{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3706975.svg)](http://dx.doi.org/10.5281/zenodo.3706975) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: Ethylene (C2H4), orb 6 (HOMO-2) ionization (Ag), wavefn run, 1.0:2.5:100.0\n", "\n", "- *electronic structure input*: ethylene_geom_cc-pVDZ_D2h.molden\n", "- *ePS output file*: C2H4_1.0-100.0eV_orb6_Ag.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.html\n", "- Dataset: https://zenodo.org/record/3706975\n", "- DOI (dataset): [10.5281/zenodo.3706975](http://dx.doi.org/10.5281/zenodo.3706975)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS ethylene, batch C2H4_1.0-100.0eV, orbital orb6_Ag\n", "- Ethylene, HOMO-2 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", "- E=1.0:2.5:100.0 (40 points)\n", "- Fri Feb 16 14:51:36 EST 2018" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS ethylene, batch C2H4_1.0-100.0eV, orbital orb6_Ag\n", " Ethylene, HOMO-2 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Fri Feb 16 14:51:36 EST 2018\n", "\n", "*** Found orbitals\n", "1 1 Ene = -11.2385 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2367 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -1.0395 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -0.7933 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -0.6450 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -0.5904 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -0.5055 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -0.3793 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 0.6612580000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.6612580000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 -1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 -1.2277770000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 120 DumpIdy segments.\n", "Found 120 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 120 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS ethylene, batch C2H4_1.0-100.0eV, orbital orb6_Ag\n", " Ethylene, HOMO-2 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Fri Feb 16 14:51:36 EST 2018\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/ethylene/electronic_structure/ethylene_geom_cc-pVDZ_D2h.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2]\n", "Final state occ:\t\t [2 2 2 2 2 1 2 2]\n", "IPot (input vertical IP, eV):\t\t 10.51\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 1 0 0]\n", "Ionizing orb sym:\t\t ['AG']\n", "Orb energy (eV):\t\t [-16.06560231]\n", "Orb energy (H):\t\t\t [-0.5904]\n", "Orb energy (cm^-1):\t\t [-129577.82236427]\n", "Threshold wavelength (nm):\t 77.17370007876875\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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1pMENE68Aq8fghlot6sjQ5mGfsZiWjEgzmQmDIw7XHovQHqtTS3CBlFKQ+C/okX9ww1LFatugroLOo5L/tbbAnWFwg6rz4IZamfIpShwioWsAOTCmp0KLIHELOvuNsRsWGLy6CnoQYn+Nipy+sG34MLihVrJrmUdC1wByYMxMRU6B5K3o3LfBKY2tIDGPF01nQZcg9p9R0SvmX4CPgxtqJW/o5pHQNYAcGLNTkVMg9D/Ruf8D1ddwd93U9JeTaQ0UxrolOlGpW1FtJ87/iX0e3FAr2bfMI6FrADkw5kaFeiD136DyMrr4/6D6OmgLonmojKWhhbtasA67k5/Hrka1n41S0fk9mSGDG2ol+5Z5zN1bWogcGHOnlAWR01GR09H2AbD/hH7+/4IaAuVAOYJathFSJ0Jo+fxfW8MGN4jmI6FrCIVCyxV686JC3RDqRu1+HkaGD91x3loIp+e3sSYc3GDiVTFCQtcYSilmuWZaeMXgwQ21kE9QZpLQNYRSyFCURpticMOks2QGDG6ohWSumSR0DSGtkgZq4MoNfpJ9ykwSuoaQA6QBAji4oRayT5lJQtcQcnh4KMCDG2oh+5SZJHRNIa0SbwR8cENNmu33aRISuoaQj4J1Nt3gBjV2IVVABjeI5iN7myEkdOvEdtyBDTt2tPzgBtmnzCShawg5PupgZARefwMqFfeqg4APbqiVhK6ZJHQNIaOHapBKwfAQvLoT8nk40A+JpNuSbQsHdnBDrVroVw0UCV1DSKukBuecAw/2wuCA26rdPXbSrC3sXgK24jjYu9ftbuhZ7F4O1gKvt7yRm0mW6zHEaC5PNl/wu4zgsm34x3+Ena+5gbp0KRx9NIRDRz42EnG7GHoWw+Kx74sWTf3YAEvEYqSTcb/LaFWyXI/ppKW7QOPNglAIPvQhSKbc8Jzp9SyX4S9/cb/GKQu6umDxhCBe3OMOBZ72uTXs2w+pJCRrXG/NA7JLmUlauobIFYqMZHN+lxFsjobXX4c/vg29fXDggDvMtxbJ1OQQntg98dDD8PpYy3rNGrjgAjf8p/HCCy/y+c9/nkcfeQTbsbni8iv4zt13s3r1qtpqnEYqEScZr3FdObFQ077lSegaIl8oMiyhOzsNWk2zR4/PoTDOtuHAAPT2Ql+vG8R9vVAq1VZDJALtUXjxRfcqiWQKkgl3NNuV6yGdmvZHv/KVOymVihSLRZYtW8Ytt9xSWy0zkND1lYSu6QrFEkOjWb/LMNfhl39N95jZPlJrDSOjbvj29R8K5OHhWX7wMPt74a233KslRkfcPuFUGjo74eMfh/etnfLHyuUKl19+Ge3tUX72swcJzdAyrlU6mSARm+eKGaJepE/XdNKnOwf1eImUgkza/Tr++EO3F0vQ3+e2hnv3u4Hc3z9990Ru7FNJpeyuNrFvv/s9n4d/uRO+9rUp53EYGhoil8tTrVQplUrE496d6JI9ykzS0jVEqVxhYHjE7zKCbS4t3fmwbRgYONQtMf69WHSHFw+PuEFdKLp9udEoZDLuv2/5tDuBzmE+8YlPcNVVV7Fnz5/o7d3P7bffXseCJ+tIJYkFeGrKgJOWrumkoTvBXLoSGiEUGru0rAc42b1NaxjNwt13w96/QMhyT+A5zqE/YkcHrH3fEZu7//4HCIfCbNiwAdu2+fCHr+KZLc9w3gfO86R8+fRkJmnpGqJSqdI/NM9+xWZzcPqvBe529W7pzmTzL+Dllw79XylIp2HZcvjAB9zuC591ZdK0R9r8LqNVSUvXdNIqGReQ9/m/Wue2gAsFWLbMHYhh2GxlskuZyay9pIW17AEysSshSK9BKARr3ut3FTOSYcBmktA1RMu2dFv01xatS0LXEC0TujMNbpjPZpwcuvIq2LuguhucUcABFYfw0RBaiWpbhQq1xjSOU2mZfSpg5ESaQd7pO+B3Cd6p0xUJ2hlCF38F5e24IdsOKgZExhaZtEEXQBfdJw2vREUvRoWPqe2JA2hxV4engy/EjGREWhDs6xtAN+tLXuOVBVprdHk7FB8CbYPVCSp8+IMmd45rDXrIDeD281HR/4RSrXM2f0l3J5Zl+V1Gq5KrF4LAshS206ShW1PgOujiY1D6NVhdYM1xaKtSoDpBV6H0a7T9Z4h/DGW1xnwE0r1gJnkbNEjTHCSaun5G0sVfjgXuElALmEtAhcFaCtXd6PwP0bpSv+JmkR3KsX93H/t39zE62Ni5NZpmf2oy0tI1SOAPkvHBDap+iasrb0HpibHAraF/UimwFkN1F7r0a1R0Xd1qnEpuOM/O373Bgb2DqLGmjdaQ6clw0vtPIN3l7fy7crmYuaSla5DmOEzqGLi6hC48ACpdW+COUwqsRVB8HF19p/btTSM3nOfZn29ndDBH1/JOupa6X93LOinlSzz7898zfGDUs+eHJngDb2ISuiYJ4oEysSuhzuXr8svgDINVx1ahagPC6NLT9dvmYV577k2UUqQ6E0e8JIl0jPZohFeeeY1ZTmKLJiWha5BAtk48GkmmtYbS024rt96sTqj8Ae3Uf1a33HCe/j8PkOxMTPuYeCpGdjDLyAHv+niDuCu1CgldgwQidHWDriN0+sEZcAc71JsKAQ5U3677prPDOZQ1e4+qAk9PrAViX2pREroGMfo4Ge9GqMNosjmx+9zvnr0oYbS925tNz6XbwOM/toSuuSR0DWL8GecGlqedfd4+gYpDdU/dNxtPxeb0SUBrh2RGVo1oRRK6BjG6ddLo0nQe8HAIq7JA17hA5RRSnUk6l3aQHc5P+5hCrkgiEyfT4+GcuybvSy1OQtcgxhwndR7csDANmDNAebP7rz7reKqVKrmRwhH3FXJFCqMFTjl3tadvska/gbc4GRxhEN8PFA8GNyyY6gSq3m1fl8DyZgayVGeSsy5bwyvPvMaBvQOosfkPtNYkOuKceekaOhZnPHnucb7vS2JaEroGMeNAMSBwARVeivbyg5guQnilZ5tPdSY5+4ozGBnIkh/K42hNIh0j05M25O8s/CKhaxBfDkVTV26wlgDKnazm8NnE6kSFjvZkuwe3rxSZ7hSZ7pSnzzP1czf8KcUcSZ+uQXxpAZkWtmOUFYPI6eAM1X/jugBWCsLH1n/bhjD+SpgWJqFrkIaEbqMGN9SBipwNVEE79d2wMwSRC1D1mM/BUNKFYS4JXYN4eqA0enBDHajw0RB5Hzh99duoMwShJaj299VvmwaSzDWXhK5BPD9QAnggquilYKXr082gi6BLqNjfNP0KEtLSNZeErkE87YcL6DGorBgq8QnAAmdw4RvSRffnYxtR4aPqVZ6xJHTNJaFrkLodKEYMbqgfFVqMSn7KHbpr73fXSJsrrcHuB52D+Mew2k/zrlAh5kAWpjSIbdv0DtTwMXp8cEOT/tm0LqGLj0PpGcAaW5yybeIDDvXRaHusS6IM4RNQsb9GhTr9KNsXmWSCeGwBSxuJepGFKYOgPi3d5gxcAKXaUbHL0ZEz0eVtUH4WnAru7zx+hYOFu79raDsV1f5+CB3bch+3W+33DRJp6RpEa82+/oF5/tDY9xY8xrS23Tl37d6xCXIcd+FKaxGEFjf9ybKZdKZTRNsjfpfRyqSlGwQLap20YNiOUyoEoR73Cw5eEtfKLGWRTMQkcA0moWsYhULP9AFDgw7QtbaicaLt7aQTMUKh5h300QwkdA2jlJp6wcIJ3QgSuGKikGWRTiakdRsQErqGmfHiA0lbcZhELEYqEZMTZwEioWuYiQeP1todMGHopDTCP23hMJlkgrY2OYSDRv5ihlFKHWzpSutFHE6hSCXjJOQa3MCS0DWOdNqKqbVHImSScTlRFnASuoaRxq04nJwoay4SuoaRLgUxUTwaJZ2My37RRCR0DSMHlwD3RFk6GSfS1rqj6pqVhK5hLAndlqZQJBMxErGovAE3KQldw8iB1roibW10pBJyoqzJSegaRjK39VjKIp2ME4u2+12KaAAJXcNIS7e1xKLtpBNxLEvWE2gVErqGkdBtDeFQiEwqISfKWpCErmEkcpubQpGIR0nGZb6EViWhaxg5EJtXJBwmk0oSDsuJslY279AtFArs2rUL257H4oA+CYVCrFy5klgs5ncpcyah23wsZZFKxGTNMgEsIHR37drFokWL6OnpMbrz33Ec+vr62LVrF6eccorf5cyZhG5ziba3k0nKiTJxyLz3BNu2jQ9cAMuy6OnpCUSLfCLJ3OYQsiy6Mmk600njjxXRWAvq0w3KThSUOidSciot8GRicTETOZFmGDlQgysSDpOWicXFLHxtCt57772sXr160pdlWTzwwAN+luUrydzgUSjSyQTdnRkJXDErX0P3+uuvZ+fOnQe/brzxRtauXcuGDRv8LMtX0tINlvZIhJ6ujKzkIObMmLfll19+mTvvvJMtW7a09IQfErrBIBOLi4UyInRLpRIf+chHuP322znhhBP8LsdXErrmk4nFRS2MCN3Pfe5zrFq1ik2bNvldihEUCj3tOuyNVcgWKYwWiCajxFPBGWTiBVmBV9SD73vPo48+ysMPP8yLL77odynGUEqhtb+hu3vHn3nqP37DzmffxLLcet695jjWXfsBVpx6jK+1Ndr4xOLJeGu/6Yj68DV0+/r6uPHGG/nBD35AR0eHn6UYRSnws6H7+1++xANfe5hQ2CK9KIVlKRxH8/ZLe/juth+w4ZbLOOvyM/wrsIFkBV5Rb76G7te//nUGBga4+eabJ93+hS98gU9+8pM+VeU/P/sK9+/p46ffeIREJk5b+6Hdw7IUqa4E1bLNg//7MY5etZzl717qW51ek4nFhVd8Dd077riDO+64w88SjORn6P7ukW1orScF7kThiNvie+bB57j6c+sbWVrDxKNRUolYIEc0CvPJXmUgP8+Jv/jEKyTS8Rkfk+xI8vJTOxpUUeOEQyG6O9JkUgkJXOEZ30+kiSn42NItFSokO2a+9tQKK8qlClrrprhsSlbgFY0koWsgPw/8TE+KwmiRaGL6vsxKqUq6K9UUARVpayOTTMjE4qJh5DOUgfwMs3OvOotCtjjjY3Ijec696swGVeQNS1l0pJJ0d6QlcEVDSegayM8G5Jp1p5LuSjE6mJvy/txQnkQ6ztqL39PgyuonFm2npysjVyYIX0joGsjPOXXjqRibvvJRkh1xhnpHyA0VKBXK5IYLDPWOEE1E2fTPHyPVmfStxoUKh0J0ZdJ0pGRiceEf6dM1kN99pT1Hd/PZ7/0tO3/3Or97dDuj/aMkOhOcddkaTjl3FZFosJYNlxV4hUkkdA1kQi5E2sO854KTec8FJ/tdSk1kBV5hGs8/Yz383c1sPOpGPhS6mo1H3cjD391cl+1ec801dHV1NeWsZNIaq52lLDJjE4tL4AqTeBq6D393M9/57D0MvDMEGgbeGeI7n72nLsF7ww038NBDD9WhSvNI6NYm2u6eKJMlz4WJPA3de//pfsrFyqTbysUK9/7T/TVv+9JLL2XRokU1b8dEErkLExo7USYr8AqTedqnO7BvaF63C5e0dOdPVuAVQeFpc6Br6dTTNU53u3BJcMxdJBxmUUdGVnIQgeFp6F5/29VHXF4UibZx/W1Xe/m0gWdZEh6zkRV4RVB5urdeedPFgNu3O7BviK6lHVx/29UHbxdT83NwRBDIxOIiyDxvIlx508WehOz69evZunUrg4ODLFmyhC996UvceuutdX8eP8jH5KnJCryiGQT2c1mzXi4GZgyOMI2swCuaRWBDt5lJsBwiK/CKZiN7soEkdGUFXtG8JHQN1OqhG2lroyOVkBNloilJ6BpKodB+rsPuA1mBV7QCCV1DKaXQunVCNxZtJ52Iy/Bd0fQkdA2lFLRCQzccCpFJJYi0BWuOXiEWSkLXUM3erysTi4tWJaFrqGYOIlmBV7QyzzvQnNx9OL3n4exb5X7P3VeX7fb393PppZdy3HHHsXLlSh5//PG6bNcUzRi5BycWlxV4RQvztKXr5O6D0duB0tgNfTB6Ow5gJa6tads33XQTl1xyCY899hjFYpFsNltzvUZpspaunCgTwuVt90Lu2xwM3INK7u01hO7g4CBbt27l/vvdydCj0SjRaHOtEtAs3QvhUIh0MkF7RE6UCQFedy84/deWooUAAAIJSURBVPO7fY527txJd3c311xzDSeddBIbN25kZGSkpm2aJuihq1Ak4zEWdWYkcIWYwNvQtaZZTme62+eoWq2yY8cObr75Zl599VUSiQS33XZbTds0TZAzNxIOs6gzQyohE9QIcThvQzdxC3D46KL2sdsXbsWKFSxZsoSLLroIgI0bN/LCCy/UtE3TBHFOXVmBV4jZeRq6VuJaSH0ZrB5Aud9TX675JNoxxxzDsmXLeOmllwDYvHkzq1evrkPF5ghaC1FW4BVibjy/TtdKXFvTSbPpfPvb3+a6666jXC5z7LHH8qMf/ajuz+GnoGRuyLLIpJLSbyvEHAV2cMQ555zDH/7wB7/L8EwQWrqyAq8Q8xfY0G12JgeZTCwuxMLJUWMoEyNXoUgl4ySk31aIBVtQ6DqOE4iRRY7j+F3CgpnW0pUVeIWoj3knZygUoq+vz/hAcxyHvr6+wIaEKaEbsiw60ym6MqnAvpZCmETNMlH2EXcWCgV27dqFbdveVVUnoVCIlStXEosFb52tUrnCwLC/o+xkBV4hFmzag2beoSsao1ypcGDIn9BtC4dJJ+MysbgQCzdt6MqJNEP5MSJNVuAVwnsSuoZq9Ed6WYFXiMaQ0DVUozJXVuAVorFm69MVQghRR+ZfbCuEEE1EQlcIIRpIQlcIIRpIQlcIIRpIQlcIIRpIQlcIIRro/wNuVgJQfgCbzQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb6_Ag.inp.out, pType=a, thres=2.049419698721953, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb6_Ag.inp.out, pType=phaseUW, thres=2.049419698721953, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.inp.out_BLM-L_2020-02-17_23-02-35.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb6_Ag.inp.out, pType=a, thres=0.0013922977846090826, with Seaborn\n" ] }, { "data": { "image/png": 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BNNSRI0dw9uxZrFq1SrNORKBSqZCWlob27dsDQJ0/amvGcTexlJSU6FQmQPVAPrcSkVrX1+VOjrl1f7k5+Fld5dzJMfUt53Zl1OcYBwcHFBcXNygWarpYp/wZoynqlDvx9ttva/7duXNnAMAHH3ygtV5t/fr1KCwsxDPPPKOzrSF1yjfffIOnnnpK6/3r0KEDVq5ciRkzZiAmJgbW1taYNm0avL29YW1tDaD6B3NFRQUWLVqEwYMHAwBWr14NHx8f7Ny5E0OGDNGUt3btWhQWFuLo0aN444038Omnn2LmzJk6sXzyySdYvXo1du3apYlHpVIBAEaOHIlXX31V897s378fX375Jfr27atVRklJCb777judBGnw4MGYN28eJk+ejIkTJ8Le3h7vvPMOfvvtN801UeOkvllY05tvvqk3Cb6dmjcLAaBt27ZYtGgR+vbti6VLl2r+9tQ3C+syefJkPPnkk3Xu4+/vr3dbbTcL71RUVBSeeOIJBAcHIy0tDe+88w4GDBiAI0eOwN7eXmf/2m5M1XbDrlmzZrCzs6v1pl12dja2bNmC7777TrPOxcUFkZGR+PDDD9G+fXt4e3tj9erVOHjwINq2bQtA+0ba7Nmz8fHHH2Pr1q0YNWoUdu7cqfX/+osvvsDMmTNx48YNhIaGIi4uDnZ2drW+BwcOHMD333+PTZs2adadO3cOv/32G5RKJX766Sfk5uZiypQpuHbtGr755hudMg4dOoTk5GTExsZq1oWGhiI4OBgxMTH46quv4OTkhPnz5yMnJ0frht2rr76K3r17Y+TIkbXG5+Ligl27dmHkyJGaG94hISHYtm0bbGyq08QhQ4bg1VdfxaRJk9C/f3+cPXsWCxcu1LzfLVu2rNc1nTt3Dr/++iueeuopbN68GSkpKXjppZdQWVmJd999t9b4mgom3FRvTk5OeluDrKyqO0uoEzwAWqO+1kalUuGvf/0rpk2bprMtKChI67y3M2fOHL2tLmpbtmxBnz59at3m6emJpKQkrXU+Pj64dOmSzr5XrlzRqfxrHqNufanZInX58mWtL5Db8fHx0fkiuXz5MmxsbNC8efMGHQPotljXdV6g+gvO19dXqxx9ZXh6esLa2rrWc996zLVr19CiRYt6xUJNH+uUaqaoUwylV69eKCgowKVLl3Ri/te//oVhw4bptKLoq5tqu+a9e/fi9OnTWLt2rc62CRMmYMKECbh06RKcnJygUCgwf/58tGrVCgA0dVZYWJjmmBYtWsDT01MzeriaujUqLCwMVVVVePHFF/Haa69pJbqffvop5syZgx07diAiIkKz3tPTEzY2NlrnAYD27dtrtSyp/fjjjyguLq71RsSMGTPw6quvIjs7G82aNcP58+cRExOjuSZqnO7Fm4V3YuzYsZp/h4eHo1u3bggODsamTZu0erCoz1vbjSmgYTcqV6xYAXd3dzz22GNa6//973/j2Wefhb+/P6ytrXH//fdjwoQJiI+PB9CwG2lPPfUUBg0ahOzsbHz66ad48sknsW/fPp337fjx4xg5ciTeffddDBo0SLNepVJBoVBg1apVcHNzAwDMnz8fY8aMweeffw4HBwetcmJjYxEeHo4ePXpo1tna2mLdunV47rnn4OHhAWtrawwcOBBRUVGafTZu3Ihff/0VCQkJOu+TWklJCZ599lk88MADmt42n376KR555BH88ccfcHBwwAsvvIDU1FQMGzYMFRUVcHV1xfTp0zFr1iytG563uyaVSgUvLy8sW7YM1tbW6Nq1Ky5evIh58+Y1+YSbXcrJINRJVM27aomJiXUec//99+P48eOabp01F313CvW52+6fXbp0walTp7R+3EdGRiI/P19rOpiDBw8iPz9f7w/drl27wtbWFnFxcZp12dnZSE5ObtCP48jISK0yAGD79u3o1q0bbG1t9R6zZ88era6T27dvh5+fH1q2bFmv87Zq1Qo+Pj5a5y4vL8fu3bv1xm9nZ4euXbvqxBsXF6dzTHJyMrp06VKvWOjexjqlmqHqFENJSEiAUqmEu7u71vq0tDTs3LlTpzs5oL8+qy3+2NhYdO3aFZ06ddIbg7e3N5ydnbF27VoolUrND1n19GunT5/W7Hvt2jXk5uZqukbWRkRQUVGh9VnNmzcPH374IbZu3arzOdvZ2aF79+5a5wGAM2fO1Hqe2NhYjBgxQu/NRoVCoZmGcfXq1QgMDMT999+vN14yP/XNwpqLOsm9m5uFNeuXo0ePIiUlBffdd5/WeW/nbruUe3p6Ii8v77bnuRO+vr4IDg5GSkqKzjZ9N6Zqu2GXl5eHiooKnZt2IoJvvvkGEydO1Knz77vvPuzevRtFRUXIzMzEoUOHUFFRobm5VdeNtFtv2Lm5uaFt27Z46KGH8OOPP+LUqVM6Ux2eOHECAwYMwAsvvKDTI8jX1xf+/v6axFR9HhHRmfKxuLgYa9aswfPPP6/znnXt2hWJiYm4fv06srOzsXXrVly9elVzTb/++itSU1Ph7u4OGxsbTYv16NGj0a9fPwDAd999h/Pnz2P58uXo3r07evXqhe+++w5paWn473//C6C6jvr4449RVFSE9PR05OTkaJJ/9e/L+lyTr68vQkJCtG5stm/fHjk5OTqP/TQ5JnxenCyYvlE5r1y5otlHPVri8ePHZffu3dKjR486Bwk5evSoODg4yJQpUyQhIUHOnDkj//3vf7VGngwODpYFCxYY/frUU1YlJSVprR86dKhERETIgQMH5MCBA9KxY0etKXwuXLgg7dq1k4MHD2rWTZ48WQICAmTHjh0SHx8vAwYMuONpwV599VU5ceKExMbG6kwLduu0HdevXxdvb28ZP368JCUlyfr168XV1fWOpgVzc3OT9evXS1JSkowfP15nWrABAwZojU6pnhYsNjZWTpw4Ia+88oo4OTlpBixRCw4Olm+//bZB8VDTxDrFtHWKSPWo3gkJCdK1a1eZMGGCJCQkyPHjxzXb169fL+3atdO83rhxoyxbtkySkpLk7Nmz8vXXX4urq6vOgI4iIm+//bb4+fnVGtO+ffvE2tpaPvroIzl58qR89NFHOtOCiVRPbejo6ChLly6tNf7FixfLkSNH5PTp07JkyRJxcHCQzz77TGufkSNHSocOHWTfvn2SlJQkw4YNk7CwMM0gPf/5z39k7dq1cuLECUlNTZXvv/9e/P395amnntKU8fHHH4udnZ38+OOPWn+b6lGT1e+Vra2tLFu2TFJSUmTx4sVibW0te/fu1YonJSVFFAqFbNmypdZr+uSTT+TYsWOSnJwsH3zwgdja2moNaFTb38PEiRO1ZoC49XMj47rdQGDFxcUCQGuqo+3bt9dZd02YMEFnGq5b1bfuunr1qmZASH1Lzan9bvXDDz9Is2bN9M5u0pBB026Vm5urGdjwVn379tWZ5k/kz0HTLl68qFm3Zs2aWgdNU7+vt9a7tbl27Zq4ubnJV199pVkXGRmpM2jaY489JuPHj9dbTllZmTg4OGgGbxQRSU5OFi8vL3njjTdqPearr74SBwcHrTplw4YNYmVlpfPZLF++XOzt7SU3N/e213TmzBmxsrKSbdu2iUj1dItJSUlaCwD57LPPNIPpLlq0SHx8fLQ+74qKCnFyctIauPJWEydOlMjIyAZdU0xMjAQHB2sNvLlw4ULx9fW97bVZOibcVC/65jis+SV/4sQJ6dWrlzg4OEjnzp1v+wUjUj3336BBg8TZ2VmcnJwkIiJC/vGPf2i2m+rHsYjIuHHjdKaxunr1qjz11FPi4uIiLi4u8tRTT2nFrx6NtOaIsiUlJTJ16lTx8PAQBwcHGTZsmM4oucHBwVrTVdRm165d0qVLF7Gzs5OWLVvq/Ah97733JDg4WGvdsWPHpE+fPmJvby8+Pj4ya9YsrUpU/RmkpaXpPa9KpZL33ntPM0fiQw89pPPlVVv8n3/+uQQHB4udnZ3cf//9snv3bq3t+/fvF3d39zq/6OnewTrF9HVKbe93zTpk+fLlUvM+/JYtW6Rz587i7Owsjo6OEh4eLgsXLpSKigqtcquqqiQgIEDeeustvef+4YcfpF27dmJrayuhoaGybt06nX3UP9iuX79eaxkTJ04UDw8PsbOzk4iIiFpv3uXn58uzzz4r7u7u4uHhIY8//rjWe7VmzRq5//77NX8fYWFhMmfOHCkpKdHsExwcXOt7dev7GxsbK23atBGlUimdOnWSDRs26MQTExMjAQEBekd279+/v7i5uYlSqZSePXvK5s2btbbX9vfQt29frXnOb/3cyLju1ZuF6enpkpCQIO+//744OztrbuDVTLDatWunmbGksLBQXnvtNdm/f7+kpaXJzp07JTIyUvz9/XWmvavrxpR6WrCHH35Y4uPjZceOHRIQEKD13qg9/fTTWvN817R161bZsmWLnDt3TrZv3y6dOnWSHj16aI2YfbsbaampqTJnzhw5fPiwpKeny/79+2XkyJHi4eGhmTosOTlZWrRoIU899ZTW38fly5c15yksLJSAgAAZM2aM5m+kbdu28vzzz+vE/eCDD8rYsWNrvabvv/9edu7cKampqbJhwwYJDg6WUaNG1bqvGm4ZpfzkyZNib28v//d//ycnTpyQ5ORkefrpp8XNzU1zk+PKlSuydOlSOXnypCQkJMi0adNEqVRq3QiszzVlZGSIs7OzTJ06VU6fPi2//PKLeHl5yezZszX73NqYVJ+bjpaANTTRTceOHRMvLy+jz39aXFwsSqVSfv31V6OepzbLly+XNm3amGVKhjFjxmglPkRN3b1QpxDda+7Vm4X6rrvmzSDUmKavuLhYM22era2tBAUFSXR0dK3T9N3uxlR6ero8+uij4uDgIB4eHjJ16lQpLS3V2uf69evi4OAgy5Ytq7WMtWvXSuvWrcXOzk58fHzkpZdeqvXmXl030rKysiQqKkq8vLzE1tZWAgICZMKECXLq1CnNPu+9995tb26KVCe6AwcOFAcHBwkICJAZM2boNEiop/7avn17rdf02WefSUBAgOb9ffvtt287P/utCbdIdQ+MBx54QNzc3KRZs2YyYMAAOXDggGb7lStXpFevXuLk5CSOjo7y8MMP6/RQqu817d+/X3r27Cn29vbSunVr+cc//qHVM+rWxqT63HS0BAqRGg+ZEN3jVq5cifvvvx8dO3Y02jm2bt2KxYsXa41YaSrjxo3D6NGj8cQTT5j0vGVlZZg3bx5ee+01ncFAiJqypl6nEFHTk5SUhIEDB+Ls2bNwcXExdzhEFo8JNxERERERaZjiZiHRvYIJNxEREREREZERcFowIiIiIiIiIiNgwk1ERERERERkBEy4iYiIiIiIiIzAxtwBNEYqlQoXL16Ei4sLFAqFucMhoiZMRFBYWAg/Pz9YWRnvHijrNSIyFdZrRNTU3E29xoS7FhcvXkRgYKC5wyCie0hmZiYCAgKMVj7rNSIyNdZrRNTU3Em9xoS7Fuo5BzMzM+Hq6mrmaIioKSsoKEBgYKDR5zplvUZEpsJ6jYiamrup15hw10LdLcnV1ZUVOBGZhLG7Q7JeIyJTY71GRE3NndRrHDSNiIiIiIiIyAiYcBMREREREREZARNuIiIiIiIiIiNgwk1ERERERERkBGZNuPfs2YPhw4fDz88PCoUCGzZs0No+adIkKBQKraVXr163LXfdunUICwuDvb09wsLC8NNPPxnrEoiIiIiIiIhqZdaE+8aNG+jUqROWLFmid5+hQ4ciOztbs2zevLnOMg8cOICxY8di4sSJOHr0KCZOnIgnn3wSBw8eNHT4d624vBKpV4rMHQYREREREREZgVmnBYuKikJUVFSd+9jb28PHx6feZS5cuBCDBg1CTEwMACAmJga7d+/GwoULsXr16ruK19De2XAc6+Iv4D/P9cSDbT3NHQ4REREREREZUKN/hnvXrl3w8vJCSEgIXnjhBVy+fLnO/Q8cOIDBgwdrrRsyZAj279+v95iysjIUFBRoLcYmIth9pvpa1sVfMPr5iOjeYo56jYjImFivEZElatQJd1RUFFatWoVff/0V//znP/HHH39gwIABKCsr03tMTk4OvL29tdZ5e3sjJydH7zFz586Fm5ubZgkMDDTYNehzMRBaGTAAACAASURBVL8UuUXlAIAdJy+hvFJl9HMS0b3DHPUaEZExsV4jIkvUqBPusWPH4tFHH0V4eDiGDx+OLVu24MyZM9i0aVOdxykUCq3XIqKzrqaYmBjk5+drlszMTIPEX5ekC9c1/y4srcT+1Fyjn5OI7h3mqNeIiIyJ9RoRWSKzPsPdUL6+vggODkZKSorefXx8fHRasy9fvqzT6l2Tvb097O3tDRZnfRy7kK/1emtyDvq18zJpDETUdJmjXiMiMibWa0RkiRp1C/etrl69iszMTPj6+urdJzIyEnFxcVrrtm/fjt69exs7vAZRJ9yPdqy+lu0nLqFKJeYMiYiIiIiIiAzIrAl3UVEREhMTkZiYCABIS0tDYmIiMjIyUFRUhNdffx0HDhzA+fPnsWvXLgwfPhyenp54/PHHNWU888wzmhHJAWD69OnYvn07Pv74Y5w6dQoff/wxduzYgVdeecXk16ePiODYzS7lLzzUGu6Otrh2oxyH0q6ZOTIiIiIiIiIyFLMm3IcPH0aXLl3QpUsXAMCMGTPQpUsXvPvuu7C2tkZSUhJGjhyJkJAQREdHIyQkBAcOHICLi4umjIyMDGRnZ2te9+7dG2vWrMHy5csRERGBFStWYO3atejZs6fJr0+fjGvFKCithJ2NFcJ8XTGwfXV3923H9Q/sRkRERERERJbFrM9w9+vXDyL6u1Fv27bttmXs2rVLZ92YMWMwZsyYuwnNqI7e7E7e3tcVdjZWiAr3wY9HLmBrcg7eHRYGKyv9A7wRERERERGRZbCoZ7ibCvUI5RH+bgCAB9p4wsnOGjkFpThaY/RyIiIiIiIislxMuM1A3cIdEVCdcCttrTHgZrfyrcnsVk5ERERERNQUMOE2sSqV4HiWOuF216wf2sEHALD1eE6d3eyJiIiIiIjIMjDhNrG03CLcKK+Cg6012ng5a9b3a9cC9jZWSL9ajJPZhWaMkIiIiIiIiAyBCbeJHc2sbt0O93eFdY3B0ZzsbfBQSAsA1a3cREREREREZNmYcJtY0s3u5B393XW2RYXf7FaenK2zjYiIiIiIiCwLE24TO3ZzFPJOgW462x4O9YaNlQJnLhUh9UqRqUMjIiIiIiIiA2LCbUIVVSocv1gAAOjor5twuznaIvK+5gA4WjkREREREZGlY8JtQimXilBWqYKLvQ1aNneqdZ+ocF8AwDY+x01ERERERGTRmHCbUFJWdXfyjgFusKoxYFpNg8K8oVAAxy7k40JesSnDIyIiIiIiIgNiwm1CRy/cHDAtQLc7uVoLF3t0b+kBANh2/JJJ4iIiIiIiIiLDY8JtQkk3E+6IWkYor2loB45WTkREREREZOmYcJtIWWUVTuVUD5gWUUcLNwAMbO8NAIjPuI7KKpXRYyMiIiIiIiLDY8JtIqeyC1FRJWjmaIuAZg517hvQzAG21gpUqQQ5BaUmipCIiIiIiIgMiQm3iRzLUj+/7Q6FovYB09SsrBTwd69Oyi/klRg9NiIiIiIiIjI8JtwmciyzeoTyTrfpTq4W0MwRABNuIiIiIiIiS8WE20SS1C3c/vVNuNUt3JwajIiIiIiIyBIx4TaBkvIqnLlUCACICKh7hHK1PxNutnATERERERFZIibcJnD8Yj5UAni52MPHTVmvY/7sUs4WbiIiIiIiIkvEhNsEjqnn367n89sAW7iJiIiIiIgsnVkT7j179mD48OHw8/ODQqHAhg0bNNsqKirw5ptvomPHjnBycoKfnx+eeeYZXLx4sc4yZ82aBYVCobX4+PgY+1LqpH5+u77dyYE/W7iz80s5FzcREREREZEFMmvCfePGDXTq1AlLlizR2VZcXIz4+Hi88847iI+Px/r163HmzBmMGDHituV26NAB2dnZmiUpKckY4dfb0QvVI5R3bEALt5eLPefiJiIiIiIismA25jx5VFQUoqKiat3m5uaGuLg4rXWLFy9Gjx49kJGRgaCgIL3l2tjYmL1VW62wtALnrtwAAETUc4Ry4M+5uM9fLcaFvBJNizcRERERERFZBot6hjs/Px8KhQLu7nV3zU5JSYGfnx9atWqFcePG4dy5cyaKUFdyVgEAwN/dAc2d7Rt0LOfiJiIiIiIislxmbeFuiNLSUvztb3/DhAkT4Orqqne/nj174ttvv0VISAguXbqE2bNno3fv3jh+/DiaN29e6zFlZWUoKyvTvC4oKDBY3GevFAEA2vu6NPhYzsVNRHfKmPUaEZE5sF4jIktkES3cFRUVGDduHFQqFb744os6942KisLo0aPRsWNHDBw4EJs2bQIArFy5Uu8xc+fOhZubm2YJDAw0WOwXr1e3Tt9Jl3COVE5Ed8qY9RoRkTmwXiMiS9ToE+6Kigo8+eSTSEtLQ1xcXJ2t27VxcnJCx44dkZKSonefmJgY5Ofna5bMzMy7DVtDnXD7uddv/u2aOBc3Ed0pY9ZrRETmwHqNiCxRo+5Srk62U1JSsHPnTr1dwutSVlaGkydPok+fPnr3sbe3h719w56vrq8/E26HBh/LFm4iulPGrNeIiMyB9RoRWSKztnAXFRUhMTERiYmJAIC0tDQkJiYiIyMDlZWVGDNmDA4fPoxVq1ahqqoKOTk5yMnJQXl5uaaMhx9+WGtasddffx27d+9GWloaDh48iDFjxqCgoADR0dEmvz4AuHi9ekqvO0u4ORc3ERERERGRpTJrC/fhw4fRv39/zesZM2YAAKKjozFr1ixs3LgRANC5c2et43bu3Il+/foBAFJTU5Gbm6vZduHCBYwfPx65ublo0aIFevXqhd9//x3BwcFGvhpdlVUqzRza/neQcKvn4q6oqp6Lm1ODERERERERWQ6zJtz9+vWDiOjdXtc2tfPnz2u9XrNmzd2GZTCXC8tQpRLYWivQooFTggGci5uIiIiIiMiSNfpB0yyZ+vltHzclrKwUd1QG5+ImIiIiIiKyTEy4jShLPWCaW8O7k6txLm4iIiIiIiLLxITbiNQDpt3J89tqHKmciIiIiIjIMjHhNqK7mRJMjXNxExERERERWSYm3EZkmISbLdxERERERESWiAm3EWme4XZX3nEZnIubiIiIiIjIMjHhNiJ1C/fdPMOtnou7SiWaOb2JiIiIiIio8WPCbSSFpRUoKK0EAPjeRcKtnosbYLdyIiIiIiIiS8KE20jUI5S7OdjC2d7mrsriXNxERERERESWhwm3kRhiwDQ1zsVNRERERERkeZhwG0mWAZ7fVuNI5URERERERJaHCbeR/Dlg2p2PUK7GubiJiIiIiIgsDxNuIzFOl3K2cBMREREREVkKJtxGoh40zTAJN+fiJiIiIiIisjRMuI0ky4At3JyLm4iIiIiIyPIw4TaCmomxIQZN41zcRERERERElocJtxFcLixFlUpgY6VACxd7g5TJubiJiIiIiIgsCxNuI1APmObjpoS1lcIgZXIubiIiIiIiIsvChNsIsgw4YJoaRyonIiIiIiKyLEy4jeDPObgNmXBzLm4iIiIiIiJLYtaEe8+ePRg+fDj8/PygUCiwYcMGre0iglmzZsHPzw8ODg7o168fjh8/fttyv/jiC7Rq1QpKpRJdu3bF3r17jXUJtfpzDm6lwcpkCzcREREREZFlMWvCfePGDXTq1AlLliypdfsnn3yC+fPnY8mSJfjjjz/g4+ODQYMGobCwUG+Za9euxSuvvIK///3vSEhIQJ8+fRAVFYWMjAxjXYaOiwacEkyNc3ETERERERFZFrMm3FFRUZg9ezZGjRqls01EsHDhQvz973/HqFGjEB4ejpUrV6K4uBjfffed3jLnz5+P5557Ds8//zzat2+PhQsXIjAwEEuXLjXmpWgxxjPcnIubiIiIiIjIsjTaZ7jT0tKQk5ODwYMHa9bZ29ujb9++2L9/f63HlJeX48iRI1rHAMDgwYP1HmMMWTefszbkM9yci5uIiIiIiMiy2Jg7AH1ycnIAAN7e3lrrvb29kZ6eXusxubm5qKqqqvUYdXm1KSsrQ1lZmeZ1QUHBnYaNwtIKFJRWAgB83Qz3DDdQ3a38/NViJtxEdFuGrNeIiBoD1mtEZIkabQu3mkKhPY+1iOisu9tj5s6dCzc3N80SGBh4x/Fm51d393ZV2sBFaXvH5dSGc3ETUX0Zsl4jImoMWK8RkSVqtAm3j48PAOi0TF++fFmnBVvN09MT1tbWDToGAGJiYpCfn69ZMjMz7zjuLCMMmKbGkcqJqL4MWa8RETUGrNeIyBI12oS7VatW8PHxQVxcnGZdeXk5du/ejd69e9d6jJ2dHbp27ap1DADExcXpPQaofjbc1dVVa7lT6hHK1cmxIXEubiKqL0PWa0REjQHrNSKyRGZ9hruoqAhnz57VvE5LS0NiYiI8PDwQFBSEV155BXPmzEHbtm3Rtm1bzJkzB46OjpgwYYLmmIcffhiPP/44pk6dCgCYMWMGJk6ciG7duiEyMhLLli1DRkYGJk+ebJJrMsaUYGps4SYiIiIiIrIcZk24Dx8+jP79+2tez5gxAwAQHR2NFStWYObMmSgpKcGUKVOQl5eHnj17Yvv27XBxcdEck5qaitzcXM3rsWPH4urVq/jggw+QnZ2N8PBwbN68GcHBwSa5potGmBJM7da5uG2sG20HBSIiIiIionueWRPufv36QUT0blcoFJg1axZmzZqld5/z58/rrJsyZQqmTJligAgbzpjPcKvn4q6oqp6LW52AExERERERUePDJlIDU3cp93c37JRgAOfiJiIiIiIisiRMuA2oSiXIyTdel3Kg5sBpTLiJiIiIiIgaMybcBnSlsAyVKoG1lQJeLoZv4QY4FzcREREREZGlYMJtQOrnt31clbC2UhjlHOqEO/MaW7iJiIiIiIgaMybcBvTn89vG6U4OAEHNnQAAGdduGO0cREREREREdPeYcBvQn3NwG6c7OQAEeVQ/w51+lV3KiYiIiIiIGjMm3AZ00YhTgqkF30y4LxeWoaS8ymjnISIiIiIiorvDhNuAjDkHt5q7oy1clNXTp2dy4DQiIiIiIqJGiwm3AWVdr54SzJjPcCsUCgQ3Z7dyIiIiIiKixo4JtwGZoks5AAR7VA+cln6VA6cRERERERE1Vky4DaSorBL5JRUAjDtoGgAE3nyOO+MaW7iJiIiIiIgaKybcBpJ9s3XbRWkDF6WtUc+l7lLOhJuIiIiIiKjxYsJtIFkmmINbTT1SeQaf4SYiIiIiImq0mHAbyMWbA6YZ+/ltAAi62cKdmVeMKpUY/XxERERERETUcEy4DeSiCVu4fd0cYGutQEWVIDu/xOjnIyIiIiIiooZjwm0gphqhHACsrRQIbMZu5UREREQNpWLvQCIyISbcBpKlSbiNO0K5GkcqJyIiIqq/pAv56PPJr3hk0V5zh0JE9xCbuzm4tLQUa9euxY0bNzBo0CC0bdvWUHFZnIv5putSDvw5Unk6E24iIiKi23JzsEXmtRLY21hBpRJYWSnMHRIR3QPqnXC/8cYbKC8vx2effQYAKC8vR2RkJI4fPw5HR0fMnDkTcXFxiIyMNFqwjVWVSpCTb7pB0wAgiCOVExEREdWbn7sSNlYKlFWqcKmwFL5upvnNRkT3tnp3Kd+yZQsefvhhzetVq1YhPT0dKSkpyMvLwxNPPIHZs2cbJcjGrqJKhcl978Oo+/3h5WJvknMGN3cCAKRfu2GS8xERERFZMhtrK80jeedz2WBBRKZR7xbujIwMhIWFaV5v374dY8aMQXBwMABg+vTpeOSRRwwfoQVQ2lrjtcHtTHpOTZfyq8UQESgU7BZFREREVJfg5o5Iy72B9Ks3EHlfc3OHQ0T3gHq3cFtZWUHkz1Edf//9d/Tq1Uvz2t3dHXl5eYaNDkDLli2hUCh0lpdeeqnW/VesWFHr/qWlpQaPzZzUo5QXllYiv6TCzNEQERERNX4tb/YQPM9H8ojIROqdcIeGhuLnn38GABw/fhwZGRno37+/Znt6ejq8vb0NHuAff/yB7OxszRIXFwcAeOKJJ/Qe4+rqqnVMdnY2lErTjB5uKg521pru6+n80iAiIiK6rT97CPKRPCIyjQYNmjZ+/Hhs2rQJx48fxyOPPIJWrVpptm/evBndu3c3eIAtWrTQev3RRx/hvvvuQ9++ffUeo1Ao4OPjY/BYGpvg5o64XFiG9GvF6BTobu5wiIiIiBo1tnATkanVu4V79OjR2Lx5MyIiIvDqq69i7dq1WtsdHR0xdepUgwdYU3l5Of7zn//g2WefrfOZ5aKiIgQHByMgIADDhg1DQkJCneWWlZWhoKBAa7EEQR7VXxoZvEtLRLew1HqNiEgfQ9RrNVu4az4qSURkLPVOuN99913069cPCxYswJtvvglHR0et7ZMmTTL6KOUbNmzA9evXMWnSJL37hIaGYsWKFdi4cSNWr14NpVKJBx54ACkpKXqPmTt3Ltzc3DRLYGCgEaI3vJoDpxER1WSp9RoRkT6GqNcCmjnCSgEUl1fhSlGZEaIkItJW74R7xYoV6NGjB5KSknS2LVu2DBEREbCxqXcP9TsSGxuLqKgo+Pn56d2nV69eePrpp9GpUyf06dMH33//PUJCQrB48WK9x8TExCA/P1+zZGZmGiN8g1PPxZ1+jQk3EWmz1HqNiEgfQ9RrdjZW8G9WPf82pwYjIlOod8KdnJyM8PBwdO/eHXPnzoVKpUJGRgYGDhyImTNn4p///Ce2bNlitEDT09OxY8cOPP/88w06zsrKCt27d6+zhdve3h6urq5aiyUIutnCncmEm4huYan1GhGRPoaq1/58jpuP5BGR8dU74XZ1dcW3336LtWvX4rPPPsP999+Pjh07wsbGBklJSQ1OhBtq+fLl8PLywqOPPtqg40QEiYmJ8PX1NVJk5hN8s4U7p6AUpRVVZo6GiIiIqPHjSOVEZEr1TrjVevbsiY4dO+LYsWNQqVSYOXOm0Z8NVKlUWL58OaKjo3W6rT/zzDOIiYnRvH7//fexbds2nDt3DomJiXjuueeQmJiIyZMnGzVGc/BwsoOzvQ1EgAt5bOUmIiIiuh2OVE5EptSghHv16tXo0KEDVCoVTp48if/7v/9DVFQUpk+fjpKSEmPFiB07diAjIwPPPvuszraMjAxkZ2drXl+/fh0vvvgi2rdvj8GDByMrKwt79uxBjx49jBafuSgUij+f4+aXBhEREdFtBd9MuNnCTUSmUO9RzsaMGYNt27Zhzpw5ePnllwEAn3zyCR5//HFMmjQJW7ZswcqVKxEZGWnwIAcPHqx36oZdu3ZpvV6wYAEWLFhg8BgaqyAPR5zILmDCTURERFQPLdVdynOLISJ1TjVLRHS36p1wZ2dnIyEhAW3atNFaHxkZiaNHj+LNN99E3759UV5ebvAgST/1c0gZHDiNiIiI6LYCPRyhUACFZZW4dqMczZ3tzR0SETVh9e5SvnfvXp1kW02pVOKzzz7Djh07DBYY1U8QE24iIiKielPaWsPXVQmAz3ETkfHVO+G2srr9rg899NBdBUMNF+zB55CIiIiIGoLPcRORqTR4lHJqXNRdyjPzSqBS1f6cOxERERH9qaVn9e8ntnATkbEx4bZwvm5K2FgpUF6pQk5BqbnDISIiImr02MJNRKbChNvC2Vhbwb+ZAwA+x01ERERUH+qRytnCTUTGxoS7CVDPxZ3BLw0iIiKi22rpyRZuIjINJtxNgPo57vRr/NIgIiIiuh11Y8X14gpcL+aUtkRkPEy4m4A/RypnCzcRERHR7Tja2cDbtXr+bf5+IiJjYsLdBAR6cC5uIiIiooZQD5x2nt3KiciImHA3Aeou5Uy4iYiIiOpHPXAaW7iJyJiYcDcBNZ9Dyi+pMHM0RERERI0fW7iJyBSYcDcBTvY28HSufg6JI5UTERER3V5LdcKdy4SbiIyHCXcTwZHKiYiIiOovmF3KicgEmHA3EcEe/NIgIiIiqi91wn31RjkKSvlIHhEZBxPuJkI9UnkmB04jIiIiui0XpS08ne0A8JE8IjIeJtxNBLtFERERETUMB04jImNjwt1EcGowIiIiooZhgwURGRsT7iYiyKP6Du3F/BKUVVaZORoiIiKixo8jlRORsTHhbiI8ne3gaGcNEeBCXom5wyEiIiJq9NjCTUTG1qgT7lmzZkGhUGgtPj4+dR6ze/dudO3aFUqlEq1bt8aXX35pomjNS6FQoI2XMwDgZHaBmaMhIiIiavxa8hluIjKyRp1wA0CHDh2QnZ2tWZKSkvTum5aWhkceeQR9+vRBQkIC3nrrLUybNg3r1q0zYcTmExHgBgA4diHfzJEQERERNX7qhPtyYRmKyyvNHA0RNUU25g7gdmxsbG7bqq325ZdfIigoCAsXLgQAtG/fHocPH8ann36K0aNHGzPMRiEiwB1ABhIzr5s7FCIiIqJGz83RFu6OtrheXIH0q8Vo7+tq7pCIqIlp9C3cKSkp8PPzQ6tWrTBu3DicO3dO774HDhzA4MGDtdYNGTIEhw8fRkVFhbFDNbvOge4AgOSsfFSpxMzREBERETV+6qnB0tmtnIiMoFEn3D179sS3336Lbdu24euvv0ZOTg569+6Nq1ev1rp/Tk4OvL29tdZ5e3ujsrISubm5es9TVlaGgoICrcUS3dfCGY521igur0LqlSJzh0NEZmQp9ZpKJTidU4htx3OQd6Pc3OEQUSNmrHqt5c2B085z4DQiMoJG3aU8KipK8++OHTsiMjIS9913H1auXIkZM2bUeoxCodB6LSK1rq9p7ty5eP/99w0QsXlZWykQ7u+GQ2nXkJh5HSHeLuYOiYjMpLHWayqV4GROAQ6eu4aDaVdxKO0a8oqreyDZWVthUAdvPNE1AH3atoC1lf56m4juPcaq19jCTUTG1KhbuG/l5OSEjh07IiUlpdbtPj4+yMnJ0Vp3+fJl2NjYoHnz5nrLjYmJQX5+vmbJzMw0aNympO5WfuwCn+Mmupc1tnqtsLQCM9YmovMH2/Hoot/wwS8nsO34JeQVV0Bpa4WWzR1RXqXCpmPZmLT8Dzz48a/4dNtpzo1LRBrGqtdaed5s4c5lCzcRGV6jbuG+VVlZGU6ePIk+ffrUuj0yMhI///yz1rrt27ejW7dusLW11Vuuvb097O3tDRqruahHKj+ayZHKie5ljaleK6uswl//fQT7U6sfB3Kys0a3lh7o2doDPVs1R0d/N9jZWCE5Kx8/HrmAnxKykJ1fiiU7z2LJzrN4KKQF5jwejoBmjma+EiIyJ2PVa2zhJiJjatQJ9+uvv47hw4cjKCgIly9fxuzZs1FQUIDo6GgA1Xc6s7Ky8O233wIAJk+ejCVLlmDGjBl44YUXcODAAcTGxmL16tXmvAyT6hRQ3cJ9KqcAZZVVsLexNnNERHQvU6kEM74/iv2pV+FkZ42lT3dF7/uaw8Zat4NVuL8bwv3d8LeoUOw4eQk/HL6APSlXsOfMFTzy2V58NDoCj3T0NcNVEFFTpp4a7GJ+KUorqqC05W8nIjKcRt2l/MKFCxg/fjzatWuHUaNGwc7ODr///juCg4MBANnZ2cjIyNDs36pVK2zevBm7du1C586d8eGHH2LRokX3xJRgagHNHODhZIeKKsHJ7EJzh0NE9zARwfs/H8emY9mwtVbgq4nd8FBIi1qT7ZqUttYYFuGHlc/2wK+v9UOnQHcUlFZiyqp4xKw/hpLyKhNdARHdC5o52sJFWd0GlXmN3cqJyLAadQv3mjVr6ty+YsUKnXV9+/ZFfHy8kSJq/BQKBSIC3LDr9BUczbyueaabiMjUvtiVipUH0gEA/3yyMx5s69ngMlp5OuHHyZFYEHcGS3enYvWhTPxxPg+LxnVBmB/nyyWiu6dQKNCyuROSsvKRlnsDbTnoLBEZUKNu4aY7o+5WfpQDpxGRmaz9IwPztp0GALw3PAwjOvndcVm21laYOTQUq57rCS8Xe5y9XITHvtiHFfvSNDNREBHdjWDN1GB8jpuIDIsJdxPUKVA9cBoTbiIyvbgTlxCzPgkA8H/97sNfHmhlkHJ7t/HE1lcewsOhXiivVGHWzycwZVU8issrDVI+Ed27Qn2qW7V/P3fNzJEQUVPDhLsJirjZwn0u9wYKSyvMHA0R3UsOn7+Gqd/FQyXAE10DMHNIO4OW7+Fkh39Fd8P7IzrAztoKW5Jz8ORXB5CTX2rQ8xDRvWVIBx8AwN6UK8gv4W8nIjIcJtxNkKezPfzdHSACJGVxejAiMo2yyipMW52AskoVHg71wtxRHaFQKAx+HoVCgejeLbHqhZ7wcLJDclYBRn7+G5JZ3xHRHWrr7YK2Xs6oqBLsOHHJ3OEQURPChLuJ+rNbOX+AEpFpfHcwAxfzS+HjqsTiCV1uOxr53ere0gMbpjyAtl7OuFRQhie+PICtyTlGPScRNV3qaQc3J2WbORIiakqYcDdR6oHTjnHgNCIygeLySny+8ywA4OWH28DRzjSTYAQ1d8S6Kb3Rp60nSiqqMPk/R7B0VyoHUyOiBns0ojrh3sNu5URkQEy4m6gITcLNFm4iMr4V+88jt6gcQR6OeLJboEnP7aq0xfJJ3REdGQwA+HjrKbz+wzGUVXK+biKqvxB2KyciI2DC3UR1DHCDQgFkXS/BlcIyc4dDRE1YfkkFvtyVCgB4ZWBb2Bq5K3ltbKyt8P7IcLw/ogOsFMC6+At4+l8HkVvE+o+I6o/dyonI0JhwN1HO9jZo08IZALuVE5Fx/WvvORSUVqKtlzNGdvY3ayzRvVti+V96wEVpgz/O52Hkkn04lVNg1piIyHKou5XvTclFAWd6ISIDYMLdhKm7lXM+biIylqtFZfjmtzQAwIxBIbC2Mvyo5A3VN6QFfpryAFo2d0TW9RKM/mI/4tg9lIjqQd2tvLxKxW7lRGQQTLibMM1I5XyOm4iMZOmuVNwor0K4vyuGhvuYOxyNNl7O2PDSA+h9X3PcKK/Ci/8+zMHUiKhe2K2ciAyJCXcTZ9H3agAAIABJREFUVnOkcv7IJCJDy8kvxbe/pwMAXhvczihzbt8Nd0c7rHy2B57qGQSR6sHUXvvhKEorOJgaEemnGa38DLuVE9HdY8LdhIX6usDWWoG84gpkXisxdzhE1MQs/jUF5ZUqdAtuhn4hLcwdTq1sra3wj8c74sORHWBtpcD6+CyMW/Y7sq6zTiSi2oV4u6ANu5UTkYEw4W7C7G2sEebrCgA4yoHTiMiAMq4WY+0fmQCA14c0vtbtW02MbImVf+kBV6UNEjOv49FFe7Hz1GVzh0VEjRS7lRORoTDhbuI4cBoRGcPC/51BpUrQp60nerVubu5w6uXBtp7YNK0PIgLccL24An9Z8Qc+2XoKlVUqc4dGRI3MMHYrJyIDYcLdxEUEVA+cdowDpxGRgZy9XIgNCVkAqp/dtiSBHo74YXIkoiODAQBf7ErFhH8dxKWCUjNHRkSNSc1u5f87yW7lRHTnmHA3cZ0Dq1u4k7Ly2YpDRAbx9Z40qAQYFOatqWMsib2NNd4fGY4lE7rA2d4Gh9Ku4dFFe7HvbK65QyOiRkTdrXzTMXYrJ6I7x4S7iWvdwhlOdtYoqajC2StF5g6HiCxc3o1ybEisbt3+60OtzRzN3RkW4YeNUx9AqI8LcovK8XTsQXy05RRHMSciAMCjHdmtnIjuHhPuJs7aSoFw/5vdyjPZrZyI7s7aw5koq1QhzNcVXYObmTucu9a6RfV83eO6B0IE+HJ3KoYv/g2JHPeC6J4X4u2M+1o4sVs5Ed0VJtz3AHWXz0SOVE5Ed6FKJfj3gep5tyf1btnoRyavL6WtNT4aHYGvJnaFp7M9Ui4XYdQX+9jaTXSPUygUeDTCDwCw6ViOmaMhIkvVqBPuuXPnonv37nBxcYGXlxcee+wxnD59us5jVqxYAYVCobOUlt67A+KoRyo/fP6amSMhIkv2v5OXkHW9BM0cbTGis5+5wzG4IR18EPfqQ3issx9UN1u7H120F/EZeeYOjYjM5M9u5Vdw7Ua5maMhIkvUqBPu3bt346WXXsLvv/+OuLg4VFZWYvDgwbhx40adx7m6uiI7O1trUSqVJoq68XmgTXPYWVvhzKUiHL/IbuVEdGdWHjgPABjbPQhKW2uzxmIszZzssHBcFyyb2BUtXOyReuUGxizdjzmbT+JGWaW5wyMiEwvxdka4vyvKq1T4eMspc4dDRBaoUSfcW7duxaRJk9ChQwd06tQJy5cvR0ZGBo4cOVLncQqFAj4+PlrLvczd0Q6DwrwBAD8euWDmaIjIEqVcKsS+s1dhpQCe7hVk7nCMbvDN1u7Hu/hDJcCyPefQ/9Nd+PHIBahUYu7wiMhEFAoFZg3vAKB6DAv2FiSihmrUCfet8vOrW2c9PDzq3K+oqAjBwcEICAjAsGHDkJCQYIrwGrUxXQMAAP9NvIjySk4PRkQNo27dHhTmjYBmjmaNxVTcHe2wYGxnxEZ3Q5CHIy4XluH1H47i8S/24Ug6u5kT3Su6tfTAuO6BAIC//5SMCk6zSkQNYDEJt4hgxowZePDBBxEeHq53v9DQUKxYsQIbN27E6tWroVQq8cADDyAlJUXvMWVlZSgoKNBampo+bT3h5WKPazfKsfP0ZXOHQ0RGZsh6raC0Auvjq6cCi45saaAILcfD7b0RN+Mh/C0qFE521jh6IR+jl+7H9DUJyM4vMXd4RPcMc/5ee/P/27vz8CiqfG/g3+rqLel0OhtZCasgS4BhEQSDgjqI64gvDiqLzsx75zKPKMi4jvqOG6J3Fn30jrjMXO4dGYFBERnHBZBFkQjXQMYIsi+BkBASknRCJ73Vef/o7kp3EiCQ7nR15/t5nn66uro6OQeSb+pX51TV1EFIsxix71QDln59pMu+LxHFvpgpuOfNm4fvvvsOy5cvP+92V155JWbNmoURI0Zg4sSJ+Pvf/46BAwfi9ddfP+dnFi9eDJvNpj7y8/PD3fyo08s6TBuVBwBY9S2nlRPFu3Dm2vvfnoDD5cXArCSM758exlbGDpNextxr+mPTI5Pw0zE9IUm+GUOTf78Zf1i3D3UOXkyJKNKiub+WajHi8RsHAQBeWX8A5XU82EZEHRMTBfcDDzyAtWvXYtOmTejZs+dFfVan0+GKK6447wj3E088gfr6evVx/PjxzjZZk6aP8v3bbdpXhdMNzii3hogiKVy5pigCfy06CgCYMz5+bgV2qTKtZvzH9BFYe38hxvRORbNbwesbD6Lw5U34/ecsvIkiKdr7a9NH9cTYPmlocnvx7NrdXfq9iSh2abrgFkJg3rx5WL16NTZu3Ii+ffte0tcoKSlBTk7OObcxmUxITk4OecSjAVlWjMhPgVcR+KikPNrNIaIICleubTlwGkdrHLCa9Zg2Mi/MrYxdw3rasGrueCyZOQqDsq1odHrwn5t8hffvPt+LWt4+iCjsor2/ptNJeGFaAfQ6Cev2nMKGPae69PsTUWzSdMF9//33Y9myZXjvvfdgtVpRWVmJyspKNDW1TOOZM2cOnnjiCfX1s88+i88//xyHDx9GSUkJfvGLX6CkpARz586NRhc0507/xdPeLz4BIXilXSI6v//ZdhQA8NMx+bCY9NFtjMZIkoQbh+Xgkwcn4s1ZozA4JxmNTg/+tOkQCl/eiJc/24sqe3O0m0lEYTQwy4pfTPQNAP127W44XLxdIBGdn6YL7iVLlqC+vh6TJk1CTk6O+li5cqW6TVlZGSoqKtTXdXV1+OUvf4nBgwdjypQpKC8vx5dffomxY8dGowuac+vwXBj1OuytbMDuk/F3cTgiCp+j1Wexed9pSBIw+8re0W6OZul0EqYW5OCfDxTirdmjMSQnGWddXizZfAhXvbwRC1bswq4yXtWcKF7Mv24A8lISUF7XhNc3Hox2c4hI4zQ9XNGREdjNmzeHvH7llVfwyiuvRKhFsc+WaMCUIVn4+LsKvF98AgV5tmg3iYg06q9FxwAAkwb2QJ8MS5Rbo306nYQbhmZjypAsbPihCm9tOYRvj9ViTclJrCk5iRH5KfjZhD64aVgOjHpNH+8movNINOrxzG1D8W9//RbvfHkY00bmYWCWNdrNIiKN4l/8bihwT+41JeVwerxRbg0RadFZpwervvVdkOjeCX2i25gYI0kSfjwkC+//agI+fqAQ00f3hFHW4V/H67BgZQkmvLQRf1i3D2U1jmg3lYgu0Y+HZOH6wVnwKAIPLt/F6zYQ0Tmx4O6GJg7ogaxkE+ocbmzay3tyE1FbZWccSLUY0TfDgqsH9Ih2c2JWQZ4Nv79zBLY9cS0enjIQ2clmVDc68frGg7j6d5sw460irPr2OM46eR4oUax59idDkZFkwt7KBtzz5+0suomoXSy4uyFZJ+EO/y3CeE9uImrP4JxkbH54Epb933HQ6br3rcDCISPJhHnXDsBXj03Gf94zEhMHZECSgO1HzuCR97/DFYs24OFV/8L2wzVQFF7QkigW5KUkYPm/jUNGkgk/VNhZdBNRu1hwd1P/x19wb95/GlUNvIouEbWl00nIS0mIdjPiikHW4ZbhuXj3F+Pw9WPX4pEbLkef9EQ4XF68X3wCM97+BoUvb8QLH+/BzrJa3k2CSOMGZFlZdBPRebHg7qYuy0zCyF7+e3LvOhnt5hARdTu5KQm4f/Jl2PTwJLw/dzxmjMlHkkmPk/XN+PPWI7jjjW0ofHkTXvh4D3ax+CbSrNZF90wW3UQUhAV3N3bn6HwAvCc3EVE0SZKEMX3S8PL04fj2qevx1uzRuG1ELixGGeV1Tfjz1iOY5i++/99H32PL/tO84CWRxgQX3XtYdBNREEmw0mrDbrfDZrOhvr4eycnJ0W5OxNQ3uTF20QY4PQo+uv8qjMhPiXaTiLqdrsqb7pJr8aTZ7cXmfafxz9IKfPHDKThcLUV2olHGxAEZuG5QFiYPykQPqymKLSUK1Z1z7cCpBtz9znZUNzoxJCcZf753DHJ5ag5RzOtM3rDgbocWAzxSFqzYhTUlJzEsz4b3fzUeJr0c7SYRdSvdeceUOq7J5cXXB6vxxd5T+OKHKlQ1OEPeH97ThsLLMlA4IAOje6cyyymqunuuBRfdSSY9HrtxEGaO7cULUBLFMBbcYabVAI+Ek3VNuOm1r1DncOO+CX3wzG1Do90kom6lu++Y0sUTQuD7crtafJeW14e8n2CQMa5fGgovy8DEAT0wMCsJksQdfeo6zDXgSPVZ/PrvJdhZVgcAuKJPKhbfMRyXZSZFuWVEdClYcIeZlgM8EjbuPYWf//e3AIC3Zo/GDUOzo9wiou6DO6bUWVX2Znx1oBpbD1bjqwPVqG4MHf1Osxgxtk8axvVLw9i+aRicncyRNooo5pqPVxF4t+go/uPzfXC4vDDKOjx43WX492v6wyDzMkpEsYQFd5hpPcAj4cVPfsDbXx5GslmPfz44EflpidFuElG3wB1TCichBPZWNmDrgWp8dbAaO47UoNmthGyTbNbjij6+4ntU71QMy7PBbOAUdAof5lqo8romPPlhKTbvOw0AGJRtxaJpwzC6d2qUW0ZEHcWCO8xiJcDDye1VcOebRSg5Xocf5adg1dzxPPpK1AW4Y0qR5PIoKC2vw/YjZ7D98Bl8e/QMzrpCr3Cu10kYmpuMkb1SMbJXCkb1SkXP1AROQ6dLxlxrSwiBNSXleO4fe1DrcAMARvZKwX0T+uDGghwY9dznItIyFtxhFksBHk7Hzzhw82tfwd7swS+v7off3DQ42k0iinvcMaWu5PEq2FNh9xXfx85gZ1kdTre6ABsAZCQZUZBnw/A8G4b1TMHwnjZkJZuj0GKKRcy1c6tpdOKlT/diTUk53F7fLnhGkgn3jM3HzCt78/eMSKNYcIdZLAZ4uHy+uxL//m4xAOC/7huDawdlRblFRPGNO6YUTUIInKhtws6yWuwqq8POslrsOWmHR2m7a5BpNWFYng2Dc5L9Dyv6pFt4Pji1wVy7sNMNTqzYUYZl24/hlN130Euvk3BDQTZuHZ6Lqy5Lh9VsiHIriSiABXeYxXKAh8Mza3fjv7cdRUqiAZ/On4gcG+8fSRQp3DElrWl2e/FDhR2l5fUoPVGP0vJ67D/VgHZqcCQYZFyebVUL8MsykzAwy4p0i5FT0rsx5lrHub0K1u0+hf/ZdhQ7jp5R1+t1Ekb1SsU1l/fANQN7YEgOL3ZIFE0suMMsHgK8M5weL6YvKUJpeT1G9LThTzNHoWcqL6JGFAncMaVY0OTyYk+FHd+X1+OHCjt+qLBj36mGNhdkC0hNNGBAlhUDMpMwIDMJ/TOT0K9HEnKSzSwaugHm2qXZc9KOv397HF/uP43D1WdD3stIMmJ8/wwU5Cars0x6WE1RailR98OCO8ziLcAvxbGas7jlta1ocHqQYJCx4PoB+HlhX15IjSjMuGNKscqrCBypPqsW4PtPNeBAVSPKzjhwrj0Ls0GHvhlJ6NfDgv4ZFvTtYUGvNAt6pydyVDyOMNc67/gZB7bsP40t+09j28HqNhc7BHznfg/OsWJITjL69bAgNyUBeSkJyE1J4J0HiMKMBXeYxXOAX4yDVQ34zerv1SlOg7KtePGOYRjVi7exIAoX7phSvGlyeXHodCMOVDXgwKlG7D/ViMPVjSircbR7bniAxSgjPy0RvfyP/LREtXjIS02ALYHns8YK5lp4uTwKio/VovjYGfxQ0YAfKuw4UnP2nAe2ACDdYkRuSgJyU8xIsxhhSzAiJdGAlAQDUhJ9y1azHmaDDLNBRoJBhtmgg1kvd3oWihACHkXA4xVweRV4vApcXgUuj+/h9D9cHt96p9urvva9F/zaC6c7sJ3vte9rCij+7+NV/MtegeB/kkAvAsfx9Dod9LIEvU6CXqeDLEsw6CToZR1Meh1Mehkm/7+ByeBbZzbISDTKSDTqkWiUkWD0vbb4XyeZ9TDpeXCjO2DBHWbdJcA7QlEE3i8+gRc//QF1DjckCbhnbC88OnUQd36IwoA7ptRduL0Kjp9x4PDpszhc3YjDp8/iSPVZHD/jQIW9+bzFAwBYTXrkpfpG8LJtZmQnm33PNjNybGZkJZt5kSmNYK5FnsPlwb7KBrUAP17rQHltE8rrmuBoZzT8Yhj1Ouh1EmRJgk4nQScBsk6CTvI9FCH8D/ieFd+yR/EVwuc7sBaPDLIEi0mPpOCHWQ+r2XdQw2rWw2ryvU5O0MNqMiA5wfdecoIByWY9LEY9T7fROBbcYdadA/xcahqdePGTvfhg5wkAvmlMd4/Nx/h+6RjVO5VTl4guEXdMiXzXDjlR24SyMw4cP+PAsRoHTtQ6UF7XhPLaJvW+xReSaJSRaTWhh9WETKsZPfzLPawm9EgyISPJhPQkI9IsRv7diiDmWvQIIWBv8vh+d+qaUFnv+/2pc7hR1+TyPTtcqGtyo6HZg2Z3ywhyJOl1Eox636ix0T+abNTrYJR16mhyYF1gG7NBDnpf9m+jg0H2jVQHDgjodVLIAQEACIx1B6ocAd8gkturwKsIuBUBr1eBRxFwe4U6qh4YRXd6FDS7vWh2e+Fw+R5NLi8cbg+aXF6cdXrR5O7cgY1gkuQ7qOgrxH1FuFqUmw1qYZ5sbinUra2Keo60RxYL7jBjgJ9b0aEaPLmmFIdPt1zMwyjr8KNeKbiyXzqu7JeGUb1YgF8MIQSE8P8xUJf9z/5lRfi3AyCUoPf9n1f820Fd17IN0LIdgAuOIrUmSVDPq5T8r3WS5JuqJQESJHWdToL/aLh/WWp5T/Yv8xzNUNwxJbowh8uDk3VNOOEfwTtV34xKezMq6ptxyv/c0Oy5qK9pNenV4js10YhUixGpib7ptqmJvmVbogG2BAOSzb7lJI5CdQhzLfZ4FaEWmM0eBV6vgFe0TNf2+qduCwHodP6/6/7Rb8lf6Op1kn/Ktg4G2TdV2+B/Lcfh741XETjr8qCx2YOzTg8aA49mDxqaPWhwetDQ7Duw0djsQYPTt2z3H+ywN7thb/KE7WCHSa9Ti/XWxXjLsgFJJhkWk14dlbcY/c/+9Sa9jvtq7Yj7gvuNN97A7373O1RUVGDo0KF49dVXMXHixHNu/8EHH+Dpp5/GoUOH0L9/fyxatAjTpk3r8PdjgJ+f0+PF2pKT+PpgNYoO16j3jwxmNemRYjEgLdHo33nx7cScqxAX8J174/YqcHsVuDwty26vApdXwO3xv1ZalgPn7ngVAY+iBC0HCtaWKU+BojP4J/5cP/zBMRPIHCl4bUdySC12QwtfoKVd3VFgaprkL8LloOlq6kOSIMst7wf+WAcegaPZgT/swa9l/+vgP/yy+lqnrjfIQet1oTsGgff1Okk9kh7YgZBbrQv+eoHzwhJNcocvMMgdU6LwOOv0oKrBidMNTlQ1NPufnepzTaMTNY0u1Jx1wu29tADWSYDV7CvCrWbfTmpgBzfJv2ObZGq7Q5tolH3PJj0SDb7zQON5p5a5RtRxzW4v7M0txbhdffYV5A3NrZf9z/7X7V1QrzNkndSSWeqzryBPMOph8Z/LbjHq1XPaE42y/3z3lnPdE/znvycYZJiNMhINMvQxfPHlzuSNPkJtCpuVK1diwYIFeOONN3DVVVfhrbfewo033og9e/agV69ebbYvKirCjBkz8Pzzz2PatGn48MMP8dOf/hRbt27FuHHjotCD+GPSy7hzTD7uHJMPIQSO1jjwzeEafHO4BkWHalDV4PQd1XN6cPxMU7SbG0barpAlKTACLakj0RIk9eBA64uH+NZJIZ8P1t4oOdobcb/IfxZFAIpXQOv/np3x5qxRmFqQE+1mEHUrFpMefU169M2wnHc7IQTszR5UBwrwRidqHW7UOlyoc7j80299z/VNbtibfM9OjwJFAPX+150l6yS1+A7srAZ2UgM7qGa9jASjbzqtOWhardngn17rXxeYdut79r0OTNc16n0HC43+qbhGWcdReiINCVy4LtN6aZ/3KgKN/hHzhuaWUfXAiHrLwz/a7h+Jd7g8OOv0otHpG6EPnPvvVYT6mXAzyJLaX3PQBepaPweyLnCKgXoKQlCuqacfyP5sC2ScXoJRlmHQS2rmBQZGDDodDPqWQZSuOuip+RHucePGYdSoUViyZIm6bvDgwbj99tuxePHiNtvPmDEDdrsdn376qbpu6tSpSE1NxfLlyzv0PXnE9NIJIUJ3XM66cSZoJ8blaX/ajBCAQS/B5P+lMag7Bv5fEP+64NetRyl1kqRefTJwHo9OncYcOr35wv1o9TqoOOzICHlAoPD1LUtqUQz4C+NzFMmSrmW9LmjathS0rAv+TJRHSYJnEgSmxQcuqOKbgtbOsv9CK15FtCwHTVtr/fC0efbNaPB4W9YHLtiivvbPgvAoinrFVG/wOVzels+41W39n/MKuFu/5235Oh5F8X3eP+si0E4A+POcMbh+SFaH/u04EkQUGwKjUIECPLBD2hg0bTTwcLg86k6sukPr8u3QnuvvYFfyzdSR/DufLbN52pvFE5j58+xPhmJgVscqAuYaUexRFAGH2+vPLV92nXX5l11eNPkLdIc/yxwu37YOtxfN/tfqsv9c9yb/Oq1Wm189Ohn5aYkd2jZuR7hdLheKi4vx+OOPh6yfMmUKtm3b1u5nioqK8NBDD4Wsu+GGG/Dqq6+e8/s4nU44nS3Tou12eyda3b1JkoQ0i++cOOo+fNPDAblDc+3jl+Iv2LVwrhpzjSi8WkahzJ36Oh6vAofbvyPq32Ft8p872+Tyhiw3exQ0uVou4BS4RVKzx4tmd/BtllrfVinolCyP0uaq0YEDhM1QgLZnhbWrs1e+DgfmGlHk6HSSepX1cBLCd3u4QL45XF5/ninqs9Pty7Rmt1e9BVzwLeNa30rOFZR5Lk/Q6adBuef2+j4TPEjSWkdP/+ssTRfc1dXV8Hq9yMoKHSnKyspCZWVlu5+prKy8qO0BYPHixXj22Wc732Ai6tZ0OglGDRTbAHONSKv0sg7Jsg7JXXgLM0Xx7fAG7l/cco0Uod4jObAcmMUTmOETmMXTJ71jo0CRxFwjij2SJPmniMtIiWI7AveHD2Sf26sgNbFrBgg1XXAHtJ4uK4Q47xTai93+iSeewMKFC9XXdrsd+fn5l9haIqLoY64RUYBOJ8Gsk2P+DiLMNSK6VJLkP5UmChdu03TBnZGRAVmW24xOV1VVtRnFDsjOzr6o7QHAZDLBZDJ1vsFERBrBXCOieMNcI6JYpOlrsxuNRowePRrr168PWb9+/XpMmDCh3c+MHz++zfbr1q075/ZEREREREREkaDpEW4AWLhwIWbPno0xY8Zg/PjxePvtt1FWVoa5c+cCAObMmYO8vDz1iuXz58/H1VdfjZdffhk/+clP8NFHH2HDhg3YunVrNLtBRERERERE3YzmC+4ZM2agpqYGzz33HCoqKlBQUIBPPvkEvXv3BgCUlZVBp2sZqJ8wYQJWrFiBp556Ck8//TT69++PlStX8h7cRERERERE1KU0fx/uaOB9HYmoq/B+tUQUb5hrRBRvOpM3mj6Hm4iIiIiIiChWaX5KeTQEBv3tdnuUW0JE8S6QM5GebMRcI6KuwlwjonjTmVxjwd2OhoYGAOC9HYmoyzQ0NMBms0X06wPMNSLqOsw1Ioo3l5JrPIe7HYqi4OTJk7BarZAk6Zzb2e125Ofn4/jx43Fz7hD7FBvYp9jQkT4JIdDQ0IDc3NyQC0CGG3ONfdI69ik2MNe0gX2KDexTbIh0rnGEux06nQ49e/bs8PbJyclx8wMXwD7FBvYpNlyoT5EcAQpgrrFPsYJ9ig3MNW1gn2ID+xQbIpVrvGgaERERERERUQSw4CYiIiIiIiKKAPmZZ555JtqNiGWyLGPSpEnQ6+Nndj77FBvYp9gQi32KxTZfCPsUG9in2BCLfYrFNl8I+xQb2KfYEMk+8aJpRERERERERBHAKeVEREREREREEcCCm4iIiIiIiCgCWHATERERERERRQAL7k5444030LdvX5jNZowePRpfffVVtJvUYYsXL8YVV1wBq9WKzMxM3H777di3b1/INk6nEw888AAyMjJgsVhw22234cSJE1Fq8cVZvHgxJEnCggUL1HWx2J/y8nLMmjUL6enpSExMxI9+9CMUFxer7wsh8MwzzyA3NxcJCQmYNGkSdu/eHcUWn5/H48FTTz2Fvn37IiEhAf369cNzzz0HRVHUbWKhT19++SVuvfVW5ObmQpIkrFmzJuT9jvShtrYWs2fPhs1mg81mw+zZs1FXV9eV3WgXc027mGvaxFxrwVwLr3jPNIC5plXxkGuayjRBl2TFihXCYDCId955R+zZs0fMnz9fWCwWcezYsWg3rUNuuOEGsXTpUvH999+LkpIScfPNN4tevXqJxsZGdZu5c+eKvLw8sX79erFz504xefJkMWLECOHxeKLY8gvbsWOH6NOnjxg+fLiYP3++uj7W+nPmzBnRu3dvcd9994nt27eLI0eOiA0bNoiDBw+q27z00kvCarWKDz74QJSWlooZM2aInJwcYbfbo9jyc3vhhRdEenq6+Pjjj8WRI0fEqlWrRFJSknj11VfVbWKhT5988ol48sknxQcffCAAiA8//DDk/Y70YerUqaKgoEBs27ZNbNu2TRQUFIhbbrmlq7sSgrmmXcw1bWVAMOYacy1S4jnThGCuaS0DgsVDrmkp01hwX6KxY8eKuXPnhqwbNGiQePzxx6PUos6pqqoSAMSWLVuEEELU1dUJg8EgVqxYoW5TXl4udDqd+Oyzz6LVzAtqaGgQAwYMEOvXrxfXXHONGuCx2J/HHntMFBYWnvN9RVFEdna2eOmll9R1zc3NwmaziTfffLMrmnjRbr75ZvHzn/88ZN0dd9whZs2aJYSIzT61DvGO9GHPnj0CgPjmm2/UbYqKigQAsXfv3q5rfCvMNW1irmk7A5hrzLWuEi+ZJgRzTesZEG+5Fu1M45TyS+ByuVBcXIwpU6aErJ8tJRyzAAAI50lEQVQyZQq2bdsWpVZ1Tn19PQAgLS0NAFBcXAy32x3Sx9zcXBQUFGi6j/fffz9uvvlmXH/99SHrY7E/a9euxZgxY3DnnXciMzMTI0eOxDvvvKO+f+TIEVRWVob0yWQy4ZprrtFsnwoLC/HFF19g//79AIB//etf2Lp1K2666SYAsdmn1jrSh6KiIthsNowbN07d5sorr4TNZotaP5lr2u0jc03bGcBcY651lXjJNIC5pvUMiPdc6+pMi5+7lXeh6upqeL1eZGVlhazPyspCZWVllFp16YQQWLhwIQoLC1FQUAAAqKyshNFoRGpqasi2Wu7jihUrsHPnTvzv//5vm/disT+HDx/GkiVLsHDhQvzmN7/Bjh078OCDD8JkMmHOnDlqu9v7OTx27Fg0mnxBjz32GOrr6zFo0CDIsgyv14tFixbh7rvvBoCY7FNrHelDZWUlMjMz23w2MzMzaj+PzDVt9pG5BvW1VjOAucZc6wrxkmkAcy1AyxkQ77nW1ZnGgrsTJEkKeS2EaLMuFsybNw/fffcdtm7desFttdrH48ePY/78+Vi3bh3MZnOHP6fV/gCAoigYM2YMXnzxRQDAyJEjsXv3bixZsgRz5sxRt4uln8OVK1di2bJleO+99zB06FCUlJRgwYIFyM3Nxb333qtuF0t9OpcL9aG9/mihn/Hwbw8w17TYH4C5FkzLfToX5lr0xEOmAcy1YFruU3fJta7KNE4pvwQZGRmQZbnN0Y2qqqo2R0q07oEHHsDatWuxadMm9OzZU12fnZ0Nl8uF2trakO212sfi4mJUVVVh9OjR0Ov10Ov12LJlC1577TXo9XpkZWXFVH8AICcnB0OGDAlZN3jwYJSVlQHw/R8BiKmfw0ceeQSPP/447rrrLgwbNgyzZ8/GQw89hMWLFwOIzT611pE+ZGdn49SpU20+e/r06aj1k7mmvT4y11pouU/MNeZapMVLpgHMtWBa7lO851pXZxoL7ktgNBoxevRorF+/PmT9+vXrMWHChCi16uIIITBv3jysXr0aGzduRN++fUPeHz16NAwGQ0gfKyoq8P3332uyj9dddx1KS0tRUlKiPsaMGYOZM2eqy7HUHwC46qqr2tz+Y//+/ejduzcAoG/fvsjOzg7pk8vlwpYtWzTbJ4fDAZ0uNHZkWVZvMxGLfWqtI30YP3486uvrsWPHDnWb7du3o76+Pmr9ZK5pr4/MNR+tZwBzjbkWKfGWaQBzLUDrGRDvudblmXZRl1gjVeA2E3/5y1/Enj17xIIFC4TFYhFHjx6NdtM65Fe/+pWw2Wxi8+bNoqKiQn04HA51m7lz54qePXuKDRs2iJ07d4prr71W07dlaC34qpdCxF5/duzYIfR6vVi0aJE4cOCA+Nvf/iYSExPFsmXL1G1eeuklYbPZxOrVq0Vpaam4++67NXVLhtbuvfdekZeXp95mYvXq1SIjI0M8+uij6jax0KeGhgaxa9cusWvXLgFA/PGPfxS7du1SbzPTkT5MnTpVDB8+XBQVFYmioiIxbNgwzdw+h7mmXcw17WGuMdcipTtkmhDMNS2Kh1zTUqax4O6EP/3pT6J3797CaDSKUaNGqbdpiAUA2n0sXbpU3aapqUnMmzdPpKWliYSEBHHLLbeIsrKy6DX6IrUO8Fjszz/+8Q9RUFAgTCaTGDRokHj77bdD3lcURfz2t78V2dnZwmQyiauvvlqUlpZGqbUXZrfbxfz580WvXr2E2WwW/fr1E08++aRwOp3qNrHQp02bNrX7+3PvvfcKITrWh5qaGjFz5kxhtVqF1WoVM2fOFLW1tVHoTSjmmrYx17SHudaCuRZe3SHThGCuaVE85JqWMk0SQoiLGxMnIiIiIiIiogvhOdxEREREREREEcCCm4iIiIiIiCgCWHATERERERERRQALbiIiIiIiIqIIYMFNREREREREFAEsuImIiIiIiIgigAU3ERERERERUQSw4CYiIiIiIiKKABbcRJ0kSRLWrFkT7WYQEYUNc42I4g1zjaKFBTfRBdx3332QJKnNY+rUqdFuGhHRJWGuEVG8Ya6RVumj3QCiWDB16lQsXbo0ZJ3JZIpSa4iIOo+5RkTxhrlGWsQRbqIOMJlMyM7ODnmkpqa2u+1zzz2HrKwslJSUAABcLhceffRR5OXlwWKxYNy4cdi8eXMXtp6IqC3mGhHFG+YaaRFHuInCRAiBBQsWYM2aNdi6dSsGDBgAAPjZz36Go0ePYsWKFcjNzcWHH36IqVOnorS0VN2GiEiLmGtEFG+Ya9TVOMJN1AEff/wxkpKSQh7PP/+8+r7H48GcOXOwbt06fP3112owHzp0CMuXL8eqVaswceJE9O/fHw8//DAKCwvbTHkiIupKzDUiijfMNdIijnATdcDkyZOxZMmSkHVpaWnq8kMPPQSTyYRvvvkGGRkZ6vqdO3dCCIGBAweGfNbpdCI9PT2yjSYiOg/mGhHFG+YaaRELbqIOsFgsuOyyy875/o9//GMsX74cn3/+OWbOnKmuVxQFsiyjuLgYsiyHfCYpKSli7SUiuhDmGhHFG+YaaRELbqIwuO2223DrrbfinnvugSzLuOuuuwAAI0eOhNfrRVVVFSZOnBjlVhIRdRxzjYjiDXONooEFN1EHOJ1OVFZWhqzT6/Uh05GmTZuGd999F7Nnz4Zer8f06dMxcOBAzJw5E3PmzMEf/vAHjBw5EtXV1di4cSOGDRuGm266qau7QkQEgLlGRPGHuUZaxIKbqAM+++wz5OTkhKy7/PLLsXfv3pB106dPh6IomD17NnQ6He644w4sXboUL7zwAn7961+jvLwc6enpGD9+PMObiKKKuUZE8Ya5RlokCSFEtBtBREREREREFG94WzAiIiIiIiKiCGDBTURERERERBQBLLiJiIiIiIiIIoAFNxEREREREVEEsOAmIiIiIiIiigAW3EREREREREQRwIKbiIiIiIiIKAJYcBMRERERERFFAAtuIiIiIiIioghgwU1EREREREQUASy4iYiIiIiIiCKABTcRERERERFRBPx/05o11iCZSW8AAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.inp.out_BLM-V_2020-02-17_23-02-35.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb6_Ag.inp.out, pType=a, thres=0.0014109604802093442, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLMv:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (0.330129723458013+2.3299668201423586e-17j)\n", "Plotting data (No filename), pType=a, thres=0.00033012972345801303, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 6.59052323070055e-16\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2018-02-16 14:51:54.091 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Tue Feb 18 02:22:49 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Feb 18 02:22:49 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Tue Feb 18 02:22:49 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-17_23-02-35\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2018). *ePSproc: Ethylene (C2H4), orb 6 (HOMO-2) ionization (Ag), wavefn run, 1.0:2.5:100.0*. Dataset on Zenodo. DOI: 10.5281/zenodo.3706975. URL: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Ethylene (C2H4), orb 6 (HOMO-2) ionization (Ag), wavefn run, 1.0:2.5:100.0,\n", " title = {ePSproc: Ethylene (C2H4), orb 6 (HOMO-2) ionization (Ag), wavefn run, 1.0:2.5:100.0}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3706975},\n", " publisher = {Zenodo},\n", " year = {2018},\n", " url = {https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb6_Ag.html}\n", " }\n", "```\n", "\n", "See [citation notes on ePSdata](https://phockett.github.io/ePSdata/cite.html) for further details.\n", "\n", "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3706975.svg)](http://dx.doi.org/10.5281/zenodo.3706975) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }