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October 5, 2022 13:44
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "id": "023d36cf", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "from sunpy.coordinates import frames\n", | |
| "from astropy.coordinates import SkyCoord\n", | |
| "from astropy.time import Time\n", | |
| "import pandas as pd\n", | |
| "from sunpy.coordinates import get_horizons_coord\n", | |
| "import astrospice\n", | |
| "from astropy import units as u\n", | |
| "import numpy as np\n", | |
| "from stixdcpy.net import JSONRequest as jreq\n", | |
| "from matplotlib import dates" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "7e66c49e", | |
| "metadata": {}, | |
| "source": [ | |
| "## Query the flare lists from the datacenter" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 163, | |
| "id": "3231064d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "flares=jreq.fetch_flare_list('2021-01-01T00:00:00', '2021-12-31T00:00:00')#, sort='goes')\n", | |
| "flares2=jreq.fetch_flare_list('2022-01-01T00:00:00', '2022-06-01T00:00:00')#, sort='goes')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 164, | |
| "id": "ea55db0b", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "df1 = pd.DataFrame(flares)\n", | |
| "df2 = pd.DataFrame(flares2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 165, | |
| "id": "abefd547", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "stix_flares = pd.concat([df1, df2])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "df495678", | |
| "metadata": {}, | |
| "source": [ | |
| "## Plotting the x and y coords - all over the place mainly as HPC is observer dependent and STIX is flying all over the place" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 166, | |
| "id": "2918738e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[<matplotlib.lines.Line2D at 0x137cafe50>]" | |
| ] | |
| }, | |
| "execution_count": 166, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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Jxxfk8dy2cg5+auROmucJwJqFBazb+6keF/WuZKXE47QLJmSNoLXDz5KisRTnpHK+uYPls3JIcNq5fXJWYJdwsNfPZfmAeo+YFviX22kbyaxhtxGVCRZu0YiWeSM0mWnNogJaO/z815HTPLTxEF6fnwSnvdsFK9KipgSP+R5KoH97Uyk3F6T3ig+oL6Yl1efr9lYGfb4pfzTPbSvXwmXd3kqe21bOzQXp/eqrSO0YTPT2/oPdzkg8Tp6LbcTZBWt3Vhi+pZ0VJDhtZKUk6HaoREGn3cbs/HSeWDyB57aV88wWY048viCPDp/kb6eP42P3BeYWpPNmqRuAxDg7mz+s5a2yM+RlJuPzS/adqu/1cw0FtfOVAstp2wPCOYPKTjcO2Mk4FDwyoW2fPzGDLYGXLMFp47UVMyLeu7v2QbCDTvH+mDl/IvEBvfJeFTcXpLN6Xr6+z6qNh/jKyAQutHnDPr+69/yJmbxZWsvdxS72nKzT5yohPyM3jUPVDTy9pFBfP9Scpa639aib8enJerwut9Ovt/cf7HaGjpuU8N3bJzLZlcpDGw/R2uHHLmD+pExeWzFTt+eGnFSyUhI0WeALy4s57m7kh2+fYOnUsbxz7Bz33Oji7WOGI9fnh+3HzlBa08iIeDsX23wA2G0CAVyfnUJqUhw3F6Szv6KejStnRu0ZrwZYTtt+IpxZIxpa+FBoJea2z5+YybuffEGC04Yj8FKZzwu9d3ftM9v3P6is13ZbM+dPJD6gmwvSgzTyV/dWcanDz2fnW3T/hpop1HNsKa1lRm4aW0rdQSam1fPymZGbxsHqBmbkpmlhD71nHx0Mp19fTDC9vf9gOydDx+2vrx/Li7urOO7unBs+Ce9X1msl5/EFRu6IWlTVPFk9L59/WJDPllI3d0wZw+YP3VrY221Q4WkG0MIejPh8r19SWtOIXcCz28qxiS7NtNBPWAK/BwxWQtBQRKaoti8rzubN0lq8Pj+vrZjBL1fNxGG3BdE1hN67p/aFs9ua+8e8zVd8QE9tLmOyK5WnlxTy3LZy/valEnaVGxRKymGnTDZmYWx+jkPVDfpcda91eys5VN3AzICGrxYTJVhVkY2HNh5ixWsHaff6u7CPDsY498UE09v7D3aCWui4vfvJOe6cksVz28rx+SUJThuJThtCCB59/QjvnfSwdmdF2J3GU5vL2FBSzZqFBew56eGJxRNYu7OCrUfdPLetnK9NHavj8kOR7LSxs9xDUpydh+flRfUZr2ZYAr8bDGdnkLntk8aM5NbCTBx2Y7jn5Gfw8oPTuKtobL93FOHstqp/1u2t7MIH1O7185vDNazaeIjJrlStkQMU56Sy52Qd8ydm8lzAORhqWnp8QR57Tnp4ekkhe07W8fiCPL69qZRntpTx3LZynl5SyG8em6MXk3V7K4NCBpXW2u6T/PX1Y/X1X9pTqRcZNc6PL8hj1cbDAx7n3obv9naeDfZ8VLsfCOZx+s3h09hs0OGTPDIvj/UrZmC3Ca4ZnUhJYIen8NTmMh59/Qh2G7xVdgaAkYkObp+cxdqdFbR5/Rx3N3FzQTqbDtQwIzctbFuaA6ajV7813Yq2iSJi2oY/YcIEeeutt7J06VKWLl065PcfzglBfW37ig0Hg2zrYGjO4eynSvDcPjmLpVNdQLBN/5X3qhibajj01DZ/3d5Kfvj2CaSUIAQ+f+e8W1SYyWRXKmt3VbCsOJsEp03b19VzmP0m6jmKxqXyP7cc4+9n5YRt9+y8dOw2WLuzgtYOHx0+icMGdpuNDSs7/RerNh7micUTWD0vP2iBUWGHA0VPSXS9HavBno+R/B3/8uYxahou8dgtedpvcNzdyPM7TrF63rW8/F4VNgGr5+WxoaQagBm5aWSlJJCXmcxz28r5qiuFii8uIiU8Nj+PdXs/Jf8ryRyrbUJR6IbDMyZ/jIXeI5INP6YFfiw4ba8WKMencniGfjajt4In1PG7bm8lz27r5Mhz2gW3TMhgZ7mHeIeNaePT+KjmS+w2wcsPTqPsdCN2G0GCty8CTmmsl9q9eP0wtyCDo6e/xOvz4whxMA+WI/RyO4NhYAtFOOe92gWo/jOP65qFBYxMdPDctnLtXDcHCygB/syWMt44UINNdNIsJMfZaW7vtOc7bYIOv7SEfj9gOW0tdIvV8/KDbOuRhD303v8QatJ4cXcVaUlO/b3dJpidn068w0aHz09WSjwt7T6t/dtt8Ny2cgKWqD6HIc7JNxgavX7ISUtkf0UdaxYV8MTiiXxlZDyvvFelz4umI1Q5a83CcnZ+OrdPzho0k2B3DuKBhHOGc97fVTSWu4o6zWKTXak4bAK7TfDK3irW7qzQFMhjUxPYc7KOOfnpJMXZWbuzgu/8upRNB2oozkllTCC002kXjElNwB5w0BZkJvPV7BSS4uzaNNTX57bQFZaGbyEIf/tSCQcDDtDfPDanx/N7oz0qk8bcQIid0y6wBSKF/IGwvwuXvAGTjot3P/mCouxUPjl7QXOxhNOQe7p3p4bvw+uXYTV8tYsw36Ov5pzQdqj75mUm8+QdhUCwyWswTII9maaU0I+00+iuL4GI36nrPr4gj5/sOElrh584u8Bht+H1+enwSa04lFTW6dDOZcUufnpfsTYlTnal8sp7VTxySx7H3Y3alNjTTmQowpuHIywN/yrHig0HWbe3MkgjUhmpSiMKF+3SkwbVk/ZYUlnHur2fMrcgg30BYb/xoZn88+KJ+CTYhBHipyJP9pys47brstgfyABePS8/ovbd073LTjeyZlEBNiFw2AT7Kuq41O7DJ2HNogIt7J8Lk0Vq78ObEdoOhSpPMx9U1gcJoMHiCJqTn6GTnb7z61IthF/cXaWFdXe7mO76srvvQouTK7qES+0+ckYnsXxWDi/urqKkso7j7ka8Psn40UnsOWnsgDaunMnqecaOcePKmQEahnztN+qpv3rrGLdgIKY1/MvttL2S8NDGg+wq97CoMJOSyvNkj0qgwtNMQWYytV+2Mid/NDvLPSwsNBJqlA1/+awc3j52rlsNSh0rHDOSv9Q2dkm+mpGbxvuV5ykcM4LjZy5w77RsnYDzfmU9+07Vc51rJE/eUchxd2PA/pvNu5+cY0ZuGh/VNEbUTLuzkZu1XKV9AswtSOfjMwZ/0CvvVZE9KoG3j53T17hzSha1X7YyOy9dC0vl0DQyQdE7CJXAFU6D/tmuCvZX1gc5awfb6f+dX5eypdTNzNw0KjzNXcatO19Cb/qyu+/MzxznsGEX4LDbWLOogPcr69kVCLN89VuG4hlN4dxfdtkrFcNSw09NTeWVV165qoR9NG2S5mtlpSQggJ3lHmxC6qSXCk8zhWNGsPtkHfEOm455Xj0vn1sLMznmbgrSoB59/Qi3T84KekmV9hgaorf1qJt2r5+b8tO5u9hFhaeZmbmjeeNADTfkpDLZlUp9czvxTht3FY3l0dePsHZnBU8vKSTBacPnl+wq92jtO1wYYneaq1n7tAnDOGwXsK+inhtyjF3AI7fk8faxc8yfmMnaXRWMTTWE/yO35AVptkXjUnmztJZnt5VTc745KIHLbjPuZW4HQFltY1BN4r76IPqKkso69pysY2Yg5HX+xMwui3R34Zzd9WVv+hngk7MXWLOwgHiHjZvyDXqLn+w4yXsn67SwVzudaCUaDnZuwpWEqAt8IcR7Qojdgb+fCyGKhBAHhBAHhRDrhRC2wHnPCyEOCyEOCSHmRrsdwxXR5EsxX2vpVJfOWGxu9wed99HpRkDqUEUwFoub8tOpOX8JQL/sl9p9OhRTwfzCOQMJXc/vOMH24+f47u0TeXF3FXmZyXT4/OyrqCPOYeP9ynoe2niIKk8zLz84jdXz8rmraCwAFy552X78HF+/wcUzSwpRa0g4IdHdy660aCMuXLCsOBufRN9fRZs8viCPN0trEcBxd5POA5iTn6Fj8j+orMcRMFm8caCGFa8Z5GxrFhXw4u6qIDbJDSXVPPr6EV5+cJqOZX9o4yG9WIYiGk5G826mwtOsk+3W7a3sdVZ3d33ZUz9vPerm0deP6EXl5Qencai6gWtGJ9La4cfrl9yQMyrofnPyMwZc2nA458pcDkSVHlkIkQxckFIuMR3bCzwmpSwVQrwGfEMIcR7Il1JOF0JcC/weKIpmW4YrzDbJgYbyma81MsGBL4L1TkojYkbRJgBBzrhHXz9CW4cRLue0C7YedevrhzoHX35wGg9tPKS316vn5TPZlcqjrx/pjL2Xkna/kUZvptFdOtXFZ/Ut3W7NlSCG4JddpfibzQRf/9k+LrZ6uatoLHmZyby4u4q5Bem8X3meuZMyyEpJ0LwxDrugwydxBkjCJruMBfbF3VXcMWWMbhPA2l0VtPskN+SM1MU9Xtxdpe/rudimI0sUVcHaXRXkZ44I4pqBzkIh6nN/oZ5ftaPsdCPLZ+Xw/I5TrF8xnbLTjRx3N2pzlHlhV+apSLTcEGx+8Vxs0wuaus65plbavMGKhM8vOXH2IglOQ6/8qObLoN+Z79lXmPMzzGYr9dk8ly10Itoa/iQgVwixSwjxJyHEfMAlpSwNfP9HYB5wG7AZQEr5KWATQoyOcluGLaIVJqg0pwdmXcNn9S3dntvuk9htnfTGYBS0WLuzgpZ2L+0+yWRXCutXzAjipjELmqJxqWw96sYbOFdpgsfdjbS0eenwSWbmptHuk/j8kji7CDJ3PPr6Ef5S29jrrbn5ZS8al6qFb9npRkoq6zh59gJVnmZswhDcd07JYn9FPX83c5zmfhmdFGcQgtkEaxYWkOC009bh46nf/SUow1dp7uv2VpHgtCEgYDbJwOdHC62X9lTyg3uKdARQJy2Ei4/dTRx3N4YtFDJQ4fTY/HzdDtUfbx87xxOLJwQ5pyOFuHa3Cwj9Tu3w1MJfUlnHRzWNfO/2iUGmv3avH6dd6Kxdu03Q0u7jm+sPBjlYVb/1BUohUT4WleGrPkez7OiVhGgXQPECLwAvAdcBbwHnTd83AqOABKA+zHHzuXg8HqZP7/Q7PPLIIzzyyCNRbnLsQQmJm/PT2VBSHVTMoaSyToev9ZRIUzQuNaCd+3EI8HbjnxfAj945QbzTzppFBVrYJTntXGj14rAJPj9vLBovPziNrUfdQbuQ2ydncdzdyFtlZ4hz2Pj8fAtfmzqWFRsO4fdLfNJIfNpfUafD9mbnjeZQdQMPbTyEgKBkqN4UfjE/a+jO6NubSlm/YgbH3Y08u62cSWNGsulAjQ4RXFJkOFw9F9sAsAkjJ2BkooNnt5Xz2fkWlhW7+MEfy7l1Uiaz89NZt7eK1g4/+ZnJVAZ8IFtK3TyzJAUIDr1UbTY/w1ddKdohHa5QyEDRXX/86sDnPL2kkBd3V3HhkjeI+TX0t+a5FK5tiprj25tKyRxxImgXqsJr5+Snk+C0cShAnzEn36Do/o+3T+CHoB1Tf7T80OcLjdUP3T0M56z5aCLaGv4x4CVp4GOgDjBr7qMBD4ZgNxulRwXODUJmZiaHDx/Wf1eLsFcT9R8DL4SZ6fHbmwy++b7Y+R120a2wBxiV5KTdJzXb5A05qTy7rZxzF9qIc9hIjLPztaljWbXRyIv4wT1FQbuQpVNdPL/jFGsWFfDqt6bj9fl540ANXp9hv71/Vg4fn2ni1sJM4p12vvNXE/ioppHbrvsKrR1+vjIyIchE0B+nXrid0ep5+czMTePE2QtMyhoRlEj2VtkZJmSN4Jklhdhtgoc2HuL5HSdJdNqYk5/OO8fOMXVcKjvLPfzoHUNQ52cmU+Fp5oacVJ5ZUojDJvjh2ydYtfFQF2d2qGa8el4+dxdns6W0FggmnBuMBKLQ/ggX4vpZfXMQiZ7aaX1W39znvjbb+cvPXuDheXl6YVCJd//jzkkkxdlJcNp4ZW+Vtvv312Sp2rByTm7QvUKVhe58Y1dT8la0NfyngDjgfwshxgIpwDkhxA1Syo+AZcBrGNQZjwNvCCGuA76UUjZFuS3DEqFC4uUHpxkvxa6KoFKEk13dJ9Koa7384DQ+qKzXrJaR0NDSwbLibPac9PD8jhO8X9m5AXvsljydLn9DTqreypudlJ6LbaxfMV23Sa0vfmkwYeaMTu5ia1WFrZXgC4XZXt8bhDoWZ+enc9zdyKHqBgqzRlB+7iLPbCnj2WVF+hmevKMwSDN12AS/XDUzyMa8qDCTneUezjW14W5spTgnlc/OX2KyK5V/WJAf1LcllXW6zWazwgdV9WSPSuDdT85pwrn65jZyRifq3VR39Qf6A/NO8aX3qqhvbuPtY+f0mB1zN+oiJo++foTrs1Mp/bwBh92mzTaRtODQXejIRIf2HwB4Lrbp9iuhvKw4m+d3nOKm/NGkJsbphe+4u7FLfYK+PJ95vCOVHe3JNxbtvo9VRDUOXwiRArwBpAF+4H8CF4F1gc/7pJTfCZy7FsOe3w48IqU8Gno9K9PWQKQY497EHqvJm5LgoLoHO368w8aoJAfnmtrJSomn7mIbAoFfSpx2G38zLZsPqs5Tc/4S8U6bph02c6uoxSUukE0LBBVGCW1Xd/H9fdmGh7veqkBW59Mh/C3mOHzzvUPzCMz3+2VJNe7GVlypCZQ8tUhrwuYCLypiJ9wzbStz88aBGlypCaycm0t1XTNvHKjh/lk55GYks7+inkduyYsa744583ayK9WghfZJFhVm8pWUBN4sreVSh5/7Z+WwpMilM2ABnYuhnvGuorE61yDUUV/laeatsjO0dfj53h0TtSIS6pR+YNY1/Hx3JfMnZvDeqTo6fJJlxdlsK3Pj9UviHTbuLs7mB/f0LnYj3HirebhyTm7E/ov0zvQmT2E4YUji8KWUTVLKpVLKuVLKW6SU70kpP5RSTpNSzlDCPnDuGillsZRyVjhhb8FApHC43sQem1+KC60d3d4nyWkjJy2Rc03tCOBcUxsC8Polfgk+v59fHzqN+8tLzJ1gxFd/EAhtvKtorLbrv/ReFY4Ale4/L57Iaytm4PX5WbHhkG7jS3sq2XrU3eWlun1yVpAJpy8hquGcjhMDtNDKjPPssiLmFqSzr6I+yAyh+mjT6tnaLKDuOSc/g5rzzVrYuxtbeWZLGQCX2n20dviZdk0aaxYV8PyOUxTnpLJq42G+8+tSVm08rJ3IOaOTuX9WDmcaW/n3t8vZFBD2fmk4lB+5xThv/sSMLmaSvpgWVF3arUfdPLF4gi5ekjM6Sedh/O7IafzSYCnd/KE7qLgJwL5TddrxCoaT1jwWZacbuSEnlbU7K1g61cXLD04j3mnjzVI3qzYeDhoHFYFUVttIbnoSO8s9mhrzzdJa2n1Sk6eFhvt2h9DxVriraGzE8Mzu3ploBUrEOmI68aqvNW2HyhY3VPeJFGMcyt8eKfZYvRRbj7ppaOle4PuBSk8ziwozsQmDCEtF2dkEeP3glxKH3UjOUqGGHT6/flG3Hz/H3IJ07DabTqk/7m7EYbcxtyA9iJdl+/FzXZ5z6VRXkOZuDrVUdlklQEMRzsH4+3+cy2srOqmdSyrr+PjMBf3CK8FoFhw/fKec8aMT9T3UrkBp9vfPyuGNAzV89zdHiXMYRUIOfnqeH28/SfaoBHaWe8jPTGZLqZsEp421OysoGpfKY/PzeXZZERPHjMDnB5sNquta+N2RWh33b7fBm6VuctMT+fnuSl0P1kxT0dMcUxW+3io7w2RXKo8vyDOSxRou4Qgwk6maAKU1jdxzo4tnt5XjDcTsOmwGNYIaW0VBoUwiqzYeZutRN+9X1tPu9evFIj05juPuJqaNH6X7rux0o847uLkgnQpPs6ZCTo6zabOfAO4uzu6TkA0db2W+VDuEUB9QT/H6V0vyVkwL/L5m2vbXAdVX9Cc5qjeLhNLO1HmvvGeEEm496ualPZU6Eej/HajpVSKN+aWwieCyhqFo7fBzc0E661fM5Gs3uHTMfMaIOK2BxTkMs8Wjrx/h57sriXMYtmjoFM4zr01nw8oZOnv1+R2nAglIM/Uzm+2p3/n1R0FaoZnzR5GauUYlsHZXBV8dO5Lnd5wK28899W+4F/6tsjP87kitFloqlLO0ppGDnxo+jLePnQVg5dxcwNglFOek4m5s5Tt/NYFlxdlIJG1ePxWeZqZkp3DMbbijGlo68Pr8bD3qpqSyjmU/28eJsxeZFBD6+yvr8UvJj7afZN3eStburCDOYeOz+kukj4jjjQM13DklK8hkETqXQ59bRcO0dfh5aOMhfrLjJHEOG+2B1dtcyerxBXn856GawIJukMs57Z2zxOeXesFS175jyhiOu5vw+SV/My2b57aV88CrB6iub2FKdgr7K+p16Odj8/NZOtXFqo2HeX7HSS3svX4ZlPwXDaNyTwyu5sVHfaeUoac2l101yVsxLfD7CqVpqkxP85Y0mjALrN4SNvUmSqBoXCqbP6xl1cZDrNtbiU3ApgM1/O7IaT6rN9L5n99xir+fldOn8LIf3FPEvdPH6c/qlc5KidfH0pKc7K+o5661e7UzTQB1F9tx2gUJTkNovLavmo5A5I1NoCN3lHA2E3VtKa3lxmtGAWgBrnYoZacb+erYFLaU1nLHlDGmhcmIF99+7Axrd1YwfnQix2qbSI6zsa+insIxI8L2c2+I1EIXyZcfnMbcCelBhGNPLJ5IotPGn8s9/O1LJTQ0d3ThY799ylieCYQ4tnb4MOcbHavtjD1YVpyNw27jzdJavrn+IKU1jcTZBdPHd1Z58volAvjh2ydo8/qJC9iyzzW14bAJfnu4ttu5bH5uRYD34u4qlhSN0XVpfT4jHt4bMLMtK87G6/OzdmcFGcnx+KVBH/1+Vb2242eOiMPrk7R1+Hh1b5Weo3tOelhWnE2HT/Kbw6eRGI75zBFO3F+28vSSQtburOChjQe1knJT/mgudfi7Fey/O3J6UAWsWnxCBbnaafZGgRpsKGXHDEVwGC1cUQJfvcQdPr/ekoY6C6N5r77Y/LpbJMyl+L57+0Qudfh5dls5e0/V4QxkgLZ2+AICaYJmH4TeUy8sneoiQCeDzWYIo3NNbfr75nYf49OTtHbqtAv9gjrtNr5xYzZ+CWcaW5HSCCn0+SVvHKghKyWe53ec0hrTQxsPsm7vpywrzqastpGHf3GYg5/WawH+3LZy3jrqZl9FHXMLMthz0qOf5+F5eSQ4bZTWNHKh1UtpTWOgfX5sAo6fuRBWMPRk/omkAb62Yqbmbi8IZOOuXzEjYlF0dS0V4ril1I3TLoI0YzAik/ac9LBmUQF5mcl4/RKHTTDz2tEBx3EGiU4b+ZnJiICG3e71c9t1X9GJXolxdiSy27lsfu4TZ5t4dpthktpWdhZHwGkugWtGJ+k4/LzMZBx2G1kj4zl3oY0p2SnUNFzCLoxzbQI8F9sZn55Eu0+y+4RHL9aPL8hj0piR3F3sosOUuu252MFXx45ksisVr8/Peyfr+Ky+WVN0dIf0ZCeIzgzuntBfk2qkd/AH9xR1uzsYKtxckK7Lc0JnUaKbC7rvv77gihL4Q4n+2PwiLRLmiXjhkpe4QGHnDp/EZhNaIKlY6kgLR3cvwtajbmxCYBNGBSnPhVac9k4zj9fnD4rimTchg4WFmSQ6bVybkczmD90sKswE0OYe9dvq+hamjR8FGI64P5d7KBwzgq1H3Xxt6lha2n28d7KO5oAAH5eWyDF3E1NcKeSMTgwqDDInP4P1K2Zo3h8FmzAoIO6dlh1W81KZtmNT41m7q4L5EzP0jqM7YWBorcGEYyqUc1xaYlBRdHN/llR21vR12AShwW5vlZ3hzilZ/PRPpzjuvsBk10hsAeK2SWNGsq+ijtXz8vi3u6focXHYBG+WujVZ3Nemjg0SquGgnnv+xEy2lLrJTU+itKYRr9/IHl5UmImU4P7SCCN9YXkxPr/BAVThaWZuQTruL1uZW5BBu08iAhWoHDah58PUcan4/OiMarsN3gmYuswCZF9FPQ+8egCAxDg7S6e6sNvgx9tPdvsMU3NGsXHlDManJ3d7nvmZ+8s3FcvO2b4UIeovYlrg99Vpq+ycTrstiMgr2lvFnhxA3f2uN1ECSKntoF6fn3c/+SLoN5EmbaQXQTkDM0fGE++wMSU7hX0V9YxKciKBEfF2bacHQ/v/qKaRh+flsXpeHsfdTayedy0zrk03ko3swminEMTZBSIgyL65/gATx4zkhpxULdjfOFDDFFcKPr/Ej7FI1DRcIicg9H935DRLp7r0Frqkso5X91YFtQcMIaSomsO92Mq/cdx9AYdNsCUgOIGIwsAcXqgIx7YEGDGfXlLIf/xNEQlOm9a61PkHP+2MTnptxQwmjRmJ1y9JS3IS77BhD0Qp/b+DNbS0+3DaBTfkjNI1dU+evcCyYhcbSqr55vqDSClZMMlYTOMcNp7fcZK7f7aPNw7UYLfBzfnpEeeyeu43S2uZmZtGdX0LaUlO/NIQ1KU1jTy9pJC7i7O181XRMCwrdrGvop75EzP4+EwTcwsykAFh7zUt6ifOXaSlzaupK57fcZJ2n5FMl5zgIDGw6Klx6vBJHbK7dmcFNkGXBTzc+PVWo+6PSdU85rHsnF09L7/b3eVAEdMCv69OW7UlfPnBaZqxz3w8Wugt+6AZvYkS2FBSrQtIxNltzC3IwOuHtg4fs/PTg6J0wk3acC/C7ZOzqPI088TiCVxs8+KXhp3ZaRN4LrRjE3CxrbOOaJxd8O4n5xg/OpFHXz+i77Nu76fYbWhSMYB2r5+5EzL4b7caGcFeP7gbLlFaY4TgVde3aMHudBgmBEmn0HfYjIiRV/dWadPWw784zK5yD3F2I1JIwSbgD0fPRIzSKams48XdVYZ92i+Jc9j4yY6T3WZyhhKO/fS+G8jPTMZpE0x2perdRoLTxq/e/1yPX1ZKAu1eP3mZhkb6yZkLxDtsFF8zintuzCYpzoHDJvSiNevadDYdqGH5rBwS4xzcWpjJnpN1zMhNQwBCCG7KTzdMOFLS7pMcDZiyvn9nIW8EwkWh61xWz313sYuD1Q3MLUjny5YOJo0ZqXcsq+fl6+gVNVeKxqWy52QdcwvS9eLosBs7AiXsbcLI0r7U7gvsmjJ5q+wMPgnfv3MSOaOTA+/aRKBzx+f1S357+DTf3lTKXUVjuSdgDoyEXeWeoPegN9Fu/dHU+6uoDSXCFSGKJmK6AEpfE69imS+ju7Ypzfz2yVmca2rl/QAV711FY7EJ+O2RWr5xo5GUsm5vpWZAjJSwZE4uUZw0t0/OovxMk7aJh0N6spOLbT7NeuiwwZN3GvTEinzLaRfEO+1cMzqJ4+4m4gKfV87J5f/uqkACKQkOmlq95KQlUNPQisMmtNPQT6dJyGkX2IRhDnlsfh6/OvA5aUlOPq9vYXJ2CifOXkAIQbvXh18akUb3Th8XNjnnpT2VHPzUKKaypGisQeLmN0jcisalMj49WUe4mH//1OayLsdKKoP5ilR/LivOZtKYkTw2v7PI+1ddKXx+viUo6eq4u5Efvn1CO7ZVtvGkMSm6KHvROKOk380F6VR5mtl+/FzALFMb6HvBk3dOCtLwws1lczTT/IkZvFnqZmGgyM0dU8bwZmltUIlBtaPp1NZPcc+NLt4+do47p2TxxoEaAL1gKzhsxoIeZxd8Y9q4oAXk0deP6LKRU8elsq/CiHBaVpzNvdPH8c31B/UiEg52Ad+7o1C/B2YTZU/vTF8SpfpbxnGoZIeaU2q8Qj/3BcOyAEpf0dvi2pcD3bVN7Rh+cE8RM69NZ/2KGbz84DTGpyfz7LKiIPumz48W9uoaofHGZu0fjISmN0truxX2KQl26ps7tLBPT3YyPj1Zh+Upfp12n+Sa0UmcaWzVn2fkpjEysZOlo6nVS2qig5qGVnLTk0iMs3NTfjoOu9BFqgXG1v/mgnQem5+nNbV7p+fwP+6cxMduQ9i/+q3pPHlnIQ6bTfs2wvkq7DbDrOSwC945dkbvDo67m/jt4dPUnG/W8ekllQYv0VOby9h+/FyXyJc5+Rk661XtphS//MFP6ymprMPnh5sLMjjubiI7NYHnd5zi8QV5bD3qZu3OChLj7MwtyAjYw+HdT77oEsn0yC2GwM3LTNZRTWaYd1Pm+WKGsuG/sLyYSWNSWD4rh13lHp5YPIGf3ncDTy8p5Pkdp4LCYZ/fcYr5EzP1zmBJkWFSO+Zuwmk3zHSuUYkEujtQeL4zhj8vM1mPQdnpRmbkpunKVjmjk4gP/PD3HxkRZ3abIN7k1BYYZsTOA4KWNm+v+W+UA7mvmnqkd1DNH/M11u2tZNXGw4NWrCYc9lfUBwl3ZdPfX1Hfwy97jytKw79ciJWdRbh0c6XRmUv8hYPdJoKcsf9tYQEv7anCYRe6StFTm8v47eHTeP2SNQsL8Fxs4/cfuZmUNYKPahpZGOCcGRFv52Kbj7REJ14pWbOogCpPM789fBq/lFw3NkXvDsAwaTx6S16QpvbU5jJ+d6SWJUVj2XPSE5SqD50ZnJ00CgaNgCql57QbOwevX+pne2ZJoebm7/D5u1A+hI7jur2VPLutnMmukZxpbOPxBXms3Wnw5nxt6lg2HahhXGAXM8WVQmWgeliFp1lr/MU5BvlabnoSn9W38HSgoIu6j7qHuf+ddqMGr8PelZIiFKFtVhq/uQh76FwMtwNUSoPdhp4rk10pCOCYuwm7Dew2G36/5N7p44J4/dXvVN+8/OA0fnu4hi2lbr1T+dH2k7R7/TyzpJCP3U1sKTXG0WETzLp2dJdSkKFz2qzJKw2/u/etr7QcqzYe1jud+RMzebO0luWzcsgZ3Td+n1jBsNTw++q0vVyIZpWqgSCSb8HghO/ea6aEjSs1AYlBX7ukaCx2m9B5Db//yDCTLCt28asDn7N0qotXvzWdY+4mJmensKvcw/2zcohz2FlUmElTm1fHewNcn52CX8Kndc2sWVhgmGsCWn6opvaDe4pYUjSWLaW1ulQfoDXyUF/F+hXTWT0vn6yUBB3K6vVLJo0Zic8vyU1P4sXdVXwQKMPY2uFn5ZzcIIEQOo5VnmbiHDaOuy9w3Rgj5PDlB6cxIzeNTQdqGJ+eRE1DKzlpCRxzNzEnfzTlZy+yZlGBjmoprWlkbkE61fUt3F3s0sJe3WeyKxWHSdgnOm0kOO08sXgiXp+fH75T3u24hWqtKmQ0lCrZLPxDd4CqL1vavKzdWYHTbmNZcTYfu5s4ee6CXkCQkifvnBQUu65+9+LuKk2xAbDnZJ0OLa3yNHPy/3Mnm1bPYu3OCt4+dpYEp42RCQ6evHOSLosYzokazlbfm518uPwElS+i+sG8S3li8QQ2Haghc2Q8W0prubkgPWKAwHBGTAv84VLTdiBRA9FEJP5yVS4wNz2p29/bhJFRqjTvbWVu1iwq0HkNLe0+nllSyE/vK9bPC/D4/HyO1TZxd3G2ZsVcv2Imr6+ayd3F2QB8Vt9ChaeZpDi7NrdICUlxdl1H12yeMif5vFlaqxOjVL9GctotnerS2b92ASfOXmCKK4WmVq+uW+uXMCc/PWyklHkc3yo7Q7zDiPgqq23UyU8zr01ncnaKdkrXNLQytyCdksrzOk/ivZMe1u6s4PEFeZrO4d1PvuDtYwZvu7rPs9s+weuXJAT6fNr40bz84DSqPM047Da+OjalHzMhPCI5LaGzhKWK9793+jgj2c4nERhmHhUiqsYodAyUXd98j5cfnMb24+d0P5vrAKxZVMBz28q7rVnc36ga81ieOHuB57aVc8+NLl7cXcVDGw8Gyl52RnBNdqUyPj2JE2cv4EpNYH9Fvaa8uJJgmXSiiN6wVw411NZWFQJR6e2hcKUmaG3s6SWFVNc1s6vcQ/3FdvxS6siXjSuNGq1qW731qJs3S93cMWWMNr0oM4vaPqt+uTk/nX9cWKAZNZVJIXSbHWqa+s6vS9lS6mZZsYuf3meYdp7aXMZbZWeCmBGPuxv597dPEGcXTBufxr6Kem0qKQjw2KuQQ2XeCbc4q/YmOA1N15zBDTB13Cj2VdQxJTuF47VN3F3sYs/JOl3msaXNqxlD4532IFZR5dw0zB6n2VJai8MGiXEOfd1QNs9oz4VQM4ditLxuzEjKaht1beG8zGRtillWnE3jpXberzzfJWAgkrlF3U/Nl8/qm3mztJbia9IoP3uB2ydnkZeZHNH8FMlE2Zd+MTvc95z0aMd4nMNGvKOT8VUxq04K0Gj3ZwxixbQLw9SkM5wQq/G9nXbbU6QnO3VYJKC3t2Bk0I5PT9I25meXFfGTv52qs0CXFWcT77Dx8C8O61JyYOwenlg8gT0nPTrjU5G7qaQn1S+fnL3AcXdjF5NC6MsQWqd0z8k6lhW7eOfYOe1wVZS8IxMdvLDcKBn4o3dOcm16Eh0+ycFPG1hW7DJomgVUeJrJTU/CJoSmRYBObVVBtXdOIPY9LzNZa8EvPziN9OQ4Q9i7UjSVgBL2ocXMhRB4fX4+qKzn25tKefnBaaxfMYO7isby6OtH2HrUjSNgLlmzqIBfPTxLs3mazVjRnAuRdoAvLC/W4Z/Kuf1+ZT3xDpveZd2Un67r40baLZgFnjmDXJG6Oew2vr2wgBeWF7P9+Dkmu1Ijmp/6E/5shnnuGcI+gy2BfIV2r5+OwNg8+voRfIE8jy8utrOs2MX+inrunJLV63uZn/dym3a7Q7QLoFyVCNU8elOebyhRdrqR9Sum8z+3HCMtKY7PGy7hSk2gur6F1AQHja1ebshJZea16drGDIaDNM5h8OBv/tBNXmYyx91NLCzM1Bqc0mrVCz9/YoYOG4XgwhKqiIqKRIjUT2Ztz/z9vdPrdIjpyw9O47i7MVAy0NDA505I51B1g+H0tNvISUvCYbfhkzAz19D4zYXVVeilut/Xf7aP8jMXuCcQAltSWcfDvzjM2NQE/WzV9S3MLcjgyGcNPLF4gr6WuaCL0oBn56cHFXQ3P+OW0lq8fsnN+eksKMzUC9DHZy6wrDibd46d5d7pdYM+f8KRir384DR+9E45u8o9miJC0TK8sLyYx+bn89KeyojCOFwG+XVjRgIEOaFfWF7MK+9V6XMVutOKlTmvJ4TOHTX3VJnNZcUu3j52Vu881Rio87/qSgmax72B+XljlVc/pjX84eK0HagmMthQmt2u7y7g3X9ewJLrx1Bd30Jh1ggaW70sK3bx2flLFI1LDdJSxqcns2ZRAW8fO6dZEp12oaskqZDAYMI0N6vnXcuc/IwuwsTnh6eXFFLladbEWt31U6R+HZ+ezJz8jEDJQIN24roxI/moxjBHrF8xQ9M3r5yTy/dun8iRz77skq2sQi+VRiaANq9fZ4UedzfSEuAYMrRDw6z0q4dnsX7FdM1pZM5eNYfMgsFDdHOIv2DrUbfOBv/k7AVNY/z8jlPcPjmLe6eP09XD1I5msMrtRSIVKz97USdlmSk9euImChXSal7sr6zv4iQvO92ITRCUQWyQhR3qF8OtOVxXzR0wzH8v7q5i+awcjnzWwNNLCnn3ky+wCYMUsKy2kSpPc9BcWz0vX+9m+oL+JIQNJS6bDV8I4QQ2ABMAH/CQlDIoJGG42fBjHTo5qaKembmj2V9Rx80F6TpDc+a16UG2U6WlKHPFA7OuYUNJNdC1qlA4e244u2t/7LCRoK5VkJnMweoGlhVn89P7bghqi2qv0iwjtUdVu1Lhliq9fWFhJg/Py2PVxsPcMSWLPSfrgkIR+2p/Nmf2mo/fPjlL+wrU76CzYtRA+6sn+3J3Yz4QTTXSvFDfmf0at133Fd4M1BFYv2JGn+8Xqc9V3yr/AqCpMZZOdUWtj3t63qFEJBv+5RT4q4AiKeU/CSFuAZ6UUi4xn2MJ/OhCx3wLSIp3aOFmM/L7eT1QyxXMzi6XFnLqJVLl8JRzOtyLpuLizRme8ydm8M6xc1204L7A7Aj89qZSbshJ5f3KelISnHxxoY3ls3L4w9Ez+mX+4TvlVHmag0wJX//ZPtKT43htxUxe2lPJibMXdNLTM0sK+d3h05Sfu4jDJpiSncLH7gtsfGgGy9cZxGBxdhvpI+K42OblQqsXMMoC7j7h4dqMZEYkOLjY6mV23miOuZtIT47js/oWLrX7SHDayc1IIislIUgImWu6dic0+usYVE5u88KnhJ6Krgl1cA50ke5pXqhzHv7FYS61+5AYOQi/eGhmv+dH6AIerlwlDE5W7WAqN31FLDptbwM2B/6/F7jh8jXl6oDPb5S180m42Orldx/WGlqqhAUTM7Q91ezseufYuS7haaFminCmlycWTwjK8FQmkTsCBT36C2Vy2nrU4H95v9LgcL/tq18hwWnj/x2sweeX2tn65B2FvPzgtKCt+V1FY/lzuYd1e40kJSXsnTbBs9vKKT93URcF+Utto64UpdDu8+O50KaFPRh8MH4Jn59v4RN3E5Ueo2bt8domdpV7qPQYZRJvyh/NoeoGfv+Ru4vz21xoJJJZoL+OwZ5qRQSP+dmgMe+vibKneaHg9XVy5Zv5k/oD1XclgXwLBXM/qez20JBcVZuiv4h10y5cXg1/B/CElPJY4PNp4BoppR4lS8PvO3qjAd61dq/mvQe4P8BCqcwIkbSU7r4LJ8Q7NXsjc1HxzoTTuvqiWYVqcSqr1XyfM42t3WpWiqfEFjDLGNz0I3S/zMxN45i7iZZ2n+4fzWYaBnEOG/dOy+aNAzVBbJNmKIfh3cXZvPuJkbwUruB2T2aB/poNzLuzBKeN1wJmk6HWTM3tX7e3iksdfl30XkCvMox7c+1I5kfzebGgjQ8GYlHDPw+kAgghBCDNwh7A4/Ewffp0/ffKK69cjnYOC5irZpmdfap8m6qYVVJZx2fnW4J++4ejZ/REf+W9Kq3dKW3n8QV5vPJelY5EURpLTxqModkbcc93F2fzzJLrgE4nXX/D1sxa3Mo5uaZiJLXMyE3juLupR4fZ6nn5ZKcl4vMbwn31vDyOuZuwCaP608HqBm6fPIZnlhRS+2WrFvZrFhaEvZ5NwJIil2brDIURJWQwZG4preX67FTtWDa3NVK4Y6g2Gk3H4FBrpub2t/skiU4bGx+ayWsrZuCw23RZyL4itO/MxZAKx4zUpSZXbDjIcbcxl1dsOMT96z5g1cZD5IxOvCKEfXe4nBr+auA6KeUTQog7gG9KKZebz7E0/N5BOWP3V9Tz3dsnMtll0Ay3dviw2wR/M83gPlEOMp/foOBVsAn41cOzwmr0auuvElT6ogUpm605KUtd8/rsVMrP9i+5KJKDUWn4d4f4HcJBafgzAjS0cQ4bQqALuN92XZZmmlQJWpE0/ASnLcD6afRpu1fiC/NeKQ3fGaB+dthtXbTP3uzQ+qPhK5s9GBpvqDN7qGBm97xuzEgOVTdw7/RszVmjEsGUP6Ov1zb3nXrm0UlxeC62IaXEYbdRkJlMaY0RIWS3dWYQF+ekcvuUscOSOycUsajh/wJwCSEOA08BT17GtsQkuqtgZf7us/pmPqg6j89vlEb8+Z8raWk3KIW9AXbDstONfGVkPJc6/LT7DNrepDi7LpbxowBnizmW+IPKTpY+lTzUF2GvOG5+et8NQWn8K+fkUlJZ3y/tNFSLe3xBHs9tK+fOKVk6XlwlQkViUDTTzv73v5pIgtNGm9fPzfnp2oZ87/RxPL2kkB+908mpbxb2DpOtubXDj5SSSx1+2rz+IGFvPm+fSdiLALeRuc5BSWVdj+GOvdkBhMNQ1YroCYpm+/EFebyxejbfu2MimwKFXsB41h/cUzQgoau4c769qZQ1iwpo9/np8Bpj0+7185daY+eiirUolJ+90ONus7/lFWMFl03gSynbpZR/J6WcLqWcL6WsuVxtGUr0ZcJ056ArGpfKqo2HeWjjQQ5+ep52b2cx7X0VndeXGC/Ybw/XUOnpjG32S4MwrfFSB+nJTv5S26TvY95y33ZdljY9zJ9oVGVaseFgUHy4esHUM7y0p5JX91Zx++RgB+3tk7PYetQ9oIzkUPODiu2v/dKw2at4cZUMFs4sYaahNZLSZvDMkkI+rTP8C8rJu3pePt+Yls1dRWODnmNhYSaTs1PYtHqWPjZxzEhcqUZ+Qn5mMgsLM7l/Vg5+KbkhJ5W0RCcA03NHc3dxNl+/waXvMyc/Q/eNGeHmRX/NL+PTk4O0+Tn5RoLVmcbWIRVg+yvqmZqTytqdFTy/44SOj3+r7MyA76neF7vNyCy/c0oW//HOCdq9Pjr8EimNPAuvv+tvFTspdP/8wyGbtjtYXDpDjL46i7rbvqswy0hIS3LyZUtHWO4cMxSvjBIanQU1DPt7vMNGwVdG8LG7iQSnjScWTwyiwlUZr5EKN/QUgz4YjrLB4jXpbvwi0faqOO/uTDCXy4l4ORy2j75+RGvby4pdvPvJF0Bk81JfKKCVQB6bmsDH7iYmu1IMemdhRKNFQlqSk3+4NZ8qTzNvlrq5KX80N+Wn63uYTU39Kb7SG0RzzsaiSadHDJdM277AbDLpDbNmdw661fPygwtJhKChF8I+P0BepcwG5i33vdPHYbcJ2rx+mtuM4uqtHX72nPDQ1mH4Al7YVcGLu6t06r3S2syf1TMqrXsonIODpYl1N349cdV0Z4Lp67yIFob6vnPyMwwzi9evaw/7/FITtpmhNO3QsbTb4Nlt5dScb9bnKc2+7HQjD8y6huPuJmw2g8t/bkF6t8IejHflB38s562yMzyxeAL7TtUF6hR0LlJvlZ0JyiqPdjbtUOweYppLR9EjDzf0ppSamjDLAvTBL+2p1JqEWtGVJmM2gYxMdARpHaIHnvue8Gldc9CEUiYS5VSLsws6gOr6FhKcNia7jALocwvSOfxZAyWV9Swrzmb1vHwuXPLqZ/L5CYpsmZMfngMl0vH+wtz3Zn6fviR89aRpmV/4UI6cUHRngglnq79uzMgu143GzqQ79PQ80dQ8Syo7aw+r/Ae/7MybiLTTCOWouX9WDpsOGEXizeR1jy8wCulMdqVoKpCD1Q0R2zMi3q79XX4JLe1e3ix1az/XT3acBAgqlmPOWfjVgc+ZnZ8elTkc7jmjvfjGtIY/XNGT7f3R14+woaRasxCu2nhIM0uaV3Sztq0clEqzeWpzGY++foQ1iwoYYK5KEFQBDcV/cseUsSTG2Ulw2vD6JMfcTRRmjWBfRT02IfQzPLOlLKgUYM355svCHqr6XtWqNSd8AV1ss5HKJa7aeDiiphX6wnf3bGatX90r1Amr2lRSWUdZbSMJThsbSqoHFLraF/T0PJHmswr1Db1Wd7Z4Fdr77ifnSHDadIRTlaeZ2ydn6cQwc6SY4l0ya9XPLivSPEqZI+O1sH9xdxV3Tsmi4ouLJDptgZrIkSu9XWzzkZdhlA8VGArPcXcTcQ4bX7/BRWtHcLGc/jrNe4vB2j0oWDb8QUIk23toeNzPd1fqKlIqlBDoYk9X17lzShabPzRsjO9X1uMPOKLCQVcqAl1M2wzFjb+wMJPXVszs0nYV5vj0kkI+dhv0A+o6Zj7xbWVu3jhQoznE75ySxaYDNV1s+EOV1KLtxB0+OnySu0PsxGZbu6IcUFWq1II8IzeNj2oao8oN1N1vIZhDJ1IZxsHoq948T7j5bG5zb/vCPP/NdQLAoIhW5RVDyy+qe4WG4maOjOfE2QvMLUhn7oRM7bB9YvEEgCAfV3qyk6ZLXjr8Us99NZ+zUuI519Smz1VFgPwSHHahx0Hx+i+d6gragfU3lDTSeAxUw7ds+EOMSCt12WmD30NFviydOhanXWhWQuiswmPWts2azfoV0/moppG8zBERhT10CvsEh80Q0nYRNOBOu+CGnNSghcD80ja0tLN8Vg5rd1bwx7+cYW5BOn4JI+LsRiWoRQWUnW4kZ3Sy5nG/bsxI/BLNq69w++S+cYsPBHPyM7jtuizafRK7DXLSOit9HXcbL6zSypZOdeH1+XluWzknzjZp4fPwvLyI49cfP4TSes328kdfP6L7ZetRt76u0f6v0Nrh5/rs1EFdJHv7POHmc3/s/2WnG3UpRHWPlx+cxl1FY3mr7AxSGhEzr+yt4tHXj+jC8JFCcT0X2vTc23fKw4u7q1i/YjqTXQaTa9bIeMDIgWhp9zNvYgaLCjOxCcHN+ek4bLYuwt4ujHDmdp/kvhnj+OfFE2nr8GsqjHDsomZqjP5isHcPEOMCf7iUOAyHSNtkpQGo79795AucdmNrqyZ5aAp46HXUy3c8kBkKRDTrCKDV6yc3PYl2n8QPLCvOJinOjl9CpaeZR27J0+ebBcAjt+Txh6Nn8Pr83FyQztHTjSTF2RE2oekMlJlKlfErq23krbIzurCFMj0tneoKa8aINlSI6DvHzjK3IAOv36jPW5SdyppFBTy/41RQTdwPKutx2G04AovupXav1jx/deBz5hak8/PdlUHj112cfCSYi4GYywkuneqiaFyqrhMLRvTVmwEq5vKzFwbVHNbb5wmdh09tLtNzUfkd5k/M0EL8qc1l2qxmvgbAD+4pYk5+RhAvUl5mMqfOXaTN62d23mhaO/y0tPt0NFhoKO7yWTls/tBYJH/18GxT4RhjIVKmow6/ZM3CAj4+08QTiyeQlZJAaU0jrz88U+cBnGtq0++PI8At5cfgnfJLY4f9vTsmclfRWO17GQxH91BkPFsmnUFAX7fuALddl8WW0tpecZyYM0u3lNaSm55ETUMLRdmp5GaMYEtpLVkp8bR3+Gm41EHWyHgmZ6fw3sk6/FLy1F8XAvDj7Se5uSCdrJSEiNvRpzaXsfnDWgq+MkLz4EBwwo6ZWranjE6VfWtmTFR9Fg3HpDkkdLIrlRWvHaTdJ3UZQbN5xMwO+faxM7R2GFuSRYWZlNY0atPUchPX0EBeatU3itQr1BEYakbryRw2VCX1ws1Dsxlm7c4KHWapQnzNZpvuwlfVtVrafQjgvhnjgviIQs2N4Z69s+86nfMQ3tykqJLNx8aPTuTjMxf47u0TtUkJYHIPnEyxWNJUYViadIYrulupzd8p886aRQZD4ZqFBTjtNi1Mw11HFcp4fEEee056eGZJIU2tXr5/ZyEVnmbe/eQcaxYW0NLuo7nDx7JiFy0dPvZV1HPLxAz+fmYOP9p+krU7K/ju7RMBeLPUrZkCQ7XJpVNdFHxlBMfdTdx2XWci1fbj51g61cX49OQubXz5wWlcn52qC5C8/OC0IG1IFfoejPAzFWW0dmcFD208RLzTrjX9S+0+jrsb9T2VBr+ltBYBrFlYQJxdsLPcQ3KcXfshnl1WFDVNy1zEW/WLedemeIfUYtidljeYYXzmuaD4ldRxFVr5lZHxPLetnNuuyyLeYSMpzs5PdhiZySqBLZwWbG63Ml/5/BK/lPz28GniHDbt1zpU3dBlpwCdOxPzQvLT+4p14RiziQw6ncWqeA4YSkvO6EQKx6awYeUMJrtScdqNSDSbQHMyhTJrgqFYrNv7acyVNO0JloZ/mdFXJ6DSbEK1pK1H3bxV1skDH+oYW7HhEB1ePzabwefusNuYOi6VfRX15Gcms/OfF3TRgsBcuNs4N5QfP1zboNPBtqGkmruKxpI5Il7z6//0vmJ9r7GpCZz64iIbV3YWvIiGlrp83Qc6ZHTPSQ8PzLqGV/d9SluHn7+bOY63A7TPP95+Ep/fj91mY0OgQPsDrx7AHyiL+JvH5vS7DaEIV3gdOgvC98dZFy0nX6Trhu5E7yoaS15mMi/uNjKpWzv8bCmtZU5+euB39czJT2fT6tkAfOfXH7GltJbx6UnkZyZT39zOXUVjNd9TvMNGQ4uxC/VcbNO+JiMsuQoh0CUnVbvMc6O3u5xw79mqjYe550aXngsv7q5i/OhEjrmbcNhEgJ/fxtemjmXzh24d1hspsXCoghJ6g5grgNIbTJgwQd56660sXbp0WNrxe4NobcvN1zELXqUZ1pxvZtOBGiRG9I4rNYGahlbAyLQ1F6RQZgdFJKbs9V8dO1IL/Z/eV9ylDU9tLuPN0lpNbwvwzfUHkVKSFO/QFY2Wz8ohZ3QyJ842saXUjd0Gr6/qJG8LLczRV3RnHvnW+oN0+KWOKLohJ5UPqs4zO280fgnZoxLYdKCG7LREahsucUNOKoVjU4La0p/x6a2Zr6+RP9DVtNDbOdWXKljKNHfN6ESOuy8EmW5aO3zIQOSWX0ptquqsOdwZc6+iYopzUimt6dy1FGQm89n5Fs1tM9mVwqd1zbS0+/T8HKhgDV0czbH7z+84xbTxaZqWRD3fq3ur+HO5R5v1DErnTwfNJBktDEuBfzVo+IMJs+BfueEQ7V5/l8xbAYxNTWDimJFsXGnYSpV27LAJlk4dy56TdYwfncjxMxdYcv0Y3jl2jruLXeQFsnTBMC8cdzfy72+fIM4uuGPKGLb95ayuE6tssc9sKeONAzVMyU7heG0TNwecbfEOG4/ekqcFiwqT7OsLZK7spMoQrt1ZoRcQpZ1JDA3+k7MX9P3+WHaG0ppG7p+Vw7PLinRb4+yCjYEqTJGETk/CszfJeP1Z9AcSLtmb3aV5MQHDAR7nsGEXRlijUSxNaCZKZdNv7fDh9Um92M75wU7cja3dPsvCwkwERjEZCSwrduli4qvnXRuVHUzo4qieWZXJnOxK4e5iV1Ao9OML8vD5oaXNG7M2+1BYNvwrAL0hXjOfowjW1u+twueXYWkWJOBubOXLlnYd4fKXQPKPLZD6npLg4KOaRuwC7p2ew/oV0/n9R26deq5i19furOD7d07C65dsKXUjpeSeG7N5ZkkhH9U08vyOE7x97BxTslM4VtvE3cXZ/Orh2dw/K4c2r8Fbfqndx9emjtURQOGesbd4bH4+k12ptHX4OfjpeUoq65jsSiUxzqCjOFjdQHObV+9g/HQWg1FtvX9WDte5UnqMyAhnT1+18bBmgTTbnNWzqGiYcJEy5vqrkcY6UhgfBId/RmpzaLTJqo2HgypdlVTWsaGkmpvz09lQUs2GkmrWLCwg3mGj3ScNllDg6ze4WL9iBi8/OA2f33DWd/gkX3WlaC14/qTMHserytPMrnIPCU4by4pdvHPsHJNdqayed21UEpEiRbzNn5jJweoGZuamcaaxlcmu1KAQ1NXz8ikal3pZEgmjjZimVrAQDCVUIpkFwp1zz40u3jhQY2TKhinMAcY2+7qxKTqz9+klRhSPSlqprm/h/lk5LClyaW3SbhMsLMzUFAyqEPXH7gt6Wy4lOiKik3bBeJGVbf2pzWXkZSbrqAy/lLxxoIaFhZmUnW7kuLtRE65Bz5rvD+4p0nHSSkP73h0G2duqjYdw2A1h8sYBg5zVoIY+oTV4gJb20i6anFkzDCd0zMJT3Vc5pye7UiOO10DGurvggMfmd+ZvdEf/YI6vX1acrdsLnXb7eKdNj+/s/HRGJjqCEprUGIejAlm3tzIoHyMSBMY8c9qFLmB+73RTNNAAaAzMHPyqv0YmOrQN/83SWj0fH1+Q1+WeIxMdQb81J4TFis2+t7AE/jBCOKESOulUNMK3N5UaBSY+a+iSWBKKMSkJnAlst1WES4fPj8MGXr9hT938oZvcjOQgITI7P52f7apgf2U9CU4bU8eNYktpLQ6bUaZOgKZ/MGgXXLxZ6g6yqT/8i8O0tPtIirNzoytF8558UHWe1MQ4bYPvSWCaTSZmIXZzfjqr5xma/ooNh2hv92phX5g1gvJzF2n3SY67G7VDTsXAKwEDhhCbE9B0zULHvACZ77tmYYG+b3+cqt2NtXrWUKekuR2h2uzs/PSwbJ6h0SZq7hSOGQkYTv+tR93aXLP1qJs3A/b4rJR4LrR6tc/FJtCL9ROLJ1Hf3Maz28p5Zkkhe054un1eCaQmOPBjJMepjFavz8/dxdk8sXgSs/PTWfHaIeZOSO+SGd6df0LtdO+50aVNaC/uruKeG138+tDpoPmoigSZ76nCiMMtrMNN4Me0SWc4Z9oOFsJlPJpRNC41EKOfwf7Kejq8/m6FPcDZplZsAp0wNTopjtYOvxb2VZ5mCseM4Ad/LOelPVWsWVjAur1VfOu1g5TVNrJmYQECg4ffJozQyH9ePJH1K2bg80t+9M5JXlhezKQxKZqYTW2nZ+eNxmk3bMBltY04AyntXxkZr0MUQ1k3w71koaUdN5RUk+C0UVbbqO/12C15WtucW5DOFxfbNXndf7xzgu/8+iO9w/npfcW8sLyYR18/opPhvh2wY0cq0dhdklx/TBKRfttTOGYkU4/dRtDvlD/jicUT9Hlq7qjykXPyjYIkLz84jRd3G2UuWzuMePuf3ncDdpvA55eca2rlt4cNKu1D1Q0sWbuXNw7UcP+sHHx++OJC9/Z7gJYOHzNz07SpEAzFQUWMGZ8F+07V9xiKGhr6+cTiCWw6UMOJsxd03+SMTuaXq2YGhcDeVTSWu4s7o4Lm5GewfsX0LrsUZY4bbrCctsMMvQnDUy/ypIAG2xvckJNKpaeZS+0+/FJquoX7Z+VwtrGVneWGhpYUZ+f2yWN01IU5WqO5zYtforfHLywv1jkFkaJc1HbbzKFS39zGGwdq9HUUAVpPzrKSyjpWbjiElJJ4pz2Iq0WVMrzU7gPA65c6+mPd3kp++PaJQOx3Nj+97wZ9TRUDbg4LfPT1IxRlp/KJqURjT0ly/Ynu6G6su/uuOwexOfwzXHvW7a2M6CRVZq3JrhSeWXJdUFRVktPO+ZZ2Epx2rhszkoPVDThsgnunj+MH9xSR//Qf8UUwKSoozvqCzGSuSU/CL+HmgvQu7QG6lM5UbemuFKRKVOxrNNNwxKBH6Qgh4oAPAeXN2CWl/FchxCLgR4AP2CGlfEYI4QQ2ABMCxx+SUnap5GEJ/GD0JqrCHN9+3N1EbnoS1fUtPVwZEgOFTZRt1iaMGGTF1SMwtKvinFFB0QxK81HRMKpWrYps6M2LY45PD43SUX6F3tSpBViydi/H3U1acBvO00N4/ZKEwCKw9aib33/kxm4TQYtCb+vshsuwDCc8lPDsTfx2qLklNDy1pwiavkSNRPpdb0JHrxszkg8/b8Bht+mcj5//uVKXb5yUNZJj7iYyR8ThudiuI73eOnqGjh4EvoIrNQF3Y6t2oIcKauiM7zeTpqkQS0WCV3a6UUfWqPyRgZK/RRrrWFsoIgn8aNrwC4C9UsrHTTcVwM+BW6WUbiHETiHEDKAIqJdSPiCEuAX4CbAkim25ItEbbvWy043ckJPK+wG7+umGS7269k356VR5momzC4NzR8LIBAdtF9sB+G8LC6hpaGFLqZuctEQdzWB+UcKl0feEkso6th8/p3/rudimTUtgvJCKiO3e6Tnd0gzYbXCmsVVTNHsutHHkswbuDphtlHNxTn4GS6e62HrUratRqfsr7h8zBUNobHo4LvRwL7rPTxAHv+KAeX7HKS5c8mqbuVnzVs+mdkbKnBE61r210YcKIs0OavqdmjcQvkCN6iNzEpbX5+f3H7n57eEavH6DnOzAp/UcczeRk5bI6YZLxDts+Px+tpS6yRoZz7kL3ZsWFdyNrWSlxAclRIW2d89Jj+bP+bKlg+PuJpbPytFCX+2uwvmOzE7Xnnxi4dAbh3qsIpoa/j3A08BFoAn4ZwwfwUtSylsD53wXg5doRuD4nsCicFpKmR16TUvD7zvMPCcFmclByS2R4LAJnrxzkiaqMmibK3TtT5sw/rz+Tlpkc/ZhbwRNOLy0p5LP6o2qRWZ+EyXszjS28sgteb26bqj2/MCrB9hXUcfcggx+9fCsiBnKr7xXxc0FwaXsImnWMLAEKXNC2BZTZEjo9QrHjOQvtY3dLjrmnYFZuw3VciNx4IRSE3dHwRyq0arrJDhseC62I4DxgZ2kSqxKS3LS0NIBGGbAloAprS9YVuzij385y80FhpPWbLL7xjTDVPTAqx+wr6Ke1AQHTa1e7jZF26jImrLTjRz8tJ5D1Q1BSsnWo27ONLaSluQMMhn2Zu4OVoZztDAUcfgNwI+llAuAnwKbgHSg3nROIzDKfFwaK44UQnRpi8fjYfr06fpvOFa/GgqYY+/N/DxltU09/lYRVr1VdgYwXvz65jYt7O02sNuE/vy92yeyZlEBmw7U6KiHgTBIbj9+Tlc7Wre3km9vKiUvM5ntx891EfbdXddcqes7vy5lX0UdU1wpHPmsgZLKOp0rcPDT+qB73VyQHhTzPyff4ALafvxcF0ex2mEpbhWz1t2bXIE5+QYX0pultczMTePN0tqguPey043Mn5hJSWW9Jlgrqazjqc1lQY5J805POemVkFfUwSfONnVZjNTcUBw3H1Qar2ZeZnKXtpqfJ3R85+Qb/Deei+1MGjMCp8NGdX0Lgq7CHuiXsE9LdAbokiWHqhv0/E5PjqPdZ1TIKqms4+hpIz+ksdXLxDEj2VJaywOzrgkqYl80LpWH5xlcQFuPurWw3378HNmjEoKistS86ImPaCDO+MuJfmn4Qoh/Ae4LOfxzKeXPTefUArcBa6WUfxU49iTQAtwM/F8p5f6Ahv+5lDIn9D6Wht87RLK9KiqESEiOs9MceBkXFmaSlZKgQ+uKc1L566KxvF9Zz+4THvzS0PJvykvnkz7a6HvTdkWD0FtbfSR859elbCl1a+oEs9ardjC3XZfV4726s4/3xpfS/bMaTuhQXqKHNh7kz+Ue7i7O5o9/MYQdGJmsiucnXOauuQ/fOXaWO6ZkdXFyh2rp6vnGpyfxwOxrguLMQ30PoVC7KVVYxuvz0+GTeE2FRaKFpDg73/mrCTpU2GnK5jXTf0wdNyqwozPGPZK5xVxYRiXcmdlnzVQc3eGq0vCllP8mpZxi/gOKhRArAzcrAj4DTgDjhBAuIYQduAv4E7AT+EbgcrcDe/vTjqsFPWXYmmO2lVZ655Qs9lfUM9k1MixX/sgEB83tPh3+9t7JOlo7fDqUbss/zmWyK5VD1Q3EO2zMyU8nzmFjf2W9zj40E1j1lAEc6Vnm5GcEBGAtM3LTdCGY/rw8JZV1gaQuV5Cwnz8xg+d3nNKFZ3q6V7jwSjPC9Xc4qgXFGa+w9aiba0Yn8s4xg9FU1WItO93IU5vL+KDqPAlOG+9+co4ZuWm0B4pw/PX1RoFvs+YZGnaozETTxo9iz8m6oLYr/4Y5bPXVfZ/isAk8F9pYu7NC272/8+tSHaoZbgxKKut4fscpnl5SyL3TDR3NL+H67BSyUuIHLOxF4A8ga2Qcdptgd7lHs4yunJOLzw/XjE6itcOPX0rWLCrg6OkvuSEnlSOffamfxbwLUzua0Ou8sLxYFxlSYcA9JYpFCnsdDtm30TTp/CvwoBDiPeD/C6yWUvqBfwLeBg4CfwhE4/wCcAkhDgNPAU9GsR0xi74IRjN6Q4Nr3mLOn5jJ5g8NJ9UzS75KvMMYZvUy2QRcaPXitAumZKfyzJJCskclaq1TUQso++76FTP4doC62VxvtS/ti3Tuop/sDmjkGRyqbmBZsYt1e6v4+s/29alv1T3Xr5iuY+g7awa4WT3vWrYedetawupeG0qqg+h3e/Myq/Eyb+nNx9VzvlV2Rsfsq7oCH9U0clP+aGbnp2vSrqJxqZxrasXrkzyxeCIdPr/emdkEvH3sTJfCOGZB9p1fl/JmIGJlf0W9roFsjr9Xmuyjrx9hxYZDtLT7ePLOSbz6LUMJXLuzgoLMZLaUurm72BVRwy073cjdxS4mu1K1iei7t0/k6OlGPBfaui3E05vSy2NTE5BAbnoSHX5jN7Y/YHpSi1jN+WY+djcx2ZWC027j/cD3/+OOQh0zr8w5qq/UWJmvY94hqQV+z0lPj+acoShUMliw4vCHAKG0wWp7aY5+6Emj7WkLaf5exVdPdhkZhq5RCZoNcktprS7wMD49iT3fuzVivPKc/HSdbNRTu/uyxQ11XkJnWOjzO05yqcNPotOmU+z70sfmWPSa881s/tAQ9htKqmnr8CGBBKddmwV8fqnDM81ZrD1FuihW0NHJcZxtbMXnl9wyMYPXVsxk3d5K9lfUc3NBOj/aflI7Mtu9fk1RseK1Qzjsgu/81QSqPM1sP36O8aMTOXq6ESk7663OyTciUZRjPdSM1hmG6mLSmBQdHpuXmcyTdxgUGcqO/ejrR7AJaLzkDco3KKms49ltn3Dc3cTM3DQqPM29Gj9Fo33c3RgUzhsafRlq0490njIHLSrMZMa16Tok12kXOq9CMXAuN4Vs9mSGUU5mc41gIChPor+O+FjFsCRPu1Iybc3l7VT25kMbD/FW2Zk+pdpHchKZJ2lSvENzuGw96uaJxRM402hkQeZlJmNe3z0X2rSTSmm0yqm4rDib8gCTpFmjUZmXoRpNX5xY6lwVqbKwMJPWDj9/On6O1g6DWXP9ihl90phCHYt2G2w6UKOzSGfkptHhk0xxpQBw4ZIXMIi/zPVVIzmgP6iqZ91eQ4PPy0ymtcNPa7uPpksdtHn9eP2S9yvreWZLGc9tKyd7VAIv7q5iyfVjaO0wqkGp3ZNRVlHQ0u7jY/cFth83wg9PnLuIPyDsM0fE4ZcEhL3hOP/ROyeDtM+SyjpOfXERp13w7idfUDQuVYezpifH6TmnFog2r5/GS15m5qax56RH71qOuxv5OJC78JfaJu6ckhW0qwktV6icz7/7sJZvrj/ID98+wcLCTNKSnGGF+B1TxuBKTdDHnDbR5TwwntthE3wlJUE7o28tzOQb08ZpR3OVp5mnlxSSMzq5V2YY9W7cVTSW1wIEb+Z3cX9F/bDV1vuDmObSUTVthzvM2+8HZl0TVPWot1pEpPhvCBbIqhCKSlya7EpFSolP+rUWprTptTsr+Pe3T/B3M8Zp7ebF3VUsn5VD7Zetus2RmBZDF51fHfhcMytG4psJ9ywvLC/mYqtXMxYqnpSBaFjmqJ0Ll7x8VNOo4/nnhaG5NUfemJ9JtfvmgnSeC/Sfz284uXeWe2ho6dDEbyPiHbxxoIa5Bek6hnztzgoSnIZe9e4nX3DbdVn63jUNl9hSWktqooOf/ukUk7JGUFrTaNjWA/kPAOPSkqhvbscMJcg2Bpy5SokIVzZRFX9Ri47yHSgNV9nkV8/L56uuSp7dVs6iAHkdGJQb3oBEVaGqajHbUmqE0LZ7JQ0tHVpLT0100O71a2oEFQwwMsFBc5s37JglOG3YhNDjoXaU5jqyZacbg5LW1By6d/q4sNcMNb9Ap7kn3OIOXef2lQTLpDOICC1KcuLshQC5mOAfFuTralA9FfroS1SIOdbanLmqClcAQfHGr+6t4v3K8zqePpRVsC8xyeZICCBo69wdBcGqjYdo7fBr+oPeREn0FpH4z0NNT73pYxWdMiM3TVMHGBm8NnJHJ1F+7iIpgXjwZcXZbPvLGewCnlg8kSpPM7//yE1Lu4/JrhROfXERu4CMEfHUBJLjbAIWTMrki6Y2jrmNkNqctERqGi5psrpI/PrqOc3VpszHlUnILCwfX5DH/op6Hf6qrrmtzB2gtjCicNS4qDllLh7ywKxrdM5GaqKDxkte3ea5BRn8w635lJ1u5IOqer5saedYbVNY1tb0ZCfnmztIcNqCCuiEm+f9jZKKhOGQOdtXDEuTznCH2UFpt6Ht1XEOGyMTjc3VW2VnevTuq5qi5m3n4wvyeOW9qi7nzsk3CKAUv3yHz8+aRQVUeZqxCePeyuk6Jz+Dh+flcXexQSfc0uYNEvbqej1N+lCTj3pZX9hVETYW3Pz5uNsg47q1MJPfPDaHp5cU8ty2cm0+GQhCdxLKfHX75Cxm56d3ccjePjmr28ib1fPytbC3C0FinJ2b89Px+STl5y6Sk5ZAU6sXm4A/HHUzeazBOKls6lJKnHZBVko8dgGXOvyca2rFEfB0+iX85XSjFvY2ATUNl3SMOHSaZ8zaqfk5y89eCHKeK5bPxDi7Nvcobdnnh40rO2mh1XxdUuRiWbGLLaVuWtq9OmFp5ZxcHRSg5slvj5zGLw3TTeMlL7npSbgbLxFnF+yrqGNbmZsPqgx/xnVjU7AFnlUQLHweW5DPG6tn6azon4WZOwrdOU17GxgRWjdC5Wao472JxR+OuKIEfn+jYAYLaiI++voRfrLjJA6bCJCPZfHstnK+NtUIt/tfbx4LauuqjQe58V936Os8cktel6LfL+6u4pFb8sLeNy8zmfZAppTfL/nxdoOYLC8jGb9f0trhY9XGQ6zbW6m18fkTM/udRBIuMWflnFxKAiGc5u9Cz91fUc/TSwq1GWf1vHyeXlLI/m7yB3qDcNE2z+84xQ05qTrRC4zt/at7q1i18TBLp7q69UOs21vJoeoGMkbE4ZOSr00dS25GEh1+iV3AFxfaWVSYadjhpaSstol2rx+vz8+fA+Rz8yZkUN/czk356SQ6bfgkzM5L1/dQppzinFSS4x0kxdl595MvgkINe3pOc2LZC8uL2bR6NncVjdURQ2qMVOF687ip+fr2sbPYbYb56rbrsoBOnvt3jp3VRc3PN7cbAl8Yztnq+hZtT19UmMkbB2qwC8P5+smZJrxeP7ZAtSw/BmtpcU4qP3z7BFuPulk61cXKObk6/Bfo8v52l+jX24gxRZm8bm+lVqCe21bOvlMeVm083KswWxV9dbnkS38Q0yadvta0jfZWL1q4f90H7K+sZ83CAo581sD+yvqAJtRKRnIc7sZW0pOdtPskAklTq4+RCY6g9P5Hf3mYVq+fGbmjNcHXtjI371eeZ9d3FwT1waOvH6Hd66fN6w+KfNh9sg5/YDutokAcNsGIBAfnmzvITU/iXFNbl4Sb0C3vig0HyR6VQM7oZK1xqsiUjStn6n4fGe/giwut3F2crakT1HmP3JLXr2LU4RDut8rJOD49OWyx9xm5abxfeZ5p40fpRafK08ybpbXceE2aZsIEtKlLUTf4/EaN4DcO1OBKTeDWwkw2HazBYRPYhOCrY0fibmztQkttDxSQ90sYEW8n3mGn6VIHF9t9JDttNHd0eh4dNsEtEzO4KT+d/zxYg5RwU/5oar9sZXZeOkXjUtl61M3HZ5qConE+q2/mXFMr1XUt5GYkkZWSQF5mMm+VneETdxM5o5OoabhEgkPQ4ZOaCnjVxoMc/PQ8d0116Uguh00wMsFBQ0uHjpoC+O5vjnK2qZX7ZuSQl5nMj945QbtPEu/oJNvLTU/is/oWbi5I54Oq88yfmMHOck/Y6JxEp417bszmmLuJKo9BtWE2R3ZH+xAOvYkYU1Fchs8lg4/PNOEalcCx2iZNyGaed09tLutCuPfwLw7j9Uk2PtT7aLKhwrA06SinbW8LmPcmIWaoUVJZxydnL7BmYQEbSqr58PMGEpw2vZWvu2gIhfrmDi60emlqNTJf2zp8/NeR0yz72T6+vamUgq+MoMMnKamsp3DMSG1nvSl/dND9FA/NhpUzmFuQYQh24M8nPBRlpyDpzIT0S2j3Sc43d2AXUN/czhOLJwRtb6Fr7Hz2qATeOFBDzXnj5VS27ZsL0oMW2QduuobWDj+bP6zl0dePBEWwhGpdfYnlD0W4324/fo6lU11dEpQUGdmh6gbGj05kXyB8crIrlTcDgm5BYabWdB99/QhF41LZX1HPrYWZTHYZhUeeXVbE/bNyOHehzaDxzc+gwydp8/oZnRxH06WOLu30+Q1a5py0ROqbO3A3ttLqNcbbLOzBOG/PCQ8/fPsEX1xo46b80Ww6UMPNBek6xPL3H7mp8jRz3N2o4+3fKjvDoeoG/n5WDoeqG/jdkdM8t62cjAAlQaWnmQ6vn6ZWnzYpzfnBTnaWe2hu91F+pgm/X+p4+gutxnOoIjGrNh7C3diKM5Cx5/PD9+6YhE0YUUCu1ASWFWcbVAvCiDJaOtXFvor6sMI+UP6APxw9w11FY3sc696gNxFjReNSjXKbrhT2VdRhF3CstoncjCT2V9TrhES161461aW5/x/aeEjnMnzvjokxJ+y7Q0xr+P112vaXNjbaiOTMNBd6VuUAzUh0Glpgh9evt71HTzdyqd0XlL6uim2bERrz/5URcZSfu0hqooOmS15uyEkNS6gmQDtLw6XWh2pNd07JYtOBmi6O1lBtWy0GGQG63NDU93D91Z909e5+G+673x4+zZbSWgqzRnDi3EW+6kqh4ouL/M20bN4+do4HZl3DhpJqvjIynpnXjg4iUjOTkynmyA6fDKoj0BOcNkGHX2rHb3dYFkIIptoGRsbpx+4mTRr2wvJijrsbeX7HKe6YksWbpW7sgcplqoIZGCaY0Fc/PzOZSk8zDptAALdMzGBXuUf/Xs27hYVGfdpD1Q2snJPLy+9V0eb1k+S00dLhJ84umHltuiFIbQbNttfnD7qGgsMmcNoFE8eM5KtjU1g61cUHlfWa0jjBaWd8enKfnKe9nUdqbo4MONpTE+w0tfp0jH+4GP2HAgEGalzMtRNiCcNSw+8PekqLH0qYnUtm4iqfH4qyU8MKezA0pbaAsJ80xuDDudTuIzHOTnqyU5tjlhS5uvxWvRhKMH0RILhqvORlfHoSH0Vgz7y5IENXlnpxd1UXs06o1vTssiLtwJyRm6ajakLtq8rR6bnYjis1gX0VXe36ke7RF82pu9+Gfnfc3ahzDT47f4nJ2SkcdzcxIzeNt4+d46tjR7J2VwW3XZfFFxfatGPdbOtV5GRrFhUgMTTyOIeN1MTOSGeBIWTDYca1o1lWnB1W2KckdF5jZm6aJgRTFABrd1Wwck4uK+fkctzdhC0QEKBs3i/urtJ8OjNy07SQ9wbqC4Ah7EOzYisDjn2vXzIrbzS7yj0sn5XDrGsNH4MEctISeHheHoeqG2jt8LF2VwVtAbu8+rfdJzn4aT2LCjPx+dHV07JGxutYewC7MBY7lSS2/fg5jrsbgyiN8zL7J+x7oj1QfrCbC9JpavWSkmCnsdWIoFIJXc/vONVlsVDD5bAJ3v3k3LCgUzDjihL4scZxYRZ+6v/KWXbg0/MRf6cm1bJiFyfPXiA5zo7XL0lPjqO+uQNXagJ+Cf/xTpeaMUBnXVuVTu+5YGjW1fUtYblOBLC/ok4Lut7wyzyzpYxDgbj5Q9UNEaNqlKNz0hjDrj23ID3iQjyQxbq735q/21BSzY+3nwyUMbyBe250cay2iSnZKRz57EtGJznZV1HPpDEjebO0ljWLClizqIBVGw/rxfDuQATLA7OuocrTbBBxLSxASiNSRUECAkFcGKl/8NN6th8/S5y9U+oqAdzU6kUATrsIUEBk6ygj83MYNBEu/H6Iswte2VvFo68f4fEFeew5WceyYheHqhuCFh2fH518Fm5j4ZdGrd99FfXcXeziD0fPcOBTw4EugJqGVraVuVmzqKCrwiKMLOaCzGRGJDjYfbKzjq0tYDJUO5pFhZnYbUbfHHdf4Li7US+m8ydmsudkXVA5zN6it7QHZacbNd9UbnoSTa0+prhSOOZu4qtjDdbN4mtGBe0SH/7FYZ3LkBhnx+eXQY7w4YCYFvh9zbQdDhwXT20uY8Vrh4I0wUjYevQMzkBGpoqAcKUm8OO/ncr9s3L4qKaRZ7aUdYlEemx+vqbKVVvSXz08OyjbEdD1Y8F4IfdV1AcJF3XN0IX0zilZvHGghuWzcroNpVRb5uWzcvBcaOP+WTnsr6jvkskZ7h59Way7+23od3cVjSXOYWOyK5WSyjrePnaO+2flUPlFM9PGj6IioOWeOHuBu4tdrN1ZwdqdFdwxJUuHJCpysg0l1bxVdoaXH5zGyESHdliC4bQE6PBLfKY00OKcVAoyk/H6Ddrga0Yn6e/sonM8jMUCTaZ255QsnttWzuML8nQREJ9f8u4nX/D0kkJsNkFrh7EzVGRo737yBU67wOc3zDUKKuwzHARQfu4iU1wpvPvJFzS3efH6YUp2Cn83M4c4u+CNAzX84I/lWlMHIxPYYbPR4fVz+stLNF3ymuoHZxh0EQEb0qLCTHaVe/jeHRPZuHIGCwsNbbrK08zdxdlBO5q+vr+9peouGpfK5g/dLJ+Vg7uxlXiHjc/Ot7CoMFPzGB34tLN27tajblo7fORnJvPT+4p5+cFp2G2CGblpMSVfesIVacO/nOgp2kR5+1s7fNqJZda0VF1PhUSnwVS5s9xDQWYynwcqCb384DS2lbnZVe6hzeuPGIlgjlD51msHGT86ieQEB+nJcRyqbuBrU8fy53IP7sZWinNSSU2KI3tUApsO1Gi7fGhd156idBRWbDioi4uodgxVlI76LdCr75TfZ4orhZNfXNTatsCoBvZRTWMX3hZVPerlB6fxyntVnDx7gbqLbczIHc0nZy9QnJPKn094SI5zMOPaNG7KN7j3b5+cRfmZJppavUgJuRlJjE1N4D8PniY3I4nZeaPZ/GEtXr/kf9wxiSpPM2caW8keldAlSgeM4jGqROPh6gbmTkhn5rXpurhMXmay5vZ5s9TN8W4EPnT6Fwoyk6nwNOuIm6cD9Yv/8Y0PNTdOnF1gswmkNBYgZdIBw5z15J2FPL/jFAlOGw0tHSwMhK1mj0rgTGMrfmnkAqzbW8lbZWeoOX+pi+09molRoYVwyk43UnO+mf86UosM+GBswngWn0RHJ726t4o/l3uCkgKjnZwVzecc9Jq2g4FYFviRBieUWCxcaKjKLr0UEpkBBNWgVZWEPqtvYfmsHHJGJ+sXffvxc31ybi788W5SEx18745Cfe4zW8rYVe5h0hiDQvlQdYN2Ai6flaMXorfKzkTMCL4SshQ7ydwMnvr7Z+WQnhzP2l0VxNkNvvW7i7MZn54cMRM5XHWpVRsP97poeaSqUt3VtDW3vbdZ2ObnDAdVoPy7vzkaMMFlcOSzBp5YbHDSKyd9W4ePdp/hdJ6dN5r9gSgcSacCE++w8d3bJ/Lncg8lAUbLJKeNrxdn87sjpwO/h8Q4B16fH780ostCnwMGVmnM3Md2Gzy/4xRPLJ6gw2s3f+jmnhtd/L+DNfilYZ//5aqZmqgtOy2R2oZLYTPAozn/oxlWbgn8KKO7wQF6jBJQRZjDITSSIVxkS18ikcwxxw6bURv2i6ZWdpZ7cNggc2QCCwsz+fWh03j9RjaoTQjavX7iHDakhO/dMVEXFVfaovpsfoE+q2/WC4S5bKFZo4qlhcA8bkrb23TAiKm/a6qLt466QcAvHjJ2LpGeYzAWvt7Gk/fmvubnfHVvFbsCiWAq1FAhKc7O129wUX6miaOnG/FLg4pjZKKDH759ArtNcM+NRjZsXmYy//HOCU1K9/GZJi0wzZp+otNGgtOudwXmwjsQyAex2/je7RMjLo4DieAK7QMVYfaVlHjONbWxqDCTg9UNXGo3zFd2Aa8/PIs5+Rn87UslmuPpN4/NiXjNaOX+ROM5wRL4g4LuBqeniknfeu1gkNPLhpF5qKA0fWUlDd1K9mVSlFTW8c31B0mKs+k4fzPU1j3eYUMI8AaqFyncPyuHzR+6yR6VQKWnmYUBG+zCwkz2VtTz1bEjOVpj8KRv+8tZ/H7JfTPGBRGIFWQmU372YsQqSpcLoQLzqc1l/O7IaSSGMLQJgZRSm3X68gJGYxGIRoixqh2sCrdv/rCWr44dyYVWLxWBRCcw5sGMa0fzZmktlwLhlbbAguD1SW4tzORhE+Gf2oVcMzqJ4+4mBAZ1R5zDxm3XfUXvIia7RvL5+Uu0tHkJF5hm5vnprp8G0heRwpUVVFZxnMOGPbAAfW3q2LChx6GIlpCOxnMqDMuwzFinR44UCthTxMijrx9BSsP+mRRnx2ETQcJ+iiuF6voWctKMYhDj05N0tEJ/nJtz8jO4b8a4sMJeALVfXiIpzk6cw0bGiPggYR/nsLH5w1qyUuKp8DQjBOwq9zDZlcLOcg9+v5HMoyJXllw/BqddsOlADSkJDp7dVs6ldoOt8onFE4CuqfKXE+GcfPFOO3cVjaW1w0+Hz49Pwr5T9RFf5EiUHp/VN/c7mUydH40Q46JxqQHbveG3sAk4ce4itV9eIi3JCRghk5WeZlo7jDnisBkc9Cp82GEXXYT9tzeVGr6kNfOY7DKS+v76+rGBqmJuskbGkZuexHH3BVbOyeXvZnapYqrxo+0neWZLGSs2HAzbTwPtCzNF+fyJmZSfuxhUkEUJ+40rZ7B+xQzaAtXfnl5S2CPH00DCiUMx2GHlMS3w+5ppO9QINzg9CeSy043cVTSWWyZmEO+08+q3pnPv9HE6iiI3PZFj7iaKc1Kpu9hhxIrXt3DnlCzKTjf2OxIpZ3QyWSnxXY5L4MZr0lhW7CLJaed0gLkRYEScHb/fz6UOP9X1LZqjXWJEeqiY7duuy+LdT77g5vx09pys44nFE3HYhfZFeP3oKkmxTkr1g3uKWLOogDdL3cwMcOi3e/08Nj8ylXWkLOGlU139zvyOZojxnPwMnlg8gee2ldPa4cNht9HuNZLFGlqMOdbhl4xPT2JLqZvia9L45aqZ3HZdFgerGxiXlkiC066dxBAcEVdSWceZxlaWBWrxbiipZs3CAppavXxW36KrmL1xoKZL24ykLkmH188bB2rw+mSXfnpqc5mu+KX64tHXjwRx9PemD15YXsyqjYcCjLXG8SnZKfoc5aifk5/Bda4UFhZmao2+O46naAnpoQgrH5DAF0I8KYR4zPR5uRDiIyHEESHEPwaOpQoh/iiE+EAI8a4QYkykc4cTIg3O1qPubgXyY/Pz+cE9Rcy8Nl1zhCyd6qKhpYNnlhSSmzFCh1w+sXgCP73vBp5eUsjmD90UjUvVGqlZq1RhZ6HhmWb81+GaLtwuCgc+reeNAzWcu9CmwwkBWjp8OmnHJgjiaAfDOTe3wKhH6/NL/nFhAS8sL2btzoog7ckmjBDTVRsPdXFex5K2D50JOXcXZ3OwuoE4uwhb1tGM7ig9+qv9RTvEePW8fL0Lu27MSGyBePhlxS5+et8NPL4gj+r6FuIcNv5S28i2MjdvltYSZxc0XupgzaICth/vTDR6bL5Be7xubyXfeu0gd07J4t7p4wzbvdfPcXcj7V4ZCCv9ImK7VOimxFAw9lXUMX9iRtRCHUN3X51mVMHyWTkcq23CaRM6u1jF1f/+H+dqQj9zH5qj0CC6Qnoowsr7JfCFEFmB2rXPmo6lAv8LmAfcBDweEO7fBf4kpZwN/BL4l27OjSl0x74ZaXDGpyf3Kg7YbEpQ11ITKmd0sibpAmOiKb56hb5wz5RU1vFpQNsOByXU75+Vo1kcQ3lPIrl69lfUYbcZkSz6ej6/dgQ6bMZ1vH7JpQ6/Niv01bwxVFBJa+9+co4Ep414p51/XjyRu4rGdvsid2feW7f3U01xbB4v82IXOtfM4armewzEAbznZB0zA9nRXl9nMZR1eyt5cXcVzywp5Bs3ZuP1Gdp2nMPGxodm8vKD03QSX+gcfH7HKa4ZncQbB2r40TvlOOw2ctIS2Vnu4fpxKaxfMYPrs1PDRqSF4lKHX2fY2k2S6Qf3FOlKVWpBffnBaT3WkVBtVOO29agbp11oOoczja0kxdn5m+nj+OWqmZqa2byT6QnRFNK9zSEYCPrttBVCODCEtltK+ZIQ4nbg76SUKwPfvwDsAr4XOP6ZECIj5FjQuVLKzeZ7XG6nbbQ98IPVvp6cReYoHQVzJJB6AYqvSaP87IVAFSSDUjnc7LAJuHVSJn8u9+DHcDA/d8/1mq3xzdJa/BK+e/tEAJ7dVm4sCoEcg69NHcuek3VdQhujHb3TH6ep6lNVrxWC6/lG+m24sVC/NWc9m/8Nx/cTzbkW6qh8fEEeP/3TKVo7fEiJjqsPDR9V7K7mYiqh/Wa+9qOvH9E8Txkj4qgL7ARV/V71vURyfXYqR2saw86rtCQnXr9kRm5aWAd5JGemyvcwO1RD2VvD1bTtS9jscEPUnbZSSi/BgSXpgNnA1QiMCjke7pj5eBA8Hg/Tp0/Xf0Nd7rC7rXosoLfmgsfm51P7pZFYpdL8lUauaBumjU+jpLJeF7d4YvFERiQ4gjR3MJJykuMdpCTGIUFTKqv7jE9P5u7ibDasnMFkV6rWHP92+ji+Mc3Y8m8pdTN/YkaQYBsMTb8/DJxKY/vBPUXaJKM0tkjaVk/mPZUx+uLuqogcLYMx19Tzbz3q1tFSXp9kwaRMls/K4fkdpwBYv2I6VZ5mvctQ7K7mYiqhz252gq6ck6sd/XUXDfqE+2flsOlADQ+uP0Cb18+Td07CJgQfRRD2AA0tHVxq9/LwvLwuBX66s5Or8pPKoWpmb1Vtvz47ldYOPyvn5OpxXb9iepdauNHWqGMNPeb3CyH+Bbgv5PDPpZQ/Dzl2HjC/SaOBD0zHLwaOebo5NwiZmZlc7rBMs1Bds7AgZoQ9dF/nNhRjUxM4UFVPvMPGzNw09lXU47QJvnZDZ73RuQXpvHPsLPfc6OLF3VV8bepYvStQO4IOv2RSepIuQP7T+24IEnihsemhWuxbZWeYmJXEm6VuQGiGx8HoV7MQ7W3IXLiXXQmISOhuW28+1tM8ivZcMz//dWOM6lsbHzI47b+9qZQnFk/QeQWqkLp5oZmdnx5x4VHXXrHhEFLKICZOr19yprGV8YHQ4oKvGFFmfzt9XFjHrRleP7y6t0pr+OGSGUPbpTT057aV86fj57qEUJZU1lEeWMTM70lP43olokcNX0r5b1LKKSF/ocIeoAS4RQiRLIRIwrDPvwfsBL4ROGcZsL2bc2MOgx0m1V/01Vl0rqmV1g6j3KHDbmNRYSZev6T8TJPmk3HYbaxfMZ3NHxoa4TF3E0lxdpYFbJuTXSnE2QUfu5uY7ErRbIHq5d961N2F0ydSGJ/iTJk/MXNQX7r+OE37WjmtN7bX3syjwZhr6vn3V9YHabdqx9HS5tXzaH9FfY+lNEP7RkpJh0/i9RuZtSr6ZVe5h+r6FiaNGcGJsxeZPzGzWw4fM3aVG1TQW4+6NaV4qPkv1E5uLj9pZm8disiX4YSohWVKKZswnLjvA3uBf5dSNgI/BpYIIQ4CXwP+o5tzYwqxPFkiaZWvvNeVXbCksg5/wGb74u4qirINTvynlxSSmhTHC8uLeXZZka5vqrb4Necv8Z2/msCekwaHyOfnW3DYbThsNm7I6bTfllTWBSiH3RHNJaFhfHtOelhWnM07x84Oan/2R4gOpBhLpDb0NI8Ga65Fev5wC2F3pTSVoDf3zat7q4Kc+TNyR5MY59DhvyPi7XgutLMssLifPt/ShZI5HBw2wZ/LPbxVdgYwuIJURJAahzn5wSUaFStrKHvrcCBUHEpYmbbdYDjyxHTn/Cs73ciJsxfYUlqrHV+RnieUZGpOfoaOe87LTNZ0Cmt3VnDN6EQ+dl+ImInY2/ZFW9MfyL2imT3Zm3kUjbnWFz4eQJt6ymobdYiw+s312am6lKY6rpychqP3kM7Gvc6Vwsh4J/sq6phbkM6Rz74kPzOZY+4mngnMiWe2lPVozgEjIEBgOPfXLCxgdn46KzYcwpWaoAncQov0KM4b83fmz9Hq3970ebSuO1AMS2qFvta0jdXOHyqERmWoykjqhVcvwt0hFZQGwktSkJnMweqGQDx3ca/bOBRjNNB7xUrltN4idEEzs3maFwGzTRw6K7Gp6BVV1enm/HT+0eRLWLe3kme3lTPZNZITZy/i9Rtx9v+8eCIv7q7iq2ONYj3PBEKKQ4nmpv3bDuqbu5Z+NEPRfChStTWLCjRfj1pMzHWIV8/L5+s/20d6clxQ3Hwoe+tgKRqxGsk3LAV+XzX8WO38oYL5eVWZuASnjddWdDrqlJCfPzGDN0vdvdLKI0ERwM3MTaPC03xF9XM0NfzBRigNtsGImck7x87q/A3zwqdYI31+dMKe0ur/UmuYOkKLiKtC7j/afpJ2rx+7Dew2G36/JDHOHnROODZRgFfeq+R8DwIfwJWawLmmNnJGJ1Bdf4lEp407pozhzVI349ISqWm4ZBTSeXj2Zdu1DcV1B4JhyaXTV8R6GOVgQz3/o68f4ZW9VSQ4bbrYtDm564FZ17Cl1M3dxa4uYWm9xbq9lbpMYIWnWUd4xIJ/Y6CIZd9NOIQWap8/MZMtpbXcMWWMtnWb2180zgiXVbvBOfkZrJyTS0llPR0+Py8/OI0nFk/SGv+jrx/hxNkLPLetHEEn0ZjX5+d6EzXBY/PzmexK5fbJWVrIq3fPbqNXwh7A3dhKSqKD6vpL2ARMHDOSe6fnMCrRSU3DJXLSEtlfUc93fl3Ko68f4fbJWb16x/vjwO8NBuu6g4ErSuDD8Or8wUKHz09rh59H5uXpDEWzBqiceHtO1vXLEVlSWcfzO07pMoEq4iM0E3O4Yrg5+syKznd+XcqW0lrmFmSw56RHLwKPL8jTZRpDFSE1J27OT9cKgrruyw9O4/rsVLaU1gaqZ0nsNhtxdoFfYoQ7Liqg7HSjXiiXTnV1idn/0Tsn+/RMDS0dOkvb09TGqo2HaLjUgU3AuaY2bi4wOP1bO3w6Qa6n6KrBiriL1Ui+cLjiBP5w6vzBgJE+btPPD2hhFS3Ntex0I+tXTNemICVwlImgJ/Q17HGoMRQp7tGGodkbQtCwdTfoUpKKOmHa+LSw1A9qTryxerZWEMzjU372AnPy03HYDfpsg0wun2eWFOKXsHZnRVB4Z7i+mzshvc/PpOL63Y2ttPskiU4bT/11IXYb7Kuow2EDYSoL2V101WBGQQ2n3WBMC/y+0iMPt87vLXorIEsq69h+/Jzekqvnh06yq2horgMViNEOe7Rg9OE7x86xrNjFx2cucM+NLjYdqOGrY0fy/I5TgYLddbpmser77uaE+X3atHo2s/NG4/VJzQs02ZXKhpUzKMpOZe2uCp3cFdqul/ZUMvPadNISnf16tuQ4O3YhWL/CyN5WXseZ16azceWMIHNWJJPuYO3ahttu8Ipy2l6pUTq9dUYPp+ePRUfXcEWk+aGiZiaNGcHJsxfD1uI1a/qRqniZnbGPL8jrUunsxd1VOiIMCOvA3Vbm7lVYZiSoKDDV9pVzcoM4i8xtH27RVYOBqyJK50rGlSggh+uLGWsLa7j2qDj167NTOFjdoKNaVFt7Uy9XwRyDv3peZ7nBO6dksflDt65ipq4L6NrIiqBtxYZDtHv7FyGQNTKecxfauH9WDr89UsvcgnReWzFTt0MtQtEqhXgl4KqI0rmSMRQUAdH+fXcYzr6WnkxSQ+2jCDWxqQzZJxZPoMLTzLJiF/sr6nX26Zz8DO4qGstbZWeCTB+q7aFQ2dcv7q4KOj9ndHJQyUqzk/e4uwmHXbB2ZwUv7Aquj9BXeC4awv7/HaxBAIeqG4Kc0c/vODWodvorCZbAHya4HBQBg2VrH+4vZk/hv5fbR6E4/ZU55af3FfP0kkKe33FKt2npVBcdPr9WIIBu2xhO4QjnywE0UVmC005bh4+Synp8fsnIBDvO3nArmGAXIBCkJ8eTHO/gnhuzg7jxX9xdpRedwbKnD9UCPhT3iWmTjpVpa+ByUgQMxhb5ShmnngrVX07TQk99rMwvHYFEDMUTH6mNvXme0HmpMnPBqBcb77BRkJlMaU3vBbDdBl+balTqMvfzUJoDhyqhM5r3uSps+Fdqpu3lpggYrrb2wURvBGCs9lt3GdmRbPh9DRpQC0pbh09XTotz2BibmkCVpzkiJ35qgoPGVi9g1Gzw+yVOu43H5ud1KSwzlIvpUC3g0brPVWHDn5Ofwe2Ts3j09SO9sk0OFwwkDHKgtvLhbGsfLPTGJBXL/aZMH4Buo9Nui1jar7emEvM8Vdfa+NBMfrlqJolxdjp8fj4/36KFfbzDpqm3FZSwf2ZJId+/c1LgXMns/HSdRb5q4yFun5w1pObAoUroHOz7XFECH/pum7ySMVBb+XC3tQ8WehKAsd5vSlEwt/HlB6cFFSkPPb+vCsf49GRtIlLUDR0+iWtUIqOTncQ7bGxYOYN7p48j0dlVDFXXNePzG2USEYJX91ZRdrqRGblp+CU6u3ao4t6HYgF/aU8l6/ZWBt1n3d7Kq8eG35+wzL7aJq9kDNQUdKXY2ocaw6HfhrKNoWYKVS94Tn5GUL1luwCnw4bX58frR1Mrh7K8DrWJdqhMxQ9tPMiuck/Qcz+7rZyFhZlBTKC9wbC04ffVadtX26SFy4vhIBgt9A+hVN3KhBRarrCkso6VGw5hE7A+wOqqbP9CCB69xbDdK0K4y+EPGap5+tTmMn7/kRu7TWi2Up9f8vUbXPzgnqI+XWtYCvz+ZtpCeD54C7GFK9XJbqFzbJU2D8GCXwnLl/ZU8ll9s9b41W+3HnXzWX0LJZX1LCt2sedkXb8dmcNJsSiprNP1CAairA6K01YI8aQQ4jHT5+8KIUqEELsDf9cIIZxCiF8JIQ4EvisMnLtICPGhEOKQEOLZgbRDoa+2SQuXFz3Fs1sYvlBju/34OT6orA8aW7P9/7H5+fzgnqKgMZ+Tn8HSqS7Kz15gWbGLN0uNGsv99Ydc7ryIWEK/BL4QIksI8R5GXVozZgLLpJQLAn+fA98E6qWUs4DvAz8RBsXdz4G7pJQzgNlCiBn9f4xODDcyo6sdVxud9UCSa6KRmKOuYb6W+XM0HYT9HVvzTm/SmBRdi9lMkNaX93m4KBbK/6jYbp12m64ZHS30S+BLKc8BC4HnQr7KA9YJIfYKIb4XOHYbsDnw/73ADcBEwC2lVHFgbwPz+tOWUAxHaturGbEcvjgYGIi2GQ1NVV3DbkNTJ5s/R1Pr7e/YmpW2x+bns3pefpCQ78/7PBwUCxXKGlqAJlK4bL8gpez3H/B/gMdMn58FMoB4YDtwF7ADmGI65zQwB/gv07HVwL+GXv+aa66R06ZN038vv/yytHDlYH+FRxb/6w65v8IT9vOVCvWcP9le3ufnHchvQ6/x3/+zVOY++Zb87//5YdT7PdbGNhr9Nth4cXdFl3btr/DIF3dX9PlawGEZRmY7eloQhBD/AtwXcvjnUsqfhzn9X6SU/sDvfo+hzZ8HUgPHBCDNxwIYDXhCL5aZmYnFlnnlojvzWyxqYNGCWdtcYyoSPti/DXeNmblpmrYgmn0eS2MbGgwwOz89Js064XYtyucRLfRo0pFS/puUckrIXxdhL4QYB3wihIgPHLoVOAzsBL4ROHY7hlnnJDBOCOESQtgxdgJ/isLzWBhGuFLNb4NZai8aJjB1jWXF2RyqbtAFTaJpToulsbX8ep2IWqatlPI08CLwfsChe0pK+Q7wC8AlhDgMPAU8GdgF/BOG7f4g8AcpZXm02mLBwuXEYJXai0YGr7rG4wvy2HPSw9NLCtlzsu6KKkIfilhafC43rqg4fAsWYgWRSLAGEhMejXhycxUrM9GZ+hyLsekW+o5hmXjV10xbCxZiCbHKlhlLGE5JUcMJw5ItMzU1lVdeecUS9haGHYZbuOlQV+lSsJKihhYxLfAtWBiOiHW2zHC4XII3UlJU2enGy7IAXemwBL4FC1HGcIwKuZzZqOGSoizNf3DQYxy+BQsW+oahiKceDEQjxr8/CDV/zc5PD1qALleZyCsRMa3hNzY28sgjj7B169bL3RQLFq54XA6/Q3fmr+FAhzDcENMavnLaWrBgYXBxubJRezJ/hdP8LfQfMS3wLViwMDS4XFQIkcxfwLCgQxhuiOk4fCvxKjKs+GULVzKs+T0wDMs4fAuRYUUxWBjO6Cnu36JDGBzEtMC3nLaRMVyKOliwEA6WwnJ5YJl0hjms9H0LwxWR+IYsDByWSecKhDmMbt3eT1m3t7LL91ZmooVYhRV2GYyhoLewBP4wRWj88hOLJ/DctnIt9K0tsoVYx3DjGxpsDIWZK6ZNOhZbZmSEi2JYt7eS53ecYvW8a60tsoWYRmjcf+jnqxXRMnMNS3pky4bfd1g2fQtDib6ET5rPVf8H9LlW2KWBaLzDUbXhCyFGCyG2CyHeF0LsE0IUB44vF0J8JIQ4IoT4x8CxVCHEH4UQHwgh3hVCjIl07kCR+/1t5H5/W4/HYgn9sdu9tKeSpzaXBf2upLKOhzYeZN3eTyNukaNlI7xcVLr9Qay3Ndbb1xP6YoZQ5z61uUx/r859anMZW4+6g4T9cOqHaGDFhoM8s6UsyMz1zJYyVmw4GLV79NeGvwbYJaW8CXgM+L9CiFTgfwHzgJuAxwPC/bvAn6SUs4FfAv/SzblRgRLwsSzoFfpjtysal8pbZWd49PUjlFTWUVJZx6qNh/hzuYcnFk+ISMkbLRvhcAqpi/W2xnr7ekJfwoPVuW+VneGhjYd49PUjvLC8GIC3ys7wVtmZYdsP0UD2qATeOFDDnVOyeGLxJO6cksUbB2rIHpUQtXv0y6QjhFgGfCil/EwIkQtsA54A/k5KuTJwzgvALuB7geOfCSEyQo4FnSul3Gy+T39MOuGEfPW/L+nbAw4x+mO3K6ms49HXj9Dh8wPgl/C92yeyel6whhS6RY6WjXA4hdTFeltjvX29QV/MEOrcBKeNR+bl6WcGhn0/DAQv7amk5nwzmw7UMCM3jUPVDSyflUPO6OQ+m7miatKRUm4JCPCbgbeAfwXSgXrTaY3AqJDj4Y6ZjwfB4/Ewffp0/dcbIrVQ4R7rwh76F542Jz+DlXNyae3w09rh57Fb8oKEvTondKJEKxRuOIXUxXpbY719PaEv0Tbmc4GgZx7u/TBQPDY/n2eXFTEjN42D1Q3MyE3j2WVFUfVp9CjwhRD/IoQ4FvK3RgjxM+BHwDellL8GzgPm/ddowBNyPNwx8/EgZGZmcvjwYf33yCOP9PhA4Wz4sY7+hKeVVNaxoaSaBKeNBKeNDSXVvf5dNELhhlNIXay3Ndbb1x36Ut3LfO7s/HSc9uC5O5z7IVpYt7eSQ9UNzAxo+KG5NQOGlLLPf8BTwEuAzXQsBTgBJANJwDEMof4ssCZwzmPAc5HODb3PtGnTZF8w/sm39F+4z7GI/RUeWfyvO+T+Ck/Yz5F+M+V/vyOn/O935P4KT5fP0bzXYF5nKBDrbY319vWEF3dXdGnr/gqPfHF3RcRzzc+4v8Ijv/+7o13m73Drh2jglfcqZO6Tb8lX3qsI+7kvAA7LcLI73MGe/oD3gMPA7sDffwaOfxMoA44ADwSOpQHbgYPAH4FRkc4N/euvwO/pWCyhLy+M+Tff/93RoN+pF6en3/X1XoN5naFArLc11ts3GAj3zN//3VH5/d8dDTp2pfdDKL712oEuwv2V9yrkt1470OdrRRL4Vhy+BQsWLFxhGJZcOhZbpgULFixEDzFd8coqcWjBggUL0UNMa/gDQawuFFa7+garXX2D1a6+4Wpr17AV+D2ZeXrqsO5+39O1B/Jbq11WuwbSrp6+t9pltSuAsCnKV6zAH8jvB1NQ9ASrXX3D1dau3nzf399a7erbb2O1XQGMCncwpqN0hBAe4LMIX6diZOhGQgbQXeZGd7/v6doD+a3VLqtdA2lXT99b7bLaBTBBStlFy49pgW/BggULFqKHYWvSsWDBggULfYMl8C1YsGDhKsGwFPixWoDF1L4nhRCPmT5/VwhRIoTYHfi7RgjhFEL8SghxIPBdYeDcRUKID4UQh4QQzw5yu2KivwLXjwsQ86k++l+B4136I1LfDQUu571NbXjP1E8/F0IUBdpzUAixXghhC5z3vBDicKDv5g5ym+4TQvx74P+9HrPBnO9h2vV3gT5SfTczcLxLP0Xq0yi0J14I8evAdT8QQiwe0v4Kx7cQ63/A/wGeDPx/CrAPw4lRDowE4jAI2cYA/wZ8R3by9/ws0rlRaFcWBs+QF3jMdPw3QFbIuauA/1/g/7dg1BQQGKRyrsDxncCMwWhXLPRXSBu/CrwYcixsf4TruyGce5ft3oF7JofeE9gLFAf+/xpwL7AI+H3g2LVA2SC1xwb8CWgF/r0vYzZY8z1cuwLH/gOYFXJe2H4K16dRatcKNc+BTODUUPbXsNTwgaPAfwb+fxGDoG028L6U8oKUsh2D1G0OcBugCqv8EaPKVqRzBwQp5TlgIQYjqBl5wDohxF4hxPcCx8zt2gvcAEwE3FJKd+D424H2Dka7Lnt/haAQmBHQvP4ghJhA5P4I13dDhct5b4BJQK4QYpcQ4k9CiPkYAqA08L0aM91OKeWngE0IMTrajZFS+oE7gX8IHOrLmA3KfI/QLjDm2L8E3sMfCiHshO8nF+H7NBr4DINpGOASMIIh7K9hKfDlEBVg6WfbvIA/5PB24CGMQbxNCHGXuQ3SWK7lELcrJvrLhAbgx1LKBcBPgU29aaPqu2htuXuBy3lvMHZpL2Bopv8EbMDoO4WhHDOgy9zq9ZgNdhvDzPn9GOVZ52No149HaEMu4fs0Gm36s5TyqBBiCsYO5MUw9x/FIPVXTHPpgFGABbgv5PArGJpOMUYBlg+FEHfQtajKB3QWW7lI9wVYPohCu34upfx5mNP/JaBxIIT4PcZqrdsghBAYA9qrwjBRalekPhiU/upLG6WUfw5oWQ1h7hvUHtV3qn+HAJfz3mCY0/4SEAIfCyHqMGK2FVQfdRDcd6PoPq47WuixEFI053sf8WMppS/Qhv8C7sHok9B+OoZRs2NQ2hXwT/0N8B2glmAtfVD7K+Y1fCnlv0kpp5j/MOyYdmCulPLDwKklwC1CiGQhRBJGJ76HYef6RuCcZRjadqRzB9SucMJeCDEO+EQIER84dCtGLQFzu27H2LadBMYJIVyB7eZdGFpA1NvFEPdXT20EioUQqsZxEcbW9wTh+yNc3w0VLue9wSg+9H8AhBBjMQTTOSHEDYHv1ZjpdgohrgO+lFI2DUH7Is3hQZnvvYUQIg74XAiRFji0kJD3MKSfvgjTp9Fox99j2OhnSCl3MsT9FfMafgTciVEpa5ex+HFWSvl3Aa/1+xjazb9LKRuFED8G/lMI8QDGar5cStkU7tzBaKiU8rQQ4kXgfSHERWCflPKdwAT8pRDiMNCMUQTGL4T4JwzbnBejsEz5ILUrbB9cxv76V+AXAaHvBVZH6g8hRBUhfRfltnSHX1zGewP8X+ANIcQ+DHPFIxi7sfVCCD/G/NoBIIRYKoQoBdoD5w06+jJmQzzf24UQ/wy8K4S4gOEsfS1wPFw/rSFMn0YBd2I4h7cHZBcYprkh6S8r09aCBQsWrhLEvEnHggULFixEB5bAt2DBgoWrBJbAt2DBgoWrBJbAt2DBgoWrBJbAt2DBgoWrBJbAt2DBgoWrBJbAt2DBgoWrBJbAt2DBgoWrBP9/Nn6H/Bj+JuQAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(stix_flares[\"CFL_X_arcsec\"], stix_flares[\"CFL_Y_arcsec\"], \n", | |
| " marker='x', ls='')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "8918b2fa", | |
| "metadata": {}, | |
| "source": [ | |
| "sort flare list by start date (if not already)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 167, | |
| "id": "b8164a75", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "stix_flares.sort_values(by=\"start_UTC\", inplace=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 168, | |
| "id": "a5f431c0", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "6669" | |
| ] | |
| }, | |
| "execution_count": 168, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "len(stix_flares)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 170, | |
| "id": "310769db", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>flare_id</th>\n", | |
| " <th>duration</th>\n", | |
| " <th>peak_UTC</th>\n", | |
| " <th>LC0_BKG</th>\n", | |
| " <th>_id</th>\n", | |
| " <th>GOES_class</th>\n", | |
| " <th>GOES_flux</th>\n", | |
| " <th>CFL_X_arcsec</th>\n", | |
| " <th>CFL_Y_arcsec</th>\n", | |
| " <th>start_UTC</th>\n", | |
| " <th>end_UTC</th>\n", | |
| " <th>LC0_peak_counts_4sec</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>2205312303</td>\n", | |
| " <td>392</td>\n", | |
| " <td>2022-05-31T23:03:56.059</td>\n", | |
| " <td>247.0</td>\n", | |
| " <td>7685</td>\n", | |
| " <td>B2.1</td>\n", | |
| " <td>2.100182e-07</td>\n", | |
| " <td>None</td>\n", | |
| " <td>None</td>\n", | |
| " <td>2022-05-31T22:59:28.059</td>\n", | |
| " <td>2022-05-31T23:06:00.059</td>\n", | |
| " <td>367</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>2205312325</td>\n", | |
| " <td>240</td>\n", | |
| " <td>2022-05-31T23:25:36.061</td>\n", | |
| " <td>247.0</td>\n", | |
| " <td>7686</td>\n", | |
| " <td>B2.7</td>\n", | |
| " <td>2.743545e-07</td>\n", | |
| " <td>None</td>\n", | |
| " <td>None</td>\n", | |
| " <td>2022-05-31T23:24:12.061</td>\n", | |
| " <td>2022-05-31T23:28:12.062</td>\n", | |
| " <td>303</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>2205312352</td>\n", | |
| " <td>1836</td>\n", | |
| " <td>2022-05-31T23:52:36.064</td>\n", | |
| " <td>247.0</td>\n", | |
| " <td>7687</td>\n", | |
| " <td>B3.3</td>\n", | |
| " <td>3.333161e-07</td>\n", | |
| " <td>None</td>\n", | |
| " <td>None</td>\n", | |
| " <td>2022-05-31T23:33:48.062</td>\n", | |
| " <td>2022-06-01T00:12:12.666</td>\n", | |
| " <td>7935</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " flare_id duration peak_UTC LC0_BKG _id GOES_class \\\n", | |
| "2 2205312303 392 2022-05-31T23:03:56.059 247.0 7685 B2.1 \n", | |
| "1 2205312325 240 2022-05-31T23:25:36.061 247.0 7686 B2.7 \n", | |
| "0 2205312352 1836 2022-05-31T23:52:36.064 247.0 7687 B3.3 \n", | |
| "\n", | |
| " GOES_flux CFL_X_arcsec CFL_Y_arcsec start_UTC \\\n", | |
| "2 2.100182e-07 None None 2022-05-31T22:59:28.059 \n", | |
| "1 2.743545e-07 None None 2022-05-31T23:24:12.061 \n", | |
| "0 3.333161e-07 None None 2022-05-31T23:33:48.062 \n", | |
| "\n", | |
| " end_UTC LC0_peak_counts_4sec \n", | |
| "2 2022-05-31T23:06:00.059 367 \n", | |
| "1 2022-05-31T23:28:12.062 303 \n", | |
| "0 2022-06-01T00:12:12.666 7935 " | |
| ] | |
| }, | |
| "execution_count": 170, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "stix_flares.tail(3)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "c40a36a2", | |
| "metadata": {}, | |
| "source": [ | |
| "# get STIX flares with CFL values" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "99cd38b4", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 142, | |
| "id": "38c4389c", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "stix_flares2 = stix_flares[~stix_flares[\"CFL_X_arcsec\"].isnull()]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 143, | |
| "id": "d396962c", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>flare_id</th>\n", | |
| " <th>duration</th>\n", | |
| " <th>peak_UTC</th>\n", | |
| " <th>LC0_BKG</th>\n", | |
| " <th>_id</th>\n", | |
| " <th>GOES_class</th>\n", | |
| " <th>GOES_flux</th>\n", | |
| " <th>CFL_X_arcsec</th>\n", | |
| " <th>CFL_Y_arcsec</th>\n", | |
| " <th>start_UTC</th>\n", | |
| " <th>end_UTC</th>\n", | |
| " <th>LC0_peak_counts_4sec</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>3048</th>\n", | |
| " <td>2101010439</td>\n", | |
| " <td>380</td>\n", | |
| " <td>2021-01-01T04:39:50.116</td>\n", | |
| " <td>247.0</td>\n", | |
| " <td>284</td>\n", | |
| " <td>B2.1</td>\n", | |
| " <td>2.118954e-07</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>2021-01-01T04:38:38.116</td>\n", | |
| " <td>2021-01-01T04:44:58.116</td>\n", | |
| " <td>463</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3046</th>\n", | |
| " <td>2101061410</td>\n", | |
| " <td>228</td>\n", | |
| " <td>2021-01-06T14:10:46.745</td>\n", | |
| " <td>247.0</td>\n", | |
| " <td>286</td>\n", | |
| " <td>A</td>\n", | |
| " <td>1.325816e-08</td>\n", | |
| " <td>-2000.0</td>\n", | |
| " <td>-2000.0</td>\n", | |
| " <td>2021-01-06T14:09:38.745</td>\n", | |
| " <td>2021-01-06T14:13:26.745</td>\n", | |
| " <td>671</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3044</th>\n", | |
| " <td>2101090601</td>\n", | |
| " <td>2884</td>\n", | |
| " <td>2021-01-09T06:01:22.804</td>\n", | |
| " <td>247.0</td>\n", | |
| " <td>288</td>\n", | |
| " <td>A</td>\n", | |
| " <td>1.780953e-08</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>2021-01-09T05:32:30.802</td>\n", | |
| " <td>2021-01-09T06:20:34.806</td>\n", | |
| " <td>335</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3042</th>\n", | |
| " <td>2101101833</td>\n", | |
| " <td>980</td>\n", | |
| " <td>2021-01-10T18:33:22.715</td>\n", | |
| " <td>247.0</td>\n", | |
| " <td>290</td>\n", | |
| " <td>A</td>\n", | |
| " <td>1.207068e-08</td>\n", | |
| " <td>-2000.0</td>\n", | |
| " <td>-2000.0</td>\n", | |
| " <td>2021-01-10T18:27:06.714</td>\n", | |
| " <td>2021-01-10T18:43:26.716</td>\n", | |
| " <td>367</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3041</th>\n", | |
| " <td>2101121818</td>\n", | |
| " <td>752</td>\n", | |
| " <td>2021-01-12T18:18:42.679</td>\n", | |
| " <td>247.0</td>\n", | |
| " <td>291</td>\n", | |
| " <td>A</td>\n", | |
| " <td>2.439015e-09</td>\n", | |
| " <td>-2000.0</td>\n", | |
| " <td>-2000.0</td>\n", | |
| " <td>2021-01-12T18:15:38.678</td>\n", | |
| " <td>2021-01-12T18:28:10.679</td>\n", | |
| " <td>367</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " flare_id duration peak_UTC LC0_BKG _id GOES_class \\\n", | |
| "3048 2101010439 380 2021-01-01T04:39:50.116 247.0 284 B2.1 \n", | |
| "3046 2101061410 228 2021-01-06T14:10:46.745 247.0 286 A \n", | |
| "3044 2101090601 2884 2021-01-09T06:01:22.804 247.0 288 A \n", | |
| "3042 2101101833 980 2021-01-10T18:33:22.715 247.0 290 A \n", | |
| "3041 2101121818 752 2021-01-12T18:18:42.679 247.0 291 A \n", | |
| "\n", | |
| " GOES_flux CFL_X_arcsec CFL_Y_arcsec start_UTC \\\n", | |
| "3048 2.118954e-07 0.0 0.0 2021-01-01T04:38:38.116 \n", | |
| "3046 1.325816e-08 -2000.0 -2000.0 2021-01-06T14:09:38.745 \n", | |
| "3044 1.780953e-08 0.0 0.0 2021-01-09T05:32:30.802 \n", | |
| "3042 1.207068e-08 -2000.0 -2000.0 2021-01-10T18:27:06.714 \n", | |
| "3041 2.439015e-09 -2000.0 -2000.0 2021-01-12T18:15:38.678 \n", | |
| "\n", | |
| " end_UTC LC0_peak_counts_4sec \n", | |
| "3048 2021-01-01T04:44:58.116 463 \n", | |
| "3046 2021-01-06T14:13:26.745 671 \n", | |
| "3044 2021-01-09T06:20:34.806 335 \n", | |
| "3042 2021-01-10T18:43:26.716 367 \n", | |
| "3041 2021-01-12T18:28:10.679 367 " | |
| ] | |
| }, | |
| "execution_count": 143, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "stix_flares2.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 144, | |
| "id": "22feacc6", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "2002" | |
| ] | |
| }, | |
| "execution_count": 144, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "len(stix_flares2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 145, | |
| "id": "cb6f42b1", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "times = Time(pd.to_datetime(stix_flares2[\"start_UTC\"]))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 146, | |
| "id": "389daa77", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/Users/laura.hayes/opt/miniconda3/envs/stix_directivity/lib/python3.10/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"dtf2d\" yielded 1 of \"dubious year (Note 6)\"\n", | |
| " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "a1b78002100b45a7a18967b4559c7a91", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Files Downloaded: 0%| | 0/1 [00:00<?, ?file/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "kernals = astrospice.registry.get_kernels(\"solar orbiter\", \"predict\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 147, | |
| "id": "1c056658", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "solo_coords = astrospice.generate_coords(\"SOLAR ORBITER\", times)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 180, | |
| "id": "aa38d3eb", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<SkyCoord (HeliographicStonyhurst: obstime=2021-01-28T02:26:21.751000000, rsun=695700.0 km): (lon, lat, radius) in (deg, deg, km)\n", | |
| " (163.91862102, -0.25243225, 78706157.34319572)>" | |
| ] | |
| }, | |
| "execution_count": 180, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "solo_coords[10]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 174, | |
| "id": "2315d506", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<SkyCoord (HeliographicStonyhurst: obstime=2021-01-01T04:38:38.116000000, rsun=695700.0 km): (lon, lat, radius) in (deg, deg, km)\n", | |
| " (131.67346449, -1.85008244, 1.03677026e+08)>" | |
| ] | |
| }, | |
| "execution_count": 174, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "solo_coords[0]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "1947541f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 148, | |
| "id": "cd52f693", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "coord1 = SkyCoord(stix_flares2[\"CFL_X_arcsec\"]*u.arcsec, stix_flares2[\"CFL_Y_arcsec\"]*u.arcsec, \n", | |
| " observer=solo_coords, frame=frames.Helioprojective)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 149, | |
| "id": "656f4821", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "frames_earth = frames.Helioprojective(observer=\"earth\", obstime=times)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 150, | |
| "id": "64855a2a", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "coords_hgs = coord1.transform_to(frames.HeliographicStonyhurst)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 151, | |
| "id": "81c68c24", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<SkyCoord (HeliographicStonyhurst: obstime=['2021-01-01T04:38:38.116000000' '2021-01-06T14:09:38.745000000'\n", | |
| " '2021-01-09T05:32:30.802000000' ... '2021-12-06T07:22:39.824000000'\n", | |
| " '2021-12-06T07:47:43.826000000' '2021-12-06T13:55:23.864000000'], rsun=695700.0 km): (lon, lat, radius) in (deg, deg, km)\n", | |
| " [(131.67346449, -1.85008244, 695700. ),\n", | |
| " ( nan, nan, nan),\n", | |
| " (137.94817972, -1.59433478, 695700. ), ...,\n", | |
| " (-49.34753983, -33.08876369, 695700.00000501),\n", | |
| " (-46.28678786, -33.05007287, 695700.00000107),\n", | |
| " ( -2.9711156 , 0.89676619, 695700. )]>" | |
| ] | |
| }, | |
| "execution_count": 151, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "coords_hgs" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 181, | |
| "id": "71432226", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "coord_earth = coord1.transform_to(frames_earth)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 182, | |
| "id": "203d7f2f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "498" | |
| ] | |
| }, | |
| "execution_count": 182, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "np.sum(np.isnan(coord_earth.Tx.value))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 183, | |
| "id": "5b87939b", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "0" | |
| ] | |
| }, | |
| "execution_count": 183, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "np.sum(np.isnan(coord1.Tx.value))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 184, | |
| "id": "ea753619", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Time object: scale='utc' format='datetime64' value=2021-01-01T04:38:38.116000000>" | |
| ] | |
| }, | |
| "execution_count": 184, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "times[0]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 185, | |
| "id": "abf64789", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "dt = [(times[i].datetime-times[0].datetime).total_seconds() for i in range(len(times))]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 186, | |
| "id": "6bff7365", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "solo_coords = astrospice.generate_coords(\"SOLAR ORBITER\", times).heliographic_stonyhurst\n", | |
| "earth_coords = astrospice.generate_coords(\"earth\", times).heliographic_stonyhurst\n", | |
| "sun_coords = astrospice.generate_coords(\"sun\", times).heliographic_stonyhurst" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 187, | |
| "id": "944a73de", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "ticks = dates.date2num(times.datetime)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 188, | |
| "id": "1586da05", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x432 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig = plt.figure(figsize=(6, 6))\n", | |
| "ax = fig.add_subplot(projection='polar')\n", | |
| "\n", | |
| "im = ax.scatter(solo_coords_hgs.lon.to(u.rad), \n", | |
| " solo_coords_hgs.radius.to(u.au), c=ticks, s=20)\n", | |
| "\n", | |
| "ax.plot(earth_coords_hgs[0].lon.to(u.rad), \n", | |
| " earth_coords_hgs[0].radius.to(u.au), ms=12, marker='.', color=\"blue\", label=\"Earth\")\n", | |
| "\n", | |
| "ax.plot(sun_coords_hgs[0].lon.to(u.rad), \n", | |
| " sun_coords_hgs[0].radius.to(u.AU), marker='o', color='y', label=\"Sun\", ms=14)\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "ax.set_theta_zero_location(\"S\")\n", | |
| "_ = ax.set_yticklabels([])\n", | |
| "\n", | |
| "ax.set_rlim(0, 1.3)\n", | |
| "ax.set_title(\"Positions in Heliographic StonyHurst\")\n", | |
| "\n", | |
| "cbar = fig.colorbar(im, ticks=[ticks[0],ticks[int(len(ticks)/2)], ticks[-1]], pad=0.1, shrink=0.6)\n", | |
| "cbar.ax.set_yticklabels([dates.num2date(ticks[0]).strftime(\"%Y-%m-%d\"), \n", | |
| " dates.num2date(ticks[int(len(ticks)/2)]).strftime(\"%Y-%m-%d\"),\n", | |
| " dates.num2date(ticks[-1]).strftime(\"%Y-%m-%d\")]) # vertically oriented colorbar\n", | |
| "#ax.legend()\n", | |
| "plt.tight_layout()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 189, | |
| "id": "52879f98", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[Text(1, 18628.193496712964, '2021-01-01'),\n", | |
| " Text(1, 18877.438584606483, '2021-09-07'),\n", | |
| " Text(1, 18967.580137314817, '2021-12-06')]" | |
| ] | |
| }, | |
| "execution_count": 189, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 576x576 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize=(8, 8))\n", | |
| "im = plt.scatter(coord_earth.Tx, coord_earth.Ty, c=ticks)\n", | |
| "ax.set_aspect('equal', adjustable='box')\n", | |
| "ax.set_xlim(-1500, 1500)\n", | |
| "ax.set_ylim(-1500, 1500)\n", | |
| "circle1 = plt.Circle((0, 0), 960, color='grey', fill=False)\n", | |
| "ax.add_artist(circle1)\n", | |
| "cbar = fig.colorbar(im, ticks=[ticks[0],ticks[int(len(ticks)/2)], ticks[-1]], )\n", | |
| "cbar.ax.set_yticklabels([dates.num2date(ticks[0]).strftime(\"%Y-%m-%d\"), \n", | |
| " dates.num2date(ticks[int(len(ticks)/2)]).strftime(\"%Y-%m-%d\"),\n", | |
| " dates.num2date(ticks[-1]).strftime(\"%Y-%m-%d\")]) # vertically oriented colorbar" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "885a3a30", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "59f4b62f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.10.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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