjyY1LctfgCkX/AAok8IDa5446CXJLvTmzOEDtJanp9hJjR+N1o1HCJFrHlEXgfLpj/MryQbApxUVB6znz/ntbx+kMrT/kF7HVpBy4GsUoEtCAu28K5CqKChO0VQYOZErM/w5y2O8Eu7KxUUv4ah3pVaJunzXdex953IQQhQNOU2yH8vBNjmajlFRFEfgL7RpYQzASlVVfe+3fYqi8of+wj3L00z3Jtl3hP1HbxB7vdODN7B1iiTZX5X9guirxVEws3TcIaCttUMSQuSSh487ZJpnOF+TbIAKTcCYtcyfvvEAXj64mOTEeBwGrWLt0q7E6hSi9XoW1tzCms5LiNo0iFWBA6na7WXiVDORN/bRcNGvrHluJVVKlM6nYIUQBV2O/putqurlHNyu/veeAEgG2quq2gBoCHRWFKVlbgM3mbWc3pSz3D4LRzvnXD/HlmRpyVaLXpqtqjDl6mAA2le+iM+MCVaOSAjxMIo/VS/L43xPsrPj6gVj9rG/eQBUbE7FpiOok5JKa8WFzyKv493ze+xKhJJ0uTZR219Mf5pqiKbnuo60WtSH9WcCLRiwEKKgsPi1LFVzZ0pGu9s39QFPyVbg+d0MnP0kEeb7Ty5wP452hXe2R7hryviil2OztedMYvHAQUlmyS6p2SeErfLwyPr4TpJdooSFA7F3xmRw0q4Sdp6utXZPvEDJHrM5FHaOmR0+BCD8h/f5eHe5LE+N1wUxefe7mM3alBL/3ghjyaFt9xxCCFH4WKXDmKIoekVRjgARwBZVVffldh8L4tdxyCmaIMfUXB/fzcnS39CWdb9p1YsCVQXfdU0B8GUK5cv/xxOEEAXW3Un2nRJ+Fm3JfpAGfVF6L2b4U0GUcorErOp543+L2HQxjC1XQpgRro0LMRnCqb+kKb5bl/Limv58eXwc9ZbUY8lBSbaFKMxyVSdbUZTaqqqeumtZW1VVd+RmP6qqmoCGiqJ4AKsVRamrquqJTPscDgwHcKyU94MUb0bGsWPHjjzfb0GRmpKqXR+ALNcIduzYQXx8vAVee9v041na1q1e7OFxijkn0uDrOvkeg2XOZ9FQGM5l/sbfNlfHKAzn88aNCkC19MdJSWDQm9i/cjmKj7dFY7n/+SwOdacxamIEfn5eXI0vx8x9n/NZi/F4pugZEh3DQg93FF0qq65+keVX98sT4/jyBLgmN2Cc90uUcSzcV1kzs/z7sy2Q15/R/Nhn7hWGz3phpdypLZ2jjRXlBLAM+BxwvP23qaqqrR46AEXxBRJUVf0yu/VOlZ3UasZq2a3KlWZJzhxw1GaCnFnHj3ZNn3/kfRZU7yzoyiZDMAA1k3WccdAuUx4feJwdO3bQtm3bfD3+nXGXuXhr5QmTCdzcIDERJvEJn6rv5fsxLXE+iwpbPpeKn/amV33z702f28+VLZ/POxYtgiFDsi4rRTjh+vKQdu+g9/z0X+dTVaGq7jwXqYodKZw8a0/16hC3pAc/Rx1mnasLF+zvP9uwqurwoCFftv+Alt7V8+EVFCyWfn/mx++StX7r7lYYPusFiaIoB1VVbZoX+8ptd5EWQEVgD3AAuAa0zs0OFEXxut2CjaIoTkBH4HQu43gIGV0oKpUu3P10laLYERv46CMtwdZhYuI7RfMcCFGY3N1dBHIxpbqFKQp82G4PAKnYM3QomM3g1smP1/Ql+TUklB2Xr7IxOITjF69w/OIV3oy6men5ZmKUQwzb/jy9f/6AWym57wophChYctVdBEgFEgEntJbsi6qqmnO5j7LAEkVR9GhJ/gpVVX/P5T5yTadk/FezcsUG+X0468pSwq9oJJsmE3zzjXa/J2sokRBs3YCEEI8s2yS7gkuBnb78pfX9eavELW4mObNrFwQEwOuvN4KxhzGc3Yzn5vehWHko7gNJMQw5tZYhMXEAbHRxZraHBxfsDZxOWkuLH7bhZahD+4rtWXXhR+wVFxZ2+5LapStY+VUKIXIqt0n2AWAt0AzwBOYoivKiqqovPvhpGVRVPQY0yuVxH8nLSlU6Pz6Sy/sm0NP1CUse2iqK4mQ0fn4ZrdjzeQ3mxBXYH2IhRM5kN8CxVOOKlg8kh5ycoH/1fcw83o7i3KDFjvnw+iRtZY1ntFtmKQkQegwubKfL+e10ubqfrc5OTPX05Lohjkh1Lz9f2QsGrYWr76YuANinVeXlGgN4+8nC2+1RiMIgt0n2UFVV7xT8DAN6KorSP49jynPvD1gDwJY6z2Rp5S2sdEUsyTb7+vH1p+8CDnTnd0oQDSNGWzssIcQjyq4lu2xZy8eRG0NOvsVMDmFGR/3VfsCk+29s7wI+rbRbu/fhyl46rBxKq6sh/O3kyA/ubhxyvHfwf4rhPEsu+BKTHMeW4A2UsC/N6j5f4WB3/z7fQgjLy22S3VVRlK75EoklFIEEGyhy3UU+n5JIAg4omJnHa9pCacUWwuZll2SXK3fvsoKkwchWNAw4zBEa8Xvl13kB+PdfqJaT8fveLWH4DpwXd6PT9TO0v5XINmcnFOCxlBSme5Yg0NGBxNvTta8J+RJ0kJB2itbLXsC/41e0yGbQpMlswqSasNf/x3TIQog8lduBjwmZbiagC1Apj2MSj0jJ9M9a6FPsMWP4mT4AdGQLpbgOvr5WDkoIkRfc3cHBIeuygt6Sjb8/A54OB2Dx+ScY9Nhe6tSBo0dz+PzbM0wy6TL6wRvp5FaVjrcSqZBmIiA8kv2Xr7L98lWczFmHQyXrLzJ8yzBSsqm60nflezRe2pI9l4Me9dUJIXIhV0m2qqpfZbpNQysSadHpPuzuUyunt1r+ni+dokqXJbUu3Gn28dl/c4TGOJDIAoZqrfhGo7XDEkLkAUUB77vKYRf4JBvot7QzBlLZSFdMZ/4lJQVeeUUbN5IjigJOHuDzOIz6W5th0hgDQ/+E/qspWbYx88MiaJKYxNioaMqlaom12XCD+Qc38dz/JvL5rl8AmLrjB84kbkTRpTJj/7J8esVCiOw86oyPzkCVvAgkJ/oZmlAzJfvLXd2av4uHqXAnlDlXdPpkf1p1HgDDmE9FQmDUKCtHJITISz4+WR+XXfKpdQLJhdKloVfV45gw4FMmmZo14eRJmDDhEXdcsRlUbQ9Dt1C/UicWh0UwLCaWzVev8crtKiWzgibzb/JGll2YwpnIEP4K3pX+9EuxOwiOiSAyPppfTuxk39VTJKelPGJQQoj7ye2Mj8fJmENQD3gBU/I6qPse/6422swc7Z2RdmyNomTqLqIW3jR7+XL46d9m6EjjbW7PZSR9sYUoVO5Jslf5A+9aJZbcGDmnMSs7wryw7qxq9RXtL77F7NnQrh306fOIO9fpoM9SOL8VKraAqPOUW/82cB2UjF/CtUG7UZJPps8AnGiIo+uaDll25abWZPeAFeh0j9rmJoS4W24/Vd2BZ2/fngbKqar6fZ5HdT+Kgu4+SaODvROqYuVplwqIzOM7C2uKrarw1lva34ZlIvDxHSx9sYUohLyPZUyjoGCm1PBeVowm59q3hxbsI4LSbF6dwFee0wEY+moSZ87kwQH0Bq0koJMHlG9CpbL3Try8/9J6rtnFAPDujSg80+5tiopTzrDx3MH0xx9um8+s/b/lQYBCiNz2yb6c6RaiqqpF57XVoeOEQ3K26xwdXe9pye6nq8aSRlPzP7ACRsnyz1o40+xff4VwbWwRX/1UTuuHLX2xhSh0fAJ/Tb9f2jUBw6zvrBhNzikKfNZTmwFyKh8QGxpHZzYQn+rIB8+fzPPjVauUkWR3iU8A4Ix6GIBKKan0i41na/BVPrweRd/YONYFX+PFWK2LyfrTWzl34xr1FjVlTfC3BARNpv2yAZy/cS19n2bVjGrt+cOFsDE5SrIVRYlTFCX29u2e+/kdZKZAMN2nDJ+Lvcs9SfaonnNpXL9n/sdVwBT2yWhUFd5+W7tfkcu0WTHGugEJIfKNT4+MGXofa+pmxUhyr82aN5le3h8VHZP5hE10xUAKDqcOETLw/Tw9VjnvjDnenjK7ZSkE0DoxBWXk3+ibDKaPc2U+iE2hUtkm1E7R+mNfj9rPu3/OAF1GI1ak+TC9fn+Gl1dO5p3NATRY2oAGi1sRl5zT0ZtCiJy2ZNdVVbXY7Zvb3ffzNcJMHlTz2cnRhbt7krg4Wiy0AkXJXCe7ENYGX78eLl/W7vvihzJ3jnUDEkLkmyozx6ff//xzKwbykN67Oobf6U531uHNZdKwZzn9qbv0HbYq7bUm7zF50FDgVo7u8QmUSkujVZPReJgykmzVoSKUqQvPzoBRu2HyNRj6B8W9tUaoy+pFLiXsAKBxUlL6IEqAEwm/sSlslrYfXQIvrHyDkNhIDl47i8lsYsaelRwM+ffR4xeiEMppkr36zh1FUX590Ib5SafcP1x7O8d7WrLt7B2y3bawy9KSXciu7mVuxXYjlv78ACNGWDcoIUS+yVzCr9li27xq1W20D+vowWUqcY5qdGED0RSnE1sYw/cwJw8aCnQ6piU78kfwNTxrd8XNnPE7YO9YOtunPPXY05RPTeOWPo0UfSJOZjMLQiN4N+omxy9e4c2om/c8JzRtH51Xt2fQlhdouKwhC875MWTzYKIT49lz5SQpaamP/lqEKCRyWl0kc3OoxUr23RNEplZZZ7OZ5EzdR3R6PSZrBVbAKIouvQZMYZvxcft20gcNjeVb7EmViiJCFBVz5tjm593fH7y8AKgGrPPrQQ/WsIHuBDAaDy9HpuXBYXQjdkFSNHhUxFXVpy93dSie7fb2Pi2oviuVEDstFaiVkoKh3wooXhn+3cLAoz9RPPICUXod/WLj+cXNlS88792XWR9NtxVDiEWb7OaN2p/xTPUmXLwZTptK9TCrZmKTEynu5MrNW/FFZvJlIXKaZKv3uW9RmQf0VU1xIMgha33PQlytLley9skuXCelenVQMKFD5Q2+h6ZNrR2SEMJSbPmqVaaB2frISH4PeJbHXY6yN6E+08OG4NxiLZP3PeIYIhdP7QY4qw6A1sfaw9kr++2LlUPRuQPab2k5k4NWsQTAqwb6qu15bmFniI+G5iMYcOJXXr14hXP2dvzm6sJS94wumXcSbIDvTk3iu1PafcN2L+wVd27p/sXJXJVbykX0Jk++qJS3fdKFKIhymmQ3uD3AUQGcMg12VADVUv2yM7dkF8cBhbuS7Ez3GyUX3ZqfmetkF7Icm6Uv/oZKD57jF0oTAQfCrR2SEMJSbLEVOzv+/iheXvz9UX0a6Y9yjAZ8sL8Hug5beO/Jv7VtHrFakrPiyJ0ku7hbmftu56g4cSfJ9jKUyrqyVC149zIk3gSn4tB0MLrAhdS8fo53LmxnfFQ0KtDRuzw39fp79g2Qpo8kjUgAEnXnUQCzIZJ/E67z9CO9QiEKvhxloqqq6jMNdDRYa+AjwMdlB/Fkoj1vdZ59T3/jrrrq2t/UkiwecsCSYRUwmftkF44sW1Xh6lVYsL8uAK8xX+piCyFsl9GITgeHRs6jNicBhfe3deRDPx34+T3yYEgXvWv6fS/3CvfdzknnnPEc5/ts53S7i0ipWtD1CxiwBkbvw+6pidi/8ivPx8Wnb/pFxHU6xycwJywiyy5qJWdtFDsfe4mrMVE8vWwUrRf1Y8OZQDafPULA3vWYTDK1nCgccjXjo7WZVTO9nn6LXrwFgLOqkpIpofzolV949sQaGtbtgc6Q/fTrRYGuEE5G88cf0L07pFGFilyhY5NoqYsthLB5+lnfc3S2gcYc4jj1mcoHVOccAx6x/7mbnTsQAkBpT5/7budiyEjG3V3L5fwApR6D9pMBeM2lBtfjztMiKYnOHrXoHKJNbjM3NJzDjo70jY2jhNnMTicn3i7lSbJOx5Fbuxj2+1VCzbtBB5P2Dk7fdUTCDYwdBgCgqipvbpzNjtDVtC/3HF93GZXzGIWwMpvqU2FWsw5tfIpKWR4rBjsaN+yNzlA0q4oUVqqqNeyk3Z76aAgL0Qfus25QQgiRRwyjR3CEBnRmA6BjIMv41NEX1df40Pt0svdIv1+65P2T7GIOGduVdCv/UMdybfseU69H8axHHXhlJQzdAsYYWlXpwujoGDwbDUB5cSFtExNZdzUUJ7OZCIcrXE3bme3+fg3+igYL2lFvST2aLezJ1sgATIZQtkQE8NPRv9h5IYhFgVsfKlYhLMnmWrIzG9P1K/5e/zy1Te5WiqjgKwwV/P78E/75B7RXozK43sH/eIYQQtgQf390Xl5sZD/f+v3Bm3zNewkfsmbKXrZdG4dz+eK5vnKnGpzudLVG75x9dRGAJiWrQajWvbKMZ6WHi79aBxiyGdwrgnMJcG6uLe+zJOt2NbtSNmgdI7ZOYEYJLaY2txJ558ZNXilXmpg7/boVUFGpHgAAIABJREFUM2bDdQCSDRez7GL6kYxuNB5O83muTouHi1kIC7Cplmz1riS7XJnH+POVvfgP3WWliAqmwpBY33GnFVuj8DRb8Dm10ZohCSFE3jMawWhk3OhUVtAHHWnsoyUV53/EZb9F0KxZrnZXwt4l48EDauY1rvoEbiYzHiYTlcpWf8jgAe+W4P4fLeF2TlD3Bfq616NFYhIAHRJu4ZOWxq4rISwIDaf1rYwZJUuYTPSL0aaAXxkSes/u5h9Z/vDxCmEBBT7JdsyUV9+dZAMYHIuh6G2qQT7fqYUoy966Ff7+G/SK9m8/lAW2XcZLCCEexN+fF5teZg4jUDARhSc1OMu2QNdcDYbs06A7fWPj+Dzi+gO30/u0ZHNwCOuvXsO1uPcDt80TOj2uz0xjblgEa69eo0etfuAbjTJoPc1LNWZgTCyKqtIoKYkdV0J4L+omlfQu1ChZl+opWQdPBqfsZMOZe69sjvn9W+oteIJ1QUW5AIIoCAp8dlrKMeNDb8omyRaFV+ZWbJOqw5Pr9GQt+CdbNzAhhMhPBw7wmtFIrf8No8OZAJJxpCNbmRUwihE5HAtpV6kVH7SeAqVqP3hDgz1uo/6BtCSwd37wtnmlfGOONpxGo5QD0HKU1tJe6QkYsolW2z/hn78+w0lVUdp9ANU7QbmGKEkxfP1VNX4o5kLPuASWubux0dWFiXtew6BbxM3EOD458DEmJQb0t8AAk/8ZT4uK6ynl6vHfMQmRDwp8S3Zm2bVki8Lr1i1tkjRHvTZNb3+W4aDIlL1CiCLAaKT16YX8+6Y/JfU3UdExktlMUj7NeYt24wFQIQcTdpWqBeUaPVq8uRTjUVfrs+1ZNeuKVmNwafUGugG/QZt3oFxDbbmjO5VajuWDGzep5/0Uw+K07iaKLo239vRn6uHRmAyhWoJ9m6qPZcyGzy31koS4h20l2UiSnVsGJfsJAmyBiwssWwZ2Jq2P3lAWwCgp3ySEKDoqfP0WwfHFeYwgQOFzJjI/IKXwljB1LAZPfwxV2ty7rsOHMO4YvLKS6k1ew/+uWtwA3eMTmB8azrJrYQCcTlzHwFVT09e3WtSbJ5e8QsC+dSSkJOXbyxACbC3JlpbsHMrolG2H7SbZAL/8AnEUoyX/UJeThWfGNyGEyCFHRzg58nueYxWgYxjz+NbvZq4HQxYKxX207iWtx/OU3p2RN2PSVz0Tn8AnkTdoYbanfolauJi1nOFQ3M/p28TrThPNMWadfp+WPzXjqSWvkpCc0QVxzak9HAu9gFqYBjcJqynwfbIzk5bs3DModtYO4aFMnAhdu8K8edrjYcyTGR6FEEWWbpY/q0ob+c5vB2OZyXi+5VjgfBaMGVM0Gx+cS8CEIMZ834yewZc47uDAM4mpMGwblKyBTlWZEFCXmR6ueJrMnMj0VM80E1F6PaoCNznKsHXTOB63CXQZlU08lcbsGLDk3uMKkQs21ZItAx9zKNN/wG0xyd61C774Anr0gD17wJU4+jT6t/BeHhVCiJwwGnljtIkARgKwkNcYFFAEW7Pv0OlhxE4qdPuOLtV6opt4Hso3AQc3cCxGn9qvsOtKCKszlf/bduUqO4JDOHzpSnq5wOMJq7Mk2AA31EM8v+Jthv32KRHx0RZ9WaLwsKkkWy7f5J5BZ3tJ9pQp2t/axYIB6MePuB7bY8WIhBCigPD3Z5QylxdYCcASBjK53EIrB2VFDm7Q6BV4bjY43jUx3dNTUUbvRff8/PRFXmWbQAdf9HWeZ1h0bPry8qlpBIRF8NH1GzS/XcP7XOJm9t5cTodfn6Tu4gbsuRyUbQgmsynb5ULYVncRacnOETVTU7azwdmmZqfZs0eb4dHNDc6GaOWkhjFPamMLIcQdo0axMqA3bdjBX7RheuhganVcxKt/DrZ2ZAWLTq9VTilVK2PZkM3acqDK0dVw5CMAVoWE4ny7Ie/xxCTmerizy8mRSIOWJimKme8P/MTCI85cjb+Mp6MXoLUIDVg9heUv+CHE3WyrJVv6ZOfa692/pmaKwkD7JtYOJUfu1MXuoN/OTTxpyGGacLBo9jkUQojs+PuDry/bR66gGucAhYFbB3Ckz3RrR1bw6TKKARSv9hQrQ0JZc/Uazv1Wgm80vB9K+Z5z8YuKY1vwNQ5evEKnBK0s4PGE1eyLXk5I2m6Oxa9O38+x+FW0XtKXE+GXUFWVaTt/YMXxv3hyST+6/fiGVDEpwmyqJdtsS02yVpVxnjxLlGflsGNWjCXn9u6FP/4AV1e4Ea39/28Y81Ca5qDOqxBCFCVGIzrgcNqblJ9vJBZ3nvzldULfn4br9MnWjs42uHhSs+d80NtD9Y7aMntnqPciPNYd0hKxv3qQz5e/wMvlynDawf6+u4rlFC9veI5G7r04HLcSLmnLo1Phg63z+abL6/n/ekSBY1st2dJdpFD77DPtb9+Kf7OLNjiTQD9+hAMyNa4QQmTHdd437Kk9DD1pxFOMCZ+U1CarkYHiOVOnFzzW9d7ldo7gVByqd8Qwei/9YuPSVw2/GZNtjW50aVqCfZc/I+bw/d61nI4IoenCbrRbOph3/5jLrRSZvbiws6kk2yzdRXLEVtv7586F99+HpKCLAAxmER6+460clRBCFGx1Tq7gN3pgRzLzGMFPAVFa37uczgwpHqxULZ6q3hcAg6oy2OdZnnphefrqydej6BEXT+OkjG4hpdLS+D4sghImbVDknDMf0HtjZ5L1V7iuBrI+9Dte/OVt2i4dzOh136Q/z2w2cynquoVemMhvNtVdpIxDKWuHIPKRlxeMHw8Vp78IwLi628C4yspRCSFEwdd1dGVmBoxjFLN5jXmUJoz2c+bIeJY84vnkG6ydtRQA195TwMUzfd1LVXvy0tVAUs0Glt+4gqtq5sW4BPBuhTH6PGM9s04K524yEaPXE5y2A4BdUYH0WXGdC/EnSNZfQDHraVtqGNFJsUxtPxzv4p4I22QTSfaX3qPY9+9aRvf51tqh2AjbasuOiAAPD7C3h9kNZ5PMSLqzjurHJcEWQogc8fdnREkjm2duZ010O7qykUt1elLG2nEVFiWqUOW5haDosiTYAPQKAMAuKYZB68Zr/bqf/Q50OtoFH2D3ok6ctHfAJy2VGJ2O2mngW8KNVW6u6bsISvyNOxM0qzoT26/PBqDbbz/SrfR4DHp7opNi+brLCOwNNpG6CWwkyX6m3WieaTfa2mGIfDJsGBw9CkvaLiTgWk8AxvMt8Kx1AxNCCBui+BmZNQo2VEgj2eRI82NzudSkGbqDMq4lT9Tu+eD1ju7Qe1HWZRWb4f5+BI/HXgUPH8qn3gIHN55e8gJ/mE9TOi2NrvG3OGNvR7CdHRXS0tji4pxlF+vDZ6Tfb7loFQ08n2FEkxdYcGQVlT28eZzSefUKRR6zeJ9sRVEqKoqyXVGUIEVRTiqKMs7SMRR2qg21ZB8+DL/9prVmH19ykDDKUo9jtB9V09qhCSGEzSlTBn5dYwBUgvGh66EpGX2zZTCkdRjsoUQVrXyggxsArdu+xa6rkaxSyzK872981XQSK2oM5us6I/goTmvSvtOfO7NU+wgC45YxbEcv9kYv5adLU3nj8hvUW9SMdaf3WfRlif9mjZbsNOAtVVUPKYriBhxUFGWLqqqnrBCLsLI7szuOqL6VhceGAjCeGSgBRXgGMyGEeATdu8O7JRfw6fWhbKYLPwUs4eVfSkFkpHaTftrW5/M4hvdDQGcARYFyjdJX9a7YHJ9f+uHsXIozXo0xJufgSoQuiQ//GUNJl4W0qlg/y6oUUwp2OjsURcnrVyH+g8WTbFVVQ4HQ2/fjFEUJAsoDkmQXMUePwpo14OgITx6fxQxW4kWEVrYPSbKFEOJhfXJzJGHo+IXeFCNOS66BtNnzMXh5aRtJy7Z16e2yX16lLc1HHwKDA3UdilH5r+/5/GwAHZMVvEwq7WPCOWdvT9m0NNa6ubDO1YUrdnaYdMkM3/YKL1Z4ncnthrLg8GpuJF3np3NzKOPwGHO7fEFlj4oWfYlFnVX7ZCuKUgloBMg1jrxkI71FPv5Y+ztiBCxe+xFcgjH44+j7rlXjEkIImzdiBAsDhuJX4ju8o44AkIQD3c2/85hfEDMZi05atQsut4whq43bjuN/T47OkpQ3NpsBlZF7ZjJw92x2G2KY4OUOwKbLszm1+gyn4rdoGysQlnKSHmu70sf7PYY26Uq5Yh6WfDVFlqKq1snIFEVxBXYC01RVXXXXuuHAcAAvL68mK1assEKEtmvj6RlscDoPwHc+32VZFx8fj6ura3ZPyzPt2rUFYPv2Hffd5sIFF4YObYadnZkvvzzCuHGNsTOk8fN3v1H8sRL5Gl9essT5LCps+Vy229kOgO1ttuffMXLwucrMls/n3XL72vODTZ7P0FAoWxaCguDWLfaf8WHSvBcAhRrlw/B/YzkG73LaNhZm6fOZH++hgvC+BO1cllEjqHrMlyGlnPnX/v4zUwLoVAXPZC9K6etRy70+9YuVp7iDg4WiLfjatWt3UFXVPJlq2ipJtqIodsDvwGZVVb9+0LY1a9ZUz5w5Y5nACokpS/vxi3ocgOMDj2dZt2PHDtq2bZuvx7/T7etBb61t27SqIl27gskEs2bBa40OMu9Qk3yNLa9Z4nwWFbZ8LhU/7U2v+ubf92lOPleZ2fL5vFtuX3t+sPnzaTRCZCTjAmowk7GAQmnC2E8zvEf3sHiLtqXPZ368hwrC+xKynst5s55gpnMMAN3jE3gr6iYlTWauGAz86eLEVmdnTjjYY87UP1tRwT3NieJKWUq61aVW2Sa09q5H8wpVMehtas7CPKEoSp4l2RbvLqJoPe8XAEH/lWCLwqt9ezh9GkJCoHZtbdn4ZbaVYAshhM243f/6Wy8jFf7+g0l/diKcMlTlAt/PGssI/0zbSV9tm/XqE++QsO0NQgwGRurKUfK11eBWDu/9cxhSsytDEiKJuLCTnZd3czgtlCB7HZfs7Ii2SySaC1xMvMCBC7+x9ALYm/S4m70o59aMJyu14YW6rSnpYmNXc6zMGn2yWwP9geOKohy5vex9VVU3WCGWQslWSvjZ2cGPP0JiInRmI3UCfpf+gUIIkZ+MRt4BmvScQfffhpGICyPVAOY3g0313sFz0ZdSgcSGOdXryXiDHkICofU4cCqurWj/Qfo2pWo8Q2+gt9kE18+RdDWQ4xf+4uz1kwSnhvOvncJZeztu6iFSH0Zk0jqOnl7HrFMKxU2l8XKqQ83SjXnCuwFPVqqF8390TynKrFFdZDcgdWSKqJMnYeFCmDQJSpSAAG2iLN7kG5izTb7YhRDCAtqvHU+YUoyn2cw+WhIYCE0DRzGbYzwza5Z8F9uyWt2123/R6aHUYziWeoxmjV+lGYDZDDcvol47zLVLezkcspcTKSEcdLTnjL0d1+3CuJ4WRlDIVtaEgOFvhRJpxSlpXwUfr2a09G5Mh6oNcHdyyu9XaRNsYsZHUXj4+cEvv0BaGnTsqHUXqc5ZOrEFRsisnkIIYSnFRvdnb8DjLGIgU/mAC1SjM5t5Tv2Vj2r3o6HLOTh4EEaNkqS7qNDpwLMqimdVytd7kfJA95QECN5H5Nk/2H95NxeTQzlrB6cd7Ak1GIiwjyKCKE5FBrIxEvwCwSPNnWJ2Najk2Zjm5erRqVojyhQrZu1XZ3GSZAuLOXpUS7AdHGDiRBg5Uls+jHnapQ35EhdCCMvx94f9+xkcuIRXWc7XTMAPX1bzAquDnqcvP/MDr2CYMwe8vKSvdlFl7wJV2+NVtT3dQBvpGRMM4ScJDz7AkauB/JtwmUvEc9rejkv2dkTZxRDFAS7dOMCOG/DFMXBNc6OEzpsKHg14vFIrutZoQklXN2u/unwlSXahVDD7ZN/5fh45UvuMblhvxo40BrIEmubJQF4hhBC5ceAANGuGXWAgk/ic3tWP8vi5xYRThp95iQ104WeX4XTx85O+2kKjKODhDR7elK7ZhWeAZwBSkyAyiOjz2zl27k8uxp7hnMFMkL09F+ztiLOLI46TXI47yd/Hf+SrY1Ai1Z1S9jWpXqY1Hau14olKNQtVRRNJsguhLg37s/Lwu9RIsXYkGQ4e1GZ3dHKCd9+FuS9vx6y240VWU4pIOBBh7RCFEKJoOnAgvapIFeBak2ZMOtSHr5lAHO50jf0fPXmJlbP6YpAkW9yPnSOUa4RHuUY89eQEnjKbIOwYhJ8kMfIMx0OPczr+MufVWE7YG/jX3o7r9jFcZz+nwvazNuwbHHfq8TKXoYpnW/o27MUTlWra9HTwkmQXQs3rd2NTSW9Klaxi7VDS3WnFHjNGu+o4f0dVQOsqIq3YQghhZZm6gugOHuALo5HRA/V0qnKO81RnLc9RWhfBgXEzqPLteOvFKWyHTg/lGkG5RjgBzW/fSEuGsONEX9pN4PmdnI47xxldIsccHYjSQ7A+hODY5ez8aznFt7rg7dScht5taVGhFk3LV8PJ/j7T0RdAkmQXUuXL1bN2COmCguD338HFReuLvblnAMGMpgrnac82OGC2dohCCCEyMxqpDPyr1OQ9dSqf8S5RJg9aznyZ/y15nvaxa2RApHg4Bgeo0BSPCk3p+MR4OgIkXEe9Gsi/57ZxIGQPB9NC2ePsyE27BG6mbefohe0suQB2ZiiTpqek6oqrXTk8ij1GmdINaVKhDq28q6PTFayuJpJki3xXqxbs3g1nz2qt2HPXlwO0Vmyd7V4FEkKIwm/UKD4JmMxL/MxYvuUv2tIp5hc+4GN8A6agkyRb5AWXkig1O1O9ZmeqA/0So0k+9wd/Hf6Jg7EnuGCnct7OjgiDgWB7E8HEADEQHwTxq5l3HtzT7KioVKJWmbZ0q/8sDcv6oLdy/25JsoVFtG6t3cLD4Xe6oyeNQSzWWkKEEEIUTP7+4OVFg8hItgV0wIiRqXzIFIwsYjCHh76DZ0UXqTwi8paTBw71+9Cpfh86qSqkxEPCda5HXSbw8hEuR54gKu4C0amRXNclcdrejhgDxHCOE5Hn+GXrPJxNUNLkRAnFk9LOlenXejyNfWpY9GVIki3yVVCQ1pJ9x48vrMTEi3RnHWUIl0uNQghR0N1OoPVeXny8/jfcA6N5hy8Jxgefhb7soRX1pfKIyC+KAg5u4OBGyRKV6Vytbdb1yXGkXQ1k/4l17A/bz0k1kpP2BuL0Oq7oE7nCVUi9ytbtf1GdBoxv58vjFkq2JckW+WbHDmjXDvr3h6VLtbJ9i/7W3tiDWQy+vlaNTwghRC7crkDyttFItX1z6b1pCAm40phDrA3oRTfJsYU1OLhhqNqOx6u243EAsxk16gLBwQc5cSWQizfPEZR4jr+cFIKUY4zc/gLllOaUcPYmIfEKppQQUtUoFMzYkbdTxEuSLfLNnRy6WjXt7+HDcJz6eHKd7iPKy+VFIYSwRUYjvYAjSh1asI8EXHmWdcz2mcrwyx9YOzpR1Ol0KCWr4V2yGt6N+mrLUpM4vvFDfgxexUYXJ0LYT8it/dq6LMVKkvM0FEmyRb756y8oXhzGjdMeLxq5D2jBKyzHfvZMq8YmhBDi0dQZ3ZaLAZWoxwnCKcOIK5PR+XzMa4NN0ogiChY7R+r1+IJPrg/ntbWvsyEuCIDi2OPqWgl3z7roHN2JTbxJD07k2WElyRb56u23wd0dkpPhxwNak/ag2vutHJUQQohH5u+P16xZXFJ9qM8xzlGTUVcmUdzvZV6IHCN9tEXBU7I6VYds4o1rh8GhGHhW1fp8Z/Fdnh2uYBUUFIWKlxe88YZ2//ee84jCkwYcodGZn60bmBBCiLwxahSOSipBnk8xlhmkYU8fVjAvoABNOSxEZooC5RtDyWrZJNh5S5JskadMpoz7kyeDm5t2f9HmsgBa2b4RIywfmBBCiLzn7w9mM/rr4cwYdQ5fjJjRM5x59FDWojZtZu0IhbAaSbJFnkpKyrg/cqT2N/StL9lEZwyk8grL5RKiEEIUQkqAP0ZfGMhiANbRk04HP5FEWxRZkmSLPOXiknHfwUH7+8PX4Zgw0J3f8fIdY53AhBBC5D+jkcWjDzCIhQBspSNPHfwK06jXrRyYEJYnSbbIV+roMSxmEACDqu6WEedCCFHY+fuzyPcKw0quAmA3T/HU7JezXOkUoiiQJFvkiYQEeOop+PmuMY2Bcw5yijp4EUHXi9JNRAghigSjkbmRzzOAJQDsoTVtfC5Joi2KFCnhJ/LEt9/Crl1aqb7MFnm+DZHwKj9gN3KodYITQghhFYtH7SdiVik20YWzEcVITQVHR2tHJYRlSJItHllUFHz+uXb/k0+gQwftflIS/BSpPRjEYvA/Zp0AhRBCWIUS4M/KtDdpPK8yZ3mM0ZU2sPR61yyVqAoSsxnOn4ezZyEiAlJSwNUVfHygQYOMillC5IQk2eKRffYZxMRAx47Qvn3G8rU9FhDNUBo7B1H/neetF6AQQgircZn7DWvm1aYpB/ghqiuNdBP4vsKHfN5qBS+u6GPt8DCZQK/X7gcHQ40a2W+n02lXbV+XMZwih6RPtngk167BzNszpE+fnnXd4i3lARiUOFsGPAohRBFWa3Q75qDNkfAOn3PxanF6/9KHiY22kJZm+XjMZti8GZ5/Htq0yVju7Q2NG0OnTjBgALz2GvTpoy3T6eCJJywfq7Bd0pItHsmUKVq3kOefh2Z3lUL9Q3kaOzWFfoMdrBOcEEKIgsHfn1f3N+NQ4Nd8wwR0OhOY4Ysjnfi7DfzwA1SunP9hJCTAkiUwYwacO6ct0+shLAzKlNEmADx4MPvnxsVpXUdAS9LvOH8eqlbN37iFbZKWbPHQEhPhjz+0/91PnXrverOqowe/4bngc8sHJ4QQomA5cIAvTRMYyWzMZj1m9NiRyp49UL9KHLOUUZhH529fDG9vGDNGS7ArVoRp07QuImXK/Pdz3dwyZuEODs5Y3qSJ1iouxN0kyRYPzckJTp6E9euhVq3stxn0coplgxJCCFFg6XQQMOo47760kdKEkYodAPG4MZpZHJmzL1+PHxUFLVvCL7/AhQvw/vtQtmzu9+Pjk3E/Jga6dYOlS/MuTlE4SJItHomTE3TunP268lyls/s/lg1ICCFEgaYE+PNMj2guUpk5DKcq59LXfWGewM2hb6Oq8NdfoKq5339UFMydC08/zT11uXfvhn/+gRdfBEMedZh97z1t8OTAgbB4cd7sUxQOkmSLXDOb4ZtvIDr6wdsNYx6GebMsE5QQQgjbUbYsTnWrMZx5BFGbbyp+jTMJ/I+Xqb9wHF/r3qJNG6hWDd59F7Ztg/j47HeVlAT798PXX2uJdenSMGIEbNkCq1Zl3bZ167x/KdOna1W2AIYO1eaMEAJk4KN4CD/9BBMmaP9jP3Iko48aQHh4xv2hLNC+6YQQQoi7HT8ORiN2wHjjBJ591ZdXlndhHy15my9wI5YLF4rx2WcZSWz58lCvHmzcqD02mcDdXatnfYdOp5WUHTAAevWyzEuZOFFL9i9dglatLHNMUfBJki1yJTFR68MGMH581gQbYGETf2AMABUIAX+ZSl0IIcR9ZCrvWvUHP3YFtWTKoW5M533iKEZVztGqxDlOVerK8eMQEpK1m4deDxUqgIMDtGihTYbWuTOULGn5l/Lhh9rfu38XRdEl3UVErsycCVeuQP36WitBOqORxET4PiRTs4F80wghhMgFu4N7+djXxF+0oQrnOU91fo7qSI+wOdx8exoXLsC6dVmfc+YMnDoFixbBq69aJ8EG7Sfvzs9edDR89BGkplonFlEwSJItcuz69YwJZ778MmOGLIxG8PNjVsdfuUb5jCeMGmXpEIUQQtg6o5HWoxtwlAaMIoBU7DFeG0HLT3oQ3nUw9epl3TyvBjDmFVWFnj3h44+1RFsUXZJkixzz84PYWO1SXKdOWVdcoDK+e57O+gTpKiKEEOJh+Pvj2rQWAYxhO22pxjlOUI/HTy9gbP0dxDVuo3W+HjPG2pHeQ1G0+ts6ndaXfOtWa0ckrEWSbJEjV67ArFnal8bnlQK0hUYjNGvGearwLOuIx43erLBqnEIIIQqJAwdAVWk7ug7HqM8kPkWHme+Ot6Xu4aVsVjtBQECBTLSfeEJrxVZVrbTfzZvWjkhYgyTZIke8vbUZrT75BOrNHkNKCqz0O0GXwClU5xynqENtTjKbkdYOVQghRGHi74+T7yQ+bforB2lCEwK5gg+d2cxIZnErYLG1I8zW5MnaxDchITBunLWjEdZg8SRbUZSFiqJEKIpywtLHFo+mQweYeHkMe2hFvWKX6c1KNtEFO1J5hR/YxZOUUP6jeLYQQgiRW0YjHDhAA+U4e2nJp0zCnmTmMJIW7OV8PQvV6ssFgwGWLNEmbVu27N4Bm6Lws0ZL9mLgPnMEioImMRECAzMebwk4Rwe2cjbZh+qcZQbjuEY5fqA/Jbgpgx2FEELkn1GjMChmJnktYj/NqcEZTlCPFifms7/WQGtHd48aNTIKBuzZY91YhOVZPMlWVfUvIMrSxxUP58svoVkzmDoVzo/9lt6sIAknhjGXE9RlHDPxbFoFfH21J8hgRyGEEPnF31+bdjgigga+z3Hgtbl0YQM3KEmH099riXam2tsFwRtvwN9/a90tRdFSwArfiILkypWML4XW5xYzYGlTYvCgF6uZwwjSq2AfOGCtEIUQQhRVRiPFgLWHWtL/UCw/8xLdTn/JPr8WVFm/vsD8Nun18Pjj1o5CWIOiqqrlD6oolYDfVVWte5/1w4HhAF5eXk1WrJCKFXklPj4eV1fXHG3r51ebHTtK0a5dBC1KH+TT/3WhuFsCSycuwtUpWduoXDkoWzbL89q1awvA9u078jDygik351M8mC2fy3Y72wGwvc32/DtGLj9Xtnw+71YQvlMK0/ksCPL6fKZdCGby50+w/0xlKpeJJGDsjziWL66N2id/3kMPs8/jx4vx00/e+PqewsHBnCdxyHtd7N5JAAAevklEQVQzb7Vr1+6gqqpN82Rnqqpa/AZUAk7kZNsaNWqoIu9s3749h9upKqiqk5OqnnxpilqaUBVUdTEDVLVpU22lr2+2z9WKFuVZyAVaTs+n+G+2fC4xomLM3zd9bj9Xtnw+71YQvlMK0/ksCPLjfMY0aqPW4LQKqjqc2VneNPnxHsrtPk0mVa1fX3vOpEl5F4e8N/MWEKjmUb4rJfzEPVJTtT5kAO+9B4v+50Q4ZWjJP/RnmXYJzte3wPV7E0IIUXQVO7SDX47WxJ5k5jKCDXSxdkhZ6HQwd642Wc2XX8KhQ9aOSOQ3a5Tw+wn4B6ipKMpVRVGGWjoG8WAzZ8KJE1C1KjwbMosZjEPBzHe8gc739hyxkmALIYQoYOrXh6mtNgAwgjnEDnvLyhFl1aIFjB0LJhMMGaI1aonCyxrVRV5WVbWsqqp2qqpWUFV1gaVjEA82YIB28/eHSXOqkIYdQ1lAU9/uklwLIYQo0Cbseo7m7OMqFXlvQVVrh3OPadOgcmU4elQqjhR20l1E3MPLSyugn7DwZ/7gGTy4yXTelwRbCCFEgafXw/y+f2IglVnqSHbvtnZEWbm4wILbzYsffyzdRgozSbJFuqCgjEtXtyZP480VLQGYygd4Na1kvcCEEP8pPFybVe7tt+G112DWrKosWwZhYdaOTAjLq/e/yUwquxQVHUOfDbd2OPdo107rNlKsGEREWDsakV8kyRYAxMRo06Y3agTXrsG06XAFHxpymJHMLjD1RoUQWQUFwYsvQu3aWpKdmgplykBamsKyZVCnjrb+1ClrRyqEZX0Y/ga1OcnZ6NLWDiVbn36qjX/qLHNgF1oyGY0AYPJkCA0FHx8I8Z3DZ0wCwJ8x6Js2tnJ0Qoj7GTQI3nkHli8HB4eM5Tt2/EvbthVISYG1a2HoUPjnH6uFKYTFOYwczPKAV2jBPlK4/eHI3O3Ryl0gnZy02x1XrqSX9RaFhLRkC3bu1AY5GgxaZZHB81tjwsA4ZvA4/0grthAF2L59Wkt15gQ7M3t76N1bEmxRBPn703B0awIYnb7oU78k0vymgp8fjBlTYJLu776DatVg9WqrhSDygSTZRdytW1oLF8D778PKHks4SV2qc1Yb7Ojra90AhRBCiIfl789QZVH6w/f4lIoE8zSbaRvQm+p+r+CuxOCqxFPJbxDPeuxixgy4fBmLJt3Xr2tdvfr0gaVLLXZYkc8kyS7iJk+G8+ehXj1ofm45n4cNRIeJJQzEuWkdq19OE0L8t6QkmDcPAgK0H+s7TCbrxSREgTFqVPrdGpwhjLJs4Wl20pZ/qU4s7iTgymUq8XvMk7z5JlSqBG382rHAbTwxigc0awZt22o7yYffRaMRJk6EtDQYOBCefx6Cg/P8MMLCJMkuwo4dg2+/1codfdFgGUN+6giAH760Yq90ExHCRvTvr110WrIEGjSAHTugb9+WuLhA376QkGDtCIWwIn//9Lunm7zKCeqwwWcUf9KBU9TiBiWIxY3T1GQp/enNCpy4xV+04bX4GZQinO6BvgTsrM0ppTZmvylaV5M7FCXj8UMm4IoCn30Gs2eDszNs3KiV+hO2TQY+FmH16sH8+RD6w1Y+/6EcEZSmPVt5j0+km4gQNuTPP+H0aShdGn7+GXr1gt69rzFoUBWmT9dq8X76qbWjFML6lMAD1AHqwD0Jcc2AAGpG/kB/fiAWN37lBZbRnx20ZT3dWU93ANyIpU7AyfTnzWIkZQOuUXbbIMqf/pOyv29E373LQyXcI0ZAt26wdy+UKPHQL1MUEJJkF2GKAkOuGPl4u4ltfIwXEfzAq1o1EekmIoTNMJm0BBu0QZADBkC/fldo3boK8+fDk09Kki3EPe7+nTMaoXx5uHaNYsQx2Gs9gyMXE+5Zm99vtGQLnfib1lylIntplf600czS7pzW/tgdTKHywYvU/XYbTRqrPOF9hZZzBmNvn7OwKlTQPsfC9kmSXQTt3g2enlDrZyMb/Pbjy+8omFlGf8oSBgdCrR2iEOIh6fXaZWZF0R6XLQs3blg3JiEKskWLtB4lFy+Cl1cIzzTfy4QVLfHxAYxGShuNDAWGGo3AaSLW7CHoaDJt2QnAa8wjlLKEUpYQyhNOGc5Sk7PRNVm1TTuG3eIUOhQ7wOCnr/FsjTM42aVpK6RBq1CTJLuIiY62Y9QobfKZHxMPM4gfUdExhQ95hj+km4gQNig+HkqV0iaeqVMHUlLg3DlXnnhCK80pAyCFyN7cufDhhzBhAlStCiEhsHp1S+rV05LvF7Ip8VfKCKWMRvDTFs/zmgyRkdoDLy++j+yDL350ZAsxuHOUhoRRlk2xrdm0EooRQ19+ZggLaRERiVLKK8v+ReEhAx+LEFWFL76oSVgYNNId5X2mE4MHvVjNZKZpCbZ8yIWwOVFRsGIF9OwJcXFasjB6dGPc3KB5c636iBDiXjNnarWpJ03SumiMG6cNHP71Vxg5Evbvv88TM/9WRkRov5+qChERzPb6iHWPTeRnXmYTXQmlHJfxZiQBGEglFnfmMZxW7KX2rNf52M/EUb/VmJs2h7ZtUVU4MTpAq5ktv8k2TVqyi5BZs2DPnpJ4eIBzdDh7eJrHCGIJA9GhyodZCBvl4aFVF7tTYQxgy5ZdeHq24dAhOHrUWpEJUbAFB8Pjj9+7vFMn+OYbbc6a9etzsKNMv5/ByaV4PGgBGCumL/Nev55ZgWNozR7mMYxmHGAZ/TlNLT7iYz7iY1wOxlOOa8TqwghnNO6zounGdOz9/GD06IwqKUaj/F7bCEmyi4iTJ+GtcamAHfXSDvEnT+PBTdbQi2LESTcRIWzUzJlaRYK7Z3y0s1Np3BgaN9ZasmfOhLFjrROjEAWVl5eWaFeseO+6Pn20lu2H3ufdXU2MRvqY9Iz7qhk7J27nk7CpbJlznpW8yJ90JBhvzlEDgBLc4DlWE0sxSnJDK4J/R0CAlvlLmd0CT5LsIiAhQauVm5Rmh3epG+yKaIwL8WykCzU5K91EhLBhYWHadMxdu0KbNlCzJri5wZkzroSGws6dsGGDVnFECJHVyy9rsx0vW3bvOpNJG0icZ/s0GjElgn6Odt8O6FrGSFeuQORnRAX8RASlcOYWFbiqXWHOLHOiHRioTZDTrVvWS1iiQJEkuwg4dAguBCXhSRxXIrywJ5m19KQl+yTBFiIHPtn1CWNbjMXFvuDNDjF9ujZoa/FiWLAAjh+H6Ghwda1PkyZa8j1tmlZRSAiR1XvvwRNPaJ+TTz7RJnO6Y9o0aNEin/eZ6fe3hJcXJebNg9BQbZZKr9sDIv38sj9QYKB2c3ODdu2gaVNp3S5gJMkuAp58Et4xf8oUjOgUMz+rfenANkmwhcghg85Ai/kt6F+/P683fx0XexdSTal0WNqBvwb/Ze3wKFkS3n5bu92xY8ce2koLlxAP5OwM27bBG29Akybg7a3Vqb58WVu/dasF93m/vtaRkVlbse8nMDCjdmfmhFv6cFuNJNmFWGoq2NnBphpjmcbXAIx/4U96rVyrfQDlQydEjlQoVgGzaua9re/x2d+fUb5YeSISImhYpqG1QxNCPCIPD61rx9Sp8McfWk5buTL06PHwU5vn6T79/bVW7fXr4eBBrZUbHpx4Z064QQvAS0oFWpqU8CukgoPhscdgZpcNvHLOFxMG3mcaz7Y8rm0gl5SEyLGxm8byRacvCH87/P/t3XmUFOW5x/HvA8gqMgiDsiiDihpAHIZFSXKVBFQkibgRNUY8kSAnEqM3NzcqGmYGTeJV7xFzAhqiUaMeXKISXI47Rk/iAlxAIGBAAVFANhENyLA894+3mukZemCW6qlm5vc5p093vV1T/dYz1d1PV70LC3+ykPNOPI82h7ThtmG3JV21jHbvhjfe6MiMGbBrV3n5E08kV6f6sHs3PPUUjW6/JR7du8MVV4R+Da1aVexMXNtjKLZtlpSE7+09e0LSPWVKGDKwuBi6dAknzvZn6tTQ7KS0NCTfqVunTuWPx4+vzS7KfijJboC+/DL8Wv7wQ5j0wkA204GzeIFb+s8IKyQ8ksjGjWH80f79YejQRKsiUi2HNj+U0wtOJ79NPl0P68qkb01i+gXTueDxC5KuWkajR8OyZW2ZPz+0DV2+PJTffXey9cq20aNDH5TGtt8Sn9Gjw/ET5zGUjW3uVVISpnWdPTsk3QdKtitLTaIDIRFPJdo62x0LJdkNzJ49cNll4c3cpe1WNpFPW7ZyH2OwObPDL96E3zyXXx7q+fvfhy9EgJkz9SNactcVhVdw/mPns2rLqr1l3fO6s2l7bs5XvmYNjBmzgpISmD4dfvzjMMFGQ7dmTbg839j2W+KzZg3cfHO8x1A2tlmlVLKdOstdXFyzIVKmTg1ntSuf8T7QF7SS8oyUZDcw118fLpXm5UGTLz4HoJRiurImrNC5c4K1C/7xj/A+Hjy4vGzIEHjmmcSqJLJfE/5jAkWdizhxyokU3lPIiEdGUPSHIkaeMDLpqmW0YweUlYX2mD16hPfWHXfAokUJVyzLduwIN2hc+y3xycYxlNhxmerwOG5cedmAAeXJd/pZ71R77aqkku9OncoT6tT9wIEhKR84MCTjTZqExwLuntO3448/3qV6brst/Hxt1mSXj+47z8G9D+95Gc3ci4vd3X3WrFlZr0fqZ3RVevVy//DD8Dgvr7y8bdvs1isb6iOejcXBEMvPv/rcZyyZ4VPfneozl870sl1l7u5OCU7Jfg76GBzofZXu7bfdn3zy7xXKdu1yf+ihLFSsHlR3399+233t2oplce33wXB8HkzqO57VPYbeeqv6x1A2tlkbscVywIDyncrmLT/f3Sy8XpSb7H19s/Lnr7oqnv2qIWCOx5TDanSRhqCkhI0/LeG3vw2Lt+/5L254LyxMYTyHDCjMqUs5114bZtKaPr288/O8eWEYMpFcMu6ZcRQeWUi/zv3oe0RfDmtxGCNPzM2z1/ffH/pCrVgRTkr17n00/fuHjlcQrhj/8IfJ1jEbKu/3WWeFccMb+n5LPMaNg8JC6NcP+vaFU0/dd52aHkPZ2Ga9mD07c67w3HNhtJK4pNqBp8b5rjwOeOr5qVP3HUFlwIAwFmJqtJSrriofdaV///JBHQYOLB+JJTUdfQKUZFdh69aQALZtm3RNDqCkBEpL6VhSwusX3c1b98zncb7PV7TiUh7mNN6E2X7AzdSnsWPD++Pkk6GsLMxGOWsWTJyYdM1EKmrRrAVP/PMJSv5WwqZtm+jZoWdIuo/sR+GRhRQeWUinNp2SribTpsGvfhWSy2OPhU8+gfvvP5STTgpJ6AW52T+zzjLt99NP0+D3W+LTokUY5aOkBDZtgp49yxPkwsJw61TDt3g2tllvMiXZqWYnf/xjaGCeyeGHw+bN4XHLlvDVV9mpX3qyv2FDxQQ9NWxhnz7lbXFSSXpSiXZcp8SzdUuiucjHH7v37eteVOS+fXu9v3yNrORod/A9E4t9Kcf7SJ4OV2P41NdwZLj8kibJ5iLdulVcXr/effp09ylTwuW0g5EuIccn12O57ot13v7W9j7hlQk+6vFRXjC5wJuUNnH35JuL9O7t/veKrUN81qxZ/tJL7h07ur/zTlarlnVV7Xum/Xb3rOx3rh+fB5tcbC6ybp17+/buEya4jxrlXlDg3qRJ/W6zNhI5NlPNPIqLKzb5SC9Pv081RUk1BcnPz9yUpGXLivdx3Jo2rdGuoeYi2bV9OyxbFu779YPFi0M7/pwR/dJ86M97+BEfUMg8Vk86mvWE8kP5gmf4Hp1ZB7PXJlfPSrZsqbg8bBgsWJBMXURq6ohDj6Bpk6aMHzSeLm27ALBx28aEaxWsXg1f//q+5WecAXfeGU72PPdc/dcr2xrrfkt2HHFEaMYxfnwYiAvCkLO5ts2cULnzY1Xlqfuq5ubINBtlqiy9/PXX4d//Lj+TnZ9fcfjBTGfP+/QJCVx6x896piQ7g+OOg8mTw/9l6VIYPjzM2JSo9IOttJQSJlJKKWDMJfTi7cSnDOMVbuEmerAy8fGwK0uffArgo4+SqYdIXDq2zo2OBPn5IeE86qh9n/v+9+Gaa+q/TvWhse631J9s9BVS/6M0VTVPqeq5Axk/PgxAnnBb7BQl2VW48spwNvuOO+Dll+G880Jbv3qXOsiidkcOjOSvPMM5AOTxGbdwE2fyEsexnL15bHFxTnV2zKRy0i2Sa1ZtWUX3vO5JV+OALrkEJkwI0zhXtnt3zYbJPZg01v2W+KxaVd5JNpe3KdWUmg0zR+RSI4icc/vtcOml4fGMGfXQiSbTZZbUNKjAVg7leP61N8H+Bm/yCV0Zz1R6phLs1PiXOZhgf/llOPN0+unhR2ZZWRhVJH36Y5Fc0uOuHrS7tR2D7xvM2Jlj2b5zO3PWzGHbzm1JV62CG24IV0VHjNi3Cdavfw2nnJJMvbKtse63xKdHD2jXLszbMHZsaCY6Zw5sq8NbPBvblIOTzmQfwMMPhyTwscfgqafg7LPh+efrcBZ2f+2YUr1kK98DKyhgEO+ykXzAuZbJ3MnPw3A23/lO+bo5mFynbN5cPrXsvHlhNIBTTglnm/r0Cbui6Y8ll2y+bjPz181n/rr5zFs3j2MPP5YLH78Qx+mV34uBXQZy7zn3Jl1NWreG116Dq68Oo1gdfTS0bVu4tx/Eq68mW79sybTf3bqFM4nQcPdb4pPpe+nCC0OPuV69wkhw99bwLZ6NbcrBSUl2NTz6aGhT/+CD8MILYdryadPCB3yNVR4PsnJ5hgT7US5iHH9gK+1oxk4eZDQ/4NHwZKozQWlpzrXBriwvL8zsOGRIeVlZWRhpZ9688IEkkkvyWuYxpGAIQwqG7C0r213GovWLmLd2HvPX5c5Bm5cXmk3cckvoQ/LOO5sZOjSPc86BNm2Srl32VN7vDRvCmcSGvt8Sj2x8L+m7TlKUZFfTAw/AueeG5iOPPBIuTU6eDEPfLAkrZOohuz9VJdtplnI8P+ThvR0bz+dJ/sCVdCy+GiiuuI0cbSJyIM2bQ1FRuIkcDJo3bU5R5yKKOufmQdu9e7hE3bPnRwwZckzS1ak3qf0WqatsfC/pu65xyv0ke+fOcF/TJDYLf3PuufDW6LsZ9cQoFi3qyLBhzggG8CQX0BKqlThXx1c0Zwz3MZ0f4DThEHbwO65h3MQjsUmb998bV0REREQSl0iSbWbDgbuApsC97n5rlSvv3FmxvXJNZOFv+t5TyrtcR1H7lXz42eE8z3dpzxZ+Xvq/3EzdepJuoyXXcRvTuJIyWgDQnk08xkWcUfzNEIf0tuBKrEVERERyUr0n2WbWFJgCnAF8DMw2s5nu/s8q/yhDO+Vqy8LftOMLPvisA5O4iUkU8xWt+A03cSc/53ye5DZ+SRfWVfvllnMsv+B2nuV77I7+JYdQxk8GzeXOs16kSZNv1m3cSBERERGpV0mcyR4ELHf3DwHM7FFgJFB1kp2jJnILP+N3jOE+ZnAe22nNI1zGY1zEEP7Gt5hFS7bTgxUcxWpasZ1NdGApJzKbgWyjNQsoZDF99m6zOTu46KQl3LNwMK3f2Q4MTm4HRURERKRWkkiyuwKr05Y/Bg7a0Uzz2MqTjGIzedzIb5jBSD7lSF7hDF7hjGptoy1bOfNrq+l/WW/+e/utNJtUDCXXZbnmIiIiIpIt5u71+4Jmo4Cz3P3H0fJlwCB3vzptnSuBKwFaQP8+GbeUG+bC3AI4ugPkb4INKyHXJwvvCGxMuhINiOIZH8UyXopnvBTPeCme8VEs43WCu7eNY0NJnMn+GDgqbbkbsCZ9BXefBkwDMLM5c9wH1F/1GjYzm+OKZ2wUz/golvFSPOOleMZL8YyPYhkvM5sT17aSmFZ9NtDTzHqYWXPgYmBmAvUQEREREcmKej+T7e67zOynwIuEIfz+5O6L67seIiIiIiLZksg42e7+PPB8NVefls26NEKKZ7wUz/golvFSPOOleMZL8YyPYhmv2OJZ7x0fRUREREQauiTaZIuIiIiINGiJJ9lm1tLM3jWzBWa22MxKo/IeZvaOmS0zs8eiTpKYWYtoeXn0fEGS9c9FZtbUzOaZ2bPRsmJZS2a20swWmtn8VI9jMzvczF6O4vmymbWPys3MfhfF8z0zK0q29rnHzPLM7C9mttTMlpjZYMWzdszshOi4TN22mtm1imftmNl/Rt9Bi8xsevTdpM/OWjKza6JYLjaza6MyHZvVZGZ/MrP1ZrYorazG8TOzy6P1l5nZ5UnsS9KqiOWo6NjcY2YDKq1/QxTL983srLTy4VHZcjO7vjqvnXiSDewAvu3uJwOFwHAzOxX4H+BOd+8JfAaMidYfA3zm7scBd0brSUXXAEvSlhXLuvmWuxemDZF0PfBqFM9Xo2WAs4Ge0e1K4O56r2nuuwt4wd1PBE4mHKeKZy24+/vRcVkI9Ae2AU+jeNaYmXUFfgYMcPc+hE75F6PPzloxsz7AWMIMzycD3zWznujYrIkHgOGVymoUPzM7HCgmTPg3CChOJeaNzAPsG8tFwPnAG+mFZtaL8N7vHf3NVAsnLpsCUwix7gVcEq27X4kn2R58GS0eEt0c+Dbwl6j8QeDc6PHIaJno+aFmZvVU3ZxnZt2A7wD3RsuGYhm39LhVjuefo2P6bSDPzDonUcFcZGaHAacB9wG4e5m7b0HxjMNQ4AN3X4XiWVvNgFZm1gxoDaxFn5219TXgbXff5u67gL8B56Fjs9rc/Q1gc6XimsbvLOBld9/s7p8BL7NvstngZYqluy9x9/czrD4SeNTdd7j7CmA54QfKIGC5u3/o7mXAo9G6+5V4kg17mzfMB9YTDoIPgC3RmxPCBDZdo8d7p2WPnv8c6FC/Nc5pk4FfAnui5Q4olnXhwEtmNtfCTKQAR7j7WoDovlNUvjeekfRYCxwDbADut9Cc6V4za4PiGYeLgenRY8Wzhtz9E+AOwoy9awmfhXPRZ2dtLQJOM7MOZtYaGEGYhE7HZt3UNH6Ka83FGsucSLLdfXd0ybMb4dfC1zKtFt1nOlugIVIAM/susN7d56YXZ1hVsay+b7h7EeES0XgzO20/6yqe+9cMKALudvd+wL8pv9yZieJZDVE74XOAJw60aoYyxROILqGPBHoAXYA2hPd8ZfrsrAZ3X0JoQvMy8AKwANi1nz9RPOumqvgprjUXayxzIslOiS4dvw6cSrjckRrHO33q9b3TskfPt2PfSyqN1TeAc8xsJeFSxrcJZ7YVy1py9zXR/XpCe9dBwKepS5nR/fpo9b3xjKTHWkJ8Pnb3d6LlvxCSbsWzbs4G/s/dP42WFc+aGwascPcN7r4TeAr4OvrsrDV3v8/di9z9NEJslqFjs65qGj/FteZijWXiSbaZ5ZtZXvS4FeHDbgkwC7gwWu1y4K/R45nRMtHzr7kG+wbA3W9w927uXkC4fPyau1+KYlkrZtbGzNqmHgNnEi6DpsetcjxHRz29TwU+T13aE3D3dcBqMzshKhoK/BPFs64uobypCCietfERcKqZtY7aVqeOTX121pKZdYrujyZ0MJuOjs26qmn8XgTONLP20dWaM6MyqdpM4GILIwj1IHQmfReYDfS0MOJQc0KONfOAW3P3RG9AX2Ae8B4hgZkYlR8T7dhywmXQFlF5y2h5efT8MUnvQy7egCHAs4plnWJ4DOEy5wJgMXBjVN6B0LN7WXR/eFRuhN7HHwALCSMVJL4fuXQjjCA0J3q/zwDaK551imdrYBPQLq1M8axdLEuBpdH30ENAC3121imebxJ+qCwAhkZlOjarH7/phP4BOwlnUcfUJn7AFdFxuhz4UdL7lUOxPC96vAP4FHgxbf0bo1i+D5ydVj4C+Ff03I3VeW3N+CgiIiIiErPEm4uIiIiIiDQ0SrJFRERERGKmJFtEREREJGZKskVEREREYqYkW0REREQkZkqyRURERERipiRbRERERCRmSrJFRHKUmZ1kZqvM7CdVPF9gZtvNbH5Mr9fKzOabWZmZdYxjmyIijZWSbBGRHOXuCwnT947ez2ofuHthTK+3PdrWmji2JyLSmCnJFhHJbeuB3tVZMTqzvcTM/mhmi83spejsdIGZLTWze81skZk9YmbDzOzvZrbMzAZleR9ERBodJdkiIrntVqCFmXWv5vo9gSnu3hvYAlwQlR8H3AX0BU4EfgB8E/gFMCHWGouIiJJsEZFcZWbDgTbAc1TzbDawwt1TbbTnAgVp5QvdfQ+wGHjV3R1YmLaOiIjEREm2iEgOMrOWwG3AVYREuE81/3RH2uPdQLMM5XvSlvekrSMiIjFRki0ikptuAv7s7iupWZItIiI5QEm2iEiOMbMTgDOAyVGRkmwRkYOMhSZ5IiJysDGzAuBZd481ATezlcAAd98Y53ZFRBoTnckWETl47QbaxT0ZDXAIoa22iIjUks5ki4iIiIjETGeyRURERERipiRbRERERCRmSrJFRERERGKmJFtEREREJGZKskVEREREYqYkW0REREQkZkqyRURERERipiRbRERERCRm/w/IdP79rnSWDQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "parameters.VERBOSE=True\n", - "Spectractor(filename,output_directory,guess,target)" + "Spectractor(filename, output_directory, guess, target, disperser_label=disperser_label, config=config)" ] }, { @@ -134,12 +445,13 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 6, + "metadata": { + "scrolled": true + }, "outputs": [], "source": [ - "parameters.DEBUG=True\n", - "Spectractor(filename,output_directory,guess,target)" + "parameters.DEBUG=True" ] }, { @@ -158,12 +470,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2019-09-22 17:12:34 Star load INFO \n", + "\tSimbad: MAIN_ID RA DEC ... SP_QUAL_3 SP_BIBCODE_3 \n", + " \"h:m:s\" \"d:m:s\" ... \n", + "--------- ------------- ------------- ... --------- -------------------\n", + "HD 111980 12 53 15.0528 -18 31 20.009 ... C 1988MSS...C04....0H\n", + "2019-09-22 17:12:34 Spectrum load_spectrum INFO \n", + "\tLoading disperser HoloAmAg...\n", + "2019-09-22 17:12:34 Spectrum load_spectrum INFO \n", + "\tSpectrum loaded from ./outputs/reduc_20170530_134_spectrum.fits\n", + "2019-09-22 17:12:34 Spectrum load_spectrogram INFO \n", + "\tSpectrogram loaded from ./outputs/reduc_20170530_134_spectrogram.fits\n", + "2019-09-22 17:12:34 Spectrum load_chromatic_psf INFO \n", + "\tSpectrogram loaded from ./outputs/reduc_20170530_134_table.csv\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading /Users/jneveu/Documents/LSST/Calibration/CDBS/calspec/hd111980_stis_001.fits\n", + "Loading /Users/jneveu/Documents/LSST/Calibration/CDBS/calspec/hd111980_stis_003.fits\n", + "Loading /Users/jneveu/Documents/LSST/Calibration/CDBS/calspec/hd111980_stis_002.fits\n", + "Load disperser HoloAmAg:\n", + "\tfrom /Users/jneveu/anaconda3/lib/python3.7/site-packages/spectractor/extractor/dispersers/HoloAmAg\n", + "Hologram characteristics:\n", + "\tN = 348.00 +/- 1.14 grooves/mm at plate center\n", + "\tPlate center at x0 = 774.0 and y0 = 690.7 with average tilt of -1.9 degrees\n", + "\tHologram center at x0 = 1070.9 and y0 = 586.1 with average tilt of -1.9 degrees\n", + "Order 0 position at x0 = 805.1 and y0 = 595.0\n", + "Order +1 position at x0 = 1336.6 and y0 = 577.3\n", + "Distance between the orders: 531.79 pixels (12.76 mm)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "spec = Spectrum('../outputs/reduc_20170530_134_spectrum.fits')\n", - "spec.plot_spectrum(fit=True)" + "spec = Spectrum('./outputs/reduc_20170530_134_spectrum.fits')\n", + "spec.plot_spectrum()" ] }, { @@ -177,12 +539,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Width of search window along X in pixels: 100\n", + "Width of search window along Y in pixels: 100\n" + ] + } + ], "source": [ - "print 'Width of search window along X in pixels:',parameters.XWINDOW\n", - "print 'Width of search window along Y in pixels:',parameters.YWINDOW" + "print('Width of search window along X in pixels:',parameters.XWINDOW)\n", + "print('Width of search window along Y in pixels:',parameters.YWINDOW)" ] }, { @@ -194,12 +565,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Width of search window along X in pixels: 50\n", + "Width of search window along Y in pixels: 50\n" + ] + } + ], "source": [ - "print 'Width of search window along X in pixels:',parameters.XWINDOW_ROT\n", - "print 'Width of search window along Y in pixels:',parameters.YWINDOW_ROT" + "print('Width of search window along X in pixels:',parameters.XWINDOW_ROT)\n", + "print('Width of search window along Y in pixels:',parameters.YWINDOW_ROT)" ] }, { @@ -211,12 +591,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Minimum wavelenght: 300 nm\n", + "Maximum wavelenght: 1100 nm\n" + ] + } + ], + "source": [ + "print('Minimum wavelenght:',parameters.LAMBDA_MIN,'nm')\n", + "print('Maximum wavelenght:',parameters.LAMBDA_MAX,'nm')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Simulation" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "print 'Minimum wavelenght:',parameters.LAMBDA_MIN,'nm'\n", - "print 'Maximum wavelenght:',parameters.LAMBDA_MAX,'nm'" + "## Fit" ] }, {