diff --git a/Week7_radvel_fitting/RadVel_Tutorial.ipynb b/Week7_radvel_fitting/RadVel_Tutorial.ipynb index b95bc99..b900fe3 100644 --- a/Week7_radvel_fitting/RadVel_Tutorial.ipynb +++ b/Week7_radvel_fitting/RadVel_Tutorial.ipynb @@ -6,10 +6,8 @@ "source": [ "# Radial Velocity Orbit-fitting with RadVel\n", "\n", - "## Week 6, Intro-to-Astro 2021\n", - "### Written by Ruben Santana & Sarah Blunt, 2018\n", - "#### Updated by Joey Murphy, June 2020\n", - "#### Updated by Corey Beard, July 2021\n", + "## Week 7, Intro-to-Astro 2022\n", + "### Based on a tutorial originally from Ruben Santana & Sarah Blunt\n", "\n", "\n", "## Background information\n", @@ -49,7 +47,7 @@ "## 1. Installation\n", "We will begin by making sure we have all the python packages needed for the tutorial. First, [install RadVel](http://radvel.readthedocs.io/en/latest/quickstartcli.html#installation) by typing:\n", "\n", - "`pip install radvel` at the command line. (Some warning messages may print out, but I (Corey) was able to install RadVel successfully in a new Anaconda environment using python=3.8.3.)\n", + "`pip install radvel` at the command line. (You might want to create a new virtual environment before attempting to install.)\n", "\n", "If you want to clone the entire RadVel GitHub repository for easy access to the RadVel source code, type:\n", "\n", @@ -61,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -104,14 +102,14 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Path to radvel.DATADIR: /Users/hisaacson/anaconda3/radvel_example_data\n", + "Path to radvel.DATADIR: /Users/josephmurphy/anaconda/envs/tess/radvel_example_data\n", "\n", " errvel t vel\n", "0 1.593725 2364.819580 6.959066\n", @@ -167,12 +165,12 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -200,7 +198,7 @@ "'\\n\\n\\n\\n'" ] }, - "execution_count": 109, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -253,17 +251,17 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def LombScarg(t,v,e,min_per=0.01,max_per=1000):\n", "\n", - " #Calculate Generalized Lomb-Scargle periodogram and window function\n", + " # Calculate Generalized Lomb-Scargle periodogram and window function\n", "\n", " fmin = 1./max_per\n", " fmax = 1./min_per\n", - " frequency, power = LombScargle(t, v, e).autopower(minimum_frequency=1/1000,maximum_frequency=1.,method='cython')\n", + " frequency, power = LombScargle(t, v, e).autopower(minimum_frequency=fmin,maximum_frequency=fmax,method='cython')\n", "\n", " per = 1/frequency\n", " #Identify strongest period.\n", @@ -283,12 +281,12 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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rU3LraXdjtaj6rLlGLQ3TViABPJO+U0oZEkLsSB4viBDCBTQBLuAM4EvJQw+UbaWKOUG2kRc6boelKp0fUu2IsnlMabR77PgjccKxOE5b7epF5iL/+fhBfvVSP06bpaCg5R2be/jqFZuqszBF2ailYeoGhqWU4SzHjgPnCyEcUspCHys/CHwj7esjwHuklE/ke5MQ4hq0fBTLly83vGhF/aIbpqx1TFVS5aXaEWXzmNJo9+pFtlEWtSjDZJREQvLHA8NcvnEJt717M/GExB+J4Q/H8IVi+MLa5g/H+Nnzx3hgVz+fe/uZeJ21TqcrzFDL/y0PkM0oAYTSzilkmO4F9qB5TZuBtwJd+d4AIKW8A7gDYMuWLapwowHQ5dfZOz/YCEbjFW+9M+KLYLWIrMYxHf34qD/CohZXxdbTaLwyMMmwL8JrT10AgNUiaHHZaXHZIUOh3+Zx8MgrJ3l0z0neelZ3DVarKJZaGqYAsDDHMVfaOXmRUh5DU+UB3CuE+DnwrBDCI6X819KXqZgrTASjWAQzOovr6KMvwrFEqtt4JRj2henwOrAUyGvohqleapnmCk/sHwbgglMLfvZk68oOFjY7+dWLJ5RhmmPUsvPDCaBLCJEtGN+DFuYz/VcrpXwJeAH4cInrU8wxxgNRWt32rEbBbdd+1Ssdzhv2RXKH8R54QNuYlrSP1UlbornCH/YPc9qiJkNeptUiuHTDEh7bN8RUSP2c5xK1NEzPJu9/TvrOpJhhE/BcCdd2A7Xrp6GoCePBaFZFHoDHoXlRlS6yHfaFWZBL+ODxaBvQoTwm04SicZ45MsoFyTCeES4/awmRWIJHXhms4MoU5aaWhukuQALXZey/Gi239GN9hxBijRDi9PSThBCLs11UCHEhcCbwVDkXq6h/xgORVIPUTFxVGq8+4g/n9pi+9S1tY1rSPlZH3R/qnWcOjxKJJXitgTCezuZl7XS3uvjVi6oRzFyiZjkmKeVOIcTtwEeFEPegybv1zg+PM7OG6VFgBVrdk863hRBLgN+i1S65gFehFeZOAZ+o+DehqCvGA9HZ48yTpMarVzqUNxWZPblW56c/1V4//GEcNgtNThtjaligYZ7YP4TDauHVq4wHQyzJcN5/P3kkZx9FRf1R6+7i1wGfBNYDt6MZlW8AlxVoRwTwv8AwcCXwH2hFuecA3wE2Sil3VGbJinplPBjJE8pLGqYKhvL84RjBaDzvyIt02r12FcozwRP7h9mysj0VljXKZWd1E41LHnp5oEIrU5Sbmor7pZRxtB55txY4b2WWfT9Faz2kUADT4ods6Eq8ShqmVHFtnpEX6bTXWSPXeubkVIg9A1P805vXmn7vWUtbWdbh5lcv9fPXW5ZVYHWKclNrj0mhKAvxhGQqFMuZY0p5TJFYxdaQakdk1GPyqLZERvnjAU0m/joTwgcdIQRv2dDNHw8Mq5zeHEEZJkVDEEganKYcFf7uqnhMZg2TnVFlmAzxxL5hOrwOzljSUtT7L9u4hFhC8uBuFc6bCyjDpGgIdFFDruJZd8pjKpS6LB59jEVnrlDeY49pW5J2r4NxVcdUECklTxwY5jWndBUsXM7F+u4WVnZ6+PVLSp03F1CGSdEQ6IWzesguE90wBSoYytM9ppyGKYN2j4OpcIxIrHLGshHYOzjF0FSYC04xLhPPRAjBZRu7+dPB4VQ/Q0X9ogyToiHQQ3Q5DVPSk6pkh/FhX5gWly13t/CvfEXbkqQauQZVOC8fT+zT8ktm6peycdlZS0hI+M0uFc6rd5RhUtQFpRqMQIFQnt1qwWYRFc0xDfvz1DAB/OpX2pak3aPaEhnhiQPDrFngpbvNXdJ11i5qZs0CL7968USZVqaoFIYMkxDCK4S4UQhxSaUXpJh/HDg5xZmf3c6u4xNFXyOYCuXlroBwOyo7+mJ4KmxY+ACqLZERQtE4Tx8aMdWGKBd6OO+ZI6OcnAwVfoOiZhgyTFJKP/ApQBUBKMrOi30TxBKSnaUYpgKhPNDCeZUM5Y34I4bzS6DaEhnh+aNjhGMJXndaaWE8ncvPWoKU8MBOJYKoZ8yE8g4CWfvTKRSlcGTED0DfaMEpJznRRQ35Rlq4HdaKtiQ6ORky5zF5dY9JhfJy8fv9Q9itglev6izL9U5Z2Mzpi5v5lVLn1TVmDNO3gKuFEOX5DVEokhweThqmsWDR1wgWUOVBZafYTgSjTIZiLG3Pkwdxu7UtiV4MrEJ5uXli3zBnL28v6wTayzYu4bmjY5wYL/73TVFZzPxvTwGjwF4hxH8D+8kyyE9K+T9lWptinlAOj8lQKM9hrZj4QV/7sg5P7pN+85sZX7rsVjwOqwrl5WDYF+bl/kk+efFpZb3uWzZ285WH9vHAzn4+eMHqsl5bUR7MGKY70/59fY5zJKAMk8IwUkqODGsP9WMleEyFVHlQ2RzTsbGkYWrPY5iy0O5xqO4POdDbEJVD+JDOqi4v67tb+NVLyjDVK2YM04UVW4Vi3jLsi+ALx+hqcjLsCxOMxFPFsGYIRuJYBDhtuaPTHoeV/onK5HN0o7qsI08o73Of014/85nUrnavXXlMOXhi/zCtbjtn9rSW/dqXbezmSw/uoW80kN/LVdQEwzkmKeXjRrZKLlbReOhhvAuSxZO652GWYDSOx2FDiNwta1z2yobymp22nN3NAXj0UW1Lo8VlZypUuW4UcxUpJU/sH+K1p3RhLbINUT4u27gEgF8rdV5dUlSBrRDCKYToEUIY18YqFFnQhQ+6Yeor0jAFIvG8YTxIhvIqJH7oGwuytMOT1zBmo8lpwxdWhimTAyd9DE6GS+72kItlHR7OWtqqeufVKaYMkxDibCHEb9GEEL3Aa5P7FwohHhVCXFSBNSoamCPDfmwWwXlrNLFn32hxeaZgJJZX+ABaKC9QQY9pWT5FXg6aXMowZeP3+5NtiEroj1eIyzZ2s/P4BEeSH44U9YNhwySE2AQ8AawhQ+AgpTwJuIH3lXNxisbnyIifZR0eFre4cNktRSvztFBefsPkqlAdk5SSY2PBonIVymPKzh/2D7Gqy1vR/M9bVDivbjHjMd0CnEAbg/7PQGbM4lG00eYKhWEODwdY2amFwJa2eyoeygvHEiQSsqh75GLYFyEYjRf2mDo7tS2NJqcNXyiGlOVd01wmHIvz1KHRVHi3UnS3uXnVinbuV73z6g4zhukC4LtSSh+aLDyTXqC7LKtSzAuklBwd8bOyywvAsnZ3CaG8wh5TaoptmcN5ujEt+On+5z/XtjSaXDZiCUlYjb5I8fzRMYLReNll4tm4bOMS9gxMceCkr+L3UhjHjGFyAfmamRU3WlIxbzk5FSYQibMqaZiWtntKVOUV9pj0c8uJoeLaHDQnOxqocN40f9g/jNUiOHd1R8XvdemGJQiBEkHUGWZ75b0qz/E3AC+XthzFfEJX5K3sTHpMHW4mQzEmguZrjYIGQnn68XLnmfQaprztiABuuEHb0tBb7fiUZDzFE/uHOXt5G82uPNL7MrGoxcXWlR386iUVzqsnzBimnwBXZijvJIAQ4hPAm4EflnFtigZHV0OtSoXyNI+jGAFEwFAoTzMClfCYOr2OvCM3AHjySW1Lo0l5TDMY9UfYdWKC155S+TCezuUbl7D/pI99g1NVu6ciP2YM01eAp4DtwO/RjNLXhBDHgX8HHkZr9KpQGOLwiB+H1ZIaAKeHwooJ5+kFtvlwO7Rf93J7TH1jAZYWqR5rcmlrVkW2Gn86OIyUcEGZxlwYYdvahQA8c3i0avdU5MdM54cI8Cbgk0AQCAGnAcPAPwGXSSlVBldhmKPDAZZ1uFOV/dMek3kBhKlQXtk9pmBRNUwAzU4tXOVXHhMAL5+YxGYRbKhAG6JcLG130+axlzSocr5xcjLEx//3hYpd31QveSllDPhaclMoSuLIiD+VXwJo9dhpdtlMS8Zj8QSReMJ4KK+MHlM8ITkxHkzVxJjF69TWrEJ5GgeHfKzo9GC3FtWUpiiE0AzhS8eUYTLKQy8Pcl8FZfZmCmyrF/RVzAvGApFZg/WWtXtM55iMjLyAyqjy+ieCxBLSWFfxpUu1LY1UKE8ZJgAODflZvaCp6vfd0NPKvsGpik44biS27x5gZWflip/NfCwZFELsFEL8hxDibUKI6vnaiobEF4qlHsw6yzrcpsdfBA2MvIA0w1RGj0kPO+btKq7zox9pWxp6KE+p8jTP98iInzU1MkyxhGTPgBJAFGIiEOXJgyNccmblBpqbMUxfRsstfRj4BTAshHhWCPElIcQlQgjVO15hmERC4o/EU6o0naXtHo6bnCwaMDC9FkiN0yhnv7xi5zDpuOwWrBahckxojXCjccnqBd7CJ5eZDUu1z9k7VZ6pIL/dO0gsIblkfR0YJinl/5VSngN0Am8HbgccaGKIB4BRIcTvK7FIRePhj2gP4kzD1O6xE4jEiZjohGA4lJc8Xs4O431jQYQgpSzMy3XXaVsaQgi8DqvKMQGHhrTuC7XwmHra3LR77OxSeaaCPLhrgEUtTjYtbavYPUxnGKWUk1LK+6SU1wFbgCuAV9CM1GvKuzxFo6I/iDNDeS3JeUZTIeNFtkam10JlckzHRgMsaXHhyDOgMMWOHdqWQbOayQRowgeANTXwmIQQnNnTykvKY8pLMBLn8X1DXHzGYiwVmJOlY3bshRBCbBFC/F8hxHZgDLgL6Eq+fqgCa1Q0IHpOJdNjak4aqkkTD+pgKpSXX2RqtQgcNkvKkJWDUmqYdLQO45WZrDuXODTkp9ProM1TmzFvG5e2sl8JIPLy+L4hQtEEb65gfglMyMWFEL8AXg+0ApPA48CngEellLsrszxFo5LTY3KZ95iMhvIgOSywjA+evtEgrylxZlCTy4Y/rB6GB4d8Nckv6aQLIDYta6vZOuqZh3YP0Oq2c86qyvYxNOMxvQ1oBn4EvFZK+XYp5deVUVIUQ8owzfKYNMM0GTTuMQWS+apCoTzQDJN+fqmEY3EGp0LGFHl58DptSi6O5jHVIr+kc2ayqHfnsfGaraGeicYTPPLKIBetW1TxOjMzV/8X4DHgncBLQojjQogfCSHeL4RYUZHVKRqWXKG8FrceyjPhMRlU5ennBKPlaVByfCyIlCYUeaedpm0ZNDtt+Ex8v43IeCDCiD9SU4+pp81Nh9ehlHk5eOrQCJOhGJesX1TxexkO5Ukp/xX4VyGEAzgfrZv4hcB/AjYhxBG0sN41lVioorGYyuExVTqU57KXb4pt35hew2TQMN1xR9bdaootHBzSGvrW0mPSBRA7j0/WbA31zIO7BnDbrbzutMr3WihGlReRUj4mpbwRuBS4CtgDrAI+UN7lKRoVf85QXtJjMhXKM6bKA00yHoyWxwhMz2EqLZSnckzTirxadH1IZ0NPi+oAkYVEQvLwy4NsW7vA0N9ZqZjqlSeEcAKvRfOW3oA2n0lf5Q7gt+VcnKJx0UN53gzD5HXYsAiTHlMkjkWA04Bk2+Owlq2YtW8sgN0qWNjsMvaGa5LBhAzPyZv0mBIJWVEJbj1zaMiP3SqKboZbLjb0tBFPSF7pn2Tz8vaarqWeeKFvnJNT4Yqr8XTMqPJ+B5yLVq8k0LykO9CM0e+klGMVWaGiIfGFYzhtlln1PxaLoNllNycXT468EKLwQ91ltzLsi5hebzaOjQbpaZvujl6Qffuy7tan2PojsaoMx6tHDg75WNnpxVbF5q3Z0DtA7Do+oQxTGtt3D2C3Ci48fWFV7mfGY1oB/BjNEP1WSjlQmSUp5gO+cCwVtsuk2WVj0sQU24CBkRc6HoeVYJlUeX1jgaLGqWeiS+a1n8n8NEyHhnycsrC2YTyA7lYXHV6H6jSehpSS7bsHOH9NVyoHXGnMiB9WV3IhivmFLxybFcbTaTHrMUVihoQPoMnFy9X5oW80wPozixt3kY6eZ5uv/fKi8QRHRwIV7b1mFH0EhlLmTbNnYIqjIwE+9Lo1VbtnUX6zEKIz2QFiixCis9ibCyEsQojrhRB7hBAhIUSfEOJWIURBzagQ4jQhxC1CiKeEEENCiCkhxA4hxL8Yeb+itvhCsVnCB51ml82cXDxaeKy6TrlUeVOhKGOBKMvL4TE55/cU277RALGErLnwQWdDTyv7T/qUACLJ9t0DCAFvOqPyMnEdsy2JzhJCPA6cBJ5ObieFEI8JITYWcf+vAV8FXgY+BtwNfBy4XwhRaG1/B1wPHARuAf4R2At8HviTEKK2WVRFXqbCuQ1Ti9te2VBeGR44R0c0Rd4KMzNpNm3StgzSQ3nzkWmpeH18njyzp5V4QvJyv5KNgyYT37KinQXNzsInlwkz4oczgT8ALuCXgN7xYT1wOfCEEOJ8o50ghBDr0YzRPVLKv0rbfxj4OvBu4Cd5LvEz4F+llOk+938KIfajFQN/APimkbUoqo8/HGNJa3Y1W4vJpqbBiHGPyW23Eo1LovFESdXrvUmpuCmP6bbbsu7WDfR8ncl0qE6k4job0wQQZ89zAcTRET97Bqb49FvWVfW+Zv4ybwGiwKuklO+QUn4mub0D2AzEk+cY5W/Q1H23Zez/LhAA3pPvzVLK5zKMks5dydczTaxFUWXy5ZgqGcpLjb4o0WvSDZMpjykHKcM0bz0mH11NTlrd9SH8WNLqotPrYKcSQLB9t6Zxq3b+z4xheh1wu5TypcwDUspdwLfQmrwaZSuQAJ7JuFYIrSZqq4lrpaPPrh4s8v2KKpAvx9TitqfqeowQNBHK0w1TqXmmoyMBOrwOcyq697xH2zKY74ZJG6deH2E8SO8AoQzT9t2DrO9uKYv61AxmDJMXyCcR70+eY5RuYFhKGc5y7DjQlWx/ZBghhBX4DBAjfxgQIcQ1QojnhBDPDQ0NmbmNogxMhWePVddpcdmQEnwGZd0Bk6E8KH0mU++o37zw4dgxbcvAO89DeQeHfDVtRZSNjUs1AUS52lfNRU5Ohnj+6FhN1JJmDNMh4LI8xy9LnmMUD5DNKAGE0s4xw23AecCNUsq9+U6UUt4hpdwipdyyYEHlez8pponEEkRiiVRhaSYtqQ7jxsJ5eoGtEXTDVOpMpqMjgbIo8gAcNgtOm2Veekyj/ghjgWjdCB90lAACHnpZCzrVu2H6H+ASIcRPhBDrhRDW5HamEOLHwMXAnSauFwByyTxcaecYQgjxOeCjwB3JhrOKOkWv18lZx+Q2J58uKpRXgscUiSU4MR4sS35Jp9k1Pxu51nKcej7SBRDzle27B1jV5eW0RdX/vzHT+eErwNloarkr0PJDoBk3AfwUuNXE9U4AZwghnFnCeT1oYT5DvWOEEDcBnwb+C/h7E2tQ1IBcs5h0mk14TLF4gkg8YTiUp3tWpYRojo8HSUiTirwCeOdph/Hp5q315TEtbnHR1TR/R2BMBKI8eXCED1ywylCrr3JjpvNDHLhCCPE94C+BlclDh4B7pZSPmLz3s2he1jnAE/pOIYQL2AT83shFkkbps8B/Ax+UUhrLmCtqhv4AztWSKBXKM+AxmRl5kX5eKaG8oyNa3c2KTpMP0/POy3moyWmblzmmQ0N+HFYLS43OtKoSKQHEPFXmPbpnkFhC8uYadeMwZJiEEAuA1WhezMPAw2W4911oo9mvI80wAVej5ZZ+nHb/NYBdSrknY103ohmlHwJ/J6UszwQ4RUXxGQ7lFfaYdM/HbVIuXsoU26Kl4v+aO8LcNE+n2B4c8rGyy2O8EW4V2djTyu/3DRGMxA3/fjUK23cPsKjFyVlL22py/7yGKdl94VvAB9HCdQghngT+UkpZkpRNSrlTCHE78FEhxD3AA8A6tM4PjzNTVfcoWhPZ1G+vEOIjwM1AL/AI8LcZLudg0ogq6oxc02t1zITydM/HbaLzA5QWyjs6EsBlt7CwjJXwzS4b/ROhwicWyUQgSlxKOrymhK4V59CQn7WLm2u9jKyc2dNKQsLL/ZO8asX8KbQNRuI8vm+Id21ZVrMxLIU8po8C16Dlg54ETkWbXvsd4B1luP91wJHkPd4CDAPfQFPVFfJ+9Dqn5WhhvEwepzyenaLMTBUI5en7jYgfTIfy7Nq1SwvlaYo807H3v0o2OPn5z2cdqmSOaSIQ5W23/4F2r4NffPg1FblHMURiCY6OBviLDbVv3poNfQTGzmPj88owPb5viFA0UdOmuoUM03uBV4BzpZRTAEKI7wJXCSHapJTjpdw8mbe6lQKiCSnlyiz7rkKbnquYY0xPr81enGq3WnDbrYa6P6Q8JqNy8TKo8vpGAyzvKCJZPzKS81ClckyJhOS6u17gyEiA3tEAk6Fo1UYXFKJ3NEA8IetOkaejCSCc827U+vbdA7R57JyzqqNmaygkF18L3KkbpSTfQJtae1rFVqVoaKan1+b2clrcNkPj1YMmQ3kOmwWbRRSdY5JS0jsaKKtUHLRGrpXIMd32yD5+t3eIt23qJiHhuSOjZb9HsdTLOPVcaCMwWuaVZDwSS/DoK4O88fRFJfWSLJVCd/aihfHSOZF2TKEwjf4A9ubxclpcdqbCBsQPJkN5oHlNxYbyhqbCBKPxshumZqctVXhcLrbvHuDrvz3Au7Ys5Ut/tRGH1cLTh+rHMB1KdhWvN6l4OtoIjKmSxDJziacOjTAZilVthHoujJjETPm1/nX9yWgUcwJ/cuRFvsSqNsW28MNAf2CYUU1pU2yLM0xHi+kqbgBvmYcFHjjp4xM/fZGzlrZyy9vOxGW3ctayVp46XD+G6eCQj4XNzroJLWZjw9I2EhJemScdILbvHsDjsHLBqV01XYeRwPylQoh08+lBM05/LYTYlHGulFJ+rVyLUzQm+Rq46rS47Yz6C9dXmw3lgVZkW6zHpM9hKsowvfGNOQ+lN3JtL1E5NxWKcs0Pn8Nps/Dt97wq1RXj1as6+fbjB/HlmYVVTQ4N+eraWwLNYwLYeWyCV62oXc6lGiQSkodeHmTb2gWGO6lUCiO/nX+b3DL5UJZ9Em34n0KRE23kRf5f/BaXPWUE8lFUKM9efCivd8SPRVBcQehnPpPzkBklYj4SCcknfvoiR0cC/PiDr6a7bXpe5rmrO/nm7w7w3JFRtq1dWNJ9SkVKycEhP5dtLH00fSVZ1OKkq8nJS/Mgz/RC3xhDU+G6GHFfyDBdWJVVKOYVWmfx/OEbLZRnRpVnMpQXLc4AHB0NsKTVjcNW3sSwrlD0l5jLuO/FEzz08iA3XnYG567unHHs7BVt2CyCpw/X3jCN+iNMBKN1K3zQEUKwcWnrvBBAbN89iN0quPD02v5uQAHDJKV8vFoLUcwf/OFYzs7iOi1ubYqtlDJvvVAwEsciwGFCQeR2WIv2TI6OlKDI+4u/0F5/85tZh3QPslTJ+M7jE7jtVt7/mpWzjnkcNjYubeXpQ7ll69Wi3sap5+PMnlYe23uSQCRmuIv9XENKyYO7Bjh/TVdd5PxqpwdUzFuM5JiaXTYi8QThAio1feSFmWLXUsQPJUnFg0Fty0IqlFei+KFQ8e+rV3fy0rGJmqvM6rWreDY26B0gTjSuAGLPwBS9o4Gaq/F0lGFSVJ18Y9V1jM5kChTRx8zjsBEoIpQ3FYoy6o8UV1xbAD2UV6rH1DvqZ3kew/nqVR3EEpLnj46VdJ9SOTjkw2mzzMiB1Sv6CIxG7jT+4K4BhICL1i2q9VIAZZgUNWAqFM3ZjkinxW2sw3gwEjOlyAMtlFeMx1R081YD6NN8S5GL68W/+RSDW1Z2YLWImtczHRrys6rLW5fNWzNZ1OJiQbOzoTuNb989wNYVHSwoY//HUlCGSVFVpJT4I3FDoTygYFsiLZRn0mMqUpXXW4pUvACepHEtJZQ3NBUmFE3kNZxNThtn9rTy9OHa5pnqcZx6Pjb0tDasx3R0xM+egSkuXl8f3hIow6RAU0h99aG9xOKVnxoSiiaIJ2SNQ3lWgtE4Zkd3HS3VY7rsMm3LgsUiSu6XZ7T499xVHezoGy+pw3ophGNxekcDdV/DlM6GnlYODvnKVgBdT2zfPQDUZoR6LpRhUnD/iyf4+m8PsLsKyV29zVBToVCewbqeYCReRCjPhpSakTTD0ZEAHV5HaiyHaT75SW3LQZPThs9AG6Zc6HVfhQYYvnp1B9G45IXe2uSZekcCJOTcED7obEgbgdFoPLhrgPXdLSyrQCSgWEoyTEKIbiHEViFEW5nWo6gBB05qCqn+ieyKsXLiD2uf0o3IxaFCobwihwX2jvorEsbTaXLZUj+fYugdDWAR0FNAULBlZQcWQc3aE9XrOPV8TI/AaKxw3snJEH/uHa8rbwkKGCYhxCYhxP8nhOjM2N8lhPgN0Ac8BQwmp8kq5iD7T2rN44+PV25QnU6hIYE6eijPkMdksrbEXeR49ULCgoJs26ZtOfCWOMW2d8RvqPi3xWVnfXft6pkOppq3zh2PaVGLi4XNzoYrtN3+8iBA3cjEdQp5TH8PXCelzPwN/h5wCXAY+AUwBnxWCPH2sq9QUXF0j+nEeOU9Jj2UVyjH5LJr4ykM5Zjs5hx/T5EzmUZ8kbJOrc2k2WnDZ2AGVS6OmqixevWqDl7oGydUwlyqYjk45GNRi7Mu+vWZYUNPa8O1Jnpo9wCrurycurC+PiQU+os+D5hRpi6EWAG8FXgRWC+lfCewATgOXF2JRSoqx5g/wrBPa5Z6fKzyhkn3mArJxYUQtLjtBkN55h5wniI8plA0TiASL7nBaj6aSpxi22uiK8WrV3cSiSXY0Tde9P2K5dCQf07ll3TObDABxEQgypMHR7hk/WLz05grTCHD1A3sy9j3huTrt6SUYQAp5RDwI+Ds8i5PUWkOJOP9DpuFE9XIMUWMhfJAE0AYC+WZFD+kxqsbf8CMBzQD2e6poGEqIcfkC8cYMVH8e87KDoSg6vVMWvPW+u8qno2NS1uRDSSAeHTPILGE5JI6konrFDJMTcB4xr5z0LqI/y5j/0GgsfvCNyB6GO/VqzqqEsqbnl5b2DA1u+x5Q3mxeIJIPGFalZcK5ZnwmPQRHO2eyvURa3LamCoylNc7Yk7K3uqxc/rilqrXMw37IkyFYnPSY9JHYLzUIAKIB3cNsLjFxVlL22q9lFkUMkzHgFMy9p0PjEspD2TstwG+ci1MUR32D/pw261sWdHBsC9S8ZzDpMFQHhQObRUz8iL9fDOhvPFA0jCVEsp717u0LQf692u2vgo0xSCYK/599aoO/tw7RjhWvTxTvY9Tz8fCFheLWhpDABGIxPj9/iEuXr8o78DOWlHIMD0HvFcIsQRACHEeWj7pkSznnsHsMeyKOmf/ySnWLPSytF2TGPdPVFaZNxmK4rBaDA0iayoQygsWMfIi/XxTHpNumEoJ5X34w9qWgyaXjYQ0L8qAtAGGJop/z13dSSiaqKoHcGgOdRXPRqN0gPj9viFC0QRvrjOZuE4hw/RvwEJgjxDiGTSDlAD+I8u5lwFPl3d5ikpz8KSPUxY00ZM0TJUWQEyFYrS4jYkVmp22vPOJ/EnD4jUtfjCfYxrTc0zeEkJ5gYC25SB9iq1Zjo4GaPfYTY0sOGeVFnmvpmz84JAPl91Cd2v9N2/Nhi6AKEWkUg9s3z1Im8ee+h2oN/IaJinli8BfAr1ontJh4Aop5Z/SzxNCXIJmwGYPmlHULVOhKCcmQpy6qDlVlFnpPNNUKGa4c0KTK3+LHt2wFNOSCCBgwjMZ85fBY7r0Um3LQcowFdGWqG80wPICHR8y6fA6WLuomaerWGh7aMjHyk5vXYaPjJASQMzhERiRWIJHXhnkonWLsJmYY1ZNCn7UlFL+CvhVgXO2A83lWpSiOkwPa2tiUYsLIeB4xQ1T4c7iOt60nEs2OWugSI/JabMghHnxQ7PThr2Cf8gleUwjATYtazP9vg1LW3li/5Dp9xXL0ZEApy+Zu4+KM3umR2DUq7dRiKcOjTAVitVdt4d0yvZXJoR4txDigXJdT1F5jo7oFfheHDYLC5udFfeYJoPGDVOT00Y0LnMOCyxmrDpoNVJmO4yPByIVrWGC6f6BZj2maDzB8fFgUV0pVnZ6GJwMV2VwYCyeSA5anJv5JYCFzZoAYuex8VovpWi27x7A47BywaldtV5KTsr58W8NWjcIxRxhJFlYu6BJ62bQ3eaueC3TVChmOA/SXGBGUSCsS8/NGSbQGrmaMUyjgWhFpeJQvMd0YjxIPCFNCR90dCOhz5qqJCfGQ8QSklVz2DABbOhpm7MCiERC8tDLg2xbu8CQAKlW1GeAUVEVRvxhrBZBa7Jhak+buyriB8OhPEf+B7UufvDYzbe20carmymwrYLHVKRhSnUVL8Jj0uue9GtUksNJD70SgxarycalrRwa9hddc1ZLXugbY2gqXNdhPFCGaV4z4ovQ4XWkEtE9bW5OTIRIJMzX0RhFyzEZFz9o78n+oNYNi6cIj8njMBfKG/VHSu/6cNVV2paDVCjPpGGanqxr3hNZkewUoYd1K4l+j1Vdc9tjOmtZG1LOzULbB3cNYLcKLjx9Ya2Xkpe51UVRUVaGfRE607yA7jY3kViCEX+kIiOWY/EE/kjcsMekj8bIFcpLeUwmc0yQHK9uQpU3HoiWxzDlQfeYCrVhyqR3NJDKEZql1WOn3WPnSDU8pmE/Hoe1bsZ3F8umZKeEHX3jvOaU+s3TZCKlZPvuQV5zSpepsoJaoDymecyIPzzjIaE/2IamwhW5n+4JGP2jKORBBCJxhACXrbIeUzgWxxeO0VFKDRPA8LC25cBps2C3CtNNQo+OaHOiipVgr+j0Vslj0oQP9dYw1CytHjurF3hrNmixWF7pn6J3NFD3YTwo4DEJId5h4lrrS1xL3dM/EaRvNDhnZaKZDPvCM/ISev+6Sim0pky0I0pfT07DFI7hsVuLeiC77TZG/cbyaXoD17ZSPaZ3vlN7feyxrIeFECmJvBmOjgSKyi/prOz08OyRyj9kjwz7Wbt47krF09m8rJ3H953MWcpQj2zfPYAQ8KYz6q9payaFnhA/Q2vYagRh4tw5yYd//Gde6B3n+U9fRGfT3A5HgJZjSv8+ChmCUtFHWBjNMTUXCG0FouaHBOqYET+MJdsRdVRY/ADJfnkmQnlSSvpGA5y3prPwyTlY0enlly+eIByL4yzC+zRCLJ6gbyzAJXU2kK5YNi1v4+d/PsaxsWBdjSTPx/bdA2xd0UHXHHh2Ffqrfn9VVjFH0B8Yv3jhOB+8YHWNV1MagUiMQCROZ9P0w1aXXZud7GqUyaAeyjNYx2RALl6MVBzMhfL0zuJtFZaLQ7LDuIkPBiP+CP5IvDSPqcuDlNA3GuSUCg2M658IEY1LVs5xRZ7O5mQx8wt943PCMB0Z9rNnYIrPXHZGrZdiiLxPCCnlf1drIXOBRS0u9p/0cdezfXzgtavmjAufDb2Gqcub5jEVkGeXii6vbXEbe8C77VYsIn+OyezIi9S1HVbDnR/0UF61PCYzOaZimrdmoqv5jo74K2aYDg/rUvG5rcjTOX1xMy67hRd6x3jrWd21Xk5Btu8eAODiORDGAyV+MMVEcjbQ/pO+1B/aXGUk6QXM9JiSOaaKGSZzOSY955IzlBeJG5rrlA2Pw0ogGjc0YmK0HH3yDNLkMpdjmh53UfwDf2XKMFVOmdcoUnEdm9XCxp62mkwALobtuwc4s6dlTnh3YEAunhx5IaWUA8mvXUC23v19Usq7y7y+umI8GKGrycGwL8KIP8LqBbVeUfGM+DTl3cwck+Z9+CsUypsymWMCLc+Uu8A2ZmgSbjY8DhvxhCQSTxTMq+izmEoO5V17bcFTmpy21NA/IxwdCSAELOsovlt3u8dOs9NWUWXe4eEAbru1KEl7vbJpeRt3/vFIRXNz5WBwMsSfe8f5xJtOq/VSDFNIlbcW2AV8GvhScrcX+Aqa0CE9lhUTQuyQUu6vxELrgfFAlNMWNTPsizARmHtV3+noobz0OiaH1YLNYl6ubBQzQwJ1tHHjuQps40U/6PQQYDBS+KEy6o/S5LSV/vC54oqCpzS7zOWYekcDLGlxlbQ2IQQrujwVrWU6OuJnRadnToe/M9m0rI1IPMEr/VNFNdCtFg8lw3hvnkPCk0KhvPcDo8DXshz7JHBhcnsjMAX8XVlXV0fE4gmmQrFUknkiz8jvucCwX/OY0hU6euisUoZpKhTFbbea6tCdTz7tj8RSs5XMYmaK7VggUh7hQ1+ftuXB6zD38+8dCZSUX9KpdC3T4RF/KmTYKGxe3gZQ9/VM23cPsnqBt2L5w0pQ6AnxBuA+KWUky7EXpZSPJ7ffAXehGaiGRP+0rydvx+e4YRrxRfA6rLM6c3sd1gqG8oz3ydNpypNjCkbiRXV9gOmO5EYNU1mED1deqW15aHJpzWXjBttCHR0NFNVVPJOVnR6OjQWJxrN3ci+FeEKTtK9skPySzpJWN4tanHWdZxoPRHjy0AhvXr94TnmrhQzTqcAOg9faA5xi5uZCCIsQ4nohxB4hREgI0SeEuFUIYeg3WAhxgxDibiHEISGEFEIcMXN/M+h5hqXtboSY+x7TiC+ctRarsh6TecPUnCeU5w8Xb5h0T8uIMm/MHym9uNYgZhq5BiIxhqbCZVG6rej0EkvIiow9OTEebCipeDqbl7XzQu94rZeRk0deOUk8IedEt4d0ChkmL+DL2DeGNs32qYz9k8nzzfA14KvAy8DHgLuBjwP3CyGMxHu+iObVHUyuq2LohqjD66DFZWcikM2JnDuM+CMzFHk6HqetYh7TpIkGrjpeR/ZQXiIhCUbjZQjlFTYAY4EoHVWoYYLp/JsRw9Q3qhmR8nhM2p9uJfJMR5IhwkbzmEATQPSOBlJionrjwV0DLGl1sXFpa62XYopCf9XjwJL0HVLKBLA7y7mLAcPtdoUQ69GM0T1Syr9K238Y+DrwbuAnBS6zRkp5KPm+XUDFgqh66K7VY6fVbZ/zHtOwL5Iap55Ok9NaUfGD0eLa1HpyjFfXG7AWW2DrNjFevZoek7dA49p0jpZxjMTK1PgLP1BeuemRZGlFo+WYYLrQ9sVj47zh9PqqEfKHYzyxf4i/OWf5nArjQWGPaSdwscFrXZw83yh/g6bquy1j/3eBAPCeQhfQjVI10FV4bW47bR57A+SYwnRl85hMJt/NMBWKGi6u1Wl22vBFYrPqjaan15bmMRUK5UXjCabCsaoU14K5DuOpcRcl1DDpLGh24rZbOTJcCY8pgMtuYVFL40jFdTYsbcVqEXUZznt83xDhWGLOhfGgsMf0c+AbQoi3Sinvy3WSEOLtwOuBj5q491YgATyTvlNKGRJC7Egerxuma1kcc95jSiQkozlCeU1OG/4KNnEtxmOScnYxrR6C8xabY7LrDWvzGya9T15ZhgR+4hMFTzETyjs6EqDFZaO1DGFGIQQrOj2pgt1ycmRYU+TNtU/tRvA4bKxd1FyXAogHdw3Q4XWwdWV7rZdimkIe0/eBvcBPhRC3CCFWpB8UQqwQQnwO+H/AK8APTNy7GxiWUmYLzh4HuoQQFfuYKoS4RgjxnBDiuaGhoYLn6x5Si8umGaY6qmM6OORj94kJw13BJ0NRYglJp3f2J1iPw0ogXKleeUXkmHKIAfzh4mcxwXQor1Aj1zG/9v9clrHql1+ubXlocmr3MdLI9ehooKwtflZ0VqaW6UgDSsXT2bS8jR294xUdsGmWcCzO7/ac5E3rFmEzUZ5RL+RdcdJoXAYcRiuyPSSEGBNCHBVCjAGHgH9Jvl6Ww8jkwgPkOj+Udk5FkFLeIaXcIqXcsmBB4Zj6eCBKs9OGzWqpK48pnpBc/o0/8Jav/4FNNz/MwaFMrcpshn2z2xHpNBUxdsEIkViCcCyR6hhulFyhrWA0Ob22wnVMqc7i5cgx7d2rbXlIdd8wJH4oTw2TzspOL70jAcNSdSNoUvEgK7oaT5Gns3lZG1PhGIeGC//tVYs/HRxhKhybU0W16RQ0pck8zmbgH4A/AHE0QUQceAJNRXe2lPKIyXsHgFxBZ1faOXXBZDCaCpm0urUck5E+a5VmxB8mEIlzwaldROIJ9g8W/uPQFUTZ2t97HDbCsQSxMtezmG3gqpMrtFWyx2Q3aJj80yHckvnQh7QtD81Jj6lQ94dEQnJ8LMjS9uJbEWWyotNLJJ5gYDJU+GSDnBgPEoknWNXAHpNeaPvnOsozbd81QJPTxvmnFD8OpZYY8vGklCEp5TeklK+XUnZJKR3J121Sym9KKYv5TT6BFq7LZpx60MJ8daPJHg9GU9X/bR478YSsmKzaDMNT2o/oDacv1L42IFvN1sBVp1L98sw2cE2tx5FdpRZIjVUvzmOyWAQuu6XgePWxKnYWBy2nZrUIRv35/x+HfWEi8QRLsygriyWlzCtjg+IjKeVg4xqm1V1NNLtsdZNniickD788yIWnL6zrHn75qGXw8dnk/c9J35lsErsJeK4Ga8rJeCBCq3vaY9L31RrdEOmTQQ0ZpuQ52R62euis3FNszQ4JTK3HlT2Up6+vWI9Je6+t4Pc5Vq4GrgaxWgSLW1wcH8tf6HosWQi7tL18IbIVXeWvZdKv1ShdxbNhsQg2LWurG2Xec0dGGfFHePMcVOPp1NIw3YXWCPa6jP1Xo+WWfqzvEEKsEUKcXr2lzWYsEE2NPWh1a6/1kGcamtKMTHermzaP3ZTHlC1v4jFRR2OGYj0mPbSVGcpLeUxF1jGBFs4zEsrzOKy4ipz7VAw97W5OjOcPQhxLGq6eMobylrS4cNgsZe2Zd2TYj8tuaaiu4tnYtKyNvQOTZf9AVwwP7h7AYbOwbe3cHX9QXBykDEgpdwohbgc+KoS4B3gAWIeWs3qcmcW1jwIrmNnNHCHElcn9oFUFOoQQn05+fVRK+cNyrXfUP90vTfeY6kGZpxuirmYnXU3OVGgvH6N+rSlpNrVOU/JB7yuzMi+VYyrSY5odyitN/KC9t/CwwNFApCpzmNLpaXPzzOHRvOfoHlW2IulisVgEyzs8qfBbOTiaVORZLI0nFU9n8/I2EhJeOjbBuatrl9eRUvLQ7kFed2pX0bPK6oFar/w64AhwDfAWYBj4BnBjssNEIT6AVj+VzueSr48DZTFMsXiCiWA0ZZj0sE69eExuuxWvw5qcFWUklJe7Kan+oC/3sMBiRl7AdM4rl8dU7ARbMDZefcwfod1bpjDepz9d+Bw0YzMwGSIWT+SU+h4fD9DmsZf94bOiw1PWgYGHhys3FbeeOGtpGwA7+sZraph2HZ/k+HiQ6y46tWZrKAc1NUxSyjhwa3LLd97KHPu3lX9VsxkPzkyAp3JMdWCYhn1hupodCCHoanKy+8RkwfeM+MMzRqqnY6aJqBkmg8V5TE6bFYfVkiXHFMdlt2At4ZO4kfHq6SHckrnoIkOn9bS7iSckA5OhnDmk42PBsnpLOis6vfzp4AhSypILYnWp+EVzZJx3KXQ2OVnR6WFHjfNMD+7ux2oRXLRubv/M517lVQ0YyxitrRsmPTxVS4Z8YRYkZd9aKK+wx5QelszEzJwiM+iGpcmkx6S/xxee+bMORGIpxV6xeBw2AtHC4oeyGaYdO7StALrBySeAOD5eGcO0sstDMBpP5S5LoX9Ck4o3cnFtOpuWtfFCX21nMz24a4BXr+ooT6eSGqIMkwFSYoHkf7bHYcVqEUwGa5/oHJ6KpOqRFjQ7mQrHCBWQQI/4InRkkYpD5TymqZA2Br0YD8frtKbqlnQC4XhJwgfQPCYjobyyScWvu07bCqALGk5MZDdMUmo1TOUUPuisKGOXcb3v3nwxTJuXtTE4GaY/x/9bpTlwcoqDQ/45W1SbjjJMBhjLMExCCJpdtpQEupYM+cIsaNY9Jm19+fJM8YRkLBChK5fHZFAuHorGTSn3pkJR0/klnSanfVYozx+JpfrdFYvHnj+UF4snmAzFqiYV1+luze8xTQSj+CPxynhMyVqmcgggpsddNG7Xh3Q2Ldd60tVKNr599yAAF5+hDNO8YDQw0zCBliuZrHGOKRpPMBaIpBkm7VVvOZSN8UCEhMxdMOqxG1PlXf0/z/H+/3rW8FonSzBMzc5sobzSPaZC4ofM3GK1cDusdHodHM8xtE+Xipezhkmnp82NzSLKIhnXpeKLml2FT24A1i1pxmG11KzQ9sFdA2xa1sbi1rn/81aGKQf7Bqf4P997ip8+18eob3aRZYvbllKa1YpRfwQppw1SyjDlyQ+M6t5flnZEoEmGtUauub+3Zw6P8sT+YXYcGzfcV02bXluc59Hkss0O5ZUwVl3H7bDl9Zgyc4vVpKfdnTJAmUwbpvJ7TDarhaXt7vKE8kYCrOhofKm4jtNmZX1PCy/0Vj/PdGwswM7jEw0RxgNlmHLypwPD/PHACP/0s5f4+Z+P0eS0zWjv0eKy11z8oCeoUx5Ts+4x5TZMer4sVygPkuPV84TyvvHb/YDWmNXoJ+tixqqnryebXLyUGibQPKZIPHdfwNFaGqY2d84x57onVYlQHmh5prJ4TCP+eRPG09m0rI2dxyeIlrnXZCEeSobx5uLspWwow5SD0WTxrNUiODISmFXL0uyy1Vz8MJTRjLXTWzjHNOLTPaY8hskxW2yg8+feMZ7YP8xlG7XBxvsGpwytdSoUNS0V12ly2rK2JCrVY/IUmGKr98krWx3TF7+obQbobnNzfDyYtVHw8bEgHoe1YrmvlZ1aLVMpTYrjCUnvSGDeCB90Ni9vJxRNsHfA2N9FuXhw9wBrFzU3TOsnZZhyMOaP0O6xc2ZPKwAdGXU/LS57zcUPeshOb/fisltpdtny5pj05qD58iZeZ+4ptt/87QHaPXZueut6hIA9Bv8AJ0vwmJqzysVL95jcBabYpoYElstjOv98bTNAT5ubUDSR8trSOT4eoKfNXbHBe8s7vUyFYinDXAwpqXiDPCiNoo9af6GKeaZhX5hnj4xySYOE8UAZppzorWg2LU0apoxPpy3u2osfMj0mgAVNztT+bOTrk6fjdeQO5T19aITLz+qmq8nJig6PIY9JF2lkG7NhBK/DRig6M+QWCJfRY6qWYfrTn7TNALoUPJsA4vh4ZaTiOuVQ5undI1aUcV7UXGBpu5uuJkdV80yPvDyIlMzppq2ZKMOUA60VjYOzkp+AMgvWWlx2/JF42ecWmWF4KkKT05b65A+Fi2xHfLn75OlkqxsCzbPwR+IsatFUP6ctajYUshiaCiMlqfeZZbpfnrYmKSWBaLzoseo6bnt+afyYP4LLbpnx8y2JT31K2wyQr8i2Ul0fdPRaplLyTIeTozMaJbRkFCG0TuPVVOY9uHuA5R0e1i1prto9K40yTDnQW9HohinTw8g1wK6aDPnCqdolna7m/P3y8nV90PHkED/o19U7Taxd3MyRkUDBgt7B5OC5xa3FeUz61NupZDgvFE0gpaaqKwVPwVBetDyTa4tgaQ6PyR/WQmyVkIrrLOtwI8R0gWwxHB3x47TNH6l4OpuXt3NoyF+VJs+ToSh/PDDMJesXVSy0WwuUYcqBVvFvZ1Wnl4vPWMRrT+2acVyfxFpLAcTwVHhWeKyryZk3x5SvT55OkyN7jkk3TPqAwdMWNRNPSA4N5f9krRumhUU+pJoyPgToRtNbhjomyB3KG5wMpZSO1abVbcfjsM4yTClFXgVDeU6ble5Wd4keU2BedBXPxqbkh9kdx8Yrfq/f7TlJNC4bRiauowxTFqSUWo7J68BiEdzx3i1sW7twxjktyYdlLQUQI/7Zhmlhs5OJYDSnF5Ovs7iOx2klkCWUpxu8rjSPCQor8wYnNYNWbOGfN2NGVLDE6bU67gKGqW80wLKO2uRIhBD0tLlnhfIqMe4iGyu7PCXVMh0d8c+7/JLOxqWtCEFVGrpu3z3AgmYnm5e1V/xe1UQZpiwEInEisUTeMM60x1Q7wzTsi8waj97dljtpDslQXh6pOGjybH8kNksunD77CbT8gd0q2FvAMA1MhrBZRNFhMb1/ny4Z95dheq32fu26wSyNXOMJyfHxIMtrZJhA84oy/x+nJ9dW1jCVUsuUSEiOjgbmXX5Jp9ll59SFTRVv6BqKxvndniEuPmNRw3mmyjBlwUhhpV6TU8nuD6FonK8/up83ffXxWQ+oWA6lm557yJY0jyc0TzBfcS1oHkpCarmcdHRRhV4vZbdaWLOgiX0FBBCDkyEWNjuL/uPJzOelptdWUJU3MBkiGpflNUy33aZtBslWZHt8LIjDaknl+SrFyk4PY4FoUTPH+idDRGKJlIhiPqILIEqpBSvE7/cNEYzGGy6MB8owZSUlE87zAG+ucChv1/EJLv2PJ/jqw/vYf9LHHw8Mzzg+GtDbEc1co/5JOls7m/HkewqF8nS1W6awY9gXptllmzFm/LRFzQU9psHJEItK6N+VGcrTw4yVrGPqTYaxlpVTZLBpk7YZpLvNzVggOkM1eHw8yJI2V8U/Ia/q0ob77TdYQJ3OkeH51bw1G5uXtzMeiJaltVMutu8epMVlq+lgwkqhDFMW9MLCjjwV/5UM5T17ZJR3fOtPBCJx/ufvzsHjsPJyxgBAfYR6pse0qMWFzSI4Njb7D2KkQJ88HW+ODuPD/tke2trFzRwbC+ZVJw5OhktSZ2WG8gLlCuXZc3tMfaPaz6+sHtMjj2ibQVLKvLQPGcfHAhXPLwGcvbwNgGePmA9HpbqKz3OPCWBHhcJ50XiCR14Z5KIzFmHPU/oxV2m876gMGGne2ey0IURlQnkP7OzHYoEH/uECXnfaAs5Y0sKu4xMzzhnxz8z36FgtgiVtrqw5pv4JTR23pID3onsiszymqdny9DULkvN7hnPnIwYnQyV1PM6cEVWuUJ7NasFhtWQ3TGOB1M+ybHz+89pmEN0AHUv7vzxW4Romnc4mJ2sWeHn2yKjp9x4Z1qTii4usW2sETlvUjMdhrdgIjKcPjTIRjDZMb7xMlGHKwmjG/KVsWCyCJqfNsMc0HogUHOOt89KxCTb0tKbuv767hVf6J0mkdfJOSbezrHFpmydrKK8/+YDrLvBg0yf0ZuYXhn2zVYB6yOfgkC/rtQKRGFOhGAtbis+JWC3a/Cu9z59uSHTPrhS08eqzP1z0jgbobnPV9NNoT4bHFI7FOTkVrmgNUzrnrOrguSOjM37vjHBkJMCKTk/DJeTNYLUINi5trVih7fbdA7jtVl536oKKXL/WKMOUhbFABIugYNNRrcN4YY+pbzTA2Z97mHU3PshN9+3Oe240nmDX8Qk2Lm1L7Vvf3Yo/Ep/RIiYVystSZ9PTPltmDHBiPIhFwKICtTm6VzSSUQ817JsdylvR6UGI6Ur/TFJS8RI/PZ++uJmX+7Vwph7KK0dHBq/DylSWMGTvaKC8+aUiWNishWV1AUT/uObxVrKGKZ2tKzuYDMUK5hAzOTLsn9dhPJ3Ny9t5+cRkwQJ0syQSku27B9i2dkH5upLUGcowZWEsEKHVbS/4ia/VbWc8kLuYVefAkI9EUqjw+L6hvOfuHZgiHEukOk4ArO9pAWB3Wp5p2B/GYbWkuiKks7TdzeCUpoxK5/h4SMtBFfACOpPGZyStg0QklmAiGJ1lmFx2Kz1t7pxFtgPJ8GGx7Yh0zuxp5eUTk8QTMtWayGMv/Y9yeacn69r7RgM1lYqD9ql7cet0WLbS4y4y2bqyA9DmbxlFl4rPt+at2di0rI1YQrL7xEThk03wQt84J6fCDRvGA2WYsjIRjNFmoOams8nBcJbuz5noD+fXnbaAoyN+wrHcn6BeTFaLb0rzmE5d2IzdKtiV9gs+PBWhq8mRtQ1JT5sbKbUOz+n0TwQL5pcA2tx2LGJaLAHT4c3MuimA1QuacnpMJ6fKY5g29LQSjMY5OOQjEI3hsFkKGlgjrFvSwt6BqRkDDwORGMO+SM2Ka9NJL7I9XsEBgdlY2u5mSauLZ0zkmQaSUnHlMaV1Gi9znumh3QPYrYILT19Y+OQ5ijJMWRgPRFKqu3wsKNAwVWdgIoQQcP6aLhIyfw+yF/vGaffYWdYx/fBx2CysXdw8Q5k37AvnbJej5yAy80wnxoMF80ug5c86vDNbGw1n6WSus7rLy6EhX9aajWmPqbS6G338yM5jEwTCpTdw1Vm3pIVgND6jmLRvVPu5ld0wfec72maC9CLbY8lQbLVGZwsh2Lqyg2cPjxqux0lJxedp14d0Fra46Glzl3UEhpSSB3cPcP6arlQuuBFRhikLk8EobQb+0zubHIz4wwX/aAcmQnQ1OTk92cLnwMnsQgHQhA9nLWub5QmtXdTC/sHp9434w1mFD5BeyzRtAKWUnJgIGQ4DdTU5ZoTy9FEaC5pn33NVlxd/JJ6aqJvO4GQYj8OaUtYVy5oFTbjtVnadmCjLLCadM5ZoYdJX+qfzKL2VkIoDrF2rbSZY2uZmcDJENJ7g+FiQRS3VFWRsXdXByalw6mdSCP0hfMrCpgquau6waXlbWVsT7RmY4uhIoKHDeKAMU1bGg1FDn0Y6m5yEogn8SZXY1x/dzwM7+2ed1z8ZYnGLizULmhAit2GKxBLsP+njzO7WWceWdWh5Iz0MqIXysnshi1tdWMTM+pcRf4RILGEolKd9b44ZoTzdM8zqMSUl4wez5GoGk997qZ2PrRbBGd2abL4c02t1TlnYhNUieLl/OkxakRomgPvv1zYTdLe5SUjtw82xKtUwpXOOyTzT/S+e4FUr2lk4j6Xi6Wxe1sbx8WAqpF0qD+4aQAh40xmLynK9ekUZpixMBKOGxlZ3pYkEJoJRvvrwPj784z/zP08emXHe4IRWx+N2aEKBAzmk1b2jfuIJyZqFs+Pzy9o9SAknxkNIKTWPKYdhslstLGl1zwjlnTAoFdfp9DpneEyZDVzT0XuiZcszDU6GSpKKp7Ohp5XdJybxhWN4yiAVB028ccqCplkeU5PTRnu5R5ffequ2mSB9YGClBwRm49SFTbS67YbqmfYMTLJnYIq3bequwsrmBqlC2zJ5Tdt3D7B1RQcLatT1vloow5RBIiGZMOwxaWGtYV+YPUkpc1eTg68/un/Geemig1MWNuX0mHR1mF4blI4enusbDTAZjBGNy1nFrun0tLs5nJY3OZGUGhs2TE2OGXLxEV8Yt92atXaou9WN02bh8PDs72twKlS2Qsv13S0EInF2n5gsiyJPZ92SZl7pn87f9Y0GWNpeudHlZtA9pN7RAAMToaoJH3QsFsHWle2GOkD8cscJrBbBWzYsqcLK5gZn9rRis4iy5JmODPvZMzDVUCPUc6EMUwZT4RhSYsgw6Y00h32RVI3NZRu7GfZF0roUxJgMxVKqtFMWNHFwyDdDBaZzKOlx6KGxdPREfN9YIC3fk/tT07mrO9nRN54SH5j3mBxMhWOpGoxhXzirIg+0h9eqLu8s2bWUUmtHVCbDtCE55n7UHyl5FlM665a00D8RSkn/e+tAKq6j/3+90DtOLCHpaav+us5Z1cHhYX/ecFQiIblvxwkuOLUrpyc/H3HZraxb0lIWj2n77gEALm7wMB4owzQLfeqkWY/p5ROTdHodbFmpzUXR8xQDGW2ATlnYRCSWyFoAe2jIR1eTM2thr5b0FvSNBlMhts48A//+cnMPUsJ9Lx4HNMPkslsMh6f0h4suE89WXJvO6gXeWaG88UCUSCxRNsN0yoImXHbtV7bU6bXprEsKIF7un0RKSd9Y/Rgml91KV5OTZw6PANUrrk1Hr2d6Lo/X9HzvGMfHg7x9U0+1ljVn2Ly8jZeOjWf9MGqG7bsHOLOnpS7KGCqNMkwZ6G14DNUxefUcU4RXBiY5o7uFFR2at3N0ZKZh0iW+euHhkSyzbg4N+bN6S6Al/3va3PSNBabzPVkUcjqrurxsWtbGPX/WDFP/RIjuVuPhKV3xN22YZrcjyrxf72iAaHy6qHdgsjw1TDo2qyVlRMolF4c0w3RikiFfmFA0UVd//D1trpSwpNriB9DCUW67Na8A4t4XjuO2Wxs+KV8Mm5a14Y/E2X/SfKd2ncHJEH/uHefNDa7G01GGKYPxoPYgNuIxOWwWWlw2BiZD7BvwccaSFpYn6zd6R7UHif5w1vMs+lTPo1nkt4eH/azOUzG/rMPDsdEAO49PYLOIgj3T3nF2D3sGpnilf5LjBmuYdDpTYcpw6jWbVFxndVcTsYRMeYowPVJ9cWv5QjsbkvVM5WzFsqDZyYJmJ6/0T1VOkQfwwx9qm0nSvaRaGCa71cLm5W05DVMkluDXO/t50xmLytK/sNHYvFyLopRSaPtQMozX6DJxHWWYMpj2mIyFvLqanDx9aIRIPMG6JS20uu20eeypuo/+DI9pUbMLp81Cb4bHNBGIMuKP5PSYQBNAHBsL8tjek2xZ2V6wNuiyjd3YLIJb7n851ZTUKOn98uIJyWiWkRfprMoiGddDe4tby/cw1aX03jKG8kDzml7pn6xccS3AsmXaZhLdGHV6HTXrjbZ1ZQevDExmnT/2xP4hxgNRpcbLwcpOD20ee0l5pgd3D7B6gXfe1Icpw5TBeDLHZKTAFjTDdHDIj9Ui2LpKi8Uv7/DMCOW1uGypglCLRcw4rnMwqWhbnUWRp7O03cOIP8KegSm2rS3cjqTD6+Czb13Pjr5xRv0RlpgwEKl+ef4wA5MhEpK8tSmnL27GZbfw+L6TqX3bdw+wZoGX7jJ2KjizAh4TaMq8Ayd9HEpK+SuifrvrLm0ziW6YapFf0jlnVQdSwvNHZ+eZfrnjBO0eO687rTE7XZeKECI10bYYxgMRnjo0ypvXL64LpWg1UH432n/853/1Mu/auizlMRlpSQTTAoi3ndWdeoAs7/CwMzk/Sas9mfnpe0WnZ1Yl/WFdKp7HY0r/FL9trbGHwJXnruDCtQu4849HePtm44lpr8OK02ZhxBfhpeQflB5Gy4bHYeON6xbxwM4Bbrp8PWOBKM8cHuWjF55S1j+m0xY18Zebe3jtKV1luyZoHSAi8QS/2zvEohbnjCm9ZePb39Zer7jC1Nv0EGy1peLpbF7ehs0iePbwKBemfSjyh2M8/PIg7zi7pyEH1pWLTcvaeGzvfrZ8/hGcNgtOmwVH8tVps+K0a7PBUq82a+p4/0SIeEI25Aj1XCjDBPSNBfneHw7jj8Rodtlx2S2GH0wLk5Lta7etSe1b0enhwV0DxJJtZDLDQss7vPzxwAhSytRDe+/gFA6rJW9uY1nywbS4xcXaRc2Gv7+l7R4+fdkZhs8H7VNeV5PWL29H3zgOq4V1S/Lf861ndfPrl/r508ERekcDJCRcurG8NS02q4WvXbGprNeE6dZEO49PsDWprKwXdE+pFvklHY/Dxvqe1lmFtg+/PEgwGjf1oWc+8u6ty/GFYvgjcSKxBOGY/pogEkvgD8cYiycIR6f3pZ+zvrsl7wfDRkMZpiQdXgcv9k1wZk+LqeaIf/faVZy3ppNT0wzFig4vsYTkxHiI4+NBzlvTOeM9Kzo9BKNabzk9PPZi3zhndLfk/dSpG7htaxdUxaXXewEeGwuwrrsFpy2/sX79aQtodtq478UTnBgPsrrLa8qA1pJVXV4cNguRWH0p8gBWdHppcto4o7ulpus4Z2U7//2no4Si8dQHt1/uOE5Pm5tXLa8vY15vLG51mf5wOJ9RvjcggHds7mHv4BT9EyFThmlFp5c3nznTK9DDcS/0jeELx2Z90s1U5sUTkp3HJ1LtS3LR6XXwqUtP55rXrTa8vlLo9Do4ORnW1ra08Kc1l93KJWcu5jc7+3nq0AiXblgyZ2LiNqslZURrPSAwkyanjSdveANvO6u2XsnWlR1E4gleOqaFqUd8YX6/f5i3buqe19NqFeVHGSbAabOyZWUH8YTkif3DnJU2C6kYTluoPeB+u0cTAmQmrVd0zqx1OnDSRyAS56xl+R/+Qgiued0aVi+ojjKns8nJnoFJApE4m5a3GXrP5Wd144/EtTDeHGtNo4cq66W4Np1mV+HBlZVGL7TVw3kP7OwnnpBKjacoOyqUB7jslhlG4b3nrSzpeq0eO0taXTy2V5tWm+kx9bS5sQhSM4BeTIoLSjWI5aazyYFerL5pmbFQzWvWdNLhddDishXMSdUbeqHt8krNEvrZzypz3SrR7nVw6sImnjk8ykcuhHt3nOD0xc2cvri2IUZF41Fzj0kIYRFCXC+E2COECAkh+oQQtwohDI3ALPX9oIWgFre4WNziYtOytlRPtlJYu7g5pfDL9JgcNgunLWpOtXjZcWycFpet7qZ+diU7W7S67YYHv9msFr7+7s18+a/PmjNhPJ23bFzCe89bUbkkc1eXts1htq7q4PmjYxwZ9vP80THeqrwlRQWouWECvgZ8FXgZ+BhwN/Bx4H4hhJH1lfp+3HYrQgi+974tfONvNhfxLcxmbXIooMtuyTrQ743rFvLMkVHGAxFe7BvnrGVtNQ/VZKJL4bMNLszHa0/tSoV95hILm13c8rYzKyMVB7jzTm2bw5yzsgNfOMa/b98DaEpMhaLc1DSUJ4RYj2ZM7pFS/lXa/sPA14F3Az+p1Pt1PMlO1WeW8ZOynkjvbsven+7iMxZz++8O8o3fHuDl/kmue+NpZbt3udCLbI0IHxQG0I3SVVfVchUlcU6yiPyBnQNsXdlesC2WQlEMtfaY/gZNFHdbxv7vAgHgPRV+PwCWCoScdI8pV+3Jhp5WFrU4+f4fDtPpdXDVa1aWfQ2lsrrLi80iuEBV9CuSdLe5U7/Tb1WdxBUVotaGaSuQAJ5J3ymlDAE7kscr+f6KoY/szlWtb7EILlqndWL+1KXrTEnUq8WyDg87b7pkToblFJXj1as6sKmBgIoKUmtVXjcwLKUMZzl2HDhfCOGQUkayHC/p/UKIa4BrAJYvX17c6vPgtFn52hWbUh0FsvH3r1/DqQu1Fjv1Sq2ahirql09cspa/etVSOrLkThWKclBrw+QBshkVgFDaObkMU9Hvl1LeAdwBsGXLltImeOWgUGJ4WYeHq16zqhK3VigqRk9aOE+hqAS1NkwBIFebbFfaOZV6v0JRPR54oNYrUCjmBLXOMZ0AuoQQ2Qb99KCF6XJ5S+V4v0JRPTwebVMoFHmptWF6NrmGc9J3CiFcwCbguQq/X6GoHt/6lrYpFIq81Now3QVI4LqM/Vej5YZ+rO8QQqwRQpxe7PsViprz059qm0KhyEtNc0xSyp1CiNuBjwoh7gEeANahdW54nJnFsY8CK9Dqlop5v0KhUCjmALUWP4Dm7RxBk26/BRgGvgHcKKVMVOH9CoVCoagjam6YpJRx4Nbklu+8laW8X6FQKBRzg1rnmBQKhUKhmIGQsiK1pXMKIcQEsL+Ml2wFJmp4jWLea/Y9XWhhU4U5yvG7UW1qveZq3L/c9yjX9er9ObBWSln+wWtSynm/AXfU2/VKuUYx7zX7HuC5Wv+/zcWt3L9r82HN1bh/PT4DSr3OXH4OqFCexv11eL1SrlHMe8v9M1BkZy7+nGu95mrcvx6fAaVeZ84+B1QoT1EUQojnpJRbar0OhUJROyr1HFAek6JY7qj1AhQKRc2pyHNAeUwKhUKhqCuUx6RQKBSKukIZJkXFEEK8SwjxByGETwhxpNbrUSgU1UUI4RRCfFcIcUgIMSWE2CeE+Fih99W884OioRkDvgksAq6v8VoUCkX1sQEDwMXAIWAjsF0IMSilzNnRWOWYFBVHCPF24DaZo62UQqGYPwghvgsEpZQfz3WOCuUpEELcIIS4O+luy3xhNyGERQhxvRBijxAiJIToE0LcKoTwVnHJCoWizFTjOSCEsAMXAC/lO08ZJgXAF4E3AAfRwm/5+BrwVeBl4GPA3WhjRu4XQqjfJ4Vi7lKN58A3gSngf/JdXOWYFABrpJSHAIQQu4CmbCcJIdaj/RLeI6X8q7T9h4GvA+9GzcBSKOYqFX0OCCG+CpwHvEFKGcm3EPUJV4H+y2iAv0Eb1Hhbxv7vAgHgPWVclkKhqCKVfA4IIW4D3gS8UUpZsPmz8pgUZtgKJIBn0ndKKUNCiB3J4ymEEFbAntyEEMKlnS7D1VmuQqGoAGafA19HCxFeKKUcMnID5TEpzNANDOcwLMeBLiGEI23flUAQ+CmwPPnvvRVfpUKhqCSGnwNCiBVoYb9TgMPJmkafEOI3+W6gPCaFGTxALm8nlHZOBEBKeSdwZ8VXpVAoqonh54CU8iha2M8UymNSmCEAOHMcc6Wdo1AoGpeKPweUYVKY4QSam57tl7IHzb3Pq7ZRKBRznoo/B5RhUpjhWbTfmXPSdyZFDZuA52qwJoVCUV0q/hxQhklhhrsACVyXsf9qtJjyj6u9IIVCUXUq/hxQ4gcFQogrgRXJLxcADiHEp5NfH5VS/hBASrlTCHE78FEhxD3AA8A6tIrvx1HFtQrFnKWengOqiasCIcRjwOtzHH5cSrkt7Vwr2iela4CVwDDaJ6gbpZS+Sq5ToVBUjnp6DijDpFAoFIq6QuWYFAqFQlFXKMOkUCgUirpCGSaFQqFQ1BXKMCkUCoWirlCGSaFQKBR1hTJMCoVCoagrlGFSKBQKRV2hDJNCoVAo6gplmBQKgwghrhJCSCHEtgpc+0iy8t7o+QuFEBNCiKsNnv+YEOJIsesrN0KIXwghflfrdSjqE2WYFHMSIcS2pJFI33xCiOeFEP+QbJnSyHweGAL+q9YLKZKbgNcLId5a64Uo6g9lmBRznf9FG+H+XuBzaN2NbwO+XYF7/RBwA7+vwLUNI4RYCvwd8A0pZayWaykWKeWLwGPAZ2q8FEUdogyTYq7zZynlj6SUP5RSfgl4Ndogsw8KIRaV4wZCiGYAKWVcShmSUibKcd0S+BDa2IH/rfE6SuWHwBYhxNm1XoiivlCGSdFQSCkngScBAazW9wshrhBC/EEIMSWECAghnhZCvDPz/cmQ4J1CiDcmz/cB9yePZc0xCSG6hBC3CyH6hBCR5OvtQojOLNdfJoT4aTI/NCmEuF8Iscbkt/nXwHNSypNZrt8uhPiuEGJYCOFP5pZele0iQoiLhRB3CSEOCSGCQohxIcRDQojXZ5z3y+TPrCXLNbYmfyY3pu17rxDimeT1/Mnr/1gIsSDj7b9Jvr7L5PevaHCUYVI0FEIIAZyS/HI4ue/zwP8DptBCR/8MBIC7hRAfyXKZLcC9wDPA9eQZfCaEaAX+BFwLbEcbBfBg8us/6N5W8tw2tDDgO9C8BX0dvwO8Br+/RcDa5Noyj9mTa/gg2oycfwT2AY8AS7Nc7iqgA/gf4GPA19Dm6jwqhLgg7bzvooUw/ybLNT4AJIAfJNdwJfDfQAi4Ee3n8aPkmhemv1FKOQAcAbbl/aYV8w8ppdrUNuc2tIeZRHv4daENNtuI9hCVwJPJ885Ofv3FLNe4F5gEmtP2yeR2UZbzr0oe25a27wvJfR/OOPcjyf2fS9v3xeS+92ece1ty/2MGvu8Lk+d+PMuxa5LHbs7Yf11y/5GM/d4s11iEZtAfSNtnBXqBZzLO9QATGefek/yZ2gz+Pz4CTNX690lt9bUpj0kx17kZTZ12EngRTRRwH/D25PH/g/ZQ/u9kyC21Jc9rBs7LuOaLUspHDN7/L5P3vyNj/3eS+/8ybd/bgUE0DyWdLxm8F2gGGGA0y7G3A3Hg1oz930YzFjOQUvr1fwshmpKhxzjwNFquTj8vjuYRbRVCbEi7xDuBFuD7afsm0AzWW5LeayFGgCYhhNvAuYp5ghqtrpjr3AHcjWZ8/MA+KWX6Q3sdWr5pT55rZIok9pm4/yq0fM8MdZyUMiaE2IfmsemsBp5NPujTz+0XQowbvJ8+2TPbQ3810C+1PFv69cNCiENAe/r+ZG7rC8AlQFuO++h8H/g0WujuuuS+D6B9ILgv7bwvAq9D80ZHhBCPo+WS7pJSTmVZs/59qImlihTKMCnmOvsLeDcC7aH3F2jeQDZ2Z3wdKMfCKsRQ8rWjlIsIIZrQ8l1etFDiTrQcXAK4AXhD+vlSyj4hxIPAe4QQ/wSsQDNAX5FSRtPO2y+EOAN4Y3J7PVp49WYhxOuklAczltIB+KSUoVK+H0VjoQyTotHZD7wZ6JVSvlKB6x8C1gohbOlekxDCBpyWPJ5+7qlCCGu61ySEWMJsjyUXuhE9NcdaLhZCtKR7TUIIJ5o3NZZ27huBbuDvpJQzinSTYpFs3AG8BS1kuDm57/uZJ0kpw2jiiweS17sU+DXw/6Hl3tI5BdiV436KeYrKMSkanR8mX7+YrRtEGWqd7kXL+3wwY//Vyf2/SNv3S7Sw4Xszzv2/Rm8mpRxCM07nZjn8SzShwicy9l+LlgtKRzeMM0KCQoiLScsvZfBrtBqxDwHvA/4opZwRIk3m7jL5c/K1I+PcxWie1+M57qeYpyiPSdHQSCmfFULchNYCZ4cQ4m60h+sS4FXApYCjhFv8O1pd0e3JQtEX0LyJDwB7k8fTz/1b4LvJ2qLdaOrC80hK2w1yN/AZIcQSKWV/2v7/QlPm3SiEWIVWz7U5ub6DzPx7/wMwANwqhFgJHAM2oXXR2AmkixwATQQhhPgBWq4J4FNZ1vZQMl/2BNCH5glehRZO/WHGuZemfT8KxTS1lgWqTW3FbEzLxT9p8Py3oNX4jAJhtIfmb4C/zzhPAnfmuMZVZMjFk/sXAN9Ce7hHk6+3A11ZrrEc+BmaSm4SrXh3DVo9z2MGv5fu5H0+keVYB1p4bQRNDPIYWl3WY8yWi29Eq7kaQ8svPQZcANypPRqy3nsFmrc1SXa5+dXAw2hGLwL0o4X0Lsxy7u/QxCA1/31SW31tQkolhlEo5hpCiP8ELgbWyjTxQRXuuwTNqH9fSvmhEq6zCS3E93Yp5X0FTlfMM1SOSaGYm9wIdALvr/J9r0XLY2XWbZnlJuBxZZQU2VAek0KhKIgQ4t1oYcib0QzKm2u8JEUDowyTQqEoiBBCovW/ewKtpdLxGi9J0cAow6RQKBSKukLlmBQKhUJRVyjDpFAoFIq6QhkmhUKhUNQVyjApFAqFoq5QhkmhUCgUdcX/D9dsESR22kiyAAAAAElFTkSuQmCC\n", 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" ] @@ -304,19 +302,20 @@ "'\\n\\n'" ] }, - "execution_count": 111, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "minPer = 30 # min period to look for 1st planet (in days)\n", - "maxPer = 50 # max period to look for 1st planet (in days)\n", + "minPer = 5 # min period to look for 1st planet (in days)\n", + "maxPer = 100 # max period to look for 1st planet (in days)\n", "\n", "period, power, period1 = LombScarg(data.t, data.vel,data.errvel,min_per=minPer,max_per=maxPer)\n", - "#period1 = 42.36\n", - "plt.xlim(1,1000)\n", - "plt.axvline(period1,color='red',linestyle='--')\n", + "# period1 = 42.36\n", + "plt.axvline(period1, color='red',linestyle='--', label=f\"{period1:.2f} d\")\n", + "plt.legend()\n", + "plt.xlim(minPer,maxPer)\n", "plt.semilogx(period,power)\n", "plt.xlabel('Period (days)')\n", "plt.ylabel('GLS Power')\n", @@ -349,7 +348,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -359,7 +358,7 @@ " \n", " time_base = 2420.\n", " params = radvel.Parameters(nplanets,basis='per tc secosw sesinw k')\n", - " params['per1'] = radvel.Parameter(value=period1) # Insert our guess for period of first planet (from periodogram)\n", + " params['per1'] = radvel.Parameter(value=period1) # Insert our guess for period of first planet (from periodogram)\n", " params['tc1'] = radvel.Parameter(value=2080.) # guess for time of transit of 1st planet\n", " params['secosw1'] = radvel.Parameter(value=0.0) # determines eccentricity (assuming circular orbit here)\n", " params['sesinw1'] = radvel.Parameter(value=0.0) # determines eccentriciy (assuming circular orbit here)\n", @@ -383,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -404,12 +403,12 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - 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\n", + "image/png": 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\n", 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" ] @@ -457,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -473,7 +472,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -481,7 +480,7 @@ "output_type": "stream", "text": [ "parameter value vary\n", - "per1 43.8487 True\n", + "per1 20.1423 True\n", "tc1 2080 True\n", "secosw1 0 False\n", "sesinw1 0 False\n", @@ -490,7 +489,7 @@ "curv 0.01 True\n", "gamma_HIRES 0.1 True\n", "jit_HIRES 1 True\n", - "tp1 2069.04 \n", + "tp1 2074.96 \n", "e1 0 \n", "w1 0 \n", "\n" @@ -512,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -520,18 +519,18 @@ "output_type": "stream", "text": [ "parameter value vary\n", - "per1 47.36 True\n", - "tc1 2082.15 True\n", - "secosw1 0.152403 False\n", - "sesinw1 -0.869918 False\n", - "k1 10.193 True\n", - "dvdt -0.067258 True\n", - "curv 0.00210638 True\n", - "gamma_HIRES -3.75732 True\n", - "jit_HIRES 3.78116 True\n", - "tp1 2064.86 \n", - "e1 0.779985 \n", - "w1 -1.39736 \n", + "per1 20.129 True\n", + "tc1 2082.59 True\n", + "secosw1 0.623537 False\n", + "sesinw1 -0.162472 False\n", + "k1 5.56131 True\n", + "dvdt -0.015239 True\n", + "curv 0.00386476 True\n", + "gamma_HIRES -6.34516 True\n", + "jit_HIRES 3.14752 True\n", + "tp1 2079.45 \n", + "e1 0.415195 \n", + "w1 -0.254898 \n", "\n", "Priors\n", "------\n", @@ -540,7 +539,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -571,12 +570,12 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -608,12 +607,12 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -629,7 +628,7 @@ "'\\n\\n\\n\\n\\n\\n'" ] }, - "execution_count": 61, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -665,12 +664,12 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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Izs52S+CEhAQSEvy8aavRBDAf/7yX77bs509nDadPgomK/O23vdqdQzF9tWEfVx+f69W+NeYu5cUA7U09GpzadMb7wDTg18BfgAogtbOTlFLPKqXGKaXG6SUZjcb7VNY385ePN3BEZgKXHZtjrjCpqUbxEv2SYxjaJ16bjfsIM2dMdUB7C85RTm06RCm1C9hlf/u+iLwDrBCRGKXU37ovpkaj6QoPfbGZsppGXrx8PKEhYq4wL71kvM6e7bUupw9P5/EF2yivbSI5NsJr/WrMnTHtAVJFJNLFsUyMZT6Pw/gqpX4GVgM3dFM+jUbTRdYUVfDqskIuOzaHI7IssPz90ku/KCcvMW14H2wKHdTVB5ipmFbYx5/gXGk3ZhgNdJwgqWOigeRunK/RaLpIS6uNO99dS+/4SG6bPsRscXzGyMxe9E2I4qsNxWaLEnSYqZjeABSGY6wz12DsLb3mqBCRgSIy1LmRiPRx1amITAFGAj94U1iNRuMeLy3ZwYa9Vdx31gjio8LNFsdniBhBXb/bUkpDc6vZ4gQVpu0xKaXWisgTwE0i8i6GefcwjMgP33Koc+18oD+G35ODp+yhh77B8F2KAsZiOOZWA7f5/CI0Gs0h7Kmo519fbeGkob05daTLZ8egYtrwdF75oZDF20o5eVi62eIEDWbHVLkFw7x7DnAGUIph+n2vUsrWybmvA5cBlwJpGLOvQuAZ4J9KqZ2+EVmj0bTHfR+ux6YUf/7VCERMNnjwA8fkphAXGcZXG/ZpxeRFTFVMSqlW4GF76ahdjou6NzFCD2k0Ggvw1YZ9fLlhH388dSj9kt3x9PAjn3rV3/4gEWEhnJiXxtcbS7DZFCFmWx8GCWYHcdVoNEFAbWMLf/pgHXnp8Vx9/ACzxTmcmBij+IDpw9MprWlkdVGFT/rviWjF5EWUUmwvrTVbDI3G78z9egt7Kht48JyRhIda8Lby5JNG8QGT83oTFiI6dp4XseAvKHD5++ebmfLQQhZvKzVbFI3Gb2zYU8WLi3dw4YR+jO1vUS+NN980ig9IiA7n6Nxkvt6oFZO30IrJS3y3ZT9Pf5sPwLPfFZgsjUbjH2w2xV3vryUxOpw/njq08xOClGnD0tlWUqNXTLyEVkxeYH91I7978yeGpMdx05RBfLtlP1v2VZstlkbjc+Yt38nqnRXcfeYwEmN6blieqcMNizztbOsdtGLqJjab4ndvrqG6oZnHLxrDVZMGEBUewvOL9KxJE9w0NLcy9+stHJObzIzRmWaLYypZSTEM79tL7zN5Ca2YuslrywpZtLWUP501giHp8STFRjBzbBbvr97D/mqdt0kTvHy4Zg+lNU385qTBPcJnqTOmDU/nx8IDlNXo//vuohVTN/l8fTFD+8Rz4YR+B+uumpRLs83GK0t3mCeYRuNDlFI8/30Bw/r24tiBKWaL0zkLFxrFh0wbno5NwXwd1LXbaMXUDVptip+KKhmfk3zIE+OA1FimDjNCldQ36RhamuDju62lbNlXw9WTBujZkp0RGb3ITIzWy3leQCumbrC1pJqaxhaOyk487Ng1x+dyoK6ZD9bs9r9gGo2PeX5RAb3jIzlrVIbZorjHQw8ZxYcYQV17s2jrfv1A2k20YuoGq3dWADAmO+mwY+NzkkiNi2CN9gbXBBmbi6tZtLWUyyfmEBEWILeQjz82io+ZNrwPDc02vte+jN3CrV+ViMSKyL0icoqvBQokVu88QHJsBP1TDg91IiLkpMSyo0z7NWiCi+cXFRAdHsrFR2ebLYrlODo3mfioMG023k3cUkxKqVrgTqBfZ217Eqt2VnBUv8R219j7p8RSWNZpdniNJmAoqW7ggzV7mDUuq0f7LbVHeGgIU/J6M39jCa02ZbY4AYsn8/B8IPgTrLhJZX0z20pqXO4vOeifEsPeygadREwTNLy6tJBmm40rjrNgoFaLMG14OmW1TazeecBsUQIWTxTTk8A1IhIAtqG+x7F3dJSL/SUHjiW+neV61qQJfOqbWnnlh0KmDktnQGqs2eJ4RnS0UfzAiXlphIfqoK7dwZN8TNVAObBZRF4GtgKH3XGVUv/1kmyWZvXOA4jAqH6J7bbJSTH+eXeU1jIkPd5Pkmk0vuHd1bs4UNfMNcfnmi2K53z2md+G6hUVzjG5KXy1YR93nD7Mb+MGE54oppec/r61nTYK6BGKadXOCvLS44mLbP8jdCgmvc+kCXRsNsUL32/nyKwExue0v0qgMZg2PJ17P1jPtpIaBvWOM1ucgMMTxTTFZ1IEGDabYs3OA5xxZMc+HAkx4STGhFNYri3zNIHNgs0lFOyv5dELRgemQ+399xuv99zjl+GmDjMU09cb92nF1AXcVkxKqW99KUggUVBaS1WDa8fatmjLPE0w8Pyi7fRNiOL0I/qaLUrXmD/fePWTYspIjGZkphHU9boTB/plzGCiS95xIhIpIpki0iPtRVfZrW1cOda2pX9yjPZl0gQ063ZXsrSgjCuOy7FmdlqLMm1YH1btPKCDOXcBj35lIjJGRL7BMITYCUyy1/cWkfkiMtUHMlqO1Tsr6BUVRq4blkk5KTHsPlBPU4vND5JpNN7nhe+3ExsRyvnjtUOtJ0wbno5S8M0mbZ3nKW4rJhEZDSwCBtLGwEEpVQJEA5d7UzirsmFPJUdkJRAS0vlae/+UWGwKdh3Qy3mawKO4soGPftrDeeP7kRAdbrY4AcWwvvE6qGsX8WTG9BdgDzAC+H9A27vyfGCCl+SyNHsqG8hKPDwMkStyUo12ep9JE4i8vHQHNqW4MtAdalNSjOJHRIRpw9NZtLWUuqYWv44d6HiimI4HnlNK1WCYhbdlJxAgoYa7TnOrjdKaRvokRLnVvr/Dl0nvM2kCjNrGFl77oZBTR/ahX7J7D2KW5Z13jOJnpg9Pp7HFxqKtOqirJ3iimKKAyg6O9+qmLAFBSXUjSuG2YkqJjSAuMkzPmDQBx9s/7qKqoYWrJgWgQ61FGD8gmV5RYXo5z0M8jZU3toPjJwEbuieO9SmurAfcV0wiQnZyDIV6xqQJIFptihcXb2dMdiJj+weBQ+0ddxjFz4SHhnDS0N58s0kHdfUETxTTPODSNpZ3CkBEbgNOBV7xomyWpLjSMP3s08s9xQTGPpOeMWkCia827KOwrI6rAzH8kCuWLjWKCUwb3ofy2iZ+LNRBXd3FE8X0EPAD8AXwHYZSekREdgP/AL7CCPQa1Oy1z5j6ujljAmOfqehAHS2t2mRcExi88H0BWUnRTB+ebrYoAc+JeWlEhIboHE0e4LZiUko1AdOA24F6oAEYApQCfwDOVEoF/Z13X1UDkWEhHpnO5qTE0Nyq2FvZ4EPJNBrvsKaoghU7DnDFcQMI0w613SYuMoxjBxpBXZXSy3nu4NGvTinVopR6RCk1TikVq5SKUUqNUko9rJTqEfaQeysb6JsQ5VG8MG2Zpwkknl9UQHxkGOeP13lBvcW04ensKKtjW0mN2aIEBJ442Kb5UpBAYV9VA+ke7C+BU/oLvc+ksTi7DtTx2bpiLjw6u8PI+QFHVpZRTGLqMGNJ9EttnecWnsyY9onIWhF5VETOFpEEn0llYRwzJk/oHR9JZFgIO/WMSWNx3vlxNzaluHxijtmieJdXXzWKSfRJiOLIrARtNu4mniimf2LsLd0AvAeUisgKEfm7iJwiIgHugdc5NpuipKqRdA8VU0iI0D8lRs+YNJbn8/XFjM1OIjPRP9leexLThqWzpqiCkiq919wZnhg//FEpNQFIAWYATwARGMYQnwLlIvKdL4S0CuV1TTS12ujr4VIeONJf6BmTxroUltWycW8Vp47sY7Yo3ueWW4xiItNGGMt58zeVmCpHIOCxyY1Sqkop9aFS6hZgHHA+sBFDSR3nXfGsRbHdqs5d51pn+ifHsLO8TlvlaCzLF+sNc+ZTRgShYlqzxigmkpceT79kHdTVHTza3RTDFG0scDJGpIfjMKKK7wfewAjkGrT8opg8X+bISIymodnGgbpmkmN7ZBorjcX5fF0xIzJ6BX5cPIsiIkwb1odXlxVS29hCbDAZl3gZT6zy3gPKgGUY0cXrgTuBI5VSfZRSFyqlnveNmNag2L427EnUBwcZ9jX7PRX1XpVJo/EG+6oaWLWzgtOCcRnPQkwbnk5Ti41FW/ebLYql8WQp72wgHngVmKSUmqGU+rdSar1vRLMexZUNhIYIafGRHp/r2EzerRWTxoJ8aV/GC8r9JQsxPieJxJhwbTbeCZ7MJe/CWL6bCVwiIsXAAozlu2+UUoU+kM9SFFc1kBYXSagbCQLbkpFozLL0jEljRT5fX8zAtFgG9Y43WxTfMGSI2RIAEBYawkl5RlDXllabjqzRDp5Y5f1NKTUNSMLYY3oB6A88DRSISL6IPOsbMa1BcWVDlwwfAJJjI4gMC9GKSWM5DtQ28UNBeXDPlp591igWYNrwdCrqmlmpg7q2S1es8pqUUguVUvcCpwOzgU3AAOAq74pnLYqrGrq0vwTGxmdmYjR7KrQPg8ZafL1xH602xakj+potSo/ghCFpRISF8OV6vZzXHh4pJhGJFJGTReSvIrIUwxjiVWAosAZ4xPsiWofuzJjAMIDQe0waq/H5umIyE6MZmRnEuT7nzDGKBYiNDOOEwWl8snaPztHUDp5Y5S0AKoAvgTuABOBZYBaQqpQao5S63ZPBRSRERG4VkU0i0iAiRSLysIjEunHuEBH5i4j8ICL7RaRaRNaIyF3unO8p1Q3N1DS2dFMxRemlPI2lqGlsYdHWUk4Z0cejwMQBx5YtRrEIM8dmsa+qUVvntYMnxg/9gdeAbzCMHbyRXOQR4DcYIY4eBobZ3x8lIlM7SaNxJXAj8KFdrmZgCvAAcJ6IHKOU8poW2Gc3Ffc0Tp4zfROi2V/TSFOLjYgwvempMZ8Fm0poarUF9/6SBTlpaG+SYsJ5+8ddTM7rbbY4lsNtxaSU8moqSxEZAdwMvKuUOtepfjvwb+ACjKy57fE28DelVKVT3dMishXDgvAq4HFvyevIXOtpZHFnMhOjUcpQctqJUWMFPl9fTGpcRHCkTw8gIsJCOHt0JvOW76SyrpmEGPfzu/UEuvTYLiIpIjLOXlK6OPaFgABz29Q/B9QBl3R0slJqZRul5OAN++vILsrlkq5krm1LhvZl0liIhuZWFmwqYdrwPl1ygdB0j5ljs2hqsfHRz3vMFsVyeGr8MEpEvgVKMCJALANKRGShiBzp4djjARuw3LlSKdWAYUgx3sP+HDiSrnjV5MWxlNedGZP2ZdJYie+3llLX1NozlvFGjzaKhRiR0YuhfeJ5+8ddZotiOdxeyhORkcD3QBTwAeCI+DACOAtYJCITPYgEkQGUKqUaXRzbDUwUkQh7Snd3ZQwF7gFa6HgZEBGZA8wByM7O7rTvvZUNJMaEExUe6q44h6HDEmmsxOfri+kVFcaxuV1d9Agg5s41W4LDEBFmjs3igU82sq2kOnidm7uAJzOmv2AYGIxVSp2jlLrHXs4BjgJa7W3cJQZwpZQAGpzaeMJc4FjgXqXU5o4aKqWetaeIH5eW1nly3n3d8GFyEBUeSkpsBLu1L5PGZJpbbXy9cR9Th6VrQxwTOXt0JqEhwts/7jZbFEvhyS/yBOAJpdTPbQ8opdYBTwInetBfHdBe0LkopzZuISL3AzcBzyql/uaBHG6xt5s+TA4yEqP1jEljOsu3l1NR18wpPWEZD+CSS4xiMdLiI5mSl8Z7q3dpnyYnPFFMsUBHJuJ77W3cZQ+QKiKulFMmxjKfW8t4InIfcDfwH+A6D2Rwm31Vjd2eMYH2ZdJYg8/XFRMdHsoJgztfLQgKdu0yigXRPk2H44liKgDO7OD4mfY27rLCPv4E50oRiQJGAyvd6cSulP4EvAxcrXyQic9mUxyoayIlrvt5lBwzJp0wUGMWNpvii/XFTM5LIzqi63umGu9w0tD0gz5NGgNPFNN/gVNEZJ6IjBCRUHsZKSKvAdOBlzzo7w1AAbe0qb8GY2/pNUeFiAwUkaFtOxCRezGU0ivAlZ045HaZyvpmWm2K5FjP0120JTMxmtqmVqrqW7wgmUbjOauLKiipbuwZ1ngBgMOn6csN+6isazZbHEvgSeSHh4AxGI6v52OYeoOh3AR4EyN6g1sopdaKyBPATSLyLvApv0R++JZDrermY0SeOOhsISI3An8GdgJfAxe1CamyTyn1lQfX1y5ltcaKYooXMs/2TfjFl0k71WnM4Iv1xYSHClOG6ogDVmHm2CxeWrKDj37ewyXH9DdbHNPxJPJDK3C+iDwP/BrIsR8qAN5XSn3dhfFvAXZgmG2fAZQCj2FY1XU2+3H4OWVjLOO15VvAK4qp3K6YvJES3dmXaXhGEAfN1FgSpRSfryvmuEGp9IrqQQ9Gxx5rtgQd4vBpemfVLq2YcFMxiUgakIthkPAVXrrh25Xdw3Qy01JK5biom42RcsPnlNcaVu3eUEyOTLaOSBIajT/ZsLeKneV13DB5oNmi+Je/ed1Q16sc6tNUw6DecWaLZCod7jHZo38/jWFxtwTYIiLf2xVVj+HgUp4XjB9S4yIJDxXty6QxhS/WFRMiMHV4utmiaNrg8Gl6Z5U2gujM+OEmjGW2YuBdYC0wEXjGx3JZivIa7y3lhYQIfRO0L5PGHD5fX8z4nGRS47pvyBNQnHuuUSyMw6fp3VXap6kzxXQZsBEYppSapZQajZFS/SwRSfSxbJahrLaJuMgwIsO8Y1qrfZk0ZpC/v4Yt+2o4rSda45WVGcXiOHyavt9WarYoptKZYsoDXlJKVTvVPQaEAkN8JpXFKK9t8spsyYGO/qAxgy/WG/7x00f0QMUUIGifJoPOFFMsRoQGZ/Y4HesRlNd6x7nWQWZiNMVVDbS0+sTtSqNxyRfrihnVL/FgMGGN9XD4NH2xvpjK+p7r0+SOg23bxU7H+x6TwKWstskrPkwOMhKjsSnYV91eDFuNxrvsrqjnp12VnKpnS5bHkafp4x6cp8kdc/HTRcT51xyDoZxmicjoNm2VUuoRbwlnFcprGzki03s+R87pLzL106vGD3xpX8Y7ZUQPtcY7+WSzJXCbERm9yEs38jRdfHTP9GlyRzFdZC9tudZFnQKCSjEppex7TN6zYspI0AkDNf7l83XF5KXHk5vWQ/1j7rnHbAncxuHT9NdPe65PU2eKaYpfpLAw1Y0tNLcqry/lAew6oBWTxveU1zaxYkc5N5002GxRNG5y9lEZ/N/nm3hn1S7+eOphYUKDng4Vk1LqW38JYlXKvOjD5CA2MozEmHB26xmTxg8szS/DpmByXo/yiz+U004zXj/7zFw53KR3fBSThxg+TbdPzyM0pMds6QOeRRfvkRwMR+RFqzyArKRodusZk8YPLMkvJS4yjCMzE8wWxTzq640SQPRknyatmDrBMWPy5lIeGCbjesak8QdLC8oYn5NEWKj+dw8kThrWm8Qe6tOkf6md4M3I4s5kJsaw+4BOGKjxLfuqGijYX8uxA1PMFkXjIZFhoZw9KqNH+jRpxdQJv+Ri8m5sscykaOqbWw8qPo3GF/xQYIThOTY31WRJNF1h5th+PdKnSSumTiivbSI6PNTrKaizkn5JGKjR+Iql+WX0igrTub/OPNMoAcbIzF98mnoSWjF1grfj5DlwONZqAwiNL1laUMaEASk9zqrrMG6/3SgBhsOnafXOCraV1Jgtjt/olmISkQwRGR/MkcbLvBwnz4GeMWl8zZ6KegrL6vT+UoBz9lEZPS5PU2eJAkeLyO9EJKVNfaqIfAYUAT8A+0TkXh/KaRrltY0+mTElRIcTFxmmnWw1PmNpvrG/NFErJpg82SgBiLNPU0/J09TZjOk64BalVNtEJs8DpwDbgfeAA8CfRGSG1yU0mfIa3yzliQiZidFaMWl8xpL8MpJiwslLjzdbFE036Wk+TZ0ppmOBQ1ylRaQ/8CvgJ2CEUmomcASwG7jGF0KahVLK65HFnclM0r5MGt+glOKHgjKOyU0hpKfvLwUBDp+md3qIEURniikD2NKm7iT765NKqUYApdR+4FVgjHfFM5e6plYaW2xeDeDqTGZiNLsP1Pmkb03Ppqi8nt0V9Xp/KUjoaT5NnSmmOKCiTd0EjCjiC9rU5wPJ3hHLGpTX+ibqg4OspGiqGlqoagj+H5rGvywtMJZ8js3ViilYmDm2H40tNj75ea/ZoviczhTTLmBQm7qJQIVSalub+jAgqOwZy3wU9cFBZpI2Gdf4hqX5ZaTGRfbIlAkuOe88owQwv/g0FZktis/pTDGtBC4Tkb4AInIsxn7S1y7aDufwNOwBja8CuDrQvkwaX6CUYmlBGcfkJiOi95cAuOEGowQwDp+mVTsryN8fVHOAw+hMMf0f0BvYJCLLMRSSDXjURdszgWXeFc9cfBXA1UGm9mXS+IDtpbXsq2rU+0vO1NUZJcA56NMU5EYQHSompdRPwK+BnRgzpe3A+UqpJc7tROQUDAUWGMlO3MRXAVwdpMVFEhkWwi5tAKHxIksPxsfTiukgp59ulACnd3wUJw5J491Vu4Pap6nTyA9KqY+VUkcopaKVUiOVUu+4aPOFUire1bFApry2iYiwEOIi3clA7zkOXyY9Y9J4kyX5ZfTpFcWA1FizRdH4gJljsyiuamBxEPs0eS1WnohcICKfeqs/K+DwYfLlOn2mThio8SJKKZYVlHHswBS9vxSknDysNwnRwZ2nyZtBXAdiRIMIGnwVwNUZPWPSeJOtJTWU1jTpZbwgJjIslLNHB7dPk44u3gFlflBMWUnRlNY00dDc6tNxND0DR3w8bfgQ3MwcmxXUPk1aMXVAeW2jzyzyHDgs83TMPI03WJpfRmZiNP2SY8wWxVrMnm2UIOGIzASGpMcFrU+TVkwdYARw9U04IgeZicYNRC/nabqLzab4YXuZni25IsgUU7D7NGnF1A4Nza3UNrX6JBeTM1k6+oPGS2wqrqairlnvL7mitNQoQcSM0ZlB69PUoR20iJzjQV8juimLpSjzcZw8B+m9oggLEXZXaF8mTfc46L+kZ0yHM3Om8bpwoalieJPevX7xabptel5QZSnuzEHnbYyAre4gHrS1PGU1RjiilDjfLuWFhgh9EqL0HpOm2yzNL6V/SgwZ9lBXmuBn5tgsbti0isXbSjlhSJrZ4niNzhTTFX6RwoIcDEfk46U8cKS/0IpJ03VabYpl28s588i+Zoui8SPOPk09RjEppV72lyBWw19LeQBZSTEsyQ+u9W+Nf1m/p5LqhhaO0ftLPQqHT9MbK4qorG8mITrcbJG8gjZ+aAd/LeWBYTJeXNVAU4vN52NpgpOD/ktaMfU4gtGnqdMgcPaUF0opVWx/HwW4ih9fpJR6y8vymUZZbRORYSHERoT6fKyspGiUguLKBrJTtP+JxnOWFpQxMC2W3r2izBbFmlx/vdkS+Axnn6aLjs42Wxyv0JlVXh6wDrgb+Lu9OhZ4CMPQwdkMpEVE1iiltvpCUH9TWtNIalykX+KNOUzGiw7UacWk8ZjmVhsrtpfz6zGZZotiXc4/32wJfIbDp+nBTzdRsL+G3LTATw7Z2VLeFUA58IiLY7cDU+zlZKAauNKr0pmIP+LkOeiXZCgjnf5C0xXW7q6ktqmVY3NTzRbFuhQVGSVIOejTtCo4fJo6U0wnAR8qpZpcHPtJKfWtvSwA3sBQUG4jIiEicquIbBKRBhEpEpGHRcSteP0icoeIvCUiBSKiRGSHJ+N3RFlNk18s8gD6JkQRGiLaZFzTJRz7S8fkJpssiYW59FKjBCnOPk3BkKepM8U0GFjjZl+bgEEejv8I8C9gA3Az8BbwG+AjEXHHMONBDOWZDxzwcOwOKatpJMXH4YgchIWG0KdXFEXlesak8Zyl+WXkpcf7xVBHY11mjs1ib2VDUFj4dmb8EAu0DcR0gF+y2TpTZW/vFiIyAkMZvauUOtepfjvwb+ACYF4n3QxUShXYz1sHeGVxVSll5GLy04wJjH0mPWPyD0opWmyKVpsiKtz3xi2+pLGllZWF5VwwPjg2vTVdx9mn6fjBge3T1JliqgAO8dhTStmA9S7a9gEqPRj7Qgzjiblt6p8D/g+4hE4Uk0MpeZvaplYaW2x+8WFy0C85hu+3Bv6TjtV4bP5WXly8nZZWRbPNRkuroZQc3Dp1CL+dOthECbvHT0WVNDTbdBgiDZFhocwYncG85Tu54rgBjO6XaLZIXaYzxbQWmI6hKDpjur29u4wHbMBy50qlVIOIrLEfNwV/+jA5yEqKZl91A40trUSGBfZTvJV4e9UuUuIiOX5wKuGhIYSFiFFCQ/hmUwkvL93BdZNzA/YzX5pfhggcM0ArJg3cOm0IX28s4cbXVvHxzZNI8uPDtTfpTDG9AzwmIr9SSn3YXiMRmQGcCNzkwdgZQKlSqtHFsd3ARBGJaMfwotuIyBxgDkB29qHLIKV+DEfkICspBqVgT0UDA1LdXhHVdEBJVQOFZXXcfcYwrj4+97Djo/slctmLy/l8XTFnjw5MU+ulBaUM79uLhJjg8Pj3GbfdZrYEfiExJoInLx7DrKeX8rs31/DC5eMJCcDgrp0ZGLwAbAbeFJG/iEh/54Mi0l9E7gf+B2wEXvRg7BjAlVICaHBq4xOUUs8qpcYppcalpR26Hlvux3BEDvodTBioDSC8xYodhj3M+BzX1mqTBqWSnRzDvGU7/SmW12hobmXVzgod7cEdzjrLKD2AUf0SuefMYSzYvJ+nvs03W5wu0aFiss9mzsQwdLgbKBCRAyJSKCIHgALgLvvrme3MftqjDmhvrSzKqY3fMWUpL9nhy6QNILzFih3lRIeHMjyjl8vjISHChROyWba9nG0lgZdsbVXhAZpa9P6SW2zebJQewiXH9OesURk8/OXmgLTS69Qk225gcBTwW+B7oBXDIKIVWIRh3j1GKbXDw7H3AKki4urun4mxzOeTZbzO8GcAVwfp8ZGEhYg2GfciK3aUc1R2IuGh7f/MZ43LIjxUAnLWtDi/lNAQYcIA7b/UKddea5Qegojwt3OOICc1lt+8voaSqobOT7IQbgVxVUo1KKUeU0qdqJRKVUpF2F8nK6UeV0p15apX2Mef4Fxpj8U3GljZhT69QllNE7ERoX41JQ4LDaFvom/yMr3w/XZeX74TpQLf8c5dqhua2bi3qt1lPAepcZFMH9GHd1btoqG51U/SeYcl+WWMykogPkrvL2kOJy4yjKcvGUttYws3vb6altbACRJtZnTxNzDi7d3Spv4ajL2l1xwVIjJQRIb6S7Cy2kZTnBX7JcV4fY+psKyWBz7ZwB3vruXql1dSWuPJamvgsmpnBTbV/v6SMxdPyKayvplP1wZOdObqhmZ+3lXJxIE6DJGmfYakx/PXX49k+fZyHv5qi9niuI1pikkptRZ4AjhHRN4VkatF5GGMSBDfcqgP03wM44pDEJFLReRuEbkbSAMSHO9FpMvxR/wZjsiZrKRoirw8Y3r1h0JCRbh16hAWbSvl1LmLWLi5xKtjWJEV28sJDRGOyk7stO2xA1MYkBobUMt5ywrKabUpJg7S+0uajjlnTBYXTsjmqYX5zN+4z2xx3MLsfEy3YASDHYGhpC4AHsMwpHBn3nkVcL+99AYSnd5f1VWhymqb/BaOyJmspBj2Vzd6bUmprqmFN1YUccrIPvx26mA+vOk4UmIjmP2fFfzj801eGcOqrNhRzoiMXsRGdprZBRHhognZrCw8wObiaj9I132W5JcRGRbCmOwks0XRBAB/Oms4IzJ6cesbawJiH9tUxaSUalVKPayUylNKRSqlMpVSv1NK1bRpl6OUOswY377HJe2UyV2Vy4iT5/8ZU79kw2R8d4V3Zk0frNlDVUMLsyfmADC0Ty8+uOk4fn1UJk8uzKewrNYr41iNxpZW1hRVuLWM5+DcsVlEhIYwb1mhDyXzHkvySxmXkxTwIZX8xt13G6WHEhUeypMXj0EBN85bRWOLtfdTzZ4xWQ6bTVHu5zh5DrKSvGcyrpTi5SU7GNa3F+P6//JUHRUeyh9OzUME3l21u9vjWJF1u6tobLExPsf92URybASnHdGHd1fvpr7J2v+0pTWNbCqu1vtLnjB1qlF6MP1TYnlo1ih+3lXJAx8ftjNiKbRiakNVQzMtNmWK8cPBhIFemGqv2HGATcXVXH5s/8OSHfZNiOa4gam8u3pXUFrqrdhRDsA4D2ZMABdNyKa6oYWPft7jC7G8xhJ7movjBmnF5DZr1hilh3PKiD7MOSGXV34o5IM11n0w1YqpDWb4MDnoHR9FeKh38jK9vHQHvaLC2g21c86YTIrK61lZ6NVsIZZgxfZyclNjSfXw4WLCgGQG9Y7jNYsbQSzNLyU+MoyR7TgOa1xwyy1G0fD7U/IYn5PEHe+uZVuJNfdUtWJqQ5kJcfIchIYImYnR3TYZL65s4It1xZw/vh/REa73IE4Z0YeYiFDeDZKMlw5sNsXKwgMe7S85cBhB/FRUwfo9ngTK9y+Lt5VxdG4KYR04Dms07REeGsJjF44hOjyU619dRV1Ti9kiHYb+ZbfhYDgiE6zywNhn6q7J+LzlO2lVikuO6d9um9jIME4d2YePf94bcI6lHbG1pIbK+mbGebC/5My5Y7KIDAuxrOl4UXkdO8vrOE6biWu6QZ+EKB694Ci27a/hrvfWWW5JXyumNjiW8lJNmDGBsc+0uxszpuZWG/OW7WRKXm/6p3QcpfzcMVlUN7TwdYD4NriDY3+pq2F6EmLCOePIvry/ejc1jdZ7knSkUdeGD5ruMmlwKrdOHcJ7q3fz+vIis8U5BK2Y2uBYyjMrj0lWUjSlNU1dtgxbt7uS0ppGzhnTeRqHY3JT6JsQFVTWeSt2lJMWH0l2ctcD0198dDa1Ta18uMZ6RhCL80tJjYtkSLpXkjVrejg3TRnECUPSuO/D9azbbZ3la62Y2lBW20hCdHiHgT99Sb+DUca7Nmv60W7MMMGNPZbQEGHGUZl8u2U/+6uDI1TRyh0HmJCTfJgloieMyU5iaJ945i23lk+TUool+WVMHJjSrevrkTz4oFE0hxASIsw9fzQpcRFc/9qPVNY1my0SoBXTYZgVjshB1sG8TF3bZ1q54wD9kqPp3Suq88bAOUdl0mpTfPiT9WYHnrK7op7dFfVd3l9yICJcdHQ263ZX8fOuCu8I5wW2ldSwv7qRiTrNhedMnGgUzWEkx0bw+EVj2FvRwO1v/2SJ/SatmNpQVmtO1AcHvzjZej5jUkrx484DjOvv/v7K4PR4jsxKCArrvJX2/aWuWOS1ZcZRmUSHh1rKCGLxNiOvjvZf6gJLlhhF45Kx/ZO48/RhfLVhH88tKjBbHK2Y2lJWY06cPAdpcZFEhIV0yTKvqLye/dWNjOnv2YzhnKMyWb+nik3FVR6PaSWWby8nLjKMYX2779/TKyqcs0b15cOf9lDdYI3ljcX5ZfRLjj643KvxgDvvNIqmXa44LofTRvbh759vZvn2clNl0YqpDWUmhSNyEBIiZCVGdyn6w8pCe8QDDxXTWaMyiAwL4bH52zwe00qs3HGAMf2TCA3xzv7LRUf3p66plfctYATRalP8UFDGxFw9W9L4BhHhHzOPJDs5hpvmrTJ131krJicamlspr20i3c39GV/RPyWG7aWeB1hdWXiA+MgwhqTHe3ReSlwkN580iE/W7g3YlBgVdU1s3lfNeA+VckeMykpgeN9ezFtmfpLFdbsrqW5o0WkuND4lPiqcJy8eQ2V9M7/932pabeb87rVicsIxS+mfYu5SSW5aHDvKarF5+KNYVXiA0dmJXZoxXHNCLrlpsdz7wfqAdLh1WCOO92KacYcRxMa9VawpqvBav11hcb6xv6T9lzS+ZljfXtw/YyRL8st49GtzkgtqxeTETrtiMnsNPzctloZmG3sq3d9nqqxvZvO+ao8MH5yJDAvlgbNHsrO8jicWBN6S3vId5YSHCqP7JXq137NHZxATYb4RxNL8Moakx5EWb97+p6bncN64fswam8W/v9lmyiqKVkxOFJbZZ0xmK6ZUw3myYL/7y3mrdx5AKbplKj1xUCq/PiqTp7/NZ1tJTecnWIgV28s5IjPB6/mJ4qPCOXt0Bh/9vIfKenOMIBpbWlmxo1zPlrrD3LlG0bjNX84eydA+8dz6xhqv5YhzF62YnNhZXkdsRCjJJpqLAwzsbYQSyt/vvnJYVXiAEKHbM4Y7Tx9GdHgo97xvvfhZ7dHQ3Mra3ZVeMRN3xUUT+tPQbOM9k0zqVxVW0NBs02bi3WH0aKNo3CY6IpSnLhlLc6vixtdW0dTiTlJx76AVkxNF5XX0S44x3as+LS6S+Mgwj2ZMKwsPMKyve6nEOxw7PpLfnzqUpQVlfGABazR3WLa9nOZWxTG5vjEMOCIrgSMyE5i33BwjiKX5pYRI1+P/aYCvvzaKxiMGpMbyj5lHsqaogr995r/kgloxOVFYXme64QMYm+65abEUlLo3Y2pptbGmqMJjM/H2uGhCNqP6JfKXjzewYY/1fZu+2biPqPAQjvVhRISLj85my76ag0YW/mRxfhlHZCWSEB3u97GDhgceMIrGY04/oi9XHJfDfxbv4JOf9/plTK2Y7NhsiqLyum4F//QmuWlxbs+YNhVXU9fUylgvLWWFhggPzxpFRGgIs55ewjebrBt9XCnF1xtLmDQo1ev7S86cNSqDuMgwvxtB1DS28FNRBcfpMEQaE7njtGEclZ3IH9/5mQIPthi6ilZMdvbXNNLYYrOOYkqNZW9lg1tJvByheLw1YwIY1DuO9288jpzUWK5+eSX/Wbzda317ky37athdUc9JQ9N9Ok5sZBgzjsrg47V7qahr8ulYzqzYXk6LTWnDB42pRISF8MRFYwgPFW54bVWXsx+4i1ZMdhwWedmd5DDyF7lp7lvmrSw8QN+EKDISo70qQ5+EKN667lhOHpbOnz/awJ8+WEdLq/82QN1hvn02d9LQ3j4f66IJ/WlqsfGOH9OELN5WSkRYSLcD02o03SUjMZpHzh/N5n3V3PvBOp+OpRWTHYcPk1VmTJ5Y5q0qPMBYL86WnImJCOPpS8ZyzfEDeHlpIXNe+dFSDrjfbCxhZGYv+iT4PlrH8IxejO6XyLxlhX4zglicX8bY7CSfLlNqNO4yOa83N08ZxFs/7uLNFb5LLqgVk52d5XWECGR6edbRVXJSYhHpfMa0p6KePZUNXl3Ga0toiHDXGcO5f8ZIFmwu4fIXl1siu2t5bROrdh7w+TKeMxcdnU3+/lq/BLksr21i494qnebCGzzzjFE03ea3U4dw3KAU7vHhrEkrJjs7y2rpmxBNRJg1PpKo8FAyE6Mp6CRm3g8FRqptb4biaY9Lj+nP3PNHs7LwABc/v8yvey2uWLi5BJuCk/2wjOfgrCMziI8KY95y3xtBHEyjrv2Xuk9enlE03SY0RHj0gqN86ldnjbuwBdhpIYs8B4ZlXsdLeT8UlJEQHc6wPt1P9eAOZ4/O5OlLxrJxbxXnP/MDJdUNfhnXFfM3lZAWH8kRmQl+GzM6IpRzjsrks7XF7Kvy7bUvzi8lLjKMUVn+u76g5aOPjKLxCqlxkbw4e7zP+teKyc7O8nrrKabUWLaX1na4n7G0oIyjByQT4qVUD+4wbXg6/5k9np3ldZz39NIupejoLs2tNr7bvJ+T8nr79doBrpqUi0LxyFe+DXC5ZFspEwYkExaq/027zcMPG0UTEOhfPGBTitKaRrIt4FzrzMC0WOqaWilu58l814E6isrrfepY2h7HDUrl1asnUFbbxClzv+OhLzb7NZbcih3lVDe2cNIw/y3jOchOieHSY3J4c2URW/ZV+2SM3RX17Cir0/tLmh6JVkxwMAaU1WZMA+0m4/klrveZfigwNuDNUEwAY/sn89FNkzhpaG8eX7CNE/6xgKcW5vvcxwEMa7yI0BAmmbT/cvNJg4iNDOP/Ptvkk/4Xb9Vp1DU9F62YsK5iOujL1E5ooqX5ZSTFhDOkt2eJAb1JTmosj180hk9+M4mx/ZP4++ebOOGfC3j7R98GPJ2/qYRjBqZ0OzZgV0mKjeDGKYP4ZlMJS+y5krxFS6uNZxcVMCA1ljwPkz5qNMGAVkxAk91p1Apx8pxJ7xVJbERouybjPxSUcUxuit/3WFwxIiOBF2eP5+3rjqV/cgy3v/UTf/tso8fJDt2hYH8N20trmWrCMp4zsyfmkJkYzd8+3eTV63x9RRHbSmr4f6cNtcR3q9H4G62YMGZM8VFhlguSKSIMSIt16WRbVF7H7op6n0XU7irjcpL535xjuOSYbJ75toBb3lhDY4t3l/a+2WQkLpuSZ65iigoP5bbpQ1i7u5KPfvZOJPbqhmbmfrWFCTnJTB/uP/+soOeVV4yiCQi0YsJQTNkWSHfhitxU18FcHT4uZu0vdURYaAj3nz2SP5yax4c/7eHyF5d71TBi/sYS8tLjTc80DDBjdCbD+/biH59v9kpEjKcW5lNW28TdZw6z5O8xYOnXzyiagEArJoylPKvtLzkYmBbHnsr6wwwKfigoIyU2gsG940ySrGNEhBsmD+LRC0bzY+EBZj29xCtZMCvrm1mxo9wUazxXhIQId54+jN0V9byytLBbfe2uqOeF77czY3QGR2YlekdAjcEbbxhFExBoxYQROfr4wWlmi+GS3LRYlILtThEglFIste8vWf2p+uzRmbx85QT2VjRwzpOLu+3z9N2W/bTYlOn7S85MGpzKiUPSeOybrd2KhvHPzzehgN+fOtR7wmkMnnrKKJqAQCsmjPh4Fx2dbbYYLslNM4K5OlvmFZbVsbeygWMsuIzniokDU3nr+mOpb2pl9n+WU1nX9WW9bzaVkBQTzuh+1oq2/f9OG0p1YwtPLNjWpfN/3lXB+2v2cNWkAZaJ16jRmIVWTBYnNzWO6PBQ/j1/68HZhiM+3rG5gZNqe2ifXjx32TiKyuuZ88rKLhlEtNoUCzaXMCWvN6EWs1Yb1rcXM8dk8fKSQo9nhUopHvhkIymxEdwweaCPJNRoAgetmCxOdEQoz142ln1Vjfzq8e9Zkl/K0oIyUuMiDzrgBgpH56bwz1lHsmx7Ob9/62ePTaw/X1dMRV2zZfaX2vK76UMICYGHvtzs0XlfbtjH8u3l3DJtCPFR1rIM1WjMQCumAOD4wWl8cONxpMRFcukLy/lqwz6OyU22/P6SK84encnvTzGs9Ty5gX+zaR+3vrGGERm9ONmPaS48oW9CNFdNGsAHa/bw864Kt85parHxf59tYlDvOC4cr63GNBrQiilgyEmN5b0bJjJ5SBp1Ta2mheLxBjdMHsiFE7J5cmE+85Z1nj7iqw37uPaVH8nrE8+8q48hOsK6SfOuO3EgybER3PP+OresEOctK2R7aS13nj5UB2v1JW+/bRRNQCD+ysRpZcaNG6dWrlxpthhu0WpT/GCPKB7IN7KWVhtX/3cli7aWct9Zw5k1rp/LLK2fryvm5tdXMTwjgf9eOcFyTtCu+OinPdz+1k+IGIrq2hMGulSmlfXNTP7nAob17cVrVx8dkDNgTc9GRH5USo3zdr+m39lEJEREbhWRTSLSICJFIvKwiMT64/xAIzREOG5QakArJTCccB+/aAxjs5O454P1TPr7Ap5YsO0Qc+tP1+7lpnmrGJmZwCtXBYZSAjhrVAbzbzuRk4elM/frrZz88EI+/GnPYelLnliwjYr6Zu46QzvT+pyXXjKKJiAwfcYkIo8CvwHeAz4DhgE3A4uAqUopmy/Ph8CaMQUbSikWbyvj2UUFfLdlPzERoZw3rh8D02K576MNjO6XyEtXjA9Yo4BlBWX85eMNrN9Txbj+SfzprBEckZVAUXkdJz/8Lb8ancFDs0aZLWbwM3my8bpwoZlSBB2+mjGZE5rZjoiMwFAi7yqlznWq3w78G7gAmOer8zXmIyJMGpzKpMGpbNxbxfOLtvPaskKaWxUTcpJ58YrxxJkUQdwbHJ2bwoc3TeKtlUX884vN/OqJ75k1Novy2mZCQ4Tbp+t03xpNW0ydMYnIA8BdwAlKqUVO9VFAGfCtUup0X53vQM+YrEVxZQMLNpfwq1EZpqW18AVVDc08Nn8rLy3ZQXOr4jcnD+Z304aYLVbPQM+YfEJQzpiA8YANWO5cqZRqEJE19uO+PF9jQfokRHHhBGtG4ugOvaLCueuM4Vw4IZsv1u9j9sQcs0XSaCyJ2TvoGUCpUqrRxbHdQKqIRPjwfI3G7+SmxXH9ZNeWehqNxvwZUwzgSqkANDi1aS8yZpfPF5E5wByA7OzgezrXaDROfPqp2RJoPMDsGVMdENnOsSinNl4/Xyn1rFJqnFJqXFqaNSOLazQaLxETYxRNQGC2YtqDsdzmSrlkYizTdZRHoLvnazSansCTTxpFExCYrZhW2GWY4Fxpt6obDXRmKtfd8zUaTU/gzTeNogkIzFZMbwAKuKVN/TUYe0OvOSpEZKCItM2g5vb5Go1GowkMTDV+UEqtFZEngJtE5F3gU4zIDb8BvuVQ59j5QH9Auni+RqPRaAIAs63ywJjt7MCwkDsDKAUeA+51J5yQF87XaDQajYUwXTEppVqBh+2lo3Y53Tlfo9FoNIGB6UFcrYCIVAOepR3V+JIEoNJsIfxEoFyrFeT0lwy+HMebfXujr+72kaeUiu+mDIdh+ozJImz2RbwnTdcQkWeVUnPMlsMfBMq1WkFOf8ngy3G82bc3+upuHyLiE8tns63yNBpXfGS2AH4kUK7VCnL6SwZfjuPNvr3RlxW+18PQS3kYWl/PmDQajcYzfHXv1DMmg2fNFkCj0WgCEJ/cO7ViwoibZ7YMGv8jIueJyPciUiMiO8yWx5cEyrUGipzdJViu01f3Tq2YND2ZA8DjGMkmg51AudZAkbO79JTr7BJaMblJsDzhaH5BKfWVUup/QKHZsviaQLnWQJGzu/SU6xSRSBF5TkQKRKRaRLaIyM2dnacVk/v0uCccERkiIn8RkR9EZL/9h7VGRO4SkVg/ynGHiLxl/3Grzh4MRCRERG4VkU0i0iAiRSLycCcyh4nIayKyUUQqRaTOfv6/RKSvd6+oQ9k9vdZYESmzt21x81rNkLMr3wkikiwiD4nINvt5+0VkgYgc79ULan98v1xnEBMGFAPTMXymzgPuFpHzOjtJ4wZKqa8ARGSGyaL4kyuBG4EPMQLiNgNTgAeA80TkGKVUvR/keBAoB1YBiW60fwQjXuJ7GBFBHPETjxKRqe2EqgoD+trP2QW0AEdghLq6QERGK6VKunkd7uDptX4HJDv9vYbOr9Ub+OM7CQV+BOKAF4AtGDe3IzHS2vgDf1xn0KKUqgXucapaIyIfApOA9sO9K6WCqgB3AG8BBRiRx3d00DYEuBXYhJHxtgjjxxTbwTkzOuozmAowDkhwUf+A/bO9qZPP9iogtIM2VwIRbsiR6/T3uk6+0xGADXinTf3Ndpkv8uQ7BWbZz/uDBa91pl22n+yvj3d0rXY5H++kTyt9J47/yb4e/m6D4rfn7+Lre6f9vHD7OVd32M7sD8MHH64CyoCvMJ50OvpwH7W3fxcjVca/MGYF3wAh7ZxjmR+SiZ/xEfbP7ekO2ky3t5nn6gbh9Nlf6uHYnd0cHErz+Db1UUAt8Kkn3ylGri8F/M1K14oxm9hr79ehPB2KyeW1OslZEwDfyZ32c262vw8HYtyUJyh+e/4uvr532s97BiOPXocPBaZ/GD74cN16wqELTzdW+yGZ+BmfZv+M/txJu1vs7V53vkFgRH9XwINdGLuzm8MXQCsQ6eLYYmC/0/tQ+01jFsYmdBTQC0gFsuw3uNWubjZmXytwO8ZyYyswBCfF1Mm1/sfe9g0g2sLfyXt2eWYCn9ivVWEs513ihkyB+Ns77Dx/Fnx/7/wX8DOQ2qksZn4QfvigO/pwPX66sR+f0dGPM9iL/R9qCcbTUZ4b7X/rdCMMB56wv/+rt79T+/G1wL52jr1pHzvC/n62/b1zKWvzfjtwsZuy+eVagQH23+heYB+Qw+GKyZ1rrQ2Q76QBuBi4wj6WAq6wyvfhxetst29/l46ula7NDOfaP580t8Y3+wMw8cN1++nGXme5JxyTPlPHE+cdHpzzG/s5jrXrB3zxndqP5wM72zn2X/v4iR2cnwVMxXgA+TPGjOm3VrpW+293reNaca2YOrxWq38nwNf2+nycln2AJAwL2b10sGQUKNdp1eLle+e/7f25pZSUUj3aXDwDKFVKNbo4thtIFZEIp7pLgXqMJ59s+989KlWGiNwP3AQ8q5T6mwenPoYxyxqA8Zn92QfiOagDIts5FuXUxiVKqV1Kqa+VUu8rpf4EXA78Q0TucHN8n16riFwCTAOup3vXavXvxGHt+bpSqslRqZQ6gGEl2gfIc2Nsq19nIOL2vVNE+mMs8Q0Cttv9QGtE5LOOBujJiikGcPXBgrF04GgDgFLqJaWUtCk5vhbSKojIfcDdGHsU13lwngDPARMx9gqGAG+KSLgPxATYg/GP4eoGkYnxD9Xk4phLlFI/Y8yabuisra+v1X5N/wI+xfANOYCxHzbI3iRBRAaJSCIdXGuAfCe77K/FLs7Za39N6mjQALnOQMTte6dSqtB+r4xSSsU5ldM6GqAnK6ae8nTTbexK6U/AyxhmnsrN80Iw/E+uwkh1fybGk/7ZwNttZqTeYgXG73pCG1migNFAV/LHRPOLr5BL/HSt0UAacAawFTge41q/sh+/xF5/He1cawB9J8vtr1kujjnq2vUrC6DrDER8f+80ey0zUNZJe2oB7sVYG/8vbqzpO50XArxkP/euNseuwbDq+Qg3fEnc/U7tx4+gY4shlxZdQJ926qfYfyfzzb5WjA38mU7ld/a+V9vH/sxe/xdX1xpI3wnGbKgKY+YU51TfF8PcfbPZ34e3fntWLGbfO03/AEz8cDuzLPnMbPnNLhhRHxSGscdlGE/kzmVaB+c6fElcGkkAV9v/iTv1JcHY37vbXvZhLGE53h92Pr8YaLxrH+dhDCvChbTvn/Ye8AOGp/+1GBZd/wWagApgtMWvVWH4kLR7rRaR05PvZI79nHUYSvj/2X+LTcB0i38fbl+nFQsm3ztN/wBM/HCD5unGh5/fS043PVdlYSfnj+vOcad2Cz2RAcOC8jaMze5GjA3Zf+H05O3inPOAjzE82BswNt832W802W7IaOa1Om4UrZ1dayB9J/bzzsF4YKgFqoEvgeMs/n14fJ1WK2bfO4Mug62IXAr0t7+9GYjAeGoBKFRKveLU9jEMK7P3MDaUHXGtFgMnqR4W10qj0fRcrHTvDEbFtBA4sZ3D3yqlJju1DcXwEJ+D4QtSiuGMd69SqsaXcmo0Go2VsNK9M+gUk0aj0WgCm55sLq7RaDQaC6IVk0aj0WgshVZMGo1Go7EUWjFpNBqNxlJoxaTRaDQaS6EVk0aj0WgshVZMGo1Go7EUWjFpNBqNxlJoxaTRuImIzBYRJSKTfdD3Drvnvbvte4tIpYhc42b7hSKyo6vyeRsReU9EFpgth8aaaMWkCUhEZLJdSTiXGhH5UUR+aw+ZEsw8AOzHSNwYiNwHnCgivzJbEI310IpJE+i8jpGa4DLgfozMmXOBp3ww1isYyfq+80HfbiMiWcCVwGNKqRYzZekqSqmfMCJ332OyKBoLohWTJtBZpZR6VSn1ilLq78DRGCmurxaRdG8MICLxAEqpVqVUgwWizl+LkV7gdZPl6C6vAONEZIzZgmishVZMmqBCKVUFLAUEyHXUi8j5IvK9iFSLSJ2ILBORmW3Pty8JviQiJ9vb12BkO213j0lEUkXkCREpEpEm++sTIpLiov9+IvKmfX+oSkQ+EpGBHl7mLGClUuqw1OIikiQiz4lIqYjU2veWxrrqRESmi8gbIlIgIvUiUiEiX4rIiW3afWD/zHq56GO8/TO516nuMhFZbu+v1t7/ayKS1ub0z+yv53l4/ZogRysmTVAhIgIMsr8ttdc9APwPI9HcPRiZUOuAt0TkRhfdjAPeB5YDtwKvdTBeArAEuB4j5fQtwOf29987Zlv2tokYy4DnYMwWHHIsAGLdvL50IM8uW9tj4XYZrsbIkfN7YAvwNZDlorvZQDJGpt6bgUcw8urMF5Hjndo9h7GEeaGLPq7CSBr3ol2GS4GXMZIt3ovxebxql7m384lKqWJgBzC5w4vW9DzMzpSoiy5dKRg3M4Vx80sF0oAjMW6iClhqbzfG/v5BF328D1QB8U51juykU120n20/Ntmp7q/2uhvatHWkpb/fqe5Be90VbdrOxY2MwPa2U+xtf+PimCMV+Z/b1N9ir9/Rpj7WRR/pGAr9U6e6UGAnsLxN2xigsk3bd+2faZib3+PXQLXZvyddrFX0jEkT6PwZwzqtBPgJwyjgQ2CG/fjFGDfll+1LbgeLvV08cGybPn9SSn3t5vi/to//bJv6Z+z1v3aqmwHsw5ihOPN3N8cCQwEDlLs4NgMjvfrDbeqfwlAWh6CUqnX8LSJx9qXHVmAZxl6do10rxoxovIgc4dTFTKAX8IJTXSWGwjrDPnvtjDIgTkSi3Wir6SGEmS2ARtNNngXewlA+tcAWpZTzTXsYxn7Tpg76aGskscWD8Qdg7PccYh2nlGoRkS0YMzYHucAK+43eue1eEalwczxHZk9XN/1cYK8y9tmc+28UkQIgybnevrf1V+AUILGdcRy8ANyNsXR3i73uKowHgg+d2j0InIAxGy0TkW8x9pLeUEpVu5DZcR06Y6nmIFoxaQKdrZ3MbgTjpncaxmzAFevbvK/zhmA+Yr/9Nbk7nYhIHMZ+VyzGUuJajD04G3AHcJJze6VUkYh8DlwiIn8A+mMooIeUUs1O7baKyHDgZHs5EWN59c8icoJSKr+NKMlAjVKqoTvXowkutGLSBDtbgVOBnUqpjT7ovwDIE5Ew51mTiIQBQ+zHndsOFpFQ51mTiPTl8BlLeziU6OB2ZJkuIr2cZ00iEokxmzrg1PZkIAO4Uil1iJOu3VjEFc8CZ2AsGR5lr3uhbSOlVCOG8cWn9v5OBz4Bfoex9+bMIGBdO+Npeih6j0kT7Lxif33QVTQIL/g6vY+x73N1m/pr7PXvOdV9gLFseFmbtn90dzCl1H4M5XSMi8MfYBgq3Nam/nqMvSBnHIrxkCVBEZmO0/5SGz7B8BG7FrgcWKyUOmSJ1L5315ZV9tfkNm37YMy8vm1nPE0PRc+YNEGNUmqFiNyHEQJnjYi8hXFz7QuMBU4HIroxxD8w/IqesDuKrsaYTVwFbLYfd257EfCc3bdoPYZ14bHYTdvd5C3gHhHpq5Ta61T/HwzLvHtFZACGP9dRdvnyOfT//XugGHhYRHKAXcBojCgaawFnIwfAMIIQkRcx9poA7nQh25f2/bJFQBHGTHA2xnLqK23anu50PRrNL5htFqiLLl0p/GIufrub7c/A8PEpBxoxbpqfAde1aaeAl9rpYzZtzMXt9WnAkxg392b76xNAqos+soG3MazkqjCcdwdi+PMsdPNaMuzj3ObiWDLG8loZhjHIQgy/rIUcbi5+JIbP1QGM/aWFwPHAS8atweXY/TFmW1W4Nje/BvgKQ+k1AXsxlvSmuGi7AMMYxPTfky7WKqKUNobRaAINEXkamA7kKSfjAz+M2xdDqb+glLq2G/2Mxljim6GU+rCT5poeht5j0mgCk3uBFOAKP497PcY+Vlu/LU+5D/hWKyWNK/SMSaPRdIqIXICxDPlnDIVyqskiaYIYrZg0Gk2niIjCiH+3CCOk0m6TRdIEMVoxaTQajcZS6D0mjUaj0VgKrZg0Go1GYym0YtJoNBqNpdCKSaPRaDSWQismjUaj0ViK/w+9HJMTbiMiQwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -683,37 +682,34 @@ { "data": { "text/plain": [ - "'\\n\\n\\n\\n\\n\\n\\n'" + "'\\n\\n'" ] }, - "execution_count": 62, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nyquist = 2 # maximum sampling rate\n", - "minPer = 20 # minimum period to look for 2nd planet\n", - "maxPer = 30 # max period to look for 2nd planet\n", + "minPer = 10 # min period to look for 1st planet (in days)\n", + "maxPer = 100 # max period to look for 1st planet (in days)\n", "\n", - "# finding 2nd planet period\n", - "period, power, period2 = LombScarg(data.t, data.vel, data.errvel, min_per=minPer, max_per=maxPer) # finding possible periords for 2nd planet\n", - "period2=20.89\n", - "period, power, period1 = LombScarg(data.t, data.vel,data.errvel,min_per=minPer,max_per=maxPer)\n", - "plt.xlim(1,1000)\n", - "plt.axvline(period2,color='red',linestyle='--')\n", + "period, power, period2 = LombScarg(data.t, residuals1, data.errvel, min_per=minPer,max_per=maxPer)\n", + "# period1 = 42.36\n", + "plt.axvline(period2,color='red',linestyle='--', label=f\"{period2:.2f} d\")\n", + "plt.legend()\n", + "plt.xlim(minPer,maxPer)\n", "plt.semilogx(period,power)\n", + "plt.xlabel('Period (days)')\n", + "plt.ylabel('GLS Power')\n", "plt.show()\n", "\n", - "# TODO: why doesn't the periodogram return the period of the first planet? Write your answer between the triple\n", - "# quotes below.\n", - "\n", - "\"\"\"\n", - "\n", - "\n", "\n", + "# TODO: change the values of minPer and maxPer. How do the results change? Why? Type your answer\n", + "# between the triple quotes below.\n", "\n", "\n", + "\"\"\"\n", "\n", "\"\"\"" ] @@ -727,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -741,8 +737,8 @@ " # 1st Planet\n", " params['per1'] = post.params['per1'] # period of 1st planet\n", " params['tc1'] = post.params['tc1'] # time transit of 1st planet\n", - " params['secosw1'] = post.params['secosw1'] # determines eccentricity (assuming circular orbit here)\n", - " params['sesinw1'] = post.params['sesinw1'] # determines eccentricity (assuming circular orbit here)\n", + " params['secosw1'] = radvel.Parameter(value=0.0) # determines eccentricity (assuming circular orbit here)\n", + " params['sesinw1'] = radvel.Parameter(value=0.0) # determines eccentricity (assuming circular orbit here)\n", " params['k1'] = post.params['k1'] # velocity semi-amplitude for 1st planet\n", " \n", " # 2nd Planet\n", @@ -761,7 +757,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -773,38 +769,9 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "parameter value vary\n", - "per1 47.3627 True\n", - "tc1 2082.14 True\n", - "secosw1 0.152532 False\n", - "sesinw1 -0.869095 False\n", - "k1 10.2253 True\n", - "per2 20.89 True\n", - "tc2 2070 True\n", - "secosw2 0 False\n", - "sesinw2 0 False\n", - "k2 1.1 True\n", - "dvdt -0.02 True\n", - "curv 0.01 True\n", - "gamma_HIRES 0.1 True\n", - "jit_HIRES 1 True\n", - "tp1 2064.84 \n", - "e1 0.778592 \n", - "w1 -1.39706 \n", - "tp2 2064.78 \n", - "e2 0 \n", - "w2 0 \n", - "\n" - ] - } - ], + "outputs": [], "source": [ "like.params['secosw1'].vary = False # set as false because we are assuming circular orbit\n", "like.params['sesinw1'].vary = False \n", @@ -816,75 +783,18 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_results(like)" ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "parameter value vary\n", - "per1 46.2849 True\n", - "tc1 2082.17 True\n", - "secosw1 0.152532 False\n", - "sesinw1 -0.869095 False\n", - "k1 7.66064 True\n", - "per2 21.1467 True\n", - "tc2 2069.94 True\n", - "secosw2 0 False\n", - "sesinw2 0 False\n", - "k2 4.66409 True\n", - "dvdt -0.01451 True\n", - "curv 0.00295044 True\n", - "gamma_HIRES -2.99749 True\n", - "jit_HIRES -2.85133 True\n", - "tp1 2065.26 \n", - "e1 0.778592 \n", - "w1 -1.39706 \n", - "tp2 2064.65 \n", - "e2 0 \n", - "w2 0 \n", - "\n", - "Priors\n", - "------\n", - "\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "post = radvel.posterior.Posterior(like) # initialize radvel.Posterior object\n", "\n", @@ -900,24 +810,11 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": { "scrolled": false }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "matplotlib.rcParams['font.size'] = 12\n", "\n", @@ -929,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1029,7 +926,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1043,7 +940,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.12" } }, "nbformat": 4,