diff --git a/CrossCorrelation/cross_correlation_notebook.ipynb b/CrossCorrelation/cross_correlation_notebook.ipynb index 1c2056f..32a489e 100644 --- a/CrossCorrelation/cross_correlation_notebook.ipynb +++ b/CrossCorrelation/cross_correlation_notebook.ipynb @@ -11,11 +11,18 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/theswapsha96/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", + " from ._conv import register_converters as _register_converters\n" + ] + } + ], "source": [ "import numpy as np\n", "from stingray import Lightcurve\n", @@ -52,10 +59,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "dt = 0.03125 # seconds\n", @@ -78,10 +83,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { @@ -89,7 +92,7 @@ "320" ] }, - "execution_count": 6, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -103,16 +106,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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xdT6TOnVAt1K3dq0vucBUfHhoSF25DBxyCHDEEWqCYYq/c8HFs9SUOkvqLGIh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\n1ImIiIg0gEKdiIiISAMo1ImIiIg0gEKdiIiISAMo1ImIiIg0g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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -143,10 +144,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "cr = CrossCorrelation(lc1, lc2)" @@ -161,20 +160,18 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 201.553125 , 1412.10121094, 2828.54304688, 3948.95050781,\n", - " 5370.02359375, 5750.04355469, 6222.50101563, 6664.92722656,\n", - " 5969.0503125 , 6770.80464844])" + "array([ 114.8515625 , 1609.60698242, 3141.08740234, 3340.31157227,\n", + " 5951.79511719, 6201.02866211, 7692.09970703, 7888.71450195,\n", + " 7347.46054688, 7964.5472168 ])" ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -185,10 +182,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -196,7 +191,7 @@ "0.03125" ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -217,30 +212,28 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 11, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" }, { "data": { - "image/png": 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dfvfXRkuGZlDX3iSzH4vvYY7tI6PcNorphJBpqaKw24POdrwZwOet7z8P4Kcd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\nCUlLwmdcGvafGK7t95KellQX9k+W9Gw4/jVJk0LP6bbw/qWJc8yT9Gt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"text/plain": [ - "" + "" ] }, + "execution_count": 8, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -256,18 +249,16 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.26645768025078276" + "0.2037617554858926" ] }, - "execution_count": 12, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -292,10 +283,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { @@ -303,7 +292,7 @@ "'same'" ] }, - "execution_count": 13, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -321,10 +310,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "data": { @@ -332,7 +319,7 @@ "320" ] }, - "execution_count": 14, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -350,10 +337,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "cr1 = CrossCorrelation(lc1, lc2, mode = 'full') " @@ -361,30 +346,28 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 16, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" }, { "data": { - "image/png": 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e4bNYyp+5EQ9y6o0ewvyUHnnsHK31XCtpRi1Za5PxwRIICZtTdXBqoQNKgQ+9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\n5pVNcsUhueJoVrmgcdkucfe1cx10ziqP+WBmz7j7jqWWo5pmlQuaVzb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"text/plain": [ - "" + "" ] }, + "execution_count": 13, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -393,10 +376,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -404,7 +385,7 @@ "'full'" ] }, - "execution_count": 17, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -422,10 +403,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [ { "data": { @@ -433,7 +412,7 @@ "639" ] }, - "execution_count": 18, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -458,10 +437,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "cs = CrossCorrelation()\n", @@ -471,54 +448,18 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.83333333333333348" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "time_shift" ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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cUe+ksHnvUR65rjmjr2xGSIiNyDYmUIlnAFMBJ4l8C3QAEvHc8wBAVW/2X2gX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\nfF1zAnApLWOMcZ0lDy9lQ4U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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cs.plot( ['Time Lags (seconds)','Correlation'])" ] @@ -529,7 +470,7 @@ "collapsed": true }, "source": [ - "## Yet another Example with longer Lingcurve\n", + "## Yet another Example with longer light curve\n", "\n", "I will be using same lightcurves as in the example above but with much longer duration and shorter lags.
\n", "Both Lightcurves are chosen to be more or less same with a certain phase shift to demonstrate Correlation in a better way.\n", @@ -539,10 +480,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "dt = 0.0001 # seconds\n", @@ -563,22 +502,9 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "500000" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "lc1 = Lightcurve(times, signal_1)\n", "lc2 = Lightcurve(times, signal_2)\n", @@ -588,22 +514,9 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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P4MAPH49/xIvdel/5CobHvQGn4ZluvcsuA170IvzTtqdhBat2bEYj4GlPwysv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\nXgjgZwB+ppT698KB+RKAIwC8CvnK/dXIi/7vpZT68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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(1,1,figsize=(10,6))\n", "ax.plot(lc1.time, lc1.counts, lw=2, color='blue')\n", @@ -626,19 +539,9 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Done\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cs = CrossCorrelation(lc1, lc2)\n", "print('Done')" @@ -646,60 +549,18 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 2.86241768e-05, 4.71238867e+06, 9.42481318e+06,\n", - " 1.41372717e+07, 1.88497623e+07, 2.35622831e+07,\n", - " 2.82748324e+07, 3.29874082e+07, 3.77000087e+07,\n", - " 4.24126319e+07, 4.71252762e+07, 5.18379395e+07,\n", - " 5.65506201e+07, 6.12633160e+07, 6.59760255e+07,\n", - " 7.06887466e+07, 7.54014775e+07, 8.01142163e+07,\n", - " 8.48269612e+07, 8.95397103e+07, 9.42524618e+07,\n", - " 9.89652137e+07, 1.03677964e+08, 1.08390712e+08,\n", - " 1.13103454e+08, 1.17816189e+08, 1.22528916e+08,\n", - " 1.27241631e+08, 1.31954335e+08, 1.36667023e+08,\n", - " 1.41379696e+08, 1.46092350e+08, 1.50804985e+08,\n", - " 1.55517598e+08, 1.60230186e+08, 1.64942750e+08,\n", - " 1.69655286e+08, 1.74367792e+08, 1.79080268e+08,\n", - " 1.83792710e+08, 1.88505118e+08, 1.93217489e+08,\n", - " 1.97929821e+08, 2.02642113e+08, 2.07354363e+08,\n", - " 2.12066568e+08, 2.16778727e+08, 2.21490839e+08,\n", - " 2.26202900e+08, 2.30914910e+08])" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cs.corr[:50]" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "9.9999999999766942e-05" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Time Resolution for Cross Correlation is same as that of each of the Lightcurves\n", "cs.dt" @@ -707,54 +568,18 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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hQ1jevTi37v1Q1ap379E5rsYf6nwvNOWiqUEVdNLzl/W1j1HYZ81HjlP43qnG\nniY9Pkj35aSXijj20xcSAufkG2mPwu/gacliOEjEu3uIQlIl1rj1kQVDzwhxRH1vbBptAM8Dwi4a\nDz+7j4GY5zPJKsc5R5lH45iRM8IQk4SkWBG483NgULKPOMYscf0WcUxEMXvTUPUdrSFYR2m3q4nj\nEIMfI47pcwdBCCtCHLVrrr1HLuLIrQGa5o+K72mRiJeavHLuRTEcR5DjnlfOBkKn++rOAVu1joDW\nIYmz59r1ctyU3f3CU3sgkT3CYhqJjGMu738UoeBxMTSXSL+IIYn2YT9pWQwHibQn3/fBllAVGxSF\nLLSE6bIhT+Ev1H0yozaO59fMj7JQSoihb4zANB7HuPm42hDwyxyR4HHRm69QOickVZRi36aOVq8c\nZj4QV4JHCv8cKXA2BIxE2BDUDKajEwhYgfdJ0l/JQKT22uSaV13XkOAFcThJEBHHcW7dHkfme3wa\nP89BHUePy8/nC/dlr60iDju+KnU/kWIPeL19HKoQofg8o+VEVCRh63Mi+jtaB3Qav8SIY/49aoFy\n0rIYDhJZkA3ZvfWhZA1VHS+EBVAO+R6GIOQsgkUbvzjt8SfF0R7n3Lpzjcv5de8e8zyR3RWJ7OA4\n6Lxr7LtVEB5SkEyiyKBwfLzvEvrUKt2UgPURISx9DzjENAbjsUGB+VyYphuEsDrH+I0zmuJr0xwH\nH6dPk3F1kUVgRLlgcAjG2aGoiQLVMdHjAOZkCsm2s89N1hcjC3cdBe/UJvhZ36+odckmeAcjx88Y\njoATAaq+iLKwLjYchx/yOi1ZDAeJPBB+gIeDbyBEeXL2RBlv0usihR8gjiB7KkIKu1IWV11yc+DP\nBy/8eUYcQzUQoxN6OE8eJCuIKITFoaeIE+lSG27ZjqPysq2S84nficvqnR5W03ECcpzIa1EoO8lx\nGj/orVEs8x3julUoi1u9r1wDMfohqfnerajlSDEoKRnnJcqGKllVDcchjkZPRoCf/3zNQz2+Hpdj\nsQMiP/stZ+L5kdGt5xcYggiJPAmuJDIoQHUcm/GA+7g4cxxRm/eTlsVwkFwKLHkUqpL02tbQVGUR\nG4XjeUTHQSI9GYitUvh2wY9l3OvbxPn6TWyavGn2IDkksVdW1RhXS6/6tuZgHIGua9unS1y/S162\nlbMVbBYv3je6bRotIQgOPUWhqpXtMcUFg2z8PC5DFH4bbpsSBVZ9agyNzOe4u/A9XvfhthhyLOd6\nVJqu8ECoOyfbAAAgAElEQVSldQk9f8198DVrjoOzlcRAcMV3mU9r2wuFbcZxRzflhCice7iHIdgH\nfTSbnc1/4551pUURza+hqgVxnLnknHFx4yOOkOPY+sgi5g58BLEJ5hz1s+TAezntF8gQ1BBT53qW\nHHoqhmbVuwjlHGW3cEhCPsOGhsNnu3a92xdxSDqum5rK7TTGPM1PPkLpovqOQl7L+PR/7TGVzf8h\nCU4hKW5d0qTjdgkpoQkZyb3gNF1BIp4RbZocZsnCaqvoSwKBuRfT/+fWQQiLDETDfbFDMTsavIZd\nBDFknHcyzOx8H7lwGPZ8+d5W4Z9b9S6CmAyKF57tjnD8IkeR9UWEOHyDEjm4pyWL4VByOIxlMXAL\ngUJSBaGqpmlhkCUVIYjBeFBRfNV+dt136JI1KJsSMurdbKtz1AVVjhnFrM83iKMaFH39EbKIiGLZ\nRvVYvad04Z4ZR0jwCuLg0FPXTZ+xGUwoHIrfJj2V4+r/I6XI8yNOpBYGWnI854kf6jxDkHWWlHVS\nutn4NRs8pdQYy5qF1Xr9JfznIdEAcewyEI1BWbfrYjtqxU7roswfabydvxn89HBJvuC95aewoCRT\ntO/O+XXvvpsXeFy/X9vsjh8SgjgMkIXcp8igLOT4VSCaEG9CT1t5sL5B4e0s98myiKAr/3zB85pG\nyRjyewOFCn/duQjlHCGUjXrh3dh34FmeJy6DFUdjaAIS/JxXuzBIKKndO2LledM6DOMo0dabHkMl\nPZ2rjcc3pHYTkvLTdJv5gjgChBKhoC6JUSzDcRhu1KEt7160bVYErfn1HX6abkOCD9ZxKOti4PUy\n39P5kHFo00MoY2AgRtcAbYYR6z5h3XWNYZLMMw9xXFjbd0He+WZ8h9PYpVaPRAZC7l8bwprGL2+H\nM9nXfDEcSvTDaVuIRIYj8hT2QRDWq/GJvxEXDpxMkmHEqu+mDCBX4XcuNGaOQ5PaXiy75TjYEFhF\nECEOvrbIQ5XPsLcO2HqNdj9tnxAWr9lFIg7HIeNAG3rqOw5VEYIofA+C8aORC7eGl2sRY8b1HW79\nRZ7CcE3tSvaLJKV4sqkoH3y0ZtO0nRAmrYuRjG7ds2XmSppsq9Ecx9YfjSr5ghCHkwZ+VFpvMYr0\nbq67rglJFcNx0JvIQkHl0fiaEgsChKJ3SWz26ZFQVaB3cm7/dhqyGA4lUc8n/TuHpEqb9DGbF0xD\n1H1QxnbMykBY7uOCB8MLrKZ02WHEqktY953bBuHciudXz88zcFIhLF5NDXmxIaAXvnAc8hJFSCSo\nUei6ua+SvQYvY0gjDj5Oqe/Q3vqsFNuwzZxtlVrFLuEcPR4ii4bshpnPhX67Qlv12sqpEoKw476B\nGFV/LjTjjFBq3UfM94zZyRgL026twm8cCjpOQRBDNd5jRohE3TRdTZoTil/J+iInqu+dd2eoyMLL\nmLrQ8IPTz9cdrKweEIRysApD0IwstspwaGShz+MsMqsWw6EkIrUABRmbbIjAQDg8gswRBcHZF9fN\ni593K3OLnmblt+7bNMqjQgzn135BX4s47AvcptcerQgixBFl1TAi8JoQmt5TmV541xDU43DoSRBK\nSwgDfVPxPYeLkkUiley2BX1RCIsRChuIyKBUA1Gff2mf3rXdcUthoDEQUNesEQrc6vqa1kuFfowg\n8q51Ich1P46jRbSj+R5ej/LZKE131QdG1DMQ42xQ6J2q58qJItWgHJJTJ+MuJ3LQhU4qRy7k95yt\ncxXVmZyWnKnhSCl9aUrpXSmlO1JK3+H8/QtTSg+nlN46//tnJ3k+Ud99QJNXR3AZxhsZi8fJi1MQ\nBPMg592QlE5BtN7L5DV14HTcdd+5xXBAm3arxz2EwtktQzAeIYtQoTSxb4He2XrTHINOTmuR7Pdn\n0uQ4k93RfMm2stc8FmNsxpuWIzB/jyrEo/oOPo7o96Lw9yK7J7TWGJrZKHqciIc4hlHuKSlpeW5s\nFIP02i3ND7kvSV+nkGfMlVkjFxUGrvvpXnCxbekoQOHcVTdxH4zKuzQlBHhK/sJB36B+ALjuoCf9\nMI+vV65Bue6gb/RL1AU7CoWflpyZ4Ugp9QBeBODLAHwmgK9NKX2mM/W3c86fPf/73pM8J3kwXCQH\nHM1xiPLbkBcgoSdebNcdrMqcMj76JPhmzFj1TthmUBkgxInU9tlOSGrdNXHjadznPjiUcNzQE4cw\nmOPgKmr2stv6i67ZxU4XvbUIwt+8KGqr3nXTdwMqVDUrUUEcJX5PCp+9Yw5hNdlZDrIw35vruFb4\nkpHWBdfQd2gNSq7hmebeuQ0fR7cYsn1uovAtZyHPueE4Aodi7/ESwrKcwnknyUJCm8wDDiVUxe/C\nXCfEBmV+B9er5GZFsjO2CQxBmX/AiSjV0GzH3PB3zxA9srXffcGJUJyWnCXi+FwAd+Sc35NzPgTw\nUwC+4gzPhx64fRnlWXohrOsCA+FxE9thdLmM7TAqJEKwOgg99cJlGCTiGxSp++CCLmtQ2vHqEVLo\nYccLr7kffRwOz3BWlVaWfpVzmzE0jr5XLgilI8UhYZ6pt1UZrl48k+N58jjLOJHgXN/BdRxMjtc6\nDpi/8za3sj6kKJERSjF+DvHvXZvHfejiSa+ivO9gw4V0L9ihYCTCCv+42XYNEonSt9ctl7GdDYTX\ncmYKVTHiqJmK9l0QHoh2gFTvgpeOO6H41hm7bt27WZeiF+Rv4zih7+vOTY7mlaEm7BwOo6t3TkvO\n0nB8EoD3q9/vnsdYPj+ldEtK6VdSSn8qOlhK6fkppRtTSjfef//9T+iEZFF8zLkVGQFZCFOanpBU\nknN+nRdKUg+WuQzPQGiEwqEngc98TmsHiYg3NRkUJ37b0X7a6kXdi+OgF3jDBqUJYVlPNPYs7fdG\nnVx7J2Noq4lfuobOMUA6zGMyg5RB0edYQmccwiqhJ4sUasHY0Wm6LpeRqvGTU+Md/RokEvBATXfc\nWeGrW1TDc7SO6nFsJXhNWbX3olaIWwehNQRkIBqOo75r3rjf2+oIA9FFXIakstt7VDMV2/nrPjVc\nxrpPOOB3LUAcjETknsqcZ8yRiBLdUEhEf16+44IzflpytZPjNwP41JzzZwH4IQCvjibmnF+Sc74+\n53z9s5/97Cf0ZWLpryPDcdg82Gz+F4+Ae/KzByGfcQ3KWA0Kp92u+y6Az7N3RLDXC9tM6buzlxUU\nDLKCABzPbyQFERiUiBzn9N1VL4VYVqGUuowGZcFpyIe6/an2pnNAjo817XbMtU16qRxnEpzSdHXo\nqUto5of7ccy3PWp+WMhuMkw97ejH3AeHNmrdRxk2iKMpGCwJBzDjUoE+XZO9d32ALBrEMfj3gkOh\nG15fYT2QhzjGQoKzs9T3TueAoYZ/GRG43Mc4zvO7Zj0WMt3JorxwRKhKk916vr4X1dBM+kWHpDbD\n2Bia05SzNBz3APgU9fsnz2NFcs6P5Jwfm39+DYB1SulZJ3VC2iMwD2nLD9byHVGoqhoIuwg97sOQ\n4OztFAPRIgg2BIOEqoLipqamQYWqZJ4cx46P5u9xhfDRoQpWitweQ3vfmuCvpHnX9p6aDYRXc+C2\nWyevWf6k75E+R2nvUedbg9J3PmcRk+P+/Nq0sH4vUOs4GOn0nWRPWcQxzYej5CRRAGa+IBGzSdWM\nvpqEgDFIIOBkh8Gea+xQ2FBVi0TteG0h0l7bmsN249SupX0XarID84Al24oQxKqTpphWeUfIBQAu\nrFdhqEpfk/zPemRbHFbLZUikw3NMT0vO0nC8GcDzUkqfllI6APA1AH5BT0gp/bE0b5CRUvpcTOf7\nwEmdkBgI5jjk5wZKqvxuPS/nPCEIxyM4ivs4WM0ZIE2oqpvgsJMBwntIS+FWU8Q0Z1vxJkUbfoGL\nt1ORCOC88PQCR4WBNd7PHuR0/IKOCOn0HXnZ8ylLVpWJxw9VETTkeLKGCWgVvq4EjwzBSiEODmEJ\n4mjapzdZUnacjWiXbIV4vRcw49W4eoV+dQ9x75p5N0SdhaUNiijLjg3EWPd3N9fMKcV8L4IkixaV\nWUeDHYp1nwxClTkespzehW5eF05iiZN5WOuH7LiEhVvkMoWqjKOpnC6N4rVjCqjivqJ3LLLQEZDp\n86N7HK4tOw1Znfo3zpJz3qaUvgXAawH0AF6ac74tpfSC+e8vBvCVAL4ppbQFcAnA1+QTrK+XF+oZ\nBys3z/q6c/aBNw9QxW9zrp4C13G4CKUghTZF0O+fMy3aMbOhkdCW91II4rAEnxia6TxGXECvPEIb\nSpDvCj3IHU3u2IMsWU+ShUOIo/HK+xY1jVlnHrVKlHtSCYKoIaY63+Uyihff1nFEZDoQh6SaOo75\n+yupbedLUWLDiSSf1GYyXV8zumrIyjXMWVgN4lAoqxqzKWxTwnYqxJRSRVNtOjZxHxTa5Fb1UZdl\n6Y6sHZOcJyPachmV++K6jOu6Dut+tIZgHLF2jK44Jn0T2lKGhuYDMKFn7cgVh3Jr34UWcYjDOo1f\nKfNj7uO05MwMB1DCT6+hsRern18I4IWndT5CfF04mBSneJQxx+F7BLIQopDUBScdd0IQsvgt3K7p\ntXaRP2O9wpizaXRm5lPW1lrgOb1E8nIBuvGeNQTsQe7KqmJPsfE4B40sUqNoeH8No0S7ZAugVAqy\nSU0dKjnOmyMJWpPf5Tu65CCOI0JSnTpOvebpexoSXJHa/jgsOV7CeZ3xpnU4r8kYU8bMu+Yxt913\ni8HKE1pOM0Jb9ckxENXY870TpDP9PjtRlKY7NAiV07StY9KsCyLBJaQkDgUnQax6py5jNhCHe6L1\njToO84a1e4M9DmDR+rq3hYFA1SO60tyOWz0i84RPKfM1VDwludrJ8VMV8QCikBRDQ/YI2KBUj8Mu\n2qgAUMhrrkCXEBNzHJL1Etd9kAEib618r6v8rOcXh6RsPJbTaxvEIchCcRw6BMAZRlwb4VeU1zBP\n05PKqVGQZomsFKXNRulVpZSiJs21Yvfm8xaxzFlweK5wGRKqEgSkQlUaicjxSw8r1xBQJ4BBbxGr\nkIXymvV3Mg9UDcRoUJZOarDZVvO93uFQhBXlAaKVDDMm0z3nSjISe3VPAW0g2k2qhE/kosfKcTiG\nqecCQ58T3bIeCSIXHKripJkm2+qjrI7jqpMSqmIEIQaCxg8bTyGKQU6/55xD0lwMBBNtNbfcLlrh\nPtptTjVhp49f03F13LVkyXRtgV5KuuK3KgjAS5eMFAR5nA6X0etUUwpJFSU6KGXJseax8j1N2m3v\ntEnPwn3AntPgKz8mikel2IVD0efOHAeT4yXttjEQfkiKa1RqqMreixq2ma6Nw3alTqQOz1lY8Pmb\npHkdef7V8On5JZsr2flRhlmELGIOrXJimrOQz4liN9csThSHecdcKspb9C3vFIe82uJJ/U7pLKko\nw1BnVQFHOKbl2iJD4yOU05TFcCg5LAbCIohDerDy+3aHZ3GBoKRWrh21VhYDsaY46qakDrZxV+E+\n9MuyUQiCuQwTnlEvsBB/+pqEfO93xKyjkFRVotP3y94hHrLQHIccr0tWQQwBQuEq6ibt1iPHxViS\nURSDwsqPEYeer+s+2ni8XzneJdtjSpPjroHoLH/DoSpZLjZ9N26rzuS4DreN5FCU8WLkauorX7Mo\ndT3eIAhCZY1BGSpai9K0NWouad2CRAKHgkNMbvh3qJyIl/reku81fRew739KrVHUbdj1OOuRkqAy\nO5wX2IgG3Oppyl4cR0rpHIC/CeC5+jMn3QLktCVMu92y5bcP9jpKo2VDw6Gt1YwsZCFJep2MN/HY\n3jMEc5gkt3uIX1j3LZcxiLKshmDVKy/bSbv0Cr10u3U9Htd9KE9RGT/jZasXUsf1ddqtrqLWSlQu\nMa77sG3SRaFqElwjiHMrzffIOIyBaEJYTqgqeZlHhCy8EJZXx8FFjPY4bSFhWPQ4ow2Tjpstx6Wf\nz8Gqpt3qdNkIZa1mL96MN963fRfikJQlnbe0Xnjd9X3bn6siyM41BNN6tO+OVxulw7kW6VZORJ/L\nZpzaszOKl3vBrUI2NM4FgIUTHSmEdYbpuPuS4z8P4GEANwG4cnKnc7ais6qA9sFySKpNl/M9AllQ\nMn/aRCaBeQMhr7n1hxQZeaGtcTY6df6I/tzKXeQWWdTv9hSHwPYyHpGagUEpWTLKU9TptVpBaFKz\nkuZwlSWH7XQII0IW+poPZo9+UkDzvOL51/Yeerwo16IsUf7v3fGokHD6OyOCJoRF3IdkhnFtBHMZ\n+h416Ev4mAzDD3HtChc9shEte5c7yKJzDEpJu+3ZobCOBoewuKutNShVsZf5hCC0M9aENgPOYlMS\nVNp+XtNxPNQ/nY/8LueqnbGyS+j82QsHfqJIlFV1gdqptNzq1Ws4Pjnn/KUneiZXgUR51qUlwDlG\nEBTConQ5JsG3xXBYZGGQiArbyLGkKOmx7baOz4t/yGi8qXUvpHmrIGSR6zTKlVr8jDia1uBNuqRP\ngnvIQnt+ukbBhB7KeGeVpYzPjffqJksox9fjgFKWjAhGCQsRYV+MaJs6LFXd+lxkC9riZavQkw1h\noRwfQPmMhyA6R1lyexQd8tJbvnIrEplXtqBNCXkOF0r2lN67nJ+b5TLqWvWQqN4TRR9HelvtCmHx\n8y+9oUi5NhxHM+47Gpe3tc+TGJR1N7aFhE6693aY0BejfkEuJZVdJcdI2rA+R93zSn6X+YAKbXPW\nJiGOhuO4isnx300p/ZkTPZOrQLgQJyLBrwQkeIGSlC7HyrJmYgi0rUiE4XPxjhwEUVINHXjOFeWa\nE9HnKtWvLbKg8chA7PIgSwy6I2UpSMF2u424DA7PNIhjVqLaIxxHuEpuKEoO5jtbr1mOk+eaiTY1\n2WQYDaOan9AR+d6S476BaLgPev5Rhpk2KDoFmfmB6RrquXnp2PUe+dxHDWHVe6e9bJ3WLWEncy9o\nHXn1PS7iIK5BxouzRIap77wQ01gcBOYHxVlq2rD3sn7VtZXEFequMOTiHPI9Wql3sDEQ1B27FOFG\nWZtPgzqOLwDwd1NK78UUqkoA8txD6poRUaKymHmfcc6GYrKL4TNvZynHWdM+GlW5SjpuC7ebtgkz\nrB4T7TxYYHVd5JKO6mXDlLiu41nqcUYiHMvmmHUTVimpwALnUa5ZhxhEgXDLcMuJ1BeeEYcNw4xE\naisD0bVV0WXPCkIW9ZphjlOQRUnTlc9N55Nm4+FlSXUB4vCUZRmfjy/3Sq6Ba2+k/qJJOBBLJvem\n62uabmrXha1pQblm39CMrkGZyHe062X+v9mLvBg56SVlUTwbAl3f4TkaHvqujUDHhh9cd22FuCSW\n6GaWHRJ0tpV+LpqU1+eyGUas5y4Q8ru+hjbSMY035Hgw/zRlX8PxZSd6FleJFB4g8gg47ZYQSmMg\nVnOrkLJw5sW8so3U5HOFHCfva935LURW/dQmggsGVyrEJHH97TDiGTP3oY89GZTOzZ4yHIdCR8wb\nyPfKNXvZMG1Bn+ImjBKdroNRllWibUycx3W21YqU3BSnrwhCe/KGNNehJ4ezKMhiNijchl3OixFB\nQ44rZKH33dCGRhO/3IbdQxxeIWHfJYhdHZUhsHUZ1qFwM8w8ByTDGBTtUHhcmVzLem5yycYvRByd\nRRYtr8MhrM44LIDwgz6KFwdHumCnlBTqr+tl3U/zz6/ru6bT8SXdV48XZ6xBKBZZsF64sLZh4SiJ\n5zRlr1BVzvkuAM8E8D/N/545j11TcrgdS5tkQBsIa+G5XiPqalnIbuJEattzUcbVO5JFO80XD3Iy\nKE2oaobJLfGnFT4RdhTX17ueyTx3vowP2VcQFA6JsmFajoPn+55lQwi74ZxaoyK3JMoYktCWvobS\nzJCM6FE9rMw4hXMAGEQwsMJXJLse50LCVWBQmpCXvkdOvF/6fOm5oiy9azONHefvLtl5zTWP7nop\nZHpnjXH0/EU5HrWONNcg72Idt+soKtwrISnOYOyqYtdr26JybRTb9aI7UdvjSJdd65hKGUCjX0bR\nL9T2Zx4/t+rRd+2mc6chexmOlNI/BPATAP7o/O/HU0rfepIndhYifZ7WFG4pLUfO+SEpLtzRiEMv\n/mJQKL2WDUp5KQz3wS2j6yL0+vPwIpeCQeY4dI66vuajsq1cg0IIohoa9QIHCMIlhGm+JkE1spBb\norOexmwNUEuO1y67erz0tmqyoeJmhhqJDOYedeX7tWECVPv0xviB7gXMNbuV410yMfcy36T71uM0\n1fIjIQ66F40DQoZgUE5O37UJBHU9UkhKhWej56ydIhPC6luOQ5yoZnzOYNRIVGqjGHEMQ22KqM9V\nwsLNNY82sUQrfI1QKp84dettdsMsHMeqfB5QyGJN5Pg8ftB3JrR9mrJvqOobAHxezvlxAEgp/QCA\nN2LaI+OaEd1BFogrNeVBH5YH6xfoSMiIjyPEGSOUsm0lvVzsTcniX3cJQ4JZ/A03obOnPENAXpM2\nBJZYrshl3XduOiagM4BovD+asI0MB9d3TF6z4ocUOa6vQZSl9pqt8YOjIPyCvrIFbd8aFG10TQhr\nVqA6ZCRKt4yTQZFqdr4XXBi4JaXr3SMzXxlRET4nL8QU1a6s120IU5BFcSi0cfXQmkJHXn0PNzOM\nyO7K61huYjPqe1Q5Do1EOfVdQlhuyrqTWFLQuowrQ7CeN4TicYs4bEj6Atd9NQXGhKb6FjWdluxr\nOBKAQf0+zGPXlGyGceIf5gfL6bhNnvX8wM+ve1MJbg2EA597u4/GdlTzFQm+UfO1oZG13ncdMBPo\nujndpNg7c4zNOM7Ku82GsjHr6h3pgi6NRCKOo0tOBpB5gVtFIEqxSceltFttgIT4B8ibVp6/zjzy\nEIRLjnO8X4dzVLZVQyDz+HwcAKYz7zDCjPvEf2REu0bpHkWyd2niM0Z1L5gc1y1KmvRaRhzm+Vcv\nW4eejnJMWo5jWkeSQNCS3ZbX0SEsb7004yqbT3Mc8m6KYbIkuDV+OnklQt/mHaGU5ZYfrPt96HPh\nLKla6DcbFHJMZXz9NDAcPwrg91NKr5p//+sA/tPJnNLZyaFkPaz4wZJHQKQ5V5vWkNRsCEZ7nDUh\nCO1BrtTLsqX5g7P4O4k9j7V1c9+l4u1oJbR2FIR02eXMEEEoHhKxHIcKec0vnAkxkGfJ7dPLzm0b\nItM763Ear7xrja5Rfjmb3lZ8DRKecdNrPe94tE0RNQch4Z+UbChM5hryeq77kOvwQk8dIZTpGDBI\nxGSSBa1I9L3Q4TxNjpsWJW64rTWitV4DZZ6+RzWcY0NbYrPYGAMwCSE6JGU4scGuo0ubYT4Oc2I2\nzLvqfb5HwmfCiQHVWeK6DOYmNB+nE1E2yrhKjywzf7AtSmoYeXpnD/g48z08NyecMJm+Fgf0ag1V\n5Zz/n5TSb2JKywWAr885v+XEzuqMpHAcvfXKw6wqZSAO+jZ8UrZqDchu9jhKqMqd71Sa9wmDeuEl\n08PlLAabPaX7Z3ne0c5xx/vulbJswm0paJ8uoYRxKMeRe6Fbi2jyfYrrT89MZwzp+H1VioCXjrvq\najy+hjEovZaRiNNmQ8aYpNbkOFeUy/l65HXf1ZbxNQurs9yHNijuuN3mVofzoBR4CYU5yixKCNgK\nyhKjq67BOBQZZjwlq9h5vQzKAZIxt6CvFOixoQmQ6+xEaQQ0ze+w6uo7IGuEs6fk75qn0byO4ROV\noVnr+eqahccEKNuq04WE5DiuOqx1JEJnYXbd1ZeOm1L6uJzzIymlTwBw5/xP/vYJOecHT/b0Tle2\nQ8Z6VR+gDlWtOifbqlj+OV5K3MdBLzvutfPXfSr7aFSlKNlWLTmuxzUMT6iL6fy6r4u8Sa+18Vsd\ny9ZeEyMLr6J8NSsmE2KYjzOdV9u9VDzCJqwyK5QmJJVsKIFTWTllmb3soix7G1bh7VhlnK+Nx1kZ\nT+dUaz449FQNhFWucoxOFfo14RnnHunCQGNQUg3bMSdSr7meo8gwZKN0XcThpumOJhFBG2Oz8ZN6\nPhp9cQhLvt8PSfkFfeu+NQQN96HekV4hXe3UrZSDmFJW460CjxNLaqGfjixo501HItZ9zWC0410x\nrlx4LO/ztnFYJ6L9aiTHfxLAl2PqUaXPLs2//3cndF5nIoeEODgvu2ktsCVugr3jeXFKJbnhProO\n22Frxgsh6MJzf/OaJB7kDLnFq/G8HRu/1cpy/zitIA4ARGqOBc2w5yexbI/j4E2KNILQaZSsXMdc\n9yEHarxfrqGEc1Ta7dYgkTaE1So/OSeqB1GhJFECHHoqypLqKayX3RpFk75bjByM922MaxiGqc9N\nI5QEFc6jMKK55nFGqB7KmsM/8txl/LxDmg/KQPRdUska/nqJSHAOYfG9WEsvKScddyLBWyetIo7R\nII52F8Na96HP5Shy/BnnVo0zVkJeZf6oxlO5Dk7Hlx5zOrQFTIXEXN91WnKk4cg5f/n8/6edzumc\nrUhlZzEcsqHKXN/BHoHO3DhQ9RraQFgSvBqUdZ8KyWUWSO81cJO028k4aG8qoRq3raM42KthZVlJ\n81ZBnF/3rQc5pyYCaF5g60F6hkYVsYmC6CVOb+F5jd/XWHkZV+fqKUsdvzfkuDI0fe+Q44IsvDBc\nQqsUVYhDh1s04rDkuB0v4ZwgG4p7TzXZVh3ccX0No7pHEoKR58kbS+ljSOaZx/eYehB9zcoBsanM\nar3kdr2YddRkjHnI0josMu69a5JMUdY7efHynQLGPKeL+3M12VZMpo82bKcdUI3utSGQMR252Awj\nulRTk7m4cUr3PxtyfN86jl/fZ+zpLhyq0g9WCPO1yhWfHvhsUMz4/GAlo4NikxVxECfCi19BUl2U\n5MHtYVQGRcFn88LrxazTax1ksRl9xKFj0/raIo5DsnPKOPE0qy4oVuvsC69Tk/U5mfmqytkjx818\nLwzDxWrmmjtwdpZGEF3SoS0cQY4LErHpu3KubqEfV4gbI4pmnNNfOeQl58gorr0XTpt0qnUxiDah\nCfDO27IAACAASURBVGFJ+E+eNa9H+f7diMNmVUXcF6+jdWc3O9NciTYE5p1STpftsksIgrkJ9f5r\nMl0jFB250N23JZnlQHOfM0KR6+O6slWXsF51xQE9TdnFcZwHcB2AZ6WUPh41BffjAHzSCZ/bqctm\nGPEx5yvE1ByH9ggOVSW45ymUrIeVZFtxVpUtYuIsLC99Vys/7ZXpc+cW0zIu/3v1HUKatyEs6rdj\nMkbmF763XEbJqtIx5cEqCLl3pScVcRkVKdiQhA2rqPi9g0RMxlAHgyxc5FK4A8sP2Epw7X2jjjuZ\nQdLSBCDSXM3na9PGmLOtIsQhhiDy1uXY1bgC8goPo+J7jrjmFY+T920RSlcyzDzEyQairheNykYT\n2ry0cQyKete04+CFcyT5QlKTN4M+Ti3Q08hRcx8eotX9s7STpgt6bUNR++7UsK1C8UqP6FC18KpR\nCOvgagxVAfj7AL4NwB/HxHOIpnoEwAtP8LzORA4Hynoo3EQuYweG7K7elPEUTCW4IsEVl6HnGy/I\nQFUxNJF31CGleoyKOPyUUk12c0phnX80x8EepIdEOjM+2ri+8srlGF7BYNe1x5dj6HPaukhkNLUu\nLjnuIA6+F23lOMrv8jlNdoehKnXNvZ6vx5N3j+y1MffRd3aTKt5JUOaOajwFtS76+Qt3JIbA3iOb\nKKCzsHxkQc9fpWPXcUuC995xmpR163QxCV4Qhya7x1GNd+i7utYliidO3XQuowkve+E8fjfrNbTO\nmHRvkOuozVJzQSHrvrNJOb04JjYFvZMQ1hmFqnZxHP8ewL9PKX1rzvmaqhL3ZApJpaIkdHbDWj1A\nMSiHKoSlPQWd9bDuOzx2eSbByUBwCKvua0weZK8XYV3ME7ytXlNd5BahCNzW7RSMQenb8JyMi3dk\n4fn0nZwuG2VVRQolpbZgsG5exG3YWyWnlaVBHDkXJa6bEBoPsrfptWYL2tQqRVG6WoFLmu70/YjJ\ncTOOcr4l7VaNMyciY6ERlWtQ2VNmfMxG+WlyXHfZ1ZxFMbpuooBFHDUzjAyE41Csus7lONhArMtx\nvP1bbLZV4TjknaJ3h8NwGonoNd8XR4OdNGWwKOQ5FU+26fu15xU7Y1WPHGgDsa2Ri6nl0NGG5lAh\nlPWqw6VLujb7dGTfOo4fSin9aQCfCeC8Gn/ZSZ3YWYgOPZm0WHqwOiSlwzM1xjl5rimJR5DLcYBp\n0bhkV1+5kpxz+X69yDeD9bLLuWskopGFUpaWy7CoySVBFakZchwhskAznxVBDfN4bbL9vHzedChC\nIlWJwiAO7zhjzkZZspfNrUK8e2FaixDiCOs4vPTdhBZxcIW4RhbKEbCdglXYTl1zRRyjaVGiOQsd\n7/fSdFedj0SjeyTvDhsUN023WV82K7DWg9j1Imu75T5s4Z5GInrDrlGtRd17amucuohntO8Ut/3h\nwkD5nOkLVxCHJccPTLZVPf5BiYCcTZPDffcc/x4AX4jJcLwGU5v1NwC4pgwHh6Q2Ko3WjCuYvF6p\nUNVWednOQjAtRzrVBZfG5RgDGRTAek1T7nf1sEwFugO3e5VDbklthWjk2mavSY43KJh8bm66pklt\nzWXYvHzrNUXkKJOgovxK2wxCIoAd5/CMVEhPBC/qPXUQijaumsvQaKcrhkBXjlcSnJFCVYrUnl3m\nJ3/+kVvKEipjZOHxPVttIDqFOJRB0cpvGGtluhfOK/t3yPhQz9XNkhqn1uMyziHSOl+tFzE0vW9Q\n+q4tAKwch+XQmNerxnXaARCY3mNZIxJeBuZ3yhiaNkS66vy6DG//9SlrUwyUre8yDqhK6zWGRjum\nEgG5mrOqAHwlgL8E4IM5568H8GcB/JEn++UppS9NKb0rpXRHSuk7nL+nlNJ/mP9+S0rpzz3Z7zxK\nmpCUSq+zoSqfNK87AOrxNttqUuyqC67mMhTs1em4sgg3g427rnaMm8Xfec0J/Rz1YfBJzSb0oMYL\naa5gdZs9ow2K56Gi3iM5J1PlbDN3TAjLCc9octymptputzojiWPWJh5vwnOk/HS9hlNRLq1O3Pnq\n+JxtJZzCmOfaFY+baMJzOmznGxRtdPW+G16SRdM1N9H4UI0fd7W1DsIYjPuIw3AlqTpjHJISRDBm\nS4JPWXu1QE+38fFCWMxlVHSvs6TqcaK6jGkPHeIT1TulHccJWdTQk60faw2EdnDXK7tJ1WnJvobj\nUs55BLBNKX0cgPsAfMqT+eKUUg/gRZjQy2cC+NqU0mfStC8D8Lz53/MB/PCT+c5d0oSqhtYQcCW4\neBtcf1HmdxZ6yjF0Z069kVNN7RuJK2m9nb7TnmI2sNp6R9WLL4YmyFHXxrJ6NT6X0b7w1YhGWTUS\nErLjncmqAWxBnyVyrSdnlGLfjnfJJgTo8I/udqtj2Zx2q69ZIwLJwuJ7wYkCXIEu5yWKvrmnlECg\nuYYxW+7DGsX2OWtkoVOQbeYZZaoJ4ujasN12rH27dPaURhwdhaqi+p6I+6rjNrS5UutFIxegchzN\nczb3QjsUttmgdkD0uA5JaYRaG5M62VOEOEx9h2MgJLQFYE4dbh1T3bpII5epHuzqRRw3ppSeCeA/\nYsquuhlTW/UnI58L4I6c83tyzocAfgrAV9CcrwDwsjzJ7wF4ZkrpE5/k94ZiLHlve8NUErwzhXs1\nVJXMQtAIRafXdWletKaOI0IKKh3XkOPVAFUkYpWfrlr14LYQwvJCNoqAFHvMcTgIYs/5ZbzfgTjU\nNUgVtYyPFM7h8VXXmT0iPGJZKxpvu1RNdq8aQzDN4bTbkBz3yPRRh8I0JzKWMQ8pcC1KMTSdRRAe\n4hgiJDIwV0ZINFT4fkpxHJKM03R9xJGLY+BxHMzT1TXf0TtVkYJFHA6CGKPwLxkgxYnI/1wnIs9i\nra5BZ1WttN7Z1mvT/JBO35U9g9YKifz0m9+P7371rTgN2ctw5Jz/Qc75oZzziwH8ZQBfN4esnox8\nEoD3q9/vRlsbss8cAEBK6fkppRtTSjfef//9T+iEPu1Zz8BzPu4cAMw9YFpoqCvEDyk2abIeFBIp\nHsRoY5YMq6dUwGogTGir8xezMRBD+1JsFaye4ro1FCbef1m0lBZpuAllRP3K8dF94ZtwjoqJC0Kx\nNQo626oiBZ1tpSu7TX6/E2LoiBw3nWiNl61DWCjnKMfTIaZi5IIWIsb7PkJZejsG6p5U3CwRILJb\nIwLTQkTxNApZ2MJA3wCN6jiMOHSaLj+3hoNw1pEZH2Luq6yXno9j73XOuUnTneaOFmW7qFz3pPLr\nNUzCSd/ReH1npW+bRkfrrnPqNeo1c5JN5T4S9IZwuhWJDnnLuaxX1QDd/L6P4LW3fRCnIbsKAENO\nIaX053LONz/1p/TEJOf8EgAvAYDrr7/+CQX9fvFbv6D8vOpsiEnHGjWUPFCGwGQ9rBSZXrKqbEEP\nIHHXlsjbjDZ11HIfVYlmVKNkKtA7PV/BbfUS6dRE+b+S3Vbh786qqtdsQxVwFYruYaSRiM626kWB\nawOhQk8cvzdKbn6OpleV8srZm9Zhm5qCPJo0Xbk2FykkW69RkEVSKCs4zpC5dYm6dwqhyFyNssw1\nKOJXz9fK1SPHLffhK9EJxdV7Wp9bhCwqsuyc9dUgDp1tZxyQ+TiaHwg8fw9xrHrtgDAPWJ2unPU1\nt6nvenwgwzQdb8rCLP3i+nbNaz3CG7yZ5Bs97tV9UEj90HFwT1p2ZVX92yP+lgH8xSfx3ffA8iSf\nPI8dd86JiOE49INadbg4501vh4xza51tpbMkNCStpJnmDeQYuudVyZ4aLGehi5i0oRHQOAz0sqis\nKk8R2GKoFj5vdWigt4pdvxTa47xgPMia3RJzInV8zJX4LeMKTZneVk5dBu+nXdFUVRyj8iCZQ9GI\nQ47HNQ18DRHiMDsAdglXtmo81XG9x4VGFn5LkzYkxQkBmhPRqaZm4ycvHbfT3IefQGC9b98QmBDW\nfN/C0FbOOOel6Q4+QplQnIzXdSEGKCVG5TqNtkXrE89YnS6dGq57WHnV+NtBh7ZmQzC/O9rQyLjX\ndYFrTsy4ys46v9Ycqsd98Pi8wE5YdhUAftEJfvebATwvpfRpmIzB1wD4X2nOLwD4lpTSTwH4PAAP\n55zvPcFzKrJeEcehQlVb9aCecW66hfzAa0jKbvCkQ1iALM5a9xGS4+plEUOjF4kOSfHLYuK3oiwH\n7a3V9EebRusjDo+8PCrEYDzI4pXb0JYcQ3uWLqmplGKEOLZjLr2ceYe+XUVytf6Cj1+Px3uOT/Nt\n00JNjrs1LTo8lzUqgxvC8pCFNn7jqHteQV1b231XxrmhpNwjzxiPdO/kfybN67ifPaXXRe1IawsD\nQ46D7sV2nGqdNBfXPM/O5w0NWhsycqffnRoiNVyJk3xhQtKDzbbS16w7VwOWm9iMPoLYDiNWs35Z\n0zul0/114eHqKkEcAICU0nUA/hGAT805Pz+l9DwAn5Fz/qUn+sU5521K6VsAvBZAD+ClOefbUkov\nmP/+Ykw1I38VwB0ALgL4+if6fccVTXZvthUCRmlx7BEcqAdbM5g0VFUIQnsibojJpuPqkMSU7NZ6\nhFbROF7TaOO98v9mtJXmMq69JtPtVHlNu8lR1RIi1+/VCt8gEUXwcmM/me9lz8iWqHI/hRy3leZV\nAfKmRvI5TbLXVFMbqqrn6pPdelyHpHTdxzQfZdyQ7Aqh1OdZx3RISocwTUKACsOUAkDNZVAhoQ6R\nmvUi6y6p56lQk3E0tDJT43WnRx+JDgqVcysSPR+YFL4JeRbOwqJpy3HM42QgOkGWHdVAqZCUvheb\nwaKv9ZwlWbY8EMQxc5zaCZTP1Z532c5XjqbWO3IubZZnLlzp1RKqEvlRTNlUnz//fg+AnwHwhA0H\nAOScX4PJOOixF6ufM4BvfjLf8UTFGoixZE/pvGkNDTWXoS3/qpsarAmnoBcCILBXp/XWxa/JcV2U\npMdLyxGCybX61XIZuoWIVhDy90GT5l37AhvE0Sdc2Q7NeJglY7KnWsQh5DUriJG9YycMw2EVMRya\nHJ8MhOYBqgLSVdQAyiZVHHowNSdZG0u1/ekRISzhgZpKc3V8N31X3aOq8P0GjuaaR2sUTahKQl49\nh7yqQZE9wXWarkFHQ+toTKFHZfy04zDWMK/lyhTH5SKO0ayjae5oDEqUdms5Di99tzY5XPedKeiL\nOJE2zGsRh8mG0iFVRY4/fqXux1OypPqAW+11wXANYWmu9DRDVfuap0/POf8bABsAyDlfRG14eE2K\nbless6TWXfK75nZ2hy79wGWubFbP4yaP20kFlH06pnG7OAtnMVCoqq8Kghd536WCdOTc5XOeN6U5\nC9nTXI4jx96MflaVhucmC2ewyrVc8+iNj0ZZVgVhwzC6LsNuKYtyfMMDaO9bHUdfm1aigK3L0HUc\nXVcrrnUWFu/0Vw0ByrmE5Hhu0ZfwMV1CcQIAygxLFomY7CkdqlIhL0OOZ7su5JyY45D1Io5GRJpH\n6btynE4hWnZAhLi2hqYihek4VUnLuBu2VYZANydsDI16d/RxeJ1O86vDJ2Fne49SCakBMBEHs1dO\nMYqdMRA241FHLjpzPOFj5JpOWvY1HIcppQuYI8cppU8HcOXEzuoqEOYy9H4cZmOWvn3gnCUB1NDQ\nuqMHPr+QqwaJ1JCUVpaT97Ij1VCFGDYmrluN36CIP1u4Z8l0GY8UgTe+Tx0H74YHzJ6/Yzgkri+I\nyVY5t0qxzQyq5Hj1vlFqV9jQyP9Djkhzrdhh5sv3eJlEuo5DG5SGHM9TokB0LzhVGmiz7aJqea0U\nveysUSldvgY2ooIsGLnqcNuWrs2uC+V0eQjVPH9bkCpz7XyNCKa0bsNljNkgV43KB6XYqzOmQk+m\nxkr3sKpIZQpV1VDY9LnOfK910hSX4WRVyQZy8v013d+m9U7nOhq9c9Kyb6jqewDcAOBTUko/AeAv\nAPi7J3VSV4NwUzHvATJprquxdSuSaWwKPUnISxsI63HoRTt9b0oaVqu6jz4hz8BvM3Koqn1Z1koR\n6Ji1RiKuN8WKoK+KwCKIdj57kKIUvRBDUQSJFMfcToNDFbqmoe+t911CVUyOq8JAoIaetMdZznXM\nJhQGxE0LOzYohjR3QlJ0T5vwXKbUZPU8TTfdVK9Zk+NaifK+HtM4jDLT3vTIiGO+Ng+JMM8kfw+z\nrXR2nlkXso5GXHdQe6HJXA6FATXzkO+dZCoy96Gf80plVU1GtB5Dd7s1dSLqOI1z1SVrUJSR0xXo\nkiloQt5kFG3rks4cR+7RgeiRvhq/jbp3Jy07vyVNbNrtAP4GgD+PKUT1D3POHz7hcztTEQQh7Sjc\nrIfRkuOay6iL1j7YFSGOjSx+QhyCIHSB4TRft0HoioIcaNyH1fWcjLdOLzy/FMxZ7EIivVn8tupa\n5nLsG6hZTL3yXIGKsrSSno7tF7Hp3j06VDWae4HyHYYcN/UXdv8OuQarpFvlN4xqPPmJApx225Hy\nKyEpHpd75BgUw/eo8Jx+zm5/LuIyts616fAPG9eWNKfsKZnfx1lSEUIt1+YagnHHfJu+q8luk5o+\nVOQo3RhSmkNVhey23XH1FgnT/938jlfDJH/3nDcOedteVdUZWysDUcLCSi8cFD1ik2xOWnYajpxz\nTim9Juf8ZwD88imc01Uh6znrocYm5welPYWt3WgFaCHjulMPdrBNy8r80eE+5kwM5j6YsB0dTkSy\nZ4oXNNrFXGLWAxuIjkJb9VwvbYamclj3mNJIpMmSUYpD5rInasdtGEYyiXi+Jop11ouMybiOibuG\nYGyJX8l68hCH5gHcZoZRCCtbhW9IcDKKcm3a0AA19KS76co1m5CUukfu5lXDWPkeMhDjyOvChqR0\n2G6rSHZ9nJo9FfWqGs26M7UO5FBIhmEUtmvQ/UwUN+uLyW5VJ5TpOUuGYU3HrR0FpnVK4d8+GUem\neaccgyKkec5VH6y7VAoJbQeK2tuOWyNNY6PJtjpp2fdbbk4pfc6JnslVJrLTn1j/UiGuIONm1KEq\nHWvUoS27+PVCAKoXVLgPell0dkYZ19lWTs65NkKG+1Dejs70sK0fRseg2JCEz3GM7riXXisvPGcM\nDfM5yQtqveyx8b51KMEYDgqfFMQRKj+bpit/Z2J5+p94Ayeu35DjOrSlrsHbSbCQ2mM283XYzmSe\neVxGOiIduyAONA5CRRB0zTNnxUZ0chC843RFGRtHo+E4fOTK1ywKWfMDQG0VEpHmPTlj1lnyO07X\n0JDNkhJ+LXpHVvM7taF3rcynNN1V0S+c1lsjF9rR1L3tbLaVzQC7KgoAlXwegL+dUroLwOOYwlU5\n5/xZJ3ZmZyzS5FD6UulWAdv5pTDkuIK9OvSk6zUOh4wLB+wp5KZyFEBZtJp8k+Po3HLxrW17hLr4\nOaUQqCGDslFUb1/gSnaSQeHjdD4JagjhsY3fy3es1/X4QPWadeUwUMMwfBwTnknWcIjoFiUczgEU\nsigGRaVRjo6h6Ww4T/Mx+pq1IahIhFuOYB63mWdyjzRC0WE7L/OsMZZOcSP3qmoSAig816tr4D1R\nAHFMxuYeyb2Qx8BZUnJeGk3pdcTOklyD7Oths6F8jsNNIBgtaa5RvIBU/S7od8c2G/SctM4aII0s\nnPkHfYfDrZ7fGgLetmHMNdxaj6OMn0IoJy37Go6/cqJncRXKqp+aGZZW6CtrCK5spxdGcxzATHaP\ntnBnGpesqhY+2+6YYmgCAll5FpMHNJ2vZG3puX3HWVLKoAQIgkNhchyLUDSyCEISJgXVvsCy+Buy\nczZOkVJsuJLZ0KQEs+WrMRwdhxhaJWfGVeiJM5KAWjnukuaCICgkZZslynnBjJ9b2WuW7CZGaxJ6\n0plN5h4lm6bL5LhOx5VQFSv2JlEgMceBci80Elmpe6STLzSy8ByNFd+j4ixZR6MNeY42TZcyDJuQ\n1zga0lw7MrJGmndh4LBtsu19VKjq8sYnxy0SsZlk1TG17/9h4SzI0RzHZkdSQEc6rhLDMe+b8dqc\n8588hfO5akT2BBYCix/UpcPB/F5CVWM2UHJtPALFWawsgqgGpRogjzTnFMTSgVMrdvXd2zGuy9Cw\nHdBetv/Cc7ZVizgq95Fz9VLrC2+5Bh+J6HoQhRTUfLNPx6izsOp8EQkxSBiGDYTUZRRyXIeqlNLV\nYbLD7dhwJfuQ4CYkZbKw4JLgtg07XbMznwsPy7iuXRHDpIohm7RbRiJ9opTlqvzG3KbvrvheB4iD\nDdaUbdcqfAnbsAMia7JdR2NjmACUd0S3/ZDxLpFTJKEkeqcK4mhCUh22w1YV59b3VqNBjSy2Jt3X\n6pfLm0m/HPTtNegQeYtQZgt4wrLTPOWcBwDvSil96imcz1UjEpJijkMe7MWNGA7r7Wy2QoLb+aLA\nK2mukYgXqsouab4V8l1B0r5LpreVMQQOUpBxr6DLRxx28fscR5z+6GVVechiO+Smb5M5DqfpjkQg\nK34gDMOwIUjWQHDhnla65d5FSlGR4F0wzqGncTai8r4zCc48kJDmuh6kXHOARNwtZQfv2jrTTbdB\nHOWaUc7JXV8RUZyY+3KSIAaP4+BkCstl6JBqOc7YFuEOo814lDoeL8NQdugbGCkEGYlS0Mcp7tIm\nfTM483Uxbxmf9cvsmK7IQEjnCE6akTDZVYM4Zvl4ALellN6EieMAAOSc/+cTOaurQNZz+tvljUUW\n8qAuHW5pvMLhw6HNtppCWDZmqcc/Zt7HuxB/RJpzDrlOu6sFfX5lL6dRMoLgNNpmfueHHiQbppKg\nvnfMRO6kVEbDDwDVC9bHB6pyLQVmutBvaMnRIefS5FAbFe0dR8Q/E7YDKcteEAoZIM1ZaC/Y7jXi\nJApE9y5bI9p4zb2dL6iJ7/VAz19CMl64re/mBIWgGJIziSRRpJmfiAdSz1OjLy/bbutcm5DLTHZH\n2Vay5r3x9t3pZqdkOh/p5dXzO2LQukYQikzXKL7JYGwjFzmj0S/yPRdn/VI5zun/w8GGyE1Sjsry\nPGnZ13B894mexVUo9QEO5vfII+C6DJ2dAcwxS0N2z/NH2yqAM0Bq22brcfSEOAwBZ5RfS9j1wnE0\nsNoeZ02Lv0EcTKY3nuJ4pEHpe//F9jzO7ahCUuoeRYhDRHdg3SqlaKqfHSXXERLRIanJu0f5ffpc\nTevMuT0+YJGIaemeHYMiSESdD+DUceiCvrE9Pve20nuNiDetDW/YfkUhFG10L22CAsCsEYpdL42j\nkWhd7EAcPa0vdt6ENG95xtF/d4bRJA4AtXttm21lW4uYa3OzqjqfHxQHdGP1ixgCCYWXnUc7P0Ru\nkMh4lVWO55x/K6X0HACSkvumnPN9J3daZy/NA6QH9fgVjkFO41e2I8bcIhRR+OuVt5hVFpZKNdSk\nuYHVFMuUDpzifSWltDyksO5siiAjkYbj6JLxpjhmXRRE4yn6hVsNEmlCDDbDSDKAQgPEiGPMpZFa\n9fzbnf7KNWS4ytJL35W02zZ99wil69RraKTgpSaPc5prM39kA4RybH2PNELRva0AMX4o7d51K3nP\nQZBr072tyrWNPoobhuBeuMcnxEFJE5xJpkNS054V9jjSHVevazn+MNp3R4xZp97ZMu4YCEYiZmMm\nHZ7T5LjDlaxDQ0AGhQqGL1GI3JDpw+ml4+5lnlJKXw3gTQC+CsBXA/j9lNJXnuSJnbXIA7jYhKTk\nAdL4yi4EnaYH1KIkbi2is6Ts+BTOkZcEEC/Iwnn5TE1BtPN1T6q1eiFNw7cgtBVl2/BLcbQiGF2D\nsnWUKHMf1dDAhh7YQy3xfqjvZW+3Mwq/yTxzkMjgHEe61zbkeAcyKBUpuHUcITcxz80TqqlkfR2P\nEgK0MdaIQytjOTdjROn5D861mXRcCtswac7hP8txjI2jobPtPIUfORot92ENijeu15H8TRCBHpfa\nlQbF0z0yztWgN2WrhsCS6b4h4LT7i4fWQAjyeLyEsCzKktTeqy0d97sAfI6gjJTSswH8GoBXntSJ\nnbWIIeAHGIaqOmtQDsjQtPUdlstoCwPt4pe/Sb2GXiBa4a/M4pcXta3XmFIHj/YImePgGPekgKDa\ntltPkRU7hx48pOCFZ7aEOFhZyrjOnkoJ8796LKMUlTKT7zX3QqqinQwjlxynEFanjFklx22XXaDu\nCd6EpGYjVI195Xt03y42KDqkVu5prr2t5Jy146ANr1ev0QfKUsJ5TJq3aM2ul4G+V2fbeVlVNZOQ\n+MTiRBFCEYPijOtUeUDI7oyMTCi+ouwutZlnTfZU35V3XD4//Z12BiSHsugXSvdnJNJkc65onJDI\nScu+5qmj0NQDx/js01LkhRULzw/q4iGFqhqDYg1NkyWlYLjJkiihKglJOVzGMLoGRb8s03f73Efr\nTWmOw0tB7Ezu+rqzykk2pGk5DouCOkIK9fgw85smh4REdHim8RSVgTD3qIvTcYcRPiHszC/1HVEh\noVeBPmpyXM5zvgbmLBRSGJSytJ1/x8bQsLfe8EbJOhSy94m+n0LwVuNaz9UYAsU1WUfD58r6cny7\nXrzQk8dxxIjDonLTS2po07pLz7MGcYwhEtmMdle9khBAGYna0Ezj1ejacJ41EIUc73z9woZD9vCo\nWVi+oTlp2Rdx3JBSei2AV8y//y3QBkzXmkhzsYtXLMfBD4oXAj9wTRTrZmY1/3pCBLJwps12tDel\nvaDaBmXlGJQNGZTiWVLoSTgOXvwyv4w3cLv1voGJ1zHjir/JWSkUygzj+VKsuDeXQbUL8hnpjtuR\nsvQQx6rcC4fLyHo7VmVQvFCVFAbSuFHseY9mhoQUSpquNpbZqfsY/ToONij1XrSFoWxEdS2CJngZ\ncXBISvbXYIQq53yFHA2dbRfWZQz+VsNuWvd8TmXTrK42LfRQ/DBmZHW95ZrH0ewwKMfSiEOHDHVd\nhlbsGvXrjEegdTTr+LZ8Xv8fGRSOgJy0HGk4Ukp/AsBzcs7/JKX0NwB8wfynNwL4iZM+ubOUUTPz\nkQAAIABJREFUXZa/hZhMdlnEcWUz2mZmOgVxYM6iq00OzWKuip25DE7TnOb7OediIDZkUEIDQd43\noybZBZARR0EiCrkALcdRFQEIiZDhUCSuGXeMZZdgxiUdl1uGi4FovOkGQVRlOR6BUDzyHUAxNk0d\nhxg/Gud4vEYiXt1Hk9YbjMtnJAtr+h3lmnVrGbnPXQdjFC3H1ZLmklXFWVi8Xvq+KnZgCucaR2Mn\n4qCMRJk/h3OvI6QgBsWEquYMwz63vGHlDey7KcfpUn1esnOfl46rnbeCLIJQuLRLZ73TcBykXy6R\noTlp2WWe/h2ARwAg5/xzOed/lHP+RwBeNf/tmpVqIHY8KKV0p/kWiURpd01WlQOTvewpjxyviIMM\njWSAzMdPKsTgE3xdaCCsAbJx9xZx+EhEK4JRh2HK+Gji9Ls4EZ/UrHUWNvRgw3NVwbabHQEOJ8Ik\nOCOLztZ3uKgpSLvlNuxANXIeZ+GhsoIs1PmkVJEOh2GkNqZLMFl4GmVx9TNzIhKGEV6n1NmQQeFz\nbUKbPY07adrbMRsS396LFtFuRwd9UwhLzmEYfQOxGW1ab51vuRX5bjm+PhfZ14d5xsKJUvINIxGu\n14giIDz/pGXXtzwn5/x2HpzHnnsiZ3SViDwQsfA1xCTjNs+aDUoESV3SnBeh8vBZKQ5jWzmu4TAb\nFO4gKuekFYH1jtotZZkEbz3ItqXJND40xwFUSMKr48jepkb2GuRSmB8o10AhL/mMKMvp9/p8NAmu\nmxPqNhvMD3F4RjxaPr7mdXT4rK3jqOcv4/uF7eq9G8lA6KaFbtgut9lWGnFYHsjbJbHWTOhxLpKL\n1kvraAx0HOsgsKHZSpjXMSicKKLDbWvnHdmS01VS1gc/zMc8oxjRDSOLvjp1ctzpGo6OaDCCiOvH\n5nHKzjpp2WU4nnnE3y48lSdytcmaLfyKLD+n6ZKBOMdZEoQ4So+p0bYokWNuqNJcPrsZfYPCue5y\nHDEQ7DXxpjbyv1UENmTApGZ54Td+VpWMxw352vHt0PIAUrgnv5siNte4ojEoFU3VewCg7BXuNvzL\nXtjOb8/epYSca/hHz5drMOMKWTBSKONR7YopeqzzWclJ40X2pgsqG9tsq+keURaerAsieJvaFUIi\nNeTlGwg2KJc3bZPO6d5J7ynmDY9OCODQk2cI9DvSoHipveJ3x01999/z0jW3IJGjkcKaHNM2Kcc3\nKKdNju/6lhtTSt/IgymlvwfgppM5patDShZDgDgaElzGmxYl0/+XNy15pTM3mqKkofWapCe/zsKS\nY/K+HoB4U5ZYlHHT4VM8f+I4OC2SSc2Q4xDSfIhDDxpZ7IplM+Io1yAGgrxsz6CUDZgkHq+8Wt1O\no+MwTFQ53iCUauRknv6cNMv0DIEJ26lKcIuy5vFdabfGWKqQVOM1O2itkN0wx2YSXNeW2Kwqe04b\nJsFlHW34Xsj6IsTR23vH66IofEZfxYlqOQ4OPZV3hHlDFWLiBBUJYdlQFb3nXVLHaUOkrBdCQ9AJ\nx+Hrnb6bkmnYkT1p2ZVV9W0AXpVS+tuohuJ6AAcA/peTPLGzlpr+5lv+Ujm+Otryc++ZA1qEV7YT\nad4SdnNIamUX+eAs/nWfcGUztl5WV+OxbJhsW/XOzI9IcFnku7gMUV6sICp5yaEna1CqZ9nVcfaa\nxUA4WVXDCOTkxPUd7qPrfL6nT7BKVHn4o6NcS/x+aDvOAjXM19RxlMpxOZ/pf04I0FzG6CCOYnR7\ne4/qPVXXnPxsq1WfcGWrs6EqahKko5+LbHbUrJcg2644GlQMJ9d+JUAc7XHqutBdc4XXka4Ia1oX\nPiqXzrzk1CknakXzN9vWMdHZlrLlAVDfdzYQcszQAS1lAFa/PO4YiFXfNdlZJy1HGo6c84cAfH5K\n6YsA/Ol5+Jdzzr9x4md2xhJxHGGoSuZfOTqExaEnrjSXYxWYzIvWQSJT3H1wUg1rDrnLcRRlpo9T\nq18jA8HEf4tErAfJioA9SK4QjpQoe9Mu4ugmg5K7FBgIkJctBLL8XhWyVpa1/oLSbuVcxcsuyKKe\njzuukUVu03HLvhvsTR+ByrZ0j/QmVd7z97OtvGyoroS89HcK99WS5vNz3rKBYIdC7tH0wyGHc4Lk\nC9PPjRBBQRbOmq+GwDpj2yEjJad4drAdrYGaEr+ld1M+e2kzWK6EuQlVMKjHGxJ8RwGgvuaDvmta\nI5207Nur6nUAXvdUfWlK6RMA/BdMBPudAL465/wRZ96dAB4FMADY5pyvf6rOYZcwx8EtQR5vPIX5\nwW4sEpG6jHociywubtoHrkNPDIdL6xK9mDtNjlt4vikZI/yyjAWJlGyr4IWvBsIu2hp62IVELIKQ\n47i1COpcm3YavVWKJSTFBiUDuQlhtd66nJuEi6bjyvygtUhv27PrJoeAgyzIoDStRUabpts0cPS4\nDzdUhebaalqsvUd633R/vkVNxYg64Ta3uj7x84f5ew3bWc6CQ1WlTojCP726pw0SVSjb5TickNTj\n2y26lHBurd+pmsrepMoLcqFxYFLsHNoC2tYipRfexnIWbFB4O4fHHQOx7tOpI47TMU+tfAeAX885\nPw/Ar8+/R/JFOefPPk2jAVhoeNB3Rbm2WQ9Hk13ADCWdlgDrPtUsLHqBa5PDdvwoIo+PM3EZgVfm\nhCqAOCTF5GWTVUWG5rBRHDDjjFDYC5ZTq3nz7TV4XIZvUKqnaA1HEIYJUpaP2hnQXjN73/58Dp9Z\nLqMqz13puBGv4yELCduNznxJRGjWkUZlGnGMQEuai4GQdUTjDfdhkUi8vqwzxhwHIArfOiDyHVvH\noMj4hubr/m+aK5n26ZidLspsBCYDYZw61cOuS4pb20GOc0TjYOXrnelY3alzHGdlOL4CwH+ef/7P\nAP76GZ1HKGLRH7+ytcq+Y46jo3HbhGz6W8LlIFTlVXyWnlSq0lzGa6ohw2ep+7DzuW07YElwLjAE\ndpPguzgOHteEM+AoV8Vx6P0VTPZUbj1LjzQXJcfet2RPTQQyzHGi0JNXAFjmEzneorXWO/bu0XZs\n27ADwkGMDeIQI9eitTaTTBP5HMLi9i5yziXkpe9dCWG1z81rUdLUZexYR7vTdCXLy6L1Q+pMMM2R\nym6vtUicpss1UzXkNVK4uHMTTnTbc6svqoHgdkAyX9+zNu3WIhTROxyqemzWO+dW17bheE7O+d75\n5w8CeE4wLwP4tZTSTSml5x91wJTS81NKN6aUbrz//vuf9AnqkNTBSnsQ1iOQBypeEIeqps90uLhp\nPYJ119X5zksxZpBin8jIQ1rkETyX8Ta0JSmInG1lQ09tSIqQBSmCqI6D2680LSf6qizHsW0VIt1x\nm8ygoQ23lMZ7Hq/jZmd1bg8rNigaEeSMukteRI6Two/IcW7bzf28WLnWynGLyvxrqzyQJc3hZluJ\nQdHb+sp36/Raru/hnmclOWJH+rZGENN84gHK/LZGoe9Sw5XIHAlh2XdEIRE3NZ0RR1d6WEWdqD20\nHnEc03hraC5S9lTcscLXO/K3ajh6nIbs26vq2JJS+jUAf8z503fpX3LOOaV5w99WviDnfE9K6Y8C\n+NWU0u0559d7E3POLwHwEgC4/vrro+PtLbpd8TMvrMt4W9lpvRE3VNUF40eQ4yUsRONloyhGFoPX\noqSr3XRdg5IbLwtwQk+MIChm3aZX+goi8iA18asLugDxmoNYtoc4Zo8THVwvW2dtTceHH5JSYR45\nD/13RhDVQPh1HM34jjTdqXK8RSKcypxSqllSGY7hGBvSXLeiYQMxOkhE6kG4nUpFWT6CCOt+omyr\naB2RowFgzgBr0XpxosjRWPe1eJaPMxm+1kBsxmx255yO0ynD5BgIRhyz03mZDIduObLqkkGQKbX7\nAMn4446+WPVd0RcHp4Q4Tsxw5Jy/OPpbSulDKaVPzDnfm1L6RADuplA553vm/+9LKb0KwOcCcA3H\nUy0HzqKYfq6LOSX7oq77DhevOMhCGQiDRBTEZEPz8KWN+T7AvhQNZ3EE3N6otu0yPl2D9Y4qlzGY\na9Pj+lyjF1tvagU4SIQ8SE0gj6T8CpfBCl8pdv1CSqsQfX5ynHHM81azqPO7Gs5JiTc7ius1GFlw\nSKpzrk3PqwaIW5oI4rDddE2zRAd9CandGI7ckual6DHTcVSleU/rSCMODp9Fxi9CHFFrkSbbjrPz\n6JyYc5PPFAdkD45D3p32ODos3DpvXigMmJCFVt4HBSkQ9yHzD7cNob3uu3KP5H1OKWGtsqc8owVc\n+6GqXwDwdfPPXwfg53lCSukZKaWPlZ8BfAmAW0/rBPXD1A9jeoDT39aKNJfPcAFgGad0vGm8a5oi\nynxW0jJ/M3oV5Z16KZxxRha98oIcxHF5M7jEXxNiIoPSKg5LjnJ31MhDZT5mdAyENhwe8csKovSe\nyi2vw9XbfHwgVvgt4ogMhG9QOIHAkOPKWBqDkgkRpFpbYlBWCuo15rAdh6R0yNO7F7LPScTr8DVf\noXE2BG22na1YbxGtNgSd+470XSoOiGcgGieqr6nJK3LeJMzrZTZyKCwKSWkkYpHxjDiITAfQ1J+I\nHPRdrePoWuMEXPuG4/sB/OWU0h8C+OL5d6SU/nhKSdq1PwfAG1JKb8O0++Av55xvOK0TjCw6UBc6\n50yv+2kDev7bugs8hS417dlljkearzuf4JN0XL3D4HTMuk+H5x1d3rQGSMaP5D6CF343EvHHpXCL\n0zSB6gU31e9JKTnjTasd3Yzyq0pUHb54ol5Gkm4twnUWUV1G42XvXd9h711V+PP5zKcm2VYdP2eX\nm1D1GgE53vJJXsqy4tAcpcbIkh2H2vwQ9h6xoSEkWtbptuU4JsRhHRb5rsigCIJgVL4ZJMXdIgtg\ndqLIQEgtlcdxXCZOtKbXbi1XOs/P2dEjqr2RdkzXfSr6RacOax3xtOc4jpKc8wMA/pIz/gEAf3X+\n+T0A/uwpn1oRvVg4brjuEy5t7BzAegrrlV1UohQPaLzs3KUXW6fGyUupnIX1vmSLWOYyxjwp5I9V\ncVqNFPhlBKYX1UMiuxTEcWPWbMxqPUgZDpGFKHzdrkOOsxlGYOTjV3JcG+nqrfuEsNeGHahedmmW\n2BOyaMI5bZddPV9ud7Qtrs4wGynDTMJtnOygq+JlX275LiHHPe7La+znFWFy6Kk+/86Mt44GJ1/4\nCEUcCl5H8tkrFM6ZvsMPYUm9RtsqxN+PQ9bUpc0ATseVa/jY8y332SKO6efHrgz4uPOWK9HnoIW3\nXhCxIbDWCAHWoJyknBXiuOrFhqTIQFBRjsgqQCleloX8LHFjTvm75IWquoTL8rJw3NUpANReExOC\nMs4KApheVM+zZA8vzJJij5MUChsaYFKoHuKoNQTtBjxj4AXH9R2i/GCPH6Sgjtkjtae/s1IsXEaE\nOIK2LKx0dbW8nHe5tiQZZi2XUch0M94WDMr9jdJxo82xPD4pQpayBHdyHNE6ojUfGwgb8pKfvb5w\nsi64G8Oq6wrisHylrHlKx11pg9LOZ6fuIEAcXjirfiaZ7+J5B31HxL9vUE5SFsNxhJSQVPAAm9ik\n46UDdgGwIfDm9F1qCET5OXopJEvKvtg1lMTxW8AJVRnE0Y6HIamNfeGjvHwOVbCH741HRWx6i1j2\ngqM9KLgyvRx/8MMzgFPxLdl2hbPg+dSihI4TkuNsdGm+fBdnW8kcX7F3rtHVYbvGuHp7nKRqXF1H\no6nvkdCmbyAuh0i0JcH70EBUZNEYlGB9HQaGKQphTefqo+/Hr/ghKT4fnV57QO84z+Fj6XUKVKPA\nqEKn7GqDcpKyGI4jhDtWlvE53BQZlCY26Xj708++EfFaFkxzOndT+tIGgYg/brzG38UhqV692B5B\nJy+w/KlpRdIogiBU4ZKdKQxh7WoNviIl5zVFLPUdY5tJFB0faPcgafdZt4hjZx0HIY7GoDASaVKT\n///2rjRIsqpKfyez9uqN3umNhu6GhoZma1q72ZpVaEUEEcUVN9QZRUOdkWVG0XDCbYIwxiVGGAl3\nDWccBAVFUEdH3FCHpRFRwEFWQRwUUKprOfPj3Zt577n3ZL7srqqsyjpfREW9PO/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kAv/WAwTEesWjCAd56WmpLmOJPTbFECZPtBS7HjgT8li1cZDFMdU93HwQBuIKJRAJ9g5su0hkR0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\nYTAYDIaWYMRhMBgMhpZgxGEwGAyGlvD/O0gluv+Hnr4AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cs.plot( ['Time Lags (seconds)','Correlation'])" ] }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.2495504991004161" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cs.time_shift #seconds" ] @@ -789,10 +614,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "from stingray.crosscorrelation import AutoCorrelation" @@ -807,10 +630,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "lc = lc1" @@ -818,22 +639,9 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "500000" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac = AutoCorrelation(lc)\n", "ac.n" @@ -841,47 +649,18 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 1.12500000e+10, 1.12499978e+10, 1.12499911e+10,\n", - " 1.12499800e+10, 1.12499645e+10, 1.12499445e+10,\n", - " 1.12499201e+10, 1.12498912e+10, 1.12498579e+10,\n", - " 1.12498201e+10])" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac.corr[:10]" ] }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-25. , -24.9999, -24.9998, ..., 24.9998, 24.9999, 25. ])" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac.time_lags" ] @@ -895,54 +674,18 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "5.0000099997734535e-05" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac.time_shift" ] }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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STkRPOnf1X1x3Uoz954jo+Se0r7A9+cJ4QRDYeeyYCz+9iNkEPUPGvru/L0P8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\npQZk8ASZvPT0Eunl3qgfB4GeCmbai6uTdTzpRi8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2eK5lYJNoArlAS40CgGEw1JFoVNEo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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac.plot()" ] @@ -963,10 +706,8 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "dt = 0.001 # seconds\n", @@ -988,10 +729,8 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "ac = AutoCorrelation(lc, mode = 'full')" @@ -999,99 +738,36 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-0.00487599, -0.00485198, -0.99992797, ..., -0.99992797,\n", - " -0.00485198, -0.00487599])" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac.corr" ] }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-19.999, -19.998, -19.997, ..., 19.997, 19.998, 19.999])" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac.time_lags" ] }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac.time_shift" ] }, { "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ac.plot()" ] @@ -1113,7 +789,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.0" + "version": "3.6.1" } }, "nbformat": 4, diff --git a/Phase Resolved Spectroscopy/Add and Shift QPO peaks in Dynamical Power Spectrum.ipynb b/Phase Resolved Spectroscopy/Add and Shift QPO peaks in Dynamical Power Spectrum.ipynb new file mode 100644 index 0000000..605c33e --- /dev/null +++ b/Phase Resolved Spectroscopy/Add and Shift QPO peaks in Dynamical Power Spectrum.ipynb @@ -0,0 +1,535 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from astropy.table import Table\n", + "from stingray import Lightcurve, Powerspectrum, AveragedPowerspectrum, DynamicalPowerspectrum\n", + "from stingray import spectroscopy as spec\n", + "from astropy.modeling import models\n", + "from stingray.modeling.scripts import fit_powerspectrum, fit_crossspectrum\n", + "from stingray.modeling import PSDParEst, PSDPosterior, PSDLogLikelihood\n", + "from stingray.utils import find_nearest\n", + "import copy\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.font_manager as font_manager\n", + "%matplotlib inline\n", + "font_prop = font_manager.FontProperties(size=16)\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "name dtype shape unit \n", + "---- ------- ------ ------\n", + " ALL float64 (393,) ct / s\n", + "None\n", + "OrderedDict([('N_BINS', 32768), ('DT', 0.00048828125), ('DETCHANS', 5), ('CHBIN', '/Users/abbie/Documents/GitHub/gsoc18/epoch1_chbinfile.txt'), ('N_SEG', 393), ('NSECONDS', 16.0), ('INFILE', \"['./kHz_data/10072-05-01-00/GTId_eventlist_1.fits', './kHz_data/10072-05-01-00/GTId_eventlist_2.fits', './kHz_data/10072-05-01-00/GTId_eventlist_3.fits']\"), ('OBJECT', '4U_1608-52')])\n" + ] + }, + { + "data": { + "text/html": [ + "Table length=32768\n", + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
ALL [393]
ct / s
float64
4096.0 .. 2048.0
2048.0 .. 6144.0
0.0 .. 0.0
6144.0 .. 2048.0
4096.0 .. 2048.0
4096.0 .. 6144.0
6144.0 .. 4096.0
2048.0 .. 6144.0
0.0 .. 6144.0
...
2048.0 .. 4096.0
0.0 .. 0.0
2048.0 .. 0.0
4096.0 .. 4096.0
4096.0 .. 0.0
4096.0 .. 4096.0
0.0 .. 2048.0
2048.0 .. 0.0
0.0 .. 2048.0
2048.0 .. 2048.0
" + ], + "text/plain": [ + "\n", + " ALL [393] \n", + " ct / s \n", + " float64 \n", + "----------------\n", + "4096.0 .. 2048.0\n", + "2048.0 .. 6144.0\n", + " 0.0 .. 0.0\n", + "6144.0 .. 2048.0\n", + "4096.0 .. 2048.0\n", + "4096.0 .. 6144.0\n", + "6144.0 .. 4096.0\n", + "2048.0 .. 6144.0\n", + " 0.0 .. 6144.0\n", + " ...\n", + "2048.0 .. 4096.0\n", + " 0.0 .. 0.0\n", + " 2048.0 .. 0.0\n", + "4096.0 .. 4096.0\n", + " 4096.0 .. 0.0\n", + "4096.0 .. 4096.0\n", + " 0.0 .. 2048.0\n", + " 2048.0 .. 0.0\n", + " 0.0 .. 2048.0\n", + "2048.0 .. 2048.0" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lc_fits = Table.read('./toy_kHz_longer_lightcurve.fits')\n", + "meta = lc_fits.meta\n", + "print(lc_fits.info())\n", + "print(meta)\n", + "dt = meta['DT']\n", + "n_bins = meta['N_BINS']\n", + "n_seg = meta['N_SEG']\n", + "n_seconds = meta['NSECONDS']\n", + "lc_fits" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(393, 32768) 0.00048828125 32768 16.0 393\n" + ] + } + ], + "source": [ + "# multiply by dt to get counts\n", + "ref = lc_fits['ALL'].T * dt\n", + "print(ref.shape, dt, n_bins, n_seconds, n_seg)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# Taking 1 segment (for now)\n", + "counts = np.hstack(np.array(ref))\n", + "times = np.arange(0,n_seconds*n_seg, dt)\n", + "lc = Lightcurve(times, counts, dt=dt)\n", + "# lc.plot()\n", + "\n", + "# counts_0 = np.hstack(np.array(ref[0]))\n", + "# times_0 = np.arange(0,n_seconds, dt)\n", + "# lc_0 = Lightcurve(times_0, counts_0, dt=dt)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "ref_aps = AveragedPowerspectrum(lc, norm='leahy',segment_size=n_seconds)\n", + "# ref_ps_0 = Powerspectrum(lc_0, norm='leahy')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: CompoundModel1\n", + "Inputs: ('x',)\n", + "Outputs: ('y',)\n", + "Model set size: 1\n", + "Expression: [0] + [1] + [2]\n", + "Components: \n", + " [0]: \n", + "\n", + " [1]: \n", + "\n", + " [2]: \n", + "Parameters:\n", + " amplitude_0 x_0_0 ... alpha_1 amplitude_2 \n", + " ----------------- ----------------- ... ------------------ -----------------\n", + " 0.622509238806808 830.6414811795494 ... 1.1426417411493357 1.983677790131863\n", + "[6.22509239e-01 8.30641481e+02 1.14653022e+01 3.37866089e-01\n", + " 1.33098996e+00 1.14264174e+00 1.98367779e+00]\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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QtuzBKLbka2bRjdu5AIBT+G+JayUIQiViLJyVUi2BZ4ALtNbLXLsbAzsChwIHAn9SSvV156G1vldrPUhrPahjx44Jqi0I5ceBvAHAUxzHE/wSgIN5DRC1WBCEaBgJZ6VULZZgHq61ftYjyWzgda31Cq31AuB9YNv0qikI5c8BvAXA2+zPGAaxgPb0YTqb8U2JayYIQqVh4q2tgGHAZK31bT7JXgD2VEo1Vkq1AHbGGpsWhAZBS5azI2NZR2PeZy/qqWEUewCwc94okCAIQjAmmvPuwEnAvpmpUp8rpQ5RSp2llDoLQGs9GXgd+AL4FLhfaz2xYLUWhDJjW8ZTQz0T2YoVtATgUwYDMNjhFCaOX4IgmBA6lUprPQoIDVqotb4FuCWNSglCpbE9nwEwjh02bPMSzn6I0BYEwYlECBOEFNiBcQB8xvYbto1hEADb8TmNqCtJvQRBqExEOAtCCnhpzktpy2y60pzV9GZ6TnqlYLvtilpFQRAqCBHOgpCQRtTRP+P/OIGtc/ZNYiAAA5mUd9z48YWvmyAIlYkIZ0FISC9m0JS1zKYrP9EqZ58tnAdgRbuVCGGCIJggwlkQErIlUwCYwpZ5+4I0Z0EQBD9EOAtCQoKE85cMALKasyAIggkinAUhIUHC+WusKLabMw3QjB5dzJoJglCpiHAWhIQECedFtGMxbWnNcjriv9iLjDkLguBEhLMgJMQWzl/Rz2Ov4hs2A2ztORcRyoIgeCHCWRB8OPhgeOON4DQtWU4X5rKapsykh2eaaWwO4LkAxogRSWspCEI1IsJZEHx4/XV45pngNL2YAcB0eqN9HqcgzXnFikRVFAShShHhLAgJsCN/zaCXbxpbc/YSzioTtV7M24IgOBHhLAgBaA2rV/vvd2rOfgSZtQVBELwQ4SwIITRvDjNneu+zhXOQ5hxk1lau9d7q6qyPIAgNGxHOghCAbW7u29d7v4lZey6dWUELOrCQNizJ2ecWzrvsYjmiCYLQsBHhLAgGrFnjvd3ErA1qg/C20/sxZgyMGhW5eoIgVBkinAUhASaas3N/T77L2e7WnEGcwwRBEOEsCIEECco2LKEtS1lBCxbQITAfP8158uTwcgRBaHiIcBYED5Yts76DhGauSdtDBXbwHT1zjrGZNStmBQVBqGpEOAuCB8OHW99BwtnUpO1M4zZrN/J4AkWLFgRBhLMgxMTMGczCz6ztJZwFQRDk1SAIHphoryZznG38zNpeEcJEcxYEQYSzIASQlln7RzZhFc1ox2JasWzDdvHWFgTBCxHOguCBSczrKGZt51xn57izXc5TT0WvoyAI1YsIZ0HwIFx71ZE0Z/A2bdvCub4+StmCIFQ7IpwFIQbtWEQrfmJdi9YsZmOjY7w05xtvzE8nwlkQBBHOguBBmFnb1n5XbdqLsDnONqYhPAVBEEQ4C4IHYdqrbdJeuUkv4zz9PLYFQRDciHAWhADCNWcTZzALv0AkpmUKgtBwEOEsCAH4CcoNmvOmvYzzErO2IAimiHAWhBhs0JwjmLV/YFNW05SOLGAjfvJNJ5qzIAginAUhBrZwXhHBrK1pxEx6AN6m7YkTM+lEOAtCg0eEsyAE4C0odVZz7tgzUn5B485bbx2tbkno1w9uvbV45QmCEA0RzoLg4OmnYcGC7H8v4dyBBWzEShbTlvUt2+bsa94c3nrLP/9yGXeeMgXefrukVRAEIQARzoLg4Ljj4M47s//XrMlPExYZrF07//zLRTgLglDeiHAWBA9sjfnZZ/P3OVejcmvWSgWPGdvC2RbwgiAIXohwFoSIRFvwIhf7mHIQzl4rYgmCUB6IcBaEiERZx9mNLZzLwawtwlkQypdQ4ayU6q6Uek8pNVkpNUkpdX5A2p2UUnVKqWPTraYglA9xhHP37tb3D2zKKprRgYW0ZHn6lRMEoSow0ZzXAxdrrfsDuwBnK6UGuBMppWqAm4E30q2iIJQXQWPO4D3mnNVSlYw7C4IQSqhw1lrP1VqPy/xeDkwGunokPRd4Bvgx1RoKQlmRneNsL2QBMGKEI0WgcC6vcWdBEMqTSGPOSqlewPbAJ67tXYGjgHtCjj9TKTVGKTVm/vz50WoqCGXAJvxIC1axiI1ZRpsN27t1Cz7OSziXetxZxpwFoXwxFs5KqZZYmvEFWutlrt13AJdpreuC8tBa36u1HqS1HtSxY8fotRWEEhN1vHnQoPxtYtYWBCGMxiaJlFK1WIJ5uNbaY+Yng4AnlNUV7wAcopRar7V+PrWaCkIZ4J5GpTW89BL06WMFMGndOjf96NGWhipmbUEQohAqnJUlcYcBk7XWt3ml0Vr3dqR/CHhZBLNQqQQFEfHSnA87zPp+8knr+9NP848rR+EsZm1BKF9MzNq7AycB+yqlPs98DlFKnaWUOqvA9ROEkuAnoE3M2qYOYVZexVuCavBgmDq1aMUJgpCAUM1Zaz0KMO5ja61/naRCglDOJAlAYrOYjVlGK1qznHYsYhHtfdNutRW8/DL0il/cBkaPhiuvhP/+N3legiAUFokQJgge+Jl83YtemK693CjnSVPGpu1Jk+Czz8zKMOHpp+GRRzK1ELO2IJQtIpwFwQNP0zT1G9Zhds5xNjm2adPc/+Uy7iwIQnkiwlkQDOnMXJqzmvl0YDmtww9w4CecTeY6m2rnboYPh5//PN6xgiCUFhHOgmDI5kwDYBqbRz62WbPc/2FznXfdFUaNilxMDg89BE89lSwPQRBKgwhnQTAkiXA+5xx45ZXs/zCz9scfwxsJo9SHjSnLmLMglC9GQUgEQYDN+AaAWU03hzX+6Wpq8rftuiv0dAxTl3LMefVq61uEsyCUL6I5Cw2e+nq45ZbwdLbmPL91VnP2Gg92h+z805+gq2upGKdwbkRg1NvY+AnfCy4oSHGC4IvWMGFCqWtRWYhwFho8y5fDpZeGp7OF83e1wWZtpXLDeP7lL9DYZaNaQUu+pwtNWUt3ZgXmF9chTBDKhYkTYZttSl2LykKEs9DgMTPv6g3CeVbT6GPOXkxlCwD68nUq+bkRs7VQLqxdW+oaVB4inAXBA7e22pH5tGY5S2jD0pp2qZRhC+ctKE1MTRHeglC+iHAWBANsZ7BpbI5qlJVqfiZnE1P01/QFCiecw4Tv+PEFKVYQhBQQ4SwIHrgFm3MaVaOUnpows/b111vfxx4bL3/7HOrrvfevCfA4F4Q0Eb+J6IhwFho8Xhqm+2VSCOFcaM3Z5p13/Pe1bWstrLFyZUGrIAhCREQ4C0KGoN69UzinNVb7LX2oR9Gb6TRmXTqZOrDref758Ktf5e+vr4elS+F//4ONNoIPPzTL99NP4fe/N6/HP/4Bu+1mnl6oPsS/IToinIUGjy2UncLZz6z9DZvl7EtirltDM2bSg8bUFTQYyeTJ8Nhj/vvtc5g3zyy/Bx+Ef//bvPwXXrA6AELDRcza0RHhLDR43MJZa/fLRNOfyQB8Rb/UzNpQWNN2mLbifmEWSrsRrUkQoiPCWWjweGnOTrowh9YsZwHtWUDHVIVzmtOpli+H+fPN0//wQ+7/Qmk3aV4vQWgoyGMjNHhsoeTn1WxrzZPpD6SrCaYZiOSII2CTTbL/y0VjFeEsCNGRx0Zo8Lg152nT4Lzzsvv78RVgmbQB7r8fRo7MPSYuU9gyp4wkzJ6d+z+qcBaztlAopA1ER1alEoQMtqB98snc7W7NuXt36NgxnTK/ZAAAA5kU6bjZs6Fbt9xt5ep0I5qzUK5ts5yRx0Zo8ISNOadp1t5229z/M+nBclqyKT/SngXG+XTvDuPG+e9fuRJeesksr0K/OEVrqmzmz5d58KVAhLNQkaxfn15epsLZNmubCBu/vIYOdW9RsbXnL77w3/fxx5GyKiiiOVc2m2wCJ51U6lo0POSxqSCWLIE5c0pdi9Lz9ttQW5tefkEOYW1YQmfmsZLmfEdPgETznL3ST2IgEC6c6+py12I+9dRoZftx553Wt/O86uuzQUmUStYZKjfhfPvt8Nprpa5FZTEreFVToQCU2WMjBHHUUdC1a6lrUXqmpxyvI0hzth21prAlOvO4OIVY8+beefpp10mE85IlWUFqmrcJq1blb3v+edhjj2yedXXx8obyM2tfdBFceWWpayEIwYhDWIUwYwb8+GOpa1F8Fi2Cli2hSZPClREknLdiIpB13IKssPnyS+jXLzhPk+2mwrnQQs7O/8MP4ZhjrN8PPpg833LTnIXoiENX8ZHHpgKYPRt69y4/DaQYtG9vaTrFwOsFtC3WuorjyXpy2cKmf//o98SrjIlsBdgdgXTegnFepvYxzk7g3LnJ69IQ260gJEWEcwXQ0Jf2c493pf2yD9KcvYRzkvK9LADf05WltKYDC9kEf/NIKYVcEs1JNOfKp5o052uvhWeeKXUtwpHHJgGXXQYPPVT4cuyXckPVQAr9YvB3CNNsg+US/QXbbNia5D5cckn2d/v2G3I0Mm0Xw6w9bBhMmZLdlsa1F+EslBPXXAPXXVfqWoQjj00C/vY3uPnmwpfT0IWzm2Jpzj2YSVuW8iMdmUenVMpv0SK/XIAJbA1kNfU4OPOLK1TPOANuuCF/e5JzlnZb+VST5lwpiHDOMGMG3HFH9OOk0VYGy5d736vzzoNBg6zf7v25Ju2shCmEsBnHDgDsgHdkkbo6b6Hpx9q18euS9vmJ5iwI0ZHHJsO//w0XXpg8n65d4eqrk+cjZEmjA9S6tfeaxm+8kXV6ChbOWUyE18YbQ+MIcyHChPNzz8Hf/2799gs+Ytf/s8/g0EPNy3aTtnAuR825XDrVy5Ylm6YmxKMc26QbEc4pM2cOjBrlve+CC7znlIZRCQ2pEnAvDAHBAUXs8eY4wvnTT/3nY3uZ0SewNeupoR9f0YIVecc4nQLdIUDduJeCNMXrvMKipwnJaNMGbr211LUIZ9w4/zn9lUgltGcRzgmJcpPvvBO+TrAyoAhpizSvgzsqlpPt+QzIdQYzLb9Tp/yFKYJYQzMmMZAa6jd0CqKS1DfhuefiHReGtNtgvvsu+jFOp71isXp18ctMyoQJ6Yb6LSYinCuAUjiE3XKLZeovR9Ls9fppzu1YyOZ8w0qab/Ck9jomCe7zCDJtr8hXpn3zi1u///7XP88k11yEc7qsX+8f/EbIZZtt4NFHS12LeIhwrgBK8XK79FLrUw4UywTlLGcwnwIwlh2pcwXSK4VwNl1hCpLXL0ns8LD8/PjXvypTMysU48bFGwIrBb/4Bdx7b+HLWbjQ0oSj4nUdxazdgHn+eTj55HTzFA3Ewr4O33+fPC+nJ7FzMQRbOH/KYN/yk+InnHdkbF5ar0U5/PIrRDsptOZ89tnZhTYE2HFHa4EOsBZ68VrkpFwEzJNPesd7UCrr55FGXc8809KEo1Kp782qEc5aJ5s+kqRcL4YNg0ceMU8fhMxz9uadd5Ln4bymZ5yR/W0L50/YOfCYJHTvnvv/M7ZnHY3ZmglsxE85+6K0m6T1W7rULF0pnreGhO0E+MAD3sLPpMNmglLw1Vfp5OVm4cL08rLXlL7mmvTyLGeqRjg/9hg0bZr9/9VXsPXWpauPCNL0KISGsGoVHHmkb4l5mrNzzDeNe6t1/rjhKlrwOdtRQ/2G8p3pTUmz7QWV26mT/z4nDfFZ+M9/YMSIwuQdxQ/g5puhS5fwdNOmJauTH2lac+y8XnghON2oUdXR5kKFs1Kqu1LqPaXUZKXUJKXU+R5pfqWU+iLz+UgpFTLZI32++Sb3///+BxMnFrsWFtXQMKB6zsOL2bPhxRe9z7E30+nIAn6ko+cazoUyawN8xG4A7MZHOdujaElpBv0IEgSLF8OYMemVVU2cdVZuqNY0CVp/3M3IkWaLlyTVwothYjcV9I8/nvs/aIpgOWPyGK8HLtZa9wd2Ac5WSg1wpZkO7K213ga4DiiCe0AuhYhC9M9/wh/+EJymGDe5moWkFwsWBF9X+3oUyllpFz4GbK1Z5aUrhnDendwB2Cgvz2K2l512Ck9TDe1X6/z7VV9vRRYMOiatstPMX2uY5ArhXgnC2ZR//Sv3f6W2v1CRprWeq7Uel/m9HJgMdHWl+UhrvTjz92MgwgzPdCjEDbjxxmxUpqikUZ+1a3OjB5Wqkc2ZE2+u4Lo1zYp5AAAgAElEQVR18ercsaPlBJM2l1+ev82rfnszEoBR7BGYrhDYwnlX/oci+8YslUOYTKWy2G03GDo0d9uTT1pLuSZFKZg6FXr2NEsfRXP2um/vvgtbbRWeLk3SyL+QDo/lSCR9UynVC9ge+CQg2enAawH7S4pS5uHyTBvU//2fFbYzbTbZxDKPRa1P2nTtCrfdFv24JJP/ly3L/nae94gRcNpp+dvTxBbOIxiSt6/QoRZn051ZdKMtS+nP5A3bw851zz1h5kzrd0N5eRWTjz/OH0MOc5wzbZ9aW1On7Pvnxu9+xm3/XkvQlpPm64fdGUlz/NqPuFH20sRYOCulWgLPABdorZf5pNkHSzhf5rP/TKXUGKXUmPnz58epry9RzNpePc644xLTplla3pw54flFZelS+Pzz4j047uviPAf3+RUap3Ofk7T8CA4+2Pp236dNmUc/pvATGzGWHTdsr62F3/62MOO5bmzteU8+2LAtTEtyhowtt6lUhXKMKjZRr6vzmtmexlHznjEjPxpYFM3ZC682nJbnt5s0311+4XDDiHrfpk41d3YsJEavGqVULZZgHq61ftYnzTbA/cCRWmtPB3qt9b1a60Fa60EdO3aMW2efOrrLina8V3rTPArZy3Ke12efFa4cgJoa/7jgxaZJE+/taQXIsB0I3e1mL94HLAG5ntoN2xs1gnvuiV+eF35Rnt5lXwD2IztXLEpftlje2qbHu501/TjgAOv74YfNIqI5ee01+POfox1TaJzXbqON/Ofl+92v8eMtc/o477VQYt+bmpr08krreBN+/DHecV7X17ag/vRT/j6vbaXAxFtbAcOAyVprT+OmUqoH8CxwktY6QfTo+BTCIawQDS5OnsU0OcWJ8+vFn/4E8+bFP96pOTvPv9Am2yGMAGAkexe2IOD66+GII/K3v83+AOzLuxvGnb/80juPZz26yuU25hzG88/nlnHKKeHTZdzcdBNcd114uqBlN7X2NvnGxX3NlnnaG3Nx1u+FFyy/Db984445ewnnQjuEFcMUHTWvG2+EVq3SyzNtTETa7sBJwL5Kqc8zn0OUUmcppewR0T8D7YF/ZfYXfYJFuZny0qqPUsURzl4T+/3O4eCD4Xe/C87v+uuzL904eL1A3HUKuy5Dh4aHhHSfoy2cvcab06amxpoPu+mmudu/pQ8z6El7FrEdnwfmccwx+feiEM/CxhvHO86k7R51VLzj4vDHP/rve/RRaNbMf7/JdZ02Letr4eXdHZa3u35BZca9Rl6KTCU4hNmk1b4LNbc7LUy8tUdprZXWehut9XaZz6ta63u01vdk0pyhtd7YsX9Q4aueSymFc9yy1661pg2VA2EmW+e1eP11b43NTSHuifPFEnZ/XnghfI6nM78efMcAJrOMVozGYI5QCnTqBPvs496qNmjP+xPutu6+d4XQnAs1JhlWbjGJ+rL2quMWW+RP5QlKH0aQII2rOZsIZ6XKwynKSdzzTduhrlhUTYSwpGZt5w1ctgyWLPG+eWeeCU88ES0/Py6+2Jo2FJZPMRqRff386u3enlQA1NWZaRKm26Pm47X/4Mwkg7c4gHX4DHoXCVs4H8BbkY8977z06lGqsUit4aKLSutMZrfPRYusb3db8rMeLVlifUfRnP0olubsVbcoTqDlEoTE1Nk3CDt9sTukbqpGOKepLey1l+Ws49Xg7rsvfylFL8FlUh87KHwQn3wCv/51eLqk+HVugoIsmOJ1HbfdFo47LnpeYdf1/vutqEim6Z0cwqsAvMoh0SuWMu+wH/Uo9uSDvDjbYYweXaBKFRGtrYUfTJctLYRwqKmBWbOgfftox9kvdXedTALrmGwvhOYcdYzfZtas6OXHxSSvKNPXwtLecYdZXoWiaoSzCX7OLe75hd98Y5l0ymUcxilskrB8uf8++yXgTuMXnzxpZ2jSJPjoo+A0tnemrUU991x4ub/5DQwZYgl/P2xNCLL5NWX1Bu/o1zg4uJCU8TqnBXTkY3ahGWs4kDeKWh8n7jb63HNmXuv/+Y+1vJ/zeOe84NdfD27/aT57X3u4qJrmH2fYyXbiSkNzDrIIpumt/dRT8fLq0SNZXfxQKvc5nTIlu9BKWtYEO+3SpblWAjt/01kGhaJqhHOYWXvWLGjePPvfDiaxZIl/ZJ64De7tt83GZIs95tG6NZx0kvc++/o5g56A/5QWuwHffDNsv713mgsvtL7jhh90OkrdfrvVkzUdc/7iC+t79Oh8j1enJmSfx168z0as5HO2ZS4GKwWkiN/L5nmskFRHElOtSYGbbsr+njbN6iSZcNZZ8Je/5G5zeiIffLD3GG+HDtZ3mCBbvty8g7jllvFXXdp11+jH/PWv1veXX+Y6JLrb6/Dh3sfvu2/2dxzN+aabssLGVHP2QinzucV+z2JcjRyywwPgb8l0Mn68d6x3pazhkQ8+yN8H0LatdxCpQgccCqNqhHPYgzplSnaahNbQuLH1gActe2c3BncDreQITI8+an2fdlpucAPnA2tPpzIxz7/yihUoJYgonRCvNX2TTKU67jj473/993+SiXV3NFZv6mUOi1ZAAXkBa9msQ3mFGhKEW0uJu+6Kdi+ffjo4vZdwMV1i0M8K9MEH3gFs3F77Qe1o8eLsb+fUqjjP/Zo12fzc53viid55v/eeWZl+1/aKK7KLPySJ3wDQp495Wi/cHbQo+NXT75oMGmTNC/din31g//1z8w67DiKcS8iqVd7b3QsrhDXQKA/tDjvkb/ML21dIHnzQMlHaOM8hivktbe1/jz3y6+MkThASr7miTmpYzzE8A8CT/Nws0yLwNVvyFVvSnkXsQXlEh4l6v73atj1tL4lZ22+q3ejRZutM2/kvWZI/P/pXv/I+Jm6n/NVXc8uMQlxv7UpWIMKI6+AVNVCVCOcCEcUxIOq+tFclMg14X0i8zMVOT3GvqRZe271wp0kyfawQwWaGMIKOLOArtmQCJVwE3IPnsCYB/4L/K3FN4gmXex3r091yizXT4dprw/ML6yD6CWe/4/zKeuut/MhifsFCFi40c+L0o1y8tcsdewZLqc8vydoAaVC1wtnGS4ikIbi9yqg0nPWOKvSSCOeDDopWlle5pmWb8HOeBGytufg3M6j9PMYJgCWcazFQCUuM1v5hKsGKyuRMGxe7vZp6RPt1Lmtr89MuXeofvCbMOzmo7KTe2p07W97rac09X7MmOCKaV5222CI7NOYk7Ny8nKvGj/dxhlyQzXPNmuCY/078hGlUzdlOJ5pzgTARmF7jDqtWZY/1M4dOmZLeAgxp8MoryQMGJNVIjz7af9/PXZZi03FFL+II56C20JTVG0zaTxFjbleBmcjWjGcb2rF4wzzsUhFmZRo71nIA6tbN/JiwfWHPcV0dnH66tVgBmGvO9n8v4TxxIpx8slk+UbDrNnAgvP9+dnvQOTr3zZuXe9wpp+ROR1QqO40uqPNsb9t9d+sTBXuhH788/fDq1ITNo16xworYltZ849Wrcx0axaxdJOwLfdNNlrOI+8L/7GfBx9mceWb2t1/vee5c/ylGUUiq+f3wg/UQHnaYNXXFxtQc88MP4cuwmZq1nePXbp5/3qqf6QvXrw5xjg07ZijP055FjGN7JpaZSdvmUSzPoRPxUFkiEuQcF0aQE83kyZZDjtOZyiQ/P+x26bcmuH1sXR088EA2jru9vVWr3JkGfmV5CWeAb78NrpcpXkNDX36Z6/QVdB28Os0DB1rfI0ZYTndOxo8Pr5Nd3tix1qdU+C1uY5NWnHNn+7n99uxvEc5F5oorrClDQQSF6bOn4BQDZ+O47bbojcHpbHP11dZ86FWr/F84bm6/3QqqAtE15x9/tB4e0w7GWWeFO+r4daCc+E2l8nuZ2mX7cQb3A3A/Z4QXXiDCOhyPcQL1KI7gRToSc2meDI0bxz826F77dQiDzM5Bgs5O52e9sve7y7Xz/OknuOoq/3rY19zvesSd/heU3nm+pqZar+cyaNzb9tKOMuwUl6A45X6L3tiWyVde8RbOzoVgSh1nQoRzgQh64Tm1XvsG3Xmn9e1eOzVpWaZcfHHuvL44fP+9maeqE9sc7tR4XnzR+g4yIa9da9U5yQNkH3vCCVbAircckSqjRExavx4228ysTKem0Jtv2Z93WEWzDWO75cgcuvIyh9GUtRs6E1Gxp5gUwqEuiKDAN6++6h+e09TK4u5oO9tj0LKTdjr7eqxene2ogv8yjXE8pO2yFi6Ec86xfjunGJmatcPSQjawTyH9YOzzcc5bd78H3Kt/2fvtkKdjx3oL55deyj/m2GNz05ieW9iwiQjnEnH66eFpnDfHacL2uvnLluWO9zixA450CYhd4Yx2M3my9e0eh4kq6NKMd+2sn1PjCMI9ZhRmTvd74T7+uPkKVkEmThOcY2y/w4oN+TTHspS2numvuMI870JyN9Zb/SzuiTXn2X5pJxXOYU40kyblbncOt7i54grvFamc5YQJvL328q+fiX+CvX3kyPBFUoLy8cNZhw8+gH/+0ztdkM9GEtyOsGHrAtxxh9mwWNj0RL/FP+xobatWwS67BOdhd4TcgUzWrYMrrwyvo23CjrrwhTiEFZGgB9PP3OVm+HDYe+/gcoIe7nffzf4eMMAKM+kOblJfbzlPTZ0arHH4keTFG8fRauTI3LRhHaJvvoFf/CLXBL1yZXg5YWPOcTolrVjGmVjzfO7k/OgZpIhJ/d9mf75mC3owi8N5KfwAH8JeiEGYaBtR43pHfXG697unPUWdSuXWoMOI45wUdi533+2/z6RtKJWN2RC0ROr338Pxxwd3fC680Cyevvs6uM/Rb////md9/2QQLt7PYWzWrFyvfz9sJ0GTaI1eiHAuAn4X2etBK5bZ7/778wVwfb0V4/azzyzhHYb74WrUKBvxymbYsOAxqrfesjQYrwfVqU17vWAWLcrdHubBfsQR8OSTudv8rBF+BIXvjDKt6wzupw3LGMHejKXoK5xGRtOIf3I2AJfyNyDeeEKPHtYa0LHqEFCk3dE0eek68XMgM5l+FHScm/p6//CNYP7ce+V/f7yRBiNMO55uE77JmLNf3mFacVgnzRlD3XlMVNyzPGz85rj7pfOzyolZuwjU18MFFwTv98JEEygmdj3r6uD/DGJOuB+uhQvhwANzt51xBvzjH/55jBqVGz85iPXrgzWjsBeJ22nLef1NX0LOdL//fe4+kylaWkMT1nAB1pIzt3JxYPqNNjKrVxJMz/1+zmA+HdiVj43WefYjbgc06Hk50oo0mtq0F9uhyE/IBAlhL95/P98E7szH9B545f+b3+Q6MpUrYe8621/FFs5RLFLz52d/J/WdCcPZfpXyD2r0zjv+eciYc5EIa0R+D2yUtT9NA8D7YTrvGsIbxfTp3vkFvRjDXpp+oUxtfvjB8gIfPDh3e9LOTdJxdsi+DEwWN9Aafst/6MEsJrAVr3BoYPogP4K0OP547zFH97VeyUb8nUsAuJprias9m2oebpzRvpy0aJH9HdbOJ0wwK8vtUPTAA7n//dqN0yHSPUfYyRdf5E5DSqI5Q64jk0l6U+I6P50fMFLjVyfbUdbEd8Sdh3NIL6pTalTc7dfPMzxpJ0GEcwrEFc5ejXTFCu/8gsaFwjjhhPwQgV7Yc4XDGoXfVDCnWdl9Dm5zchBe18XZM3bifJCjvojmz896hpvWx+ve3Hyz9W3yUmhe9xN/5HoAruIGdMgj0K5d4cP4HXQQPPNMfgx3L/Pzv/g9C2nHHnzIQbweq7ywqYZBeI0DOjt2aXsJ2/fexFkL/K1AXmvz/vGP6WjOYRTDOudVhtOfY+3afP8O9znbzlpJ23ta85P9sKe/2cNuftc3rMMlDmFlgN9FXrw4O7WhkDz+uBV4IIxzz7W+4z4cQQvTB00rcePVaP1eXmErUoUxbJj3dr/OUJDFYL/9wsu7UN/KJsznI3blJQ4PTa91fE0zKiZR536iFTdiuZDfxkU0JniA0Dk9rRgUagqP/QzX1VmOPmkLvKSasx+XXx7spBUVv+vr5VeyeHG2vkccYS27CNE7JFHx6iSneb/se/Xmm9m8vZzYwtbCDgqcBCKci4Jfb3f77c3XG43buJxOVaaE9c79YsUWkkL1/u1zdef/2GPe6ZNMperNt1yOpVpZ3+EXsJg+Cc71xoO4i/OYyub05yvO4p7AtM5l8opBoTRnu5088gj07ZvefYkqqOwpaabcc092bm8cTOvldZ+dwsUrclhYLGo//MZrV6+2lICowlnraMGfbA3fbhNjxkDv3vnpgoSzSTwLWfiiCETtAcWZxuRH+/bRj0m7x+Z+MO66Kz+N84GMKwDjvJijeFhD/gP300+mL2rN3ZxDc1bzCCfyAR7eQWWGrzctTbiEvwNwHX+iKwmWSqoQ7GciyrMZ1h7XrYtupr7++mjpk+I+B7+ZF35DOl7PRtjzYmv6UTtABx5ohRaNOub8ySew7bbRjoFsm/CLiBi1/rffnrtoSxzFKk0ahHC+J1i5yMNLOKZpmgojrMeWVHN+8EH/PCG+VrJwobfgDyLqlBn3OXfqZHbsiTzKIbzGYtpuEGxR6lcsvDQAL17kCF7kcNqylPv4DVGcwwppcUk7b9vRyhbKaYalXLs2vnd5qWZ5+E099NISp0/PTh9zOk2F1d2OXham7boZPRq++85bOAetCBX33Wq/p5s29d4f9d5edFHuoi2F9joPo0EIZzsiV6WQ1nSUKC8QZ5lxHTpmzAj2Ek0D90NuMpbem283zBG+mFv5kU2Nyyv2S/jbb/1fNrkofst/WMTGHMzrkcJ6VpJwtrnrLms1JNsxLImDpk19ffjCL34UKx6C6ep3XvUfMsQ7bVibtueehwVucWMLWROztl+ktCjYwtmvPnF9RYo5XBhEgxDOpR7Yj0pY4zDVnEvVuy+Uedsv76Bjm7CG4fyK1iznKY7lQU4tSL3SxLTMeXTmHCwpdRfnsR2fFbBWZhTyxXbAAfDXv1q/g+bu24Q9907hHMVcbY95lhNpXne7/bnjCNisWeMd2MN2noxq1rbLCwst6sa+d6/7TFpI6shZ6hgYDUI4l3pgv1Sk2bhK2VCDxpwBPvzQ90j+ze/YlY+ZRTd+y38wcQIrNVGclB7nBO7jDJqzmmc5mnYkWCw7BdwR6gqFSXv8MWQBL62zUwT9XvBenHeeedpiEUU4h107W+h9/LH3/hdfhBNP9K+Hl+XP5H5FtXDaeT70kPf+QsWRLxYinMuQtD1R08g/KPRhobHXvlXK+yXktybtJfyd03iQlTTnSF5gMe0il10unZIgzuUfjGFHejODFzmC5hgELK9w0rgvdXVmC+R4HVfJmArnOMR519qRA6MK07B6iuZcAVSacA4jqlnb3chMFmQvNtdcY5buoIPM0v2Ge7mFSwE4iUf4jB1i1avUD6gJa2jGUJ5nJt3ZnY94kp8Hzn8ulzG1JKThl+EX9rEYZadNFOelpMI5znDap5/6p7cjz6UdT0A05wqg0oRzWOO318CN8pKohhdy0AIeTk5jGPfyWwDO5w6eJeZKDyUmyj37nm78jDdZQHsO4xWe4RiaERKTtYIpdBSqIMpROEehFMI5KBKgvVBGVOEcdh5xhb17bn2paBDC+bXXSl2DdBkzxvr288a0cTayUvcC0+Cbb8JSaP7IdQzjDAAu4RbuSrgcZDk7hLmZQj8O4nUW0o4jeInXOLj080FKjF/M6yTYneNKJUxZCXN4ixsu2Q+7vUfVdMOek6QKiQhnITKvvmp9ey3N5sRuvGvXVodwDqI5K3mA07iOP1OP4lzu4tbMIhFJqCThDDCWQezF+8yhM0MYCYMH05/c2LHVYEUxpRJWiyo27pXr3CS1NEZtv3b6qJpuoYSnaM5CwbEb2dSp1qpS1Up/vuRTBnMqD7GS5hzNs9zNuankXWnCGeBLBrIbHzGebWDqVD5lMCfxMHagkoYknMsJr0VDKpGwoCFRhVrcueZhFHvFvLQR4VzF2I3rjTesFXiqjcas4zJuYiw7shWTmEw/duYTXmBoamVss01qWUUmycvqO3qxGx/B8cfTkhU8zCk8x1H+6+sJBSfqPN5KJa5ZOyphK/0lXQ9BNGchj1Gj0smn0qd8BDGE9xjLjtzEFTRnNQ/ya3ZiNBPZOtVyBg5MNbuispKNYPhwTuUBltKaobwAffuy37hbaEIJPaqEqiZqTGp7KtUlEUeh7EhmfsQVzrfean2LcBbyiLL2chClblyFYBCjeZMDeI992YYJfEMfDuBNTuNBVtCy1NVLhVTNaUrxEKeya8uJvMyhsHw5R/3vUr5kAKfyALVEDOckCCEUcx2CIOI+R/Z7s9TvTxHOVUy1aM6NqOMIXuA9hjCawRzA2yyhDVdxPVszgbc5oNRVTBX7pfKb36SX59zG3Tmcl+H115m78QA241se4HSmsTnncSdtqD6v7qDpO0L1E1c4i0OYUHBK3biSshnTuIarmcoWvMBQhjCSZbTiZi6lD9/yV65iFS1KXc2C0bp1enn16gXvvgsceCA3HT+eE3mESQygB7O4kwuYQxce4hT25H0UFd5wBCEB5fLeFOFcxZRLIzNHM5CJXMrNfMSuTGMLruYv9GE60+nFhdxGN2ZzOTfHCsUZlUceKXgRRUNr2GefzO+axgznRLZmAkN5jrfYnxas4hQe5n32ZjbduItz2ZsR1FBhEXwEIcOUKfGOK7WXtk3jUldAKByVYNbuwvfsyQfsxfscwqv04rsN+5bTkmc4hkc4iREMoZ6U4/uFMHhwUYsrOppGvMBQXmAoffiG0xnG8TxOb2ZwLndzLnezlNaMYAhvsz/vsB+T6U8lLB4ilI5yEW5xKRelJlQ4K6W6Aw8DnYB64F6t9Z2uNAq4EzgEWAn8Wms9Lv3qClEol0Zm04YlbMMXbMfnDGIMe/IBvZmRk+YHNuFVDuEVDuU1DrY8jktEsdbsLQZhL8xv2Yyr+CtXcQM7MI5jeZqjeI5+TOFIXuRIrAHcRWzMaHbiE3bmE3ZmHDswj06IwBZsyu29E5Vyqb+J5rweuFhrPU4p1QoYq5R6S2vtDDt0MLBF5rMz8O/Mt1BCTBeTSBdNJ+axOdPYgqlswVT6M5ltGZ8niAGW0poP2Z1R7ME77MdodkKXyWhLpQvnFSus70suyZ2v7Z4//cgjcNJJG/Yyjh0Zx45cyY10Yxb78Q778zb78i5dmMuBvMmBvLnh+IW0YxIDN3wm059v6cMsulMnxrkGRyVY7IIoF80/9MnRWs8F5mZ+L1dKTQa6Qk5MwCOBh7XWGvhYKdVWKdU5c6xQIu67L/08W7CCrnxPN2bnffdiBpszjZas8Dx2Fc2YyFaMZ1s+Y3s+ZHcmsHXRzdWmVLpwbpHxlbvlluB0ffv675tNd/7Lr/kvvwY03ZjNYD7N6M2fsA1f0J5F7MUH7EXuuqLrqWEmPZhOb6bTmxn0Yg5dmEvnDd8L6FA2nTEhHcpF84yLs/6LFkG7wru3eBKpW6uU6gVsD7iXVO8KzHL8n53ZJsK5TKllLa1YTmuW0ZpltGEp7VlIBxZs+HZ/OjKfNiwLzXsh7ZjG5hm9eQu+pi/j2Zav6VtRmlSpwlzutBOMHl288szPUzGb7symu2OlL01n5jKQSWzFRAYyiS2ZQm+m04U59GE6fZjum+M6GvMDmzKXzsynI4tox0Las5D2eb8X0S7TWluzjiZJT1soEJUunJ2a87HHZmY5lADjN6VSqiXwDHCB1tr9hvZ6vPOMA0qpM4EzAXr06BGhmg0JTQ111LKOJqylOas2fFqwMud/2LaNWLFB+Lo/zWJGiFpDE76nK7Pplvc9i+5MZYuieFIXg1Jpzs2aZX8PGABffumftvQo5tKFuXTJm2/elNX05Dt6M50+fEtPvqMzczd8ujCHdiymG9/Tje8jlbqGJiynFctozXJabfg4/6+khevJMPusphnrqC1bi065U+lmbWfn4r33SlcPI+GslKrFEszDtdbPeiSZDXR3/O8G5IV511rfC9wLMGjQoPQs+/PmsR1zqaGOGupozPoNv52fQm5vzPoNAtX+BP0P2tcov1+TOuupYSltNrzMltGahbT30Jezn4W0ZzEb01Ccf0qlOTt77pMmedejUaP4Goo7P/v/qafCgw/Gy9OLNTTja7bka7b0TdOU1XRiHp2Zm9GRrU87FuV9t2MRrVlGK5bTlLU0ZSEdWJhehV3U0cjxhGY/66g12r6OWtZRSx01rKdx5O+ox9TTCI2inkaJP3Hy0ShAVbzmXC6dCxNvbQUMAyZrrW/zSfYicI5S6gksR7ClRR1vvvtuPuOGohVXaOpRrKEp66jN69W7tYGg/yvYKE8A25/VNKOhCNm4lEo4P/oozJoVni4ufsK5FKyhGd/Ri+/oFeEoTVPWbBiWaeXQnZ3/vaxKJp8mrKUpa6ihnuaspjllEo+yAqhHUX9DI/7sENiV9mkxXvGT4z/v3wx77VX0a2miOe8OnARMUEp9ntl2JdADQGt9D/Aq1jSqaVhTqU5Nv6oBdOnC52yb04t0f4qxPagHbbLP/i/mtPKgVEKrZ0/rE0SSum21lff2Qw9NV3MuHIo1NGMNzVhAx4KV0oi6PP3YbfEK2m8J+KylLejbJE3QsW49VqFT0J+j5qMznzqgTNTPOLj9WcNW2CgQSpfIb3zQoEF6zJgxqeUna9QKaTN3LnTqVOpaeLftxo1hfUjwLr9H297eqBFcfjn88pew3XbW9vPOg3/8I1l9hYaK9hTmxdR7Px+n2WGHZHn066v5+uvs/48W9kvVZVspNVZrPSgsXeW4zgpCkanWDp/zvDp3zt1XLnM8hUrEEmd1Gd25JDXYEr5OmMdodwYl8m+VCYZCg+eA6lrUKhJa5wpkEc5CJVNNHWoRzkKD5803vbeX84NeznUTBD+/hkJT6YGDnFTRqQhCcr7LrrvRIASg1so/Fe0AAB/kSURBVNZc6uuvL3VNBCE51fTMinAWhAzNm0OPHjBjhvW/nHvhv/xl/rZ+/eLl1aQJXHWV9btVK+/9ghCFUj075fzMRqWKTkUQkmH3uu1pTOXaCx86FB5+OH/7W29Fz8s9xty2bX6a/v2j5ys0bEr17JTrMxsHEc6CkMEtqJo3L009gjjrrKyW6+SYY7Ke1127wvLlZvmZCOdqeuEJ1U01tVWZSiUIHpSr1/IFF8CWrmiYM2dC9+6521q2NMvPfZ4/+xkMGQIjRmS3VdMLTygOpWozYtYWBKFscAvmJPTubQX7T3t62Y47ppufkMsrr5S6BrlUS4fO3REuJiKcK5hf/arUNaguquWFEkXrN0mbxnWpJo2mHDG1lBSLhvgspY08MkVCa7jwwnTzHDAg3fwaOuVqyi4kfufsXJlHhHPx2HjjeMcVUhjuuWf0Y6pFOJcSeWSKyJAhpa5BZbPDDqWuQcMh7WXzTIRzuWl/xWbqVPjPf0pdi3QQ4ZwcEc5F5Igj0s2voWl6DTnMZqHwa0PORTWSCGp73nSNLLQWyuabw3HHxTu2kMJQBG1pqBrh/NNPpa5B8SmlcPYKVlFo9t+/sPlXy0sojTFnp0BOQ4suhFm7VCEiy5E02u6rrybLu3fv/GNeeilZnUqNjDmnwEYblboG5U+a2stuu6WXlymDBsG551q/ly4tfvkNibQ0Z5tCCOeGPI599NG5/+fPL065++zjv895P2zh3KdPYetTzTTg5l35RO3VVdrLzN3rbtQIbrkFfvwRWrdOv7xqGSZIW3MOWzcaLH+K9u3zt2++ufVdiLZXLfcrDs88A3/9a/b/ypXJ8/S7nk7NOeg+eu1z5nn66fHqZWN3zP0488xk+XtRSmtahb2uhSSk2dCK0WgHuZYjVwqaNoWOHQtfdkMnqlm7Wzeorc3f3qOH9YIuZ+FciiGatEnjWpgI56Dn3nmP7d/19dltzt9xOOaY5Jr4FltAhw7J8igWIpwD2HTTUtcgXY49ttQ18Kd/f3juudxt7pdFoTV/GXPO8uij2d8mwrm+PrjcQtw758s+yb1TCnbe2X//YYfFz9uvvLTzKaRwNiWqcI4jJC+6yH+fyXXdc8/iDQEkRYRzAMcdB5demrvNSzsoNLfd5r096sN0443J6wJWiMe0BVltLTRrlrstqnC++up061SOdOqUbn5+bWiLLbK/TczaYW2xEN7azjJ33z39/G26dk03v7B2/P33uf//8pfwPMtNc7bTpak5R8ljr728t0ftJIpDWEpMmRK83x7/MmXAALj55txtaTSwqPgFLylVw2nbNn3h3LhxfsfHfX7VotnG5auvoE2b7H93Z8YmDc3Zea3TEM5+HcwkOMt8991ox55zjn9ebtJodz17ZsdEw/JzL7iy667h+RdLOJuOOXtpzmk8zwcfbJbOz9oTVuZ++8GHH0arU6GoKuHsNxZp35D77/c/1u19fOKJ1gpAbvwa8GWXhdevELi9NoMoZ+FWW5uvXUXVnJOen8zF9cZUOAcJiChrTf/2t9b3L35hffvFjXY6oNXWwqefmpfhpBjPhVJWBzQOxXLkTBrK1UvDTltzDlKwnOX7CWeTa1mKmSheVJVw9rvw9lJ6Qdx5Z+7/mhrvhujXgG+6KbyMINq1i36M1vDPf5qlfeaZ9F5CWifPa++9c//X1ua/vNIcc+7SJXj/5Mkwblz8/ItBqTpXpmPOXsTR6OyhJPt8/Rb2eOml3PjyO+0UnvdBB+XmXUxMy3SnM2n3xTRrz57tnc50zNnuREW9B1GGdOJqzuVEgxDOu+4Ky5aZ9/qCuPVWa8w1bW6/Pd5xXg3WKwzi0UdHa5hBoUbTeBEcfnju/5qa5JpzEO558Ntvn/u/X7/owx7Fwr4OpvcvbbO234vOOZUnTHNOgl++G28cfTx4l13yt4Vd10I4cLlp2tQ/nUn5xTRre13zgQPh3ntz00GucO7Tx7JGmnSi3Nx0U7QVokQ4lxleL+/dd4ejjgqfLmF60y68EC65JDjNffeZ5VVsTM+xS5fgoC5paM72vXroIetbqXCzcpKXqHuf0+GpIeOM6uTE+aL2e9E5n4NCCGb7ngXlnVa5gwdb3sOFcip0PjNe7dTpS2CqOZfCW7tJE+/txx6bK3S9zNpNm8K//52fxou4QwA2dXXefghe1/K888zqVGyqXjiPGpU1faWhOZukPeMM87ySkEbgAT+CztH0RbDffv777Hvl7A2Hac5RH5zTT4cWLfKPff/9ygxg4T5/v3MwPbdVq+CEE8LT+XVk3MIhrWtqCyoT4ezm6afN0rlNtXfdBT/8kD/c4k6bhCDLT5BHtN9xXlaAQuAs388J0T2s4XXvojzPYe+CIGpqLC3dy8/B61p26xavnEJT9cLZiVdjsMci0xTOxeKBB6KlT3PM2YSgaWdeWoTbuuEsx2ROpGnny28Ms6HRrJn/NXNe+0MOgbvvzt1vO2vZxHX2ue++/KGZ9u2t8vfYIzxvd1s85pjc/z/8kPvf73yVst4fcZ4R0+GWqM5UYcc5OxJxhIrbT8ZvuUpnZC6n+d2J3xCU3717+OFgB90kQ1gLF8Jjj3lbS72uZdDc6VLSoISzF3ZPMG2B+8036ebnRdS5ncXuVATdj333tb6dQrpvX5g50zt9WOg+gAMP9N/nfvmVSwcrCqYv7bRNnKZjnnGGc844w9+EaXcAiqnNeJ3rVVf5p+/ZE957zywv+/8mmwSnjdM2TTtHzufI6VcyY4Z33GytczvG223nna+fVuw3leqkk+DQQ/3r6Td91IQ2baz3upfvjde1LddZGg1KOAdpX2lrzn36wCefmOcZhpeDlt/57r23t3boV297MXU7ck6QRgXmY85KwQsvWC9t93QYe9qbOx+73ptvbr34wuruZPDg/PLDflcSpmbtNAgb83N3cOrrYejQeGX5nUfLllY9kow5m7bToPRduvh7+w8Y4D9u/+tf5/63n7OxY7PbggR1VMuYCX7XIygkrn3MunW547NBhGnOYZx7rlnwFScm91qCkJSIsAsfNNcyrbmEo0dnfw8eDMOGpZOvV0xZv/mnBx/sr4FC/pxsu1F36GAFchkxIrgupg22USNrDeszzvAPHuD3QA0ZklygOs12XtGLBH9qa7Pty0RDjzP+bXde/dI0aWIJhEK8IP2GXPzO1R21y4mp5nXUUda5eIUF9ir3+OOD6+TEvkbvvWd5TheCxo396/KHP+T+tx1K99wTnngit45Ogu7tn/4UvY5hVNKzX1XC2Xnh7V6qCVtvbQXoD2LTTbO9wDRu8PnnR0vvNf3ATzgHjatBVgsYPjw/Td++uVr366/np/Ebm1uwILcTESQQgzxXTz8dTj45v0w3QdO9IDdIRTVqzqWmpib7nMURoG5Lhx9RxpzDsK+hUzgnbRvt2mWHx+IGI/KqQxSHOHsIoG/f4JkpUYcrTHF6mwP87W9WWbW1+f4JJhSqrZsqYS+/XJjyo1BVwtlJlJv7xRdmSxAGCRQ//MyDURufV7Sydeui5WGXaTdQO7pYVC92dwM/+2zru3373BduVJOizf3353euvDSd996DCRPCy3CXU25CLm3S1jSDOnvvv+9dph0C0bk9bAqiH0nOx69T6Od1HIdmzWDOHOv3b36T3W5iWXDXy/k7Sju1NVWvY0yekTSfiZoab1N/lPtYqGc0LF97vz0eXsp3RdUK57Tx63F6OR04Of54azqXm6Rm9LvvhmuvjXaMWzjb31EboHu80S+6mck5mpbtjoVss9VWZsf7CWcv60G5YnKtbr0V/v734pVn49ZuvUIg3nKLt8Uo7KXtpTn/7nfhxy5Y4L/POcQVp+P27LO5/+3j+vTJdsjjdiriCOegtM5nxCTa2447mpcbhTSC4zjZddf02nqSehSKqhPOtkkn6fKIpoHw3enck/Rra729qpMK57PP9vfWNm1QJi8BP83Z5IW2ww7++UaNeuVeDCAqft7aJvN8y4EnnwwfegFrWsipp6ZfflibsvefeGJwujvusJYGjeKLEfcF6RzWcBN1zNmNu1Me9Cz5RdVyp/HLyz7/G24wq1sQS5eGp9lii/wIflEohEDzyrNnT9hss/h5XnFF/GOLQdUJZ5s4nqNbbx19RRJno/niCysPE9zCOUrv3W2C91sezY1JeD6TfUFTeuzfdXVw5ZXhdSqW2ajSzdrHHVe8BRBsomhwUbxyhw6F004zT+9stwcc4L8vCr16eW/v08c/ClYQXpY1e9u8ed6+G05MxpydJnO/45XKrcuiRbnpDj88O5zl5xOiFPz+9977kpCW0LY7dnHe8c5z8WoDEoSkCJheZLdwtc1x7hehiSPF1lubN2S3hpHEUWPkSLN0dhkmWmvQVBq35uwlNMICOkTVnKNiv8jscsRbO13cz1eS+xm26lWQ4Iu6YIx9vNOq46xzp06wZk20PN3YdbNNyB07+vu02AtxeNXR/rbP0evaTp9uBd3wcx5zH7PHHtYiOG+84W/ZSvJ81NYWZlldZ51OO806T7ejWZT5yloHhyguB6pWOAdh4gxS6Be417Que4J/Ug0pbOqLSRg9u6F71SVIc46KPc8zzUAAJ5+cG4QfKl9zLgVBwzdu7P3XXguPP2797tTJbNZEmHB2vuzd7fGyy6wAGn6U8l6bTGn673+t76D22a6d//Xv1Su4g+J3/j/7WXDM7rga5AMP+C/i45eniWOridUvajxuk3NM03EwKg1SOF9xRfgLwdTUG7cR2w+GbfpVCj77LLxsE8LmnEbRcvzG0Jymv7j11dp6gY8ZA488Ei8PL8LmkYpwNqdJE7NVhGwB2rs3/PKX1u+5c7PLPwYR5qTkbM9ugdKkSW6wmjgUqj2E+TN88EFwHdzbwhbvCeKxx6Kld8abjsKJJ8IFF8Q71onpe9UZTjTtSF+TJ4cPRxSSqhPOftqhk7q6ZCsgpSGc7Tz++Mf8fXFihJsQRXMOc4hzmoSSCr4dd4y2VmsUtt3Wipgmwjkea9bAYYdl/zuXiXSSZKwuinBOStS2Hob9HvHKN8y8a5e7335WgBIbt1nb/m7aNDwOtHsBEvtYO6CJm5deyq1L48ZWZ2zrrdMff43j8xKGc/neJCtZjR+fX5d+/aIvSZomVSecTQjTmiG/wRRq8r77AW7RIjekn3taw29/mxuFLIittsr1SrXLcmvOQS8s5z7b2a1RI+jfP7s9zvUoluPFyJHw1lv+3tpCNPw8XJPczyhjzvYqY1GxF4lI875vvnnWSuCF6TV5+21rCpxNmsNGQe8xyO14gWVidk938yvfjmVvsiiNV9lRcAc5sXEqMkmE8zbbxD+2UISejlLqAeAw4Eetdd6sUqVUG+BRoEcmv79rrR9Mu6KmHHFE8PzG++7zdsJw42yQv/tdrmaXhhbm99BMnWr1xu3yxozJTbfVVuZrEU+YAPvvD++8Y/23zWLNm2fXUfaqC3hHQ6upscaU9tjDmsJgh+wLCovqRyGFszNv2/zuvmfl5JVZDRRSc7YD27z2mvXbdFlIyN530+UaozB1avB+U83Zqz5xr6eJVSxKXfxYsAA+/9xyLLNj8ofhNxUwrI6/+52llIRhIpwrqVNu0td4CLgbeNhn/9nAl1rrw5VSHYEpSqnhWuu1KdUxEnZQie++895vutay8yb+61/+6ZKatd3H+wXY96pXlHIg12P0lFOC6+6nzXjNoT3qqOwLNu3GP3gwfPpp8nzSGCMvN4rZwQibY53EQ9duO6+9BqtX5+9v2TLaua5bl7/WudfxJ54Ijz5qnm8QXvOmTZ3owkhTc05aF5v27a3wuW+/bZZ+6dLwgE1+bL652XiyiQk67HqUU6c91KyttX4fWBSUBGillFJAy0xaA8NxYSnkRbZvcOfO0WJ4e2ELDVPTUBq4Q+t5NVivRQ+CevomHuZHHhmel5s499HrfJ54IrvQglLWdAz3qkGCP0ceCStW+O9P8rxddZXle7HHHpalJymNG+dPXfKqn+2E6NVeogZyadEiv0NQiClFUTEVznHmdtfUWOPlJrRuHW0WinOq3C67hKe/7DIrJn8UykkQe5HASr+Bu4EXgTlAK+AXWmvPZqmUOhM4E6CHSbijEmLSkObMsczDb71lnu/69fnh/X74IX/JtrRMr+6Hs64uP2ynqXD24sEIAxjFGpv2OqZz52wHSCnLkcTpTFKJFNsC4Bzvdb7Mt9gifBGSIK67Lv6xpkSdh/3AA5YWb08LM8Edxa4UmnMcs3aphZRXHe1ndeFCszw6dkwnSE85WdXSEM4HAp8D+wKbAW8ppT7QWi9zJ9Ra3wvcCzBo0KCy7reYemtHpaYmf8UTrzVdC4VpAzZxmoNoy9OVS8Mvl3okpVQv1bFjc60vX39d/DqYxlS38btWw4b5W62C2onJ3OLNNoMbbzSrXxDV0l5NOecc//CqfkQNRlMJpCGcTwVu0lprYJpSajrQD0hhpLB0FEo4Q3bFk7DyvV4ofmXvuGPuIu5h6cOwAwMkGeN2c9FF1kv1uuuKb9Z2bm9oL7u0CYqZXgzq6szvoT1W6deOooQRdRK0OIRdVm0tXH55eLowomrOac8sKfTz4s4/6nzl2bMty1i1kcZUqpnAfgBKqU2BLYFvU8i3pAQ1yKCA+qVizBjYckvrdxrmHVs4DxwI++5r/Xa/TA46yFo/1pQ99oC//CVaPeKMfoTNp6wW4Vwt5xGVsNCwTtq0sTqtcdZiL/T1LYVDWJzObpIpSlH56KPoq+117RrvnVdqc34YJlOpHgeGAB2UUrOBq4FaAK31PcB1wENKqQmAAi7TWgdMZqoMgh6IzTbz9iotBkH1shubUxsIe7CnTIGLL87ffvXV1lSJjTe2pmLV1OSvAPPaa2Z1DqprGI8+mu9o40UUh5ZqEWrl/nIpF3bYwTJfT59uxc835aqrrA5lVMqpfaVRl222gf/9L3k+QQwcCJMmWctAFpJyujdhhApnrbVPbJkN++cAZedak/TFFXYTnWHjCkGSRhSlbn6a7yGHWB+bRYvM8k3bO7RFC7PAE1FCkVbSAyqkQ79+1mfCBPNj+vfPDbbTt6/Z+HraQzblYNY28ZhOQpculnAWshTRYFFckjZKeYHn4hehJw4zZ3rHvy4Wcm+FOJTjcJabuEFISk0p6lnulqeqFc49e8Kbb4anK0S81zQIc2ryYttt89dvLfV5eNG9e/p5iuYsFJq0242pcIjqueykUtp6sQRlpVwPqGLhrFT+wuxRj08zXVTuv99sKTUnw4eHh0JsyIhwFkppsXFjIpB++in6usNx4483dM46K5nMSJuqFc5JKVTYO1NOOcV7e9A0g9raZL3sNEh72TYTXn452nmLcG64nHwyHHxwqWsBN90Eu+0Wni6qYNYannrKine91Va5bX3YsNKushREOTyT//53qWuQS4NclcqEcmgsbt5913q5lDO33AKjRhW3zEMP/f/27j5WjqqM4/j3Rwul1UqhL4oitoio1EDFCmgCtNbwplLBYgoqNUSMUhLRmAAhAv5hSEVS4gs2qFhFLPiCSBQISC30n0IotHCxYItVLNRSMNIIimIf/5izsHfZ3btttztndn+fZHN3Z8/uPs89O/PMnJmdGX62r509h6/1P2nnT/ozc2b34rjggh0vvJ2aMgUOPbS4X78cO/vs7vzMskpWrGh9vYKduWBPL3nLuYUJEzpr18siPnv2jr+m1ysZkyb19jzhjdatg6lTy/t861+LF8ODD8LKlWVH0lpVDwhbtAjOPLP773vccTBjRnGq5UZHHZX3QWEuzk2sX797DlrKVVVm4E50sjZcxtD77rB4cXm/tx9Ee+xRne+O1P5CJbmZMaO47Q433FDsux/pin+5GejiPH1681MRHnxw5+9x2mnwn1IujtmZfiq83ZDzmvKOOvfcsiOwnCxbVvxKpcYHhhXGj3/lWvZVWh4OdHEeGtr19xg/Hs45Z9ffx8xsV8yfX3YE1k0DXZwHQZXWFM1yN29e2RHYoHBxNjPr0MKFxa0sCxb4XAa7okobKwN2YP3gqf2kwsyq77DD4Kqryo7CesHFuc9dfnlnV3UyM7N8uDj3uVGjYOzYsqMwM7Md4eJsldoPY2a2s6q0rPMBYcbChcN/H2lmZuVycTaOP374uanNzKxcHtY2M+uiCRN8nIftOm85m5l10Zo1sH172VFYM97nbGY2oHK9ZrJVi4e1zczMMuPibGZmlhkXZzMzs8y4OJuZ2UCo0gFhLs5mZmaZcXE2MzPLjIuzmZlZZlyczcxsIOxRoYrnk5CYmVnfW74cZs4sO4rOuTibmVnfmz277Ah2TIU28s3MzAaDi7OZmVlmXJzNzMwy4+JsZmaWGRdnMzOzzLg4m5mZZcbF2czMLDMuzmZmZpkZsThLulbS05KG2rSZJWmNpEck3d3dEM3MzAZLJ1vOS4ETWz0paQJwNXBKREwHTu9OaGZmZoNpxOIcEfcAf2/T5Ezgpoh4IrV/ukuxmZmZDaRu7HM+BNhX0gpJqyWd1aqhpM9Kul/S/Vu3bu3CR5uZmfWfbhTn0cB7gA8BJwBfkXRIs4YRcU1EzIyImZMnT+7CR5uZmfWfblyVahPwTEQ8Dzwv6R7gcOCP7V60evXqZyT9pQufXzMJeKaL71cm55KnfsmlX/IA55Krfslld+Txlk4adaM4/xr4tqTRwF7AUcDikV4UEV3ddJZ0f0RU6GqdrTmXPPVLLv2SBziXXPVLLmXmMWJxlrQMmAVMkrQJuBTYEyAilkTEOkm3Aw8B24HvR0TLn12ZmZlZeyMW54g4o4M2VwBXdCUiMzOzAddPZwi7puwAusi55KlfcumXPMC55KpfciktD0VEWZ9tZmZmTfTTlrOZmVlfqExxlvT2dP7u2m2bpPMlXSbpybrpJ9e95iJJGyQ9JumEMuOvaZPHjXXT/ixpTWo/VdK/6p5bUnYO9SR9MZ1TfUjSMkl7S5om6V5J61Nee6W2Y9LjDen5qeVGP1yLXK5P35+hdJ75PVPbWZKeq+uXS8qOv16LXJZK2lgX84zUVpK+mfrlIUlHlB1/TYs8Vtbl8JSkm1Pb3PvkCymPRySdn6btJ+nONK/cKWnfND3bPoGWuVwh6dEU769UnNq5CsuwZrmUX1cionI3YBTwN4rfi10GfLlJm0OBtcAYYBrwODCq7Nhb5dEw/UrgknR/KjBUdqwt4n8TsBEYmx7/DPh0+js/TVsCfD7dPxdYku7PB24sO4cOcjkZULotq8tlFvCbsuPewVyWAvOatD8ZuC3leDRwb9k5tMujoc0vgbMq0CfvAoaAcRQH4v4OeBvwdeDC1OZCYFHOfTJCLscDo1ObRXW55LwMa5XLZZRcVyqz5dxgDvB4RLQ7iclc4IaIeDEiNgIbgCN7El3nXpWHJAEfpygEVTAaGKvid+7jgM3AB4BfpOd/BHw03Z+bHpOen5PyzUVjLk9FxK2RAPcBB5QaYedelUubtnOBH6c0VwETJO3fiyA70DIPSeMpvms3lxTbjngnsCoiXoiIl4C7gVMZPk80ziu59knTXCLijvQYYBXVmFda9UsrPasrVS3O8xlevM5LQynX1oaFKNa6/1rXZlOalpPGPACOAbZExPq6adMkPSjpbknH9C689iLiSeAbwBMURfk5YDXwj7qZtP7//nKfpOefAyb2MuZWmuUSEXfUnk/D2Z8Cbq972fskrZV0m6TpPQ24jRFy+VqaVxZLGpOmZTmvjNQnFAvRuyJiW920LPuEYuvsWEkTJY2j2DJ+M/D6iNgMkP5OSe2z7JOkVS71zqbY8q/JchlG+1xKrSuVK84q9l+eAvw8Tfou8FZgBsUMfGWtaZOXZ3NoepM8as5geMHeDBwYEe8GvgT8VNLrehNle+kLO5dieOeNwGuAk5o0rf3fs+2TZrlI+mRdk6uBeyJiZXr8AMXuiMOBb5HR1lubXC4C3gG8F9gPuKD2kiZvU3q/dNAnjfNKtn0SEesohnrvpFjBWwu81OYlWfYJjJyLpIvT4+vTpGyXYW1yKb2uVK44Uyz8H4iILQARsSUi/hcR24Hv8coQwyaGr80dQPuhvV4blgdAGro7DbixNi0Nnzyb7q+m2MfR9MIiJfggsDEitkbEf4GbgPdTDMHVTnBT/39/uU/S8/vQ/nKkvdQqFyRdCkymWLAAEBHbIuKf6f6twJ6SJvU+7Kaa5hIRm9Mw6YvAD8l/XmnXJxMp4v9trXHmfUJE/CAijoiIYym+9+uBLbXh6vS3dsndXPsEaJkLkhYAHwY+kXYF5b4Ma5pLDnWlisV52Npyw36YUymGKQBuAearOEJ4GsVO/vt6FuXIGtf6oVgYPRoRm2oTJE2WNCrdP4gijz/1LMr2ngCOljQu7TueA/wB+D0wL7VZQHH+dSj6ZEG6Pw9YXpuBM9Asl3WSPkNxtbUz0owKgKQ31PaXSzqSYl56toS4m2mVS60IiGLfZv28clY6QvhoiuHjzWUE3qBpHum50ykO/vp3rXHmfYKkKenvgRQr4csYPk80zis59gnQPBdJJ1KMxpwSES/Utc15GdYql/LrSjeOKuvVjeKAkGeBfeqmXQc8THFu71uA/eueu5hiLe0x4KSy42+XR5q+FPhcw7SPAY9QDLc8AHyk7Pgb4vsq8Gj68l5HcRTjQekLu4Fi2H5Mart3erwhPX9Q2fF3kMtL6Tu0Jt1qR9GfV9cvqyi2TEvPYYRclqd5ZQj4CfDa1FbAd1KeDwMzy46/XR5p+grgxIa2uffJSoqV17XAnDRtInAXxZbnXcB+ufdJm1w2UOyPrc0rtV9m5L4Ma5ZL6XXFZwgzMzPLTBWHtc3MzPqai7OZmVlmXJzNzMwy4+JsZmaWGRdnMzOzzLg4m5mZZcbF2czMLDMuzmZmZpn5P/n/DRXdoW/NAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = len(ref_aps.freq)\n", + "\n", + "freq_start, freq_stop = 750, 950\n", + "range_start, range_stop = int(freq_start*n/1024), int(freq_stop*n/1024)\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Averaged power spectrum\")\n", + "plt.plot(ref_aps.freq[range_start:range_stop], np.abs(ref_aps.power)[range_start:range_stop], lw=1, color='blue')\n", + "\n", + "\n", + "ref_aps_fitting_model = models.Lorentz1D(x_0=830, fwhm=ref_aps.df)+ models.PowerLaw1D(amplitude=0.1, x_0=1.5, alpha=0.0) + models.Const1D()\n", + "\n", + "parest, res = fit_powerspectrum(ref_aps, ref_aps_fitting_model, fitmethod=\"CG\")\n", + "ref_aps_result_model = res.model\n", + "print(ref_aps_result_model)\n", + "print(ref_aps_result_model.parameters)\n", + "\n", + "qpo_init = ref_aps_result_model[0].x_0.value\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Averaged power spectrum\")\n", + "plt.plot(ref_aps.freq[range_start:range_stop], np.abs(ref_aps.power)[range_start:range_stop], lw=1, color='blue')\n", + "plt.plot(ref_aps.freq[range_start:range_stop], np.abs(res.mfit)[range_start:range_stop], lw=2, color='red')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((1023, 393), 11999, (1023,), (393,))" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dps = DynamicalPowerspectrum(lc, segment_size=n_seconds)\n", + "dps.rebin_frequency(df_new=1.0, method=\"average\")\n", + "dps.dyn_ps.shape, range_start, dps.freq.shape, dps.time.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = len(dps.freq)\n", + "range_start, range_stop = int(freq_start*n/max(dps.freq)), int(freq_stop*n/max(dps.freq))\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "extent = min(dps.time), max(dps.time), freq_start, freq_stop\n", + "plt.imshow(dps.dyn_ps[:][range_start:range_stop], aspect=\"auto\", origin=\"lower\", vmax=0.001,\n", + " interpolation=\"none\", extent=extent)\n", + "plt.title('Dynamic Powerspectrum')\n", + "plt.xlabel('Time (s)')\n", + "plt.ylabel('Frequency (Hz)')\n", + "plt.colorbar(label='Power')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((393, 1023), (1023,), (1023,), 830.6414811795494)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qpo_lorentz_model = ref_aps_result_model[0]\n", + "dps.dyn_ps.T.shape, dps.freq.shape, dps.freq.shape, qpo_init" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def find_all_peaks(dps, model, starting_pars=None, max_post=False,\n", + " priors=None, fitmethod=\"L-BFGS-B\"):\n", + " \"\"\"\"\"\"\n", + " if not (isinstance(starting_pars, np.ndarray) or isinstance(starting_pars, list)):\n", + " starting_pars = model.parameters\n", + " \n", + " x_0_all = np.array([])\n", + " \n", + " for power in dps.dyn_ps.T:\n", + " ps = Powerspectrum()\n", + " ps.freq = dps.freq\n", + " ps.power = power\n", + " ps.m = dps.m\n", + " ps.df = dps.df\n", + " ps.norm = dps.norm\n", + " \n", + " fitting_model = copy.deepcopy(model)\n", + " _, res = fit_powerspectrum(ps, fitting_model, starting_pars, max_post, priors, fitmethod)\n", + " \n", + " x_0 = res.model[0].x_0.value\n", + " \n", + " x_0_all = np.append(x_0_all, x_0)\n", + "\n", + " return x_0_all" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average QPO freq: 830.9080177685037\n" + ] + } + ], + "source": [ + "dps_fitting_model = models.Lorentz1D(x_0=qpo_init, fwhm=ref_aps.df, bounds={\"x_0_0\":(815, 860)}) + models.PowerLaw1D(amplitude=0.1, x_0=1.5, alpha=0.0) + models.Const1D()\n", + "all_peaks = find_all_peaks(dps, dps_fitting_model)\n", + "avg_peak = np.mean(all_peaks)\n", + "print(\"Average QPO freq:\", avg_peak)\n", + "# print(all_peaks)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def shift_peaks(dps, all_peaks, new_peak):\n", + " freq = dps.freq\n", + " dps_new = copy.deepcopy(dps)\n", + " n = len(dps.freq)\n", + " m = dps.m\n", + " _, new_idx = find_nearest(dps.freq, new_peak)\n", + "\n", + " for i in range(m):\n", + " _, old_idx = find_nearest(freq, all_peaks[i])\n", + " diff = new_idx-old_idx\n", + " if diff == 0:\n", + " continue\n", + " elif diff > 0:\n", + " pad_width = (diff, 0)\n", + " start = 0\n", + " end = -1*diff\n", + " else:\n", + " diff *= -1\n", + " pad_width = (0, diff)\n", + " start = diff\n", + " end = n+diff\n", + " dps_new.dyn_ps.T[i] = np.pad(dps_new.dyn_ps.T[i], pad_width, 'constant')[start:end]\n", + " return dps_new" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "dps_new = shift_peaks(dps, all_peaks, avg_peak)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((393,), (0,), (393,))" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "seg_num = np.arange(0, n_seg, dtype=int)\n", + "all_peaks.shape, dps.time[freq_start:freq_stop].shape, seg_num.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = len(dps.freq)\n", + "range_start, range_stop = int(freq_start*n/max(dps.freq)), int(freq_stop*n/max(dps.freq))\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "extent = min(dps.time), max(dps.time), freq_start, freq_stop\n", + "plt.imshow(dps.dyn_ps[:][range_start:range_stop], aspect=\"auto\", origin=\"lower\", vmax=0.001,\n", + " interpolation=\"none\", extent=extent)\n", + "# plt.pcolor(seg_num, dps.freq, dps.dyn_ps, cmap='inferno')\n", + "# plt.scatter(seg_num, all_peaks, marker='o', s=15., edgecolors='white', facecolors='none')\n", + "plt.title('Old Dynamic Powerspectrum')\n", + "plt.xlabel('Time (s)')\n", + "plt.ylabel('Frequency (Hz)')\n", + "plt.colorbar(label='Power')\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "extent = min(dps_new.time), max(dps_new.time), freq_start, freq_stop\n", + "plt.imshow(dps_new.dyn_ps[:][range_start:range_stop], aspect=\"auto\", origin=\"lower\", vmax=0.001,\n", + " interpolation=\"none\", extent=extent)\n", + "plt.title('New Dynamic Powerspectrum')\n", + "plt.xlabel('Time (s)')\n", + "plt.ylabel('Frequency (Hz)')\n", + "plt.colorbar(label='Power')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Phase Resolved Spectroscopy/Phase-Resolved Spectroscopy of Type B Quasi-Periodic Oscillations.ipynb b/Phase Resolved Spectroscopy/Phase-Resolved Spectroscopy of Type B Quasi-Periodic Oscillations.ipynb new file mode 100644 index 0000000..870ab6b --- /dev/null +++ b/Phase Resolved Spectroscopy/Phase-Resolved Spectroscopy of Type B Quasi-Periodic Oscillations.ipynb @@ -0,0 +1,596 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Phase-Resolved Spectroscopy of Type B Quasi-Periodic Oscillations (Incomplete)\n", + "## Motivation\n", + "We present a new spectral-timing technique for phase-resolved spectroscopy and apply\n", + "it to the low-frequency Type B quasi-periodic oscillation (QPO) from the black hole\n", + "X-ray binary GX 339{4. We show that on the QPO time-scale the spectrum changes\n", + "not only in normalisation, but also in spectral shape. Using several different spectral\n", + "models which parameterise the blackbody and power-law components seen in the\n", + "time-averaged spectrum, we find that both components are required to vary, although\n", + "the fractional rms amplitude of blackbody emission is small, ∼ 1.4 per cent compared\n", + "to ∼ 25 per cent for the power-law emission. However the blackbody variation leads the\n", + "power-law variation by ∼ 0.3 in relative phase (∼ 110 degrees), giving a significant break\n", + "in the Fourier lag-energy spectrum that our phase-resolved spectral models are able\n", + "to reproduce. Our results support a geometric interpretation for the QPO variations\n", + "where the blackbody variation and its phase relation to the power-law are explained by\n", + "quasi-periodic heating of the approaching and receding sides of the disc by a precessing\n", + "Comptonising region. The small amplitude of blackbody variations suggests that the\n", + "Comptonising region producing the QPO has a relatively large scale-height, and may\n", + "be linked to the base of the jet, as has previously been suggested to explain the binary\n", + "orbit inclination-dependence of Type B QPO amplitudes.\n", + "\n", + "# Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from stingray import Lightcurve, Powerspectrum, AveragedPowerspectrum, Crossspectrum, AveragedCrossspectrum\n", + "from stingray.spectroscopy import load_lc_fits, get_new_df, compute_rms, ccf, ccf_error\n", + "from stingray.utils import standard_error\n", + "from stingray.filters import Optimal1D, Window1D\n", + "from stingray.modeling.scripts import fit_powerspectrum, fit_crossspectrum\n", + "from astropy.modeling import models\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0078125\n", + "(376832,) (5, 376832)\n" + ] + } + ], + "source": [ + "ref, ci, meta = load_lc_fits('./toy_TypeB_lightcurve.fits', counts_type=False)\n", + "dt = meta['DT']\n", + "n_bins = meta['N_BINS']\n", + "n_seg = meta['N_SEG']\n", + "n_seconds = meta['NSECONDS']\n", + "n_chans = meta['DETCHANS']\n", + "\n", + "# stacking counts in all segments into one array\n", + "ref_counts = np.hstack(ref)\n", + "ci_counts = np.hstack(ci)\n", + "print(ref_counts.shape, ci_counts.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Light curve and averaged power spectrum of reference band" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "ref_times = np.arange(0, n_seconds*n_seg, dt)\n", + "ref_lc = Lightcurve(ref_times, ref_counts, dt=dt)\n", + "ref_ps = Powerspectrum(ref_lc, norm='abs')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "ci_counts_0 = ci_counts[0]\n", + "ci_times = np.arange(0, n_seconds*n_seg, dt)\n", + "ci_lc = Lightcurve(ci_times, ci_counts_0, dt=dt)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# rebinning factor used in `rebin_log`\n", + "rebin_log_factor = 0.04\n", + "\n", + "cs = Crossspectrum(lc1=ci_lc, lc2=ref_lc, norm='leahy', power_type=\"absolute\")\n", + "cs = cs.rebin_log(rebin_log_factor)\n", + "\n", + "acs = AveragedCrossspectrum(lc1=ci_lc, lc2=ref_lc, segment_size=n_seconds, norm='leahy', power_type=\"absolute\")\n", + "acs = acs.rebin_log(rebin_log_factor)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Averaged Cross Spectrum\")\n", + "plt.plot(cs.freq, np.abs(cs.power), lw=1, color='blue')\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Averaged Cross Spectrum (log scale)\")\n", + "plt.loglog(acs.freq, np.abs(acs.power), lw=1, color='blue')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fitting cross spectrum with Astropy models" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: CompoundModel2\n", + "Inputs: ('x',)\n", + "Outputs: ('y',)\n", + "Model set size: 1\n", + "Expression: [0] + [1] + [2] + [3]\n", + "Components: \n", + " [0]: \n", + "\n", + " [1]: \n", + "\n", + " [2]: \n", + "\n", + " [3]: \n", + "Parameters:\n", + " amplitude_0 x_0_0 ... alpha_2 amplitude_3 \n", + " ----------------- ------------------ ... ----------------- ------------------\n", + " 1.951053671834169 5.0357262894998795 ... 1.005800868989703 1.5566958036974257\n", + "[ 1.95105367 5.03572629 0.70958834 0.33430888 10.53287868 0.31629086\n", + " 0.11418156 0.4873704 1.00580087 1.5566958 ]\n" + ] + } + ], + "source": [ + "acs_fitting_model = models.Lorentz1D(amplitude=2, x_0=4.3) + \\\n", + " models.Lorentz1D(amplitude=0.3, x_0=10, fwhm=0.5) + \\\n", + " models.PowerLaw1D() + models.Const1D()\n", + "\n", + "parest, res = fit_crossspectrum(acs, acs_fitting_model, fitmethod=\"CG\")\n", + "acs_result_model = res.model\n", + "print(acs_result_model)\n", + "print(acs_result_model.parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Averaged Cross Spectrum and Resulting Model\")\n", + "plt.loglog(acs.freq, np.abs(acs.power), lw=1, color='blue')\n", + "plt.loglog(acs.freq, np.abs(res.mfit), lw=2, color=\"red\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Applying filter on cross spectrum\n", + "#### Using optimal filter" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "optimal_filter = Optimal1D(acs_result_model)\n", + "optimal_filter_freq = optimal_filter(acs.freq)\n", + "filtered_acs_power = optimal_filter_freq * np.abs(acs.power)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "plt.title(\"Filtered Averaged Cross Spectrum (log scale) - Optimal Filter\")\n", + "plt.loglog(acs.freq, filtered_acs_power, lw=1, color='blue')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Using window function (top hat filter)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_hat_filter = Window1D(acs_result_model)\n", + "top_hat_filter_freq = top_hat_filter(acs.freq)\n", + "filtered_acs_power = top_hat_filter_freq * np.abs(acs.power)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "plt.title(\"Filtered Averaged Cross spectrum (log scale) - Top Hat Filter\")\n", + "plt.loglog(acs.freq, filtered_acs_power, lw=1, color='blue')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cross correlation function (CCF)\n", + "### Calculation of normalization factor\n", + "1. Re-binning of reference band power spectrum\n", + "2. Fitting the Lorentzian model\n", + "3. Calculate RMS" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# rebinning power spectrum\n", + "new_df = get_new_df(ref_ps, n_bins)\n", + "ref_ps_rebinned = ref_ps.rebin(df=new_df)\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Power Spectrum - Rebinned\")\n", + "plt.plot(ref_ps_rebinned.freq, np.abs(ref_ps_rebinned.power), lw=1, color='blue')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: CompoundModel5\n", + "Inputs: ('x',)\n", + "Outputs: ('y',)\n", + "Model set size: 1\n", + "Expression: [0] + [1] + [2]\n", + "Components: \n", + " [0]: \n", + "\n", + " [1]: \n", + "\n", + " [2]: \n", + "Parameters:\n", + " amplitude_0 x_0_0 ... alpha_1 amplitude_2 \n", + " ------------------- ----------------- ... ------------------ -------------------\n", + " 0.17526695987447552 5.074570435492063 ... 1.0339949392046546 0.05529564106667318\n", + "[1.75266960e-01 5.07457044e+00 5.68615812e-01 2.81177289e-03\n", + " 8.29229541e-01 1.03399494e+00 5.52956411e-02]\n" + ] + } + ], + "source": [ + "# fitting reference band power spectrum\n", + "model_to_test = models.Lorentz1D(amplitude=.17, x_0=5., fwhm=0.6) + models.PowerLaw1D(amplitude=0.5) + models.Const1D(amplitude=0.01)\n", + "parest, res = fit_powerspectrum(ref_ps_rebinned, model_to_test)\n", + "ref_ps_rebinned_result_model = res.model\n", + "\n", + "print(ref_ps_rebinned_result_model)\n", + "print(ref_ps_rebinned_result_model.parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "plt.title(\"Rebinned Power Spectrum and Resulting Fitting Model (log scale)\")\n", + "plt.loglog(ref_ps_rebinned.freq, np.abs(ref_ps_rebinned.power), lw=1, color='blue')\n", + "plt.loglog(ref_ps_rebinned.freq, np.abs(res.mfit), lw=2, color=\"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# calculating rms from power spectrum\n", + "ref_ps_rebinned_rms = compute_rms(ref_ps_rebinned, ref_ps_rebinned_result_model, criteria=\"optimal\")\n", + "\n", + "# calculating normalized ccf\n", + "ccf_norm = ccf(filtered_acs_power, ref_ps_rebinned_rms, n_bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plotting ccf\n", + "ccf_times = np.arange(0, len(ccf_norm)*dt, dt) # x-axis\n", + "plt.figure(figsize=(8, 6))\n", + "plt.title(\"Cross Correlation Function (CCF) using optimal filter\")\n", + "plt.plot(ccf_times, ccf_norm, lw=1, color='blue')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CCF Error" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.39483703e-07, 1.38619778e-07, 1.37850854e-07, 1.36744169e-07,\n", + " 1.35217111e-07, 1.33951756e-07, 1.32854508e-07, 1.31740234e-07,\n", + " 1.29904895e-07, 1.27177739e-07, 1.25278142e-07, 1.23324968e-07,\n", + " 1.21804169e-07, 1.21110128e-07, 1.21627470e-07, 1.21708734e-07,\n", + " 1.20829869e-07, 1.20652646e-07, 1.20439836e-07, 1.19733885e-07,\n", + " 1.21200002e-07, 1.23343531e-07, 1.25481901e-07, 1.26452353e-07,\n", + " 1.27493278e-07, 1.29355993e-07, 1.30144962e-07, 1.29371671e-07,\n", + " 1.29729987e-07, 1.31516945e-07, 1.31532592e-07, 1.30922604e-07,\n", + " 1.30468128e-07, 1.29245085e-07, 1.29720993e-07, 1.27103540e-07,\n", + " 1.23243959e-07, 1.23375384e-07, 1.24258724e-07, 1.23490376e-07,\n", + " 1.22968125e-07, 1.24314388e-07, 1.25896065e-07, 1.26718097e-07,\n", + " 1.27273562e-07, 1.29121186e-07, 1.30566504e-07, 1.31858002e-07,\n", + " 1.31918524e-07, 1.32062180e-07, 1.31724839e-07, 1.29931206e-07,\n", + " 1.28105345e-07, 1.25787085e-07, 1.21722813e-07, 1.16220393e-07,\n", + " 1.11059735e-07, 1.03292402e-07, 9.46953210e-08, 8.50808454e-08,\n", + " 7.43312268e-08, 6.13653303e-08, 4.81690407e-08, 3.55236255e-08,\n", + " 2.10902219e-08, 7.21720040e-09, 7.21720040e-09, 2.10902219e-08,\n", + " 3.55236255e-08, 4.81690407e-08, 6.13653303e-08, 7.43312268e-08,\n", + " 8.50808454e-08, 9.46953210e-08, 1.03292402e-07, 1.11059735e-07,\n", + " 1.16220393e-07, 1.21722813e-07, 1.25787085e-07, 1.28105345e-07,\n", + " 1.29931206e-07, 1.31724839e-07, 1.32062180e-07, 1.31918524e-07,\n", + " 1.31858002e-07, 1.30566504e-07, 1.29121186e-07, 1.27273562e-07,\n", + " 1.26718097e-07, 1.25896065e-07, 1.24314388e-07, 1.22968125e-07,\n", + " 1.23490376e-07, 1.24258724e-07, 1.23375384e-07, 1.23243959e-07,\n", + " 1.27103540e-07, 1.29720993e-07, 1.29245085e-07, 1.30468128e-07,\n", + " 1.30922604e-07, 1.31532592e-07, 1.31516945e-07, 1.29729987e-07,\n", + " 1.29371671e-07, 1.30144962e-07, 1.29355993e-07, 1.27493278e-07,\n", + " 1.26452353e-07, 1.25481901e-07, 1.23343531e-07, 1.21200002e-07,\n", + " 1.19733885e-07, 1.20439836e-07, 1.20652646e-07, 1.20829869e-07,\n", + " 1.21708734e-07, 1.21627470e-07, 1.21110128e-07, 1.21804169e-07,\n", + " 1.23324968e-07, 1.25278142e-07, 1.27177739e-07, 1.29904895e-07,\n", + " 1.31740234e-07, 1.32854508e-07, 1.33951756e-07, 1.35217111e-07,\n", + " 1.36744169e-07, 1.37850854e-07, 1.38619778e-07])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "error, _ = ccf_error(ref_counts, ci_counts_0, acs_result_model, rebin_log_factor, meta, ref_ps_rebinned_rms, filter_type=\"optimal\")\n", + "error" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Phase Resolved Spectroscopy/Phase-resolved spectroscopy of low frequency quasi-periodic oscillations.ipynb b/Phase Resolved Spectroscopy/Phase-resolved spectroscopy of low frequency quasi-periodic oscillations.ipynb new file mode 100644 index 0000000..8925176 --- /dev/null +++ b/Phase Resolved Spectroscopy/Phase-resolved spectroscopy of low frequency quasi-periodic oscillations.ipynb @@ -0,0 +1,741 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Phase-resolved spectroscopy of low frequency quasi-periodic oscillations\n", + "## Motivation\n", + "X-ray radiation from black hole binary (BHB) systems regularly displays quasi-periodic oscil- lations (QPOs). In principle, a number of suggested physical mechanisms can reproduce their power spectral properties, thus more powerful diagnostics which preserve phase are required to discern between different models. In this paper, we first find for two Rossi X-ray Timing Explorer (RXTE) observations of the BHB GRS 1915+105 that the QPO has a well defined average waveform. That is, the phase difference and amplitude ratios between the first two harmonics vary tightly around a well defined mean. This enables us to reconstruct QPO wave- forms in each energy channel, in order to constrain QPO phase-resolved spectra. We fit these phase resolved spectra across 16 phases with a model including Comptonisation and reflection (Gaussian and smeared edge components) to find strong spectral pivoting and a modulation in the iron line equivalent width. The latter indicates the observed reflection fraction is chang- ing throughout the QPO cycle. This points to a geometric QPO origin, although we note that the data presented here do not entirely rule out an alternative interpretation of variable disc ionisation state. We also see tentative hints of modulations in the iron line centroid and width which, although not statistically significant, could result from a non-azimuthally symmetric QPO mechanism." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dataset and Fitting Model\n", + "We fit power spectrum of reference band from type-C QPO dataset with two Lorentzian functions in order to measure centroid and full width at half maximum- one at fundamental and other at second harmonic. Our fitting model also includes one power law and one constant function. We use the resulting parameter further in our analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from stingray import Lightcurve, Powerspectrum, AveragedPowerspectrum, Crossspectrum, AveragedCrossspectrum\n", + "from stingray.spectroscopy import load_lc_fits, get_parameters, compute_rms, waveform, get_phase_lag\n", + "from stingray.utils import nearest_power_of_two, standard_error\n", + "from stingray.modeling.scripts import fit_powerspectrum, fit_crossspectrum\n", + "from astropy.modeling import models\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0078125\n", + "(409600,) (5, 409600)\n" + ] + } + ], + "source": [ + "ref, ci, meta = load_lc_fits('./toy_TypeC_lightcurve.fits', counts_type=False)\n", + "dt = meta['DT']\n", + "n_bins = meta['N_BINS']\n", + "n_seg = meta['N_SEG']\n", + "n_seconds = meta['NSECONDS']\n", + "n_chans = meta['DETCHANS']\n", + "\n", + "# stacking counts in all segments into one array\n", + "ref_counts = np.hstack(ref)\n", + "ci_counts = np.hstack(ci)\n", + "print(ref_counts.shape, ci_counts.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Light curve and averaged power spectrum of reference band\n", + "Here, we can see see strong contribution from first harmonic at ~4Hz and week contribution from second harmonic at ~8.5Hz" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "ref_times = np.arange(0, n_seconds*n_seg, dt)\n", + "ref_lc = Lightcurve(ref_times, ref_counts, dt=dt)\n", + "ref_aps = AveragedPowerspectrum(ref_lc, norm='leahy', segment_size=n_seconds) # TODO: set `norm` to `abs`" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = len(ref_aps.freq)\n", + "range_start, range_stop = int(3*n/64), int(12*n/64)\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Averaged power spectrum\")\n", + "plt.plot(ref_aps.freq[range_start:range_stop], np.abs(ref_aps.power)[range_start:range_stop], lw=1, color='blue')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fitting power spectrum with Astropy models" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: CompoundModel2\n", + "Inputs: ('x',)\n", + "Outputs: ('y',)\n", + "Model set size: 1\n", + "Expression: [0] + [1] + [2] + [3]\n", + "Components: \n", + " [0]: \n", + "\n", + " [1]: \n", + "\n", + " [2]: \n", + "\n", + " [3]: \n", + "Parameters:\n", + " amplitude_0 x_0_0 ... alpha_2 amplitude_3 \n", + " ------------------ ------------------ ... ------------------ ------------------\n", + " 10.744934189070776 4.3395348384530585 ... 0.5318055026106178 1.5500662916693844\n", + "[10.74493419 4.33953484 0.43682419 0.47848163 8.76562686 0.59341756\n", + " 2.05282062 2.20768895 0.5318055 1.55006629]\n" + ] + } + ], + "source": [ + "ref_aps_fitting_model = models.Lorentz1D(amplitude=12, x_0=4.3, fwhm=3.4) + models.Lorentz1D(x_0=9, amplitude=0.8, fwhm=2.) + models.PowerLaw1D(amplitude=0.1, x_0=1.5, alpha=0.8) + models.Const1D()\n", + "\n", + "parest, res = fit_powerspectrum(ref_aps, ref_aps_fitting_model, fitmethod=\"CG\")\n", + "ref_aps_result_model = res.model\n", + "print(ref_aps_result_model)\n", + "print(ref_aps_result_model.parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Averaged power spectrum and resulting model\")\n", + "plt.plot(ref_aps.freq[range_start:range_stop], np.abs(ref_aps.power)[range_start:range_stop], lw=1, color='blue')\n", + "plt.plot(ref_aps.freq[range_start:range_stop], np.abs(res.mfit)[range_start:range_stop], lw=2, color=\"red\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "According to the paper, we split both light curves into **M** segments, with each segment containing **N** time bins of duration *dt*. We may expect the QPO to stay roughly coherent (i.e. periodic to a good approxi- mation) for *Q* cycles, where *Q* = ν0/FWHM is the quality factor (FWHM = 2 HWHM). We therefore choose N to ensure that each segment contains ∼ *Q* cycles of the fundamental, whilst also requiring N to be an integer power of two in order to use the Fast Fourier Transform algorithm. Thus, N ∼ 1/(FWHM *dt*)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "old N: 8192\n", + "new N: 512\n", + "old M: 50\n", + "new M: 800\n", + "old df: 0.015625\n", + "new df: 0.4368241943135971\n", + "new dt: 0.004471192359363335\n" + ] + } + ], + "source": [ + "fwhm = ref_aps_result_model[0].fwhm.value # FWHM of Lorentzian function fitted at the first harmonic\n", + "\n", + "new_n_bins = nearest_power_of_two(1/(fwhm*dt))\n", + "new_n_seg = int(n_bins*n_seg/new_n_bins)\n", + "\n", + "df_old = 1/(n_bins*dt)\n", + "df_new = fwhm\n", + "dt_new = 1/(new_n_bins*df_new)\n", + "\n", + "print(\"old N:\", n_bins)\n", + "print(\"new N:\", new_n_bins)\n", + "print(\"old M:\", n_seg)\n", + "print(\"new M:\", new_n_seg)\n", + "print(\"old df:\", df_old)\n", + "print(\"new df:\", df_new)\n", + "print(\"new dt:\", dt_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we re-bin the power spectrum and again fit the model. This resulting parameters will be used to reconstruct the QPO waveform." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "ref_aps_rebinned = ref_aps.rebin(df=df_new)\n", + "\n", + "ref_aps_rebinned_fitting_model = models.Lorentz1D(amplitude=12, x_0=4.3, fwhm=3.4) + models.Lorentz1D(x_0=9, amplitude=0.8, fwhm=2.) + models.PowerLaw1D(amplitude=0.1, x_0=1.5, alpha=0.8) + models.Const1D()\n", + "\n", + "parest, res = fit_powerspectrum(ref_aps_rebinned, ref_aps_rebinned_fitting_model, fitmethod=\"CG\")\n", + "ref_aps_rebinned_result_model = res.model" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = len(ref_aps_rebinned.freq)\n", + "range_start, range_stop = int(3*n/64), int(10*n/64)\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Averaged power spectrum (re-binned) and resulting model\")\n", + "plt.plot(ref_aps_rebinned.freq[range_start:range_stop], np.abs(ref_aps_rebinned.power)[range_start:range_stop], lw=1, color='blue')\n", + "plt.plot(ref_aps_rebinned.freq[range_start:range_stop], np.abs(ref_aps_rebinned_result_model(ref_aps_rebinned.freq))[range_start:range_stop], lw=2, color=\"red\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reconstruction of the QPO waveform\n", + "The periodic function of QPO phase (*φ*) is given by\n", + "\"Equation\n", + "\n", + "where\n", + "- μ - mean count rate\n", + "- *J* - number of harmonics (in our case, *J* = 2)\n", + "- ⟨σj⟩ - measured fractional rms in the jth harmonic\n", + "- Φj - Phase offset of jth harmonic\n", + "Stingray provides the useful functions to compute all parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "avg_sigma_1 = compute_rms(ref_aps_rebinned, ref_aps_rebinned_result_model[0], criteria=\"posfreq\") # 1st harmonic Lorentzian\n", + "avg_sigma_2 = compute_rms(ref_aps_rebinned, ref_aps_rebinned_result_model[1], criteria=\"posfreq\") # 2nd harmonic Lorentzian\n", + "\n", + "mu, cap_phi_1, cap_phi_2, small_psi = get_parameters(ref_counts, dt_new, ref_aps_rebinned_result_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wave_x = np.linspace(0., 10., 100)\n", + "wave_y_avg = waveform(wave_x, mu, avg_sigma_1, avg_sigma_2, cap_phi_1, cap_phi_2)\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "plt.title(\"Reconstructed QPO waveform\")\n", + "plt.plot(wave_x, wave_y_avg, lw=1, color='red')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Error calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "ref_counts_seg = np.array_split(ref_counts, new_n_seg)\n", + "\n", + "wave_ys = np.array([])\n", + "\n", + "for i in range(new_n_seg): # for each segment\n", + " # light curve and power spectrum\n", + " ref_counts_seg_i = ref_counts_seg[i]\n", + " ref_times_seg = np.arange(0, len(ref_counts_seg_i)*dt, dt)\n", + "\n", + " # plotting reference band lightcurve\n", + " ref_lc_seg = Lightcurve(ref_times_seg, ref_counts_seg_i, dt=dt)\n", + " ref_ps_seg = Powerspectrum(ref_lc_seg, norm='leahy')\n", + "\n", + " # calculation of parameters\n", + " avg_sigma_1, avg_sigma_2\n", + " mu, cap_phi_1, cap_phi_2, small_psi = get_parameters(ref_counts_seg_i, dt_new, ref_aps_rebinned_result_model) # reusing the previouslly fitted model\n", + " \n", + " # waveform\n", + " wave_y = waveform(wave_x, mu, avg_sigma_1, avg_sigma_2, cap_phi_1, cap_phi_2)\n", + "\n", + " if i == 0:\n", + " wave_ys = np.hstack((wave_ys, np.array(wave_y)))\n", + " else:\n", + " wave_ys = np.vstack((wave_ys, np.array(wave_y)))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([293.87742693, 294.80222509, 292.2383357 , 286.28870904,\n", + " 277.187366 , 265.29546496, 251.09636757, 235.19002293,\n", + " 218.28638598, 201.19574483, 184.80971977, 170.05969206,\n", + " 157.83254634, 148.82953344, 143.39244301, 141.38319037,\n", + " 142.21385298, 145.02864006, 148.93058087, 153.14662365,\n", + " 157.10156785, 160.42597425, 162.93164687, 164.57645956,\n", + " 165.42858313, 165.63358697, 165.38513493, 164.8991547 ,\n", + " 164.39127759, 164.05749332, 164.05813344, 164.50541368,\n", + " 165.45480074, 166.90041919, 168.77459475, 170.95147937,\n", + " 173.2545658 , 175.46781111, 177.35006175, 178.65250611,\n", + " 179.13896657, 178.60898186, 176.92381599, 174.03571459,\n", + " 170.02072606, 165.11468837, 159.74932123, 154.57853522,\n", + " 150.47198687, 148.43776154, 149.44121883, 154.14696118,\n", + " 162.70602445, 174.72140512, 189.39493037, 205.73633485,\n", + " 222.72822776, 239.41945645, 254.96673997, 268.65014436,\n", + " 279.87843907, 288.19152991, 293.26225305, 294.89773419,\n", + " 293.03988654, 287.76461844, 279.27955247, 267.92034348,\n", + " 254.14591581, 238.53297707, 221.7697198 , 204.6471073 ,\n", + " 188.04257948, 172.88454917, 160.07853159, 150.37745612,\n", + " 144.20943938, 141.53743367, 141.85415774, 144.33948066,\n", + " 148.0884672 , 152.29406413, 156.33855203, 159.81195424,\n", + " 162.49189689, 164.30948216, 165.31321198, 165.63539484,\n", + " 165.46210877, 165.00668294, 164.48648223, 164.10290338,\n", + " 164.02466498, 164.37460385, 165.22024305, 166.5683641 ,\n", + " 168.36370781, 170.49178017, 172.78559608, 175.03609324])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "error = standard_error(wave_ys, wave_y_avg)\n", + "error" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Phase resolving method\n", + "This method generalises the previous equation of QPO waveform for each energy channel:\n", + "\"Equation\n", + "\n", + "where\n", + "- μ(*E*) - mean count rate\n", + "- *J* - number of harmonics (in our case, *J* = 2)\n", + "- ⟨σj(*E*)⟩ - measured fractional rms in the jth harmonic\n", + "- Φj(*E*) - Phase offset of jth harmonic\n", + "\n", + "We show the analysis for single channel of interest. You'll observe that the step to calculate mean count rate, and RMS is similar to the steps followed in the previous section." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1.20118011 4.30640673 0.22537699 0.35204379 9.14247641 0.12495257\n", + " 0.86440112 1.48484619 0.44376389 1.78722233]\n" + ] + } + ], + "source": [ + "ci_times = np.arange(0, n_seconds*n_seg, dt)\n", + "ci_counts_0 = ci_counts[0] # Choosing channel 1\n", + "\n", + "# light curve and averaged power spectrum\n", + "ci_lc = Lightcurve(ci_times, ci_counts_0, dt=dt)\n", + "ci_aps = AveragedPowerspectrum(ci_lc, norm='leahy',segment_size=n_seconds) # TODO: set `norm` to `abs`\n", + "\n", + "# fitting power spectrum with Astropy models\n", + "ci_aps_fitting_model = models.Lorentz1D(x_0=4.3) + models.Lorentz1D(x_0=9) + models.PowerLaw1D(x_0=1.5) + models.Const1D()\n", + "\n", + "parest, res = fit_powerspectrum(ci_aps, ci_aps_fitting_model, fitmethod=\"CG\")\n", + "ci_aps_result_model = res.model\n", + "print(ci_aps_result_model.parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "old N: 8192\n", + "new N: 1024\n", + "old M: 50\n", + "new M: 400\n", + "old df: 0.015625\n", + "new df: 0.22537698653334232\n", + "new dt: 0.0043330178250277\n" + ] + } + ], + "source": [ + "fwhm = ci_aps_result_model[0].fwhm.value # FWHM of Lorentzian function fitted at the first harmonic\n", + "\n", + "new_n_bins = nearest_power_of_two(1/(fwhm*dt))\n", + "new_n_seg = int(n_bins*n_seg/new_n_bins)\n", + "\n", + "df_old = 1/(n_bins*dt)\n", + "df_new = fwhm\n", + "dt_new = 1/(new_n_bins*df_new)\n", + "\n", + "print(\"old N:\", n_bins)\n", + "print(\"new N:\", new_n_bins)\n", + "print(\"old M:\", n_seg)\n", + "print(\"new M:\", new_n_seg)\n", + "print(\"old df:\", df_old)\n", + "print(\"new df:\", df_new)\n", + "print(\"new dt:\", dt_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "ci_aps_rebinned = ci_aps.rebin(df=df_new)\n", + "\n", + "avg_sigma_1 = compute_rms(ci_aps_rebinned, ci_aps_fitting_model[0], criteria=\"posfreq\") # 1st harmonic Lorentzian\n", + "avg_sigma_2 = compute_rms(ci_aps_rebinned, ci_aps_fitting_model[1], criteria=\"posfreq\") # 2nd harmonic Lorentzian\n", + "\n", + "mu = np.mean(ci_counts_0/dt_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Phase lag computation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We calculate the lags in the usual way by taking the cross spectrum between each subject band, s(E,t), and the reference band r(t), which we define as the full band with the subject. The required phase offsets are given by:\n", + "\"Equation\n", + "Stingray provides a function to compute phase offsets and phase difference." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "ci_acs = AveragedCrossspectrum(lc2=ci_lc, lc1=ref_lc, segment_size=n_seconds, norm='leahy', power_type=\"real\") # TODO: add ampltiude = True param" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "cap_phi_1, cap_phi_2, _ = get_phase_lag(ci_acs, ci_aps_fitting_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wave_x = np.linspace(0., 10., 100)\n", + "wave_y_avg = waveform(wave_x, mu, avg_sigma_1, avg_sigma_2, cap_phi_1, cap_phi_2)\n", + "\n", + "plt.figure()\n", + "plt.plot(wave_x, wave_y_avg, lw=1, color='red')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Error Calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "ci_counts_seg = np.array_split(ci_counts_0, new_n_seg)\n", + "ref_counts_seg = np.array_split(ref_counts, new_n_seg)\n", + "\n", + "wave_ys = np.array([])\n", + "\n", + "for i in range(new_n_seg): # for each segment\n", + " # light curve and power spectrum\n", + " ref_counts_seg_i = ref_counts_seg[i]\n", + " ci_counts_seg_i = ci_counts_seg[i]\n", + " ref_times_seg = np.arange(0, len(ref_counts_seg_i)*dt, dt)\n", + " ci_times_seg = np.arange(0, len(ci_counts_seg_i)*dt, dt)\n", + " \n", + " ref_lc_seg = Lightcurve(ref_times_seg, ref_counts_seg_i, dt=dt)\n", + " ref_ps_seg = Powerspectrum(ref_lc_seg, norm='leahy')\n", + " \n", + " # df_new is not calculated again by fitting model because diffulty in fitting - plausible reason is noisy signal\n", + " ci_lc_seg = Lightcurve(ci_times_seg, ci_counts_seg_i, dt=dt)\n", + " ci_ps_seg = Powerspectrum(ci_lc_seg, norm='leahy')\n", + " ci_ps_seg_new = ci_ps_seg.rebin(df=df_new) # reusing df_new\n", + "\n", + " # calculation of parameters - here `ps_res_model` is fitted model on CoI averaged power spectrum\n", + " avg_sigma_1 = compute_rms(ci_ps_seg_new, ci_aps_fitting_model[0], criteria=\"posfreq\") # 1st harmonic Lorentzian\n", + " avg_sigma_2 = compute_rms(ci_ps_seg_new, ci_aps_fitting_model[1], criteria=\"posfreq\") # 2nd harmonic Lorentzian\n", + "\n", + " x = ci_counts_seg_i/dt_new\n", + " mu = np.mean(x)\n", + "\n", + " ci_acs_seg = Crossspectrum(lc2=ci_lc_seg, lc1=ref_lc_seg, norm='leahy', power_type=\"all\") # add ampltiude = True param\n", + " \n", + " cap_phi_1, cap_phi_2, _ = get_phase_lag(ci_acs_seg, ref_aps_result_model)\n", + "\n", + " # waveform\n", + " wave_x = np.linspace(0., 10., 100)\n", + " wave_y = waveform(wave_x, mu, avg_sigma_1, avg_sigma_2, cap_phi_1, cap_phi_2)\n", + "\n", + " if i == 0:\n", + " wave_ys = np.hstack((wave_ys, np.array(wave_y)))\n", + " else:\n", + " wave_ys = np.vstack((wave_ys, np.array(wave_y)))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([17.1870577 , 17.67296074, 17.95836274, 18.0265186 , 17.88688624,\n", + " 17.5698175 , 17.12107419, 16.59577018, 16.05148129, 15.54072206,\n", + " 15.10376435, 14.76357404, 14.5247801 , 14.37750085, 14.3049183 ,\n", + " 14.29197224, 14.33232828, 14.43160374, 14.60596505, 14.87632992,\n", + " 15.25964904, 15.75996219, 16.36233422, 17.0316781 , 17.71636331,\n", + " 18.35484245, 18.88321027, 19.24230491, 19.38385196, 19.27575939,\n", + " 18.90696181, 18.29231372, 17.47797908, 16.54730523, 15.62548375,\n", + " 14.87701026, 14.48370778, 14.59348395, 15.25832094, 16.41104202,\n", + " 17.90113586, 19.55141053, 21.19636618, 22.69738985, 23.94551034,\n", + " 24.86015554, 25.38745841, 25.49903515, 25.19126086, 24.48489985,\n", + " 23.42500676, 22.08108744, 20.5474449 , 18.94316944, 17.40985459,\n", + " 16.10237889, 15.16556075, 14.69440262, 14.69512841, 15.07952764,\n", + " 15.70164457, 16.40734354, 17.06732145, 17.58923879, 17.91775475,\n", + " 18.03013546, 17.93093667, 17.64669065, 17.22048955, 16.7060741 ,\n", + " 16.16111671, 15.63977689, 15.18532798, 14.82449582, 14.56548636,\n", + " 14.40084724, 14.31445964, 14.29024806, 14.31969876, 14.40595579,\n", + " 14.56337843, 14.81256152, 15.17202763, 15.64907059, 16.23288448,\n", + " 16.89232828, 17.57866708, 18.23176311, 18.7875881 , 19.18548438,\n", + " 19.37450948, 19.31887742, 19.00285561, 18.43560712, 17.6564548 ,\n", + " 16.74071087, 15.80488213, 15.00639595, 14.5267476 , 14.52605485])" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "error = standard_error(wave_ys, wave_y_avg)\n", + "error" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Phase Resolved Spectroscopy/equation_6.png b/Phase Resolved Spectroscopy/equation_6.png new file mode 100644 index 0000000..27ab8cd Binary files /dev/null and b/Phase Resolved Spectroscopy/equation_6.png differ diff --git a/Phase Resolved Spectroscopy/equation_7.png b/Phase Resolved Spectroscopy/equation_7.png new file mode 100644 index 0000000..f4558e7 Binary files /dev/null and b/Phase Resolved Spectroscopy/equation_7.png differ diff --git a/Phase Resolved Spectroscopy/equation_8.png b/Phase Resolved Spectroscopy/equation_8.png new file mode 100644 index 0000000..83cbacc Binary files /dev/null and b/Phase Resolved Spectroscopy/equation_8.png differ diff --git a/Phase Resolved Spectroscopy/toy_TypeB_lightcurve.fits b/Phase Resolved Spectroscopy/toy_TypeB_lightcurve.fits new file mode 100644 index 0000000..50361d0 Binary files /dev/null and b/Phase Resolved Spectroscopy/toy_TypeB_lightcurve.fits differ diff --git a/Phase Resolved Spectroscopy/toy_TypeC_lightcurve.fits b/Phase Resolved Spectroscopy/toy_TypeC_lightcurve.fits new file mode 100644 index 0000000..aeda0c4 Binary files /dev/null and b/Phase Resolved Spectroscopy/toy_TypeC_lightcurve.fits differ diff --git a/Phase Resolved Spectroscopy/toy_kHz_longer_lightcurve.fits b/Phase Resolved Spectroscopy/toy_kHz_longer_lightcurve.fits new file mode 100644 index 0000000..c85626c Binary files /dev/null and b/Phase Resolved Spectroscopy/toy_kHz_longer_lightcurve.fits differ