{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3627355.svg)](http://dx.doi.org/10.5281/zenodo.3627355) [![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: ABCO HOMO (orb 31) ioinzation (A1) 1-50eV\n", "\n", "- *electronic structure input*: ABCO_E_cc-pVDZ_C3v.molden\n", "- *ePS output file*: ABCO_1-50eV_orb31_A1.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/ABCO/ABCO_1-50eV_orb31_A1.html\n", "- Dataset: https://zenodo.org/record/3627355\n", "- DOI (dataset): [10.5281/zenodo.3627355](http://dx.doi.org/10.5281/zenodo.3627355)\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 ABCO, batch ABCO_1-50eV, orbital orb31_A1\n", "- ABCO 1st attempt, HOMO ioinzation (A1)\n", "- E=1:1:50 (50 points)\n", "- Thu Mar 2 19:15:31 EST 2017" ] }, { "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 ABCO, batch ABCO_1-50eV, orbital orb31_A1\n", " ABCO 1st attempt, HOMO ioinzation (A1)\n", " E=1:1:50 (50 points)\n", " Thu Mar 2 19:15:31 EST 2017\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5353 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2430 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2430 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2429 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2241 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2168 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2168 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2167 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.2429 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.0707 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.0075 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.0075 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8456 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.8456 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.8277 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.6959 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6642 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.6568 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.6568 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5606 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5493 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.5493 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.5227 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5227 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5087 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5087 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.4942 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.4581 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4260 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4260 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3347 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.7200440000 -1.2471530000 -0.7760050000\n", "Z = 6 ZS = 6 r = 0.7200440000 1.2471530000 -0.7760050000\n", "Z = 6 ZS = 6 r = -1.4400880000 0.0000000000 -0.7760050000\n", "Z = 6 ZS = 6 r = 0.6888330000 -1.1930940000 0.7763550000\n", "Z = 6 ZS = 6 r = 0.6888330000 1.1930940000 0.7763550000\n", "Z = 6 ZS = 6 r = -1.3776660000 0.0000000000 0.7763550000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -1.3082360000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 1.2562080000\n", "Z = 1 ZS = 1 r = 1.7478860000 -1.2735970000 -1.1475060000\n", "Z = 1 ZS = 1 r = 0.2290240000 2.1505120000 -1.1475060000\n", "Z = 1 ZS = 1 r = -1.9769100000 0.8769150000 -1.1475060000\n", "Z = 1 ZS = 1 r = 0.2290240000 -2.1505120000 -1.1475060000\n", "Z = 1 ZS = 1 r = 1.7478860000 1.2735970000 -1.1475060000\n", "Z = 1 ZS = 1 r = -1.9769100000 -0.8769150000 -1.1475060000\n", "Z = 1 ZS = 1 r = 1.6989000000 -1.1920400000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.1828870000 2.0673110000 1.1893670000\n", "Z = 1 ZS = 1 r = -1.8817870000 0.8752710000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.1828870000 -2.0673110000 1.1893670000\n", "Z = 1 ZS = 1 r = 1.6989000000 1.1920400000 1.1893670000\n", "Z = 1 ZS = 1 r = -1.8817870000 -0.8752710000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.0000000000 -2.4001850000\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", "['/home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb31_A1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb31_A1.inp.out\n", "Expecting 50 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 3 CrossSection segments.\n", "Found 3 CrossSection segments (sets of results).\n", "Processed 3 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb31_A1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb31_A1.inp.out\n", "Expecting 50 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 100 DumpIdy segments.\n", "Found 100 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 100 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 ABCO, batch ABCO_1-50eV, orbital orb31_A1\n", " ABCO 1st attempt, HOMO ioinzation (A1)\n", " E=1:1:50 (50 points)\n", " Thu Mar 2 19:15:31 EST 2017\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/ABCO/electronic_structure/ABCO_E_cc-pVDZ_C3v.molden'\n", "Initial state occ:\t\t [2 4 2 2 4 2 2 2 4 4 2 2 2 4 2 4 4 4 2 2 4 2]\n", "Final state occ:\t\t [2 4 2 2 4 2 2 2 4 4 2 2 2 4 2 4 4 4 2 2 4 1]\n", "IPot (input vertical IP, eV):\t\t 7.5\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1]\n", "Ionizing orb sym:\t\t ['A1']\n", "Orb energy (eV):\t\t [-9.1076509]\n", "Orb energy (H):\t\t\t [-0.3347]\n", "Orb energy (cm^-1):\t\t [-73458.15912148]\n", "Threshold wavelength (nm):\t 136.13191672095928\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[1. 0.97915547]\n", " [2. 0.9730177 ]\n", " [3. 0.9730177 ]\n", " [4. 0.97381546]\n", " [5. 0.986817 ]\n", " [6. 0.96991866]\n", " [7. 0.96991866]\n", " [8. 0.97040106]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\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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qOWx2W60yux7ewYcQonlsdlutSlcemXGZWB1WSh2lPjMjQgj/+Rp2BcYw4vxSKewghAidRud8aK3P1lova2Df6OA0qeVoKPPRLqYdZpNZgg8hAsDmsPnOMMZKkC9EINhddipcFT6Dj4y4DJlbJYQIqeOacK6UGqmUeibQjWlpbA6bzyeuJmUiIzZDUtVCBIDN7nvYVVa8MRlWboyEaB5fq5t7ZMVlYbVbKXOUhbpZQogTlN/Bh1JqoFLqH0qpXcDDwC9Ba1UL0VDmAyAjNoP9NrkpEqK5rI4GJpxL5kOIgGgs+JBhxEKIUGs0+FBK9VRKzVBK/Qw8DewBlNZ6nNb6qZC0MIwaG2ueGZfJgbIDIW6REG2L1rrBID89Nh2TMslNkRDN5Ak+GppwDhJ8CCFCp6nMxy/AGcAkrfUod8DhCn6zWoaGhl1BTfBRpatC3Coh2o4yZxlVusrnE1mzyUy7mHZyUyREM/mV+ZBhxEKIEGkq+LgQKACWKaVeUEqdgVFmt83zPJFtLPhwVjk5Un4kxC0Tou2w2Y0q3r6qXYG7DKgEH0I0S4mjBMBnhrF9bHsUSuZWCSFCpqlqV+9prS8BegPLgduADKXUP5VSZ4agfWFT7iynSlc1fFMk49GFaDabwx18NDC3KisuS57ICtFMniDfV+bDYrJIhlEIEVJ+TTjXWpdqrd/QWp8L5ADrgLs8+5VSKUFqX9iUOkoB901R/jo4VHtZE08lHrkxEuL4eYaDNBR8ZMYamQ+tdSibJUSb0ticD3AH+RJ8CCFC5JhL7Wqtj2qt/6W1Hu+1+YsAtqlF8DyRjbPEwUc3w0e31tovmQ8hms/Tz3w9kQVj2FWlq5KiyqJQNkuINsVqtxKhIogxx/jcnxGXIX/LhBAhc1zrfPjQ5uaB1Mp8lBdC/lpwOar3J0UlER0RLeNkhWiGpoZdSSUeIZqvxF5CQmQCSvn+U+0poCIZRiFEKJgDdJ429y9WrcxHpRWc5XBwE2QNAEApJZNhhWgmfyacg7HQ4ElpJ4WsXUK0JVa7tcHsIhiZ/HJnOcWVxSRHJ4ewZUK0DKtXr25vNpv/DfQjcA/mBVQBG5xO5zVDhgw56NkYqOCjzanJfLiDD4C9P1QHH2Ckqg+UylofQhyv6uDDEg8/zofEDpA7qnq/ZD6EaL4mgw+vcrsSfIgTkdls/ndmZuZJ6enphSaTqc09UA+XqqoqdejQoT4FBQX/Bs7zbJdhVw3wBB9xygxVTmPj3tW1jvFMhhVCHB+rw4pCEWuJhS9mwvJHau1PjU7FYrJIYQchmsFqt5Jg8SP4kL9n4sTVLz09vUQCj8AymUw6PT29GCOjVLP9eE+olPIeJ3HG8Z6npfI8kY3zHgO7b1WtYzLjMjlUfghHlQMhxLHzrG5uUiaoKIF9a6CqZh1TkzKRESuTYYVojqYyH1lx7uqN0s/EicskgUdwuP+71oo3mpP52OT5RWt9tBnnaZGqh1253CuYt+sJh7dAeU3Vncy4TDSaQ2WHwtFEIVo9q91qzPfQGipLwFEKB3+udUxmXKYMbxSiGawOr+BjxWOw7fNa+9Ni0jCbzBJ8CCFCotE5H0qp6Q3tAnzPEG0jbA4bFpOFSGe5saHrOCP42LcauhuJHs/Tov2l++kQ3yFcTRWi1bLZbUZRB7uN6roVe3+AzJoMbVZcFqsOrPJ9AiFEk2plPr6eAx2HQ/cJ1furM4wyvFGIsLrzzjszFyxYkGYymbTJZOLZZ5/NGz9+fGm42xVoTWU+/gakAAl1XvF+fLZV8wwHqZ5s3nUMoIzgw03GyQrRPDaHzbgp8vQzgL31hzceLDuIy2s4lhDCP44qB+XOcqOfVVUZfW3vKuN3LxmxGey3Sel4IcLl888/j/vss8+Sf/rpp01btmzZtGzZsi1du3a1h7tdwdBUALEGeF9r/WDdF2Bt4rOtms1hqymzC5CYDem9at0YSfAhRPNY7VYjyK8oMTaoCJ9zq1zaxeHyw2FooRCtm2f+YkJkAtitgIaKIji6vdZxnrU+hBDhsW/fPktqaqozJiZGA2RlZTnXr18fPXHixG6eY957773EM888sxtAbGzsoD/84Q/Zffv2PWnEiBE9ly1bFjt8+PBeOTk5J7/xxhtJ4foe/mgq+LgK2N3AvqEBbkuLUuooNcaie4KPqATIHmoMCXFPQo+zxJFgSZDgQ4jjVK+f5QyDQ7/Um1sFyJAQIY6D1W70rcTIxJogH3xmGA+UHaBK186ICCFCY/LkySX5+fmRubm5/S699NJOH3/8cfykSZOs27Zti87PzzcDvPTSS2lXXnnlYYDy8nLTuHHjrBs3bvw5Li7Ode+992Z/9dVXW955551tDz30UHZ4v03jGg0+tNabtdY+Z1Nrrdv0I5JSR2ntzEdUIuQMgfKjULiz+riMOBknK8Txsjls7uGNxcaGbuONn/lrqo/JiM0AJMMoxPHwBB8JkQlQUVyzY+8PtY7LisvCWeXkSPmRUDZPCOGWlJRUtWHDhk1PP/10Xnp6uvOKK67o9vTTT6dNmTLlyAsvvJB6+PDhiDVr1sRffPHFxQAWi0VfdNFFJQB9+/YtHzVqlDUqKkoPHz68fN++fZHh/TaNa2rCeSZwP8YKhTOAm4ALgZ+BW7TWbXaAqM1uIz023ajAAzWZDzDW+0jtCkglHiGao7raleeJbNexsPzvRh9zByJZ8VIGVIjjVWI3+pYR5Lv7mTm6XvDhPYw4PTY9pG0UQhjMZjPnnnuu9dxzz7X279+//LXXXkt76aWX8s4555zu0dHRetKkSYUWi8VzrDaZjByCyWQiKipKA0REROByuVr0+ntNDbv6D0ZJ3T3AMqAcOAf4CngukA1RSnVUSi1TSv2slNqolLrFvT1VKbVEKbXV/TMlkNdtSK3Mh8kC5iho3wcssbXGpGfGyUKDQhyPSlcljiqHsfiZJ8OY5JlbVXNjlGBJINYcK/1MiONQO/PhDj46j4ADG8FeU0THE3zsL22zzxSFaNHWr18f9dNPP0V53q9duzYmJyfHnpub68jIyHA8/vjjWb///e/bxOTHpoKPDK31U1rrR4BkrfWjWuvdWuungM4BbosTuF1rfRJwKnCjUqoPcBfwhda6B/CF+33Q1QwHsRpZD6UgwgwdBtW6McqMzaSwspByT0leIYRfPBNhjTkfngxjYr25VUopCfKFOE42h9HPEiMTa/pZ9wmgXZC/rvq4zFgpoCJEOJWUlERcfvnlXbp169a3Z8+efX755ZeYRx99NB9g6tSpR7KysuxDhgypCHc7A6HRYVfUDk5ebWRfs7mHcO13/25VSv0MZAPnA2Pdh70CLAfuDOS1fakptbvXCD48sofA98+BsxLMUdVDQg6UHiA3KTfYzRKizfDcFBn9bCegIDIecobCuteNuVVewxvlpkiIY+dzzodnbtXeHyB3JABJUUlER0TLHEYhwuT0008vW7t27S++9q1cuTLBM9Hco6ysbK3n99mzZ+c3tK8laiqA+EApFQ+gtb7Xs1Ep1R3YEqxGKaVygUHA9xjZF09Qsh9o38BnrlVKrVJKrTp0qHkrjjtcDipdlTXDrqISa3bmDAWXHQp+AmoWGswryWvWNYVoDQLZz6ozH55Su1EJYDIZFa+gXllruSkSJ4pA9rMSewkmZSLWEluT+UjpYry8sviSYRSiZerbt+9JmzZtirn++uvbTDWIpqpdzdBa23xs36a1vsjXZ5RSJU28rEqpBgMXd7CzALhVa13S0HE+2vS81nqo1npoenrzJsuVOoxxsNUlQGtlPjyTzo0bo/7p/YmzxLF0z9JmXVOI1iCQ/czqMJ7I1utn7U8CS1y94ONw+WHsrja53pIQtQS0n7nX0jEpkxHkR0SCJdoI8r2GN4JRvVEKqAjRsmzcuPHnVatWbfas/9EW+DV0SimVppR6Sim1Rim1Wik1RymV1sDh27XWiY28EgCfS8UrpSwYgccbWut33ZsPKKWy3PuzgIPH9hWPXanTaJ6R+SipHXwkdoCoJDiyDYCoiCjG5Izhi91f4KhyBLtpQrQZpe7JrsYK58U1GUZTBGQPrje3CpBF0IQ4Rla71ehjYAy78vSznGFgOwDFe6uPzYrLksyHECLo/J23MQ/jpv9C4CLgEPB2A8de6Mf56h2jlFLAi8DPWuvZXrs+BK5w/34F8IGfbT5unuEgNcOuvIIPpSClMxTuqt70q9xfUVxZzA/7f0AI4Z/qzIdn2FV0neGNBT+Bw5hb1yWpCwAbj2wMeTuFaM2OVhwlKcq92HGlVz/L8WTxvYL8uEwOlR/C4ZIHaUKI4PE3+EjVWj+ktd7pfj0MJPs6UGu9w/O7UipTKXWeUmqSe82Qesd4GQlcBoxXSq1zv/4PeASYqJTaCkx0vw8qz7Arn8EHQEpureBjZPZI4ixxLM5bHOymCdFm1Jrz4Wt4Y5UDCn4E4OR2J5MancoXeV+Eo6lCtFrbCrfRPbm78aaipCbzkdHPWO9j3+rqYzNjM9FomV8lhAgqf4OPZUqpqUopk/s1Bfi4sQ8opa4B/gdcgJEt+U4pdXVDx2utV2qtlda6v9Z6oPv1idb6iNb6DK11D/fPo/5+ueNVuwpPA8FHUR5UVQE1Q68+3/25DL0Swk+ezEdcpGd4Y53MB8A+Y6XzCFME4zuN58u9X1LhbBOVBoUIusKKQg6WH6RnSk9jQ2UJRLuzIOZIyBpYK/PRr10/AL7f/32omyqEOIE0Gny4J4eXANcBbwKV7tc84LYmzv0nYJDW+kqt9RXAEEJQIjcQqiecm6LAWVH7pgggtYtR8cpasxiTDL0S4tjY7DZizDFYTJb6QX58BkQmwNGaJOnEThMpd5bzTf43YWitEK3PlkKjtkuPlB7GBl/DG/PXgdMo5NAzpSc58Tks3S0FVIQINZvNpoYNG9bL6XSyefPmyOHDh/dauHBhwoUXXpgLMHfu3LSUlJQBvXv37uN5rV69OtpzLIDn+Llz56ZNnz69Q2PX83Xs9OnTO7Rv376/9zUOHz4cUbcd06dP7zB9+vQOc+fOTQO49tprcz788MOERi5XS1PVrhKAJKCv1tqktba4XyatdWJjnwX2Alav91aMldJbPE/mI86zwVfmA2TolRDNUL2WDtS/KVIKUnONtT7chmUNIzEykc/zPg9tQ4VopTzBR63Mh2f+B7hLx1fCAaN0vFKK8Z3G893+76qHRQohQuOpp55qd9555xWazQ0vwTdp0qTCX375ZZPnFYxFB6+//voD3tdo166dq6nP3HHHHQcfffTRzKaO82hy2JXWWgPv+XtCpdR0pdR0YB/wvVLqAaXU/cB3wDZ/zxNOnio88VXu/94NBh81N0ZS9UqIY1NQWkC7mHbgcoCzvH6GMaULHK3pYxaThbEdx7J8z3KZECuEH7YUbiE1OtXoZ1A/yO8w2PjptdL5+E7jcVQ5WJm/MoQtFULMnz8/bcqUKUUAEREROjk52RkVFVWVmJjY6M2/51gAz/ExMTFV8fHxjX7ueI4F8BwfHx/viomJqQLo2bOnvaioyLx79+6mFi8Hml7h3OM7pdQwrbU/Y4o8d+rb3S+PoFepChSbw4ZCEeN03+DUDT6SOoIy1cp8gDH06pOdn/BDwQ+M6DAiNI0VopXaXrydoRlDjSFX4CP4yIUti6DKZZTfBSZ2nsiH2z/k+4LvGZU9KrQNFqKV2VK4hV4pvYw3VS6w11k0N6kjRETVepA2MH0gqdGpLN29lLNyzwpxi4UIvz/9d33HLQXW2ECes2dmQtmsiwY0OPqnoqJC7dmzJ6pXr152gO7duzsWL168HWDixInVy1N89NFHKb179473vF+1atXPdY/1Pr4xDR373HPPZcyfPz8NICkpyfn9999v8T7297//faGv85188sllS5cujb/yyiuLmrq2v8HHOOA6pVQexhodCiMp0r/ugVrrB/08Z4tV6iglzhKHyZ0BqRd8RFggKade8FE99GrXYgk+hGiEzW6joLSAbsndjLUHoH4/88ytKsmH5I4AnNbhNGLNsXye97kEH0I0wlnlZHvRdqb2mmps8Kxu7p35MJmMIN8rwxhhimBsx7Es3rUYh8uBJcISukYLcYIqKCgwJyQkOJs6bvGpv0AAACAASURBVNKkSYWvvvrq7mC25frrrz8wc+bMY15UKz093blv375If471N/g429+LK6U+bGy/1vo8f88VLgfKDpAWk9bwE1moV24XaoZeLclbwqUnXUr3lO5Bb6sQrdH2YiMp2i2pW00/i/Yx7AqMfuYOPjx9bOnupdx76r2YTf7+EybEiWW3dTeVrkp6prrne1S4g496BVS61irsADC+43je3fqukcXPlgdp4sTSWIYiWOLi4qrsdru/FWhbpIqKCuUZhtUUv76o1joPY12PSe5XsnubL6cBOcBXwGPA43VeLd6Ooh3GombVwYePCfw+gg+AK/pegdlk5pKFl/DKxldwVTU5T0eIE872IiP46J7cveaJrK/MB9QaEgIwofMECisLWXNgTbCbKUSrteWoj8nmUD/IT+1qZD60rt50StYpxJhj+GK3rKsjRCikp6e7XC6XKisrU4E+96uvvpp84403Zgf6vHVt3749esCAAeX+HOtX8KGUugV4A2jvfr2ulLqpgcMzgbuBfsAcjIUBD2utv9Raf+nP9cLJWeUkz5pH16SuDd8UgRF8lB6CytoVQfqk9eHd895lZPZIHlv1GL9b/DuW5C3hufXPceuyWzl7wdmMeXsM4+ePZ+J/JzLpvUl8tP2j4H8xIVqQbUXbiI6IJjshu+EMY2IOmMy1hoQAjMoeRXRENEvyloSotUK0PlsKtxChIoy/ZVCT+YhOqn1gahej4IO1ZmHBaHM0o7JHsWzPMqq0Xw8yhRDNNHr06OLFixfHN3aMe85HdRncJUuWxDV2PMC2bduimpq07u25557L8L7G5s2bmxxKVVlZqXbt2hU1evRov+ab+Dtm4XfAKVrrUgCl1KPAt8BTdQ/UWruARcAipVQUMA1YrpSaqbWud3xLs9e6F2eV08h8HHAndxoKPsBYbDCjb61daTFpzBk3hw+3f8gj/3uE6cunA9A5sTN92/UlOSoZZ5UTZ5WTbUXbuHvl3ey17eX6/tejVMCDXiFanO1F2+mS1AWTMjV8UxRhhuRO9TIfsZZYRmaPZHHeYq7qdxUd4hstZS7ECWlL4Ra6JHUhMsJ931DZ0LArd4bx6A5IzKrePL7TeJbkLWHD4Q30T683vVMIEWC33HLLwVmzZmVOnjzZ6mv/zTfffOTmm28+cqznXb9+few///lPv4aSzZ49O3/27Nn5x3qNt99+O2nSpEmFFot/c8T8DT4U4B01udzbfB9sBB3nYAQeucBc4F0/rxVWO4uNG52uSV1h9wZAQaSPwNJ7rY86wQcY9dLP734+I7NHste6lx4pPYiz1D+Pw+XggW8f4Nl1z5Jvy2fGaTOMRdeEaMO2F21neOZw402jGcYu9TIfAFf3u5rrllzHtI+nMWfcHAa2HxjE1grR+mwp3FK7XzSY+XBnRgp3Qu7I6s2nZ5+OWZlZunupBB9ChMDIkSPLf/jhhxKn00lja30cqw8++KD+H9EAczqd6r777vN7krq/k1tepmbNjgcw1ux40deBSqlXgG+AwcCDWuthWuuHtNb7/G1UOO0oNibeVc/5iEo0Fjyry3sybCPaxbRjYPuBPgMPAEuEhYdHPswfBvyB97e9z42f30iFM+BrxgjRYljtVg6UHaBrsvump6EnsmA8lS2s/+9m//T+vPF/bxBrjuV3n/2OhTsWBrHFQrQuJfYS9pfurymzCw33s6RO7uGNtSedJ0UlMTRzKIt2LZIFB4UIkVtvvfVIIAOPULn66qsL/VmM0MOvb6i1nq2UWg6Mwsh4XKW1XuvZr5RK0Vp76v5ehlGOtydws9cwIk953qZWRg+rncU7SY9JJyEywR18NLBafEyKsVJsE8GHP5RS3DDwBrLispjxzQz+9v3fmDlyZrPPK0RLVGuyORj9zGQBc1T9g1O6GKV4y45CbGqtXV2Tu/LWOW9x2/Lb+MtXf+Gj7R8RFRGFxpg4mxGbQbfkbnRP7k6P5B4kRycH9XsJ0VJsLdwKeE02B6hwl96vO+E8wmys91En+AC4qu9V3PjFjVz/+fU8N+E54iMbHY4uhBB+8Tu80lqvARoqL/MFRqYDrXWrLhW2s3inkfUA40lRQ8GHUpDSOSDBh8eve/yavba9PP/j8wxqP4hf9/h1wM4tREvhCT66JXczNnhWXfaZYcw1fhburBd8ACRHJ/P8xOeZvXo23xd8j3L/T6NZXbAaq8MYOqtQ3DToJq45+RqZVyXavM1HNwN1g48SY0FBX0G+p+JVHSOyRzBrzCz+9OWfJAARQgRMoHI7NekNpdZorQc3erAfx4SD1pqdxTv5v67/Z2yotNZ/SuQtJRcO/RLQNtww4AbWH1zPX7//K33S+tArtVfTHxKiFdlWtI0YcwzZ8e7Kf40F+dWTYXdC9hCfh1giLNw5/M5627XWHCw7yLaibby37T3mrp1Lib2E6UOmSwAi2rQthVtIikqifWz7mo2VJQ3/PUvtCntXGeV26/SNCZ0nSAAihAioQAUf2uv3k5RSPzZyrAKSGtkfNofLD2N1WL0yH1ZjeFVDUnJhy2dQVWWsFBsAEaYIHh39KFM+msL05dOZd+48YwiYEG1ErUpXUDO3yhfvzMcxUkqREZdBRlwGp3U4jZSoFP6z8T9Y7VbuO/U+IkwRx/cFhGjhthZupWdKz9pBdkVJ/cnmHqldoNI9vDEurd7uCZ0n8I8x/+DPX/6ZM945g16pveid2pveqb05JeuUmgcJQgjhh2AMkepNzWKEvl7nAi1yydRala6g8TkfYNwYuSrBuj+g7UiLSWPWmFnss+1jxtcz0Fo3/SEhWontxduNlc09KkoaDj4i4yA+A47uatY1TcrE3afczbX9r2XB1gX8ecWfcVY5m3VOIVoCZ5WTD7d/iKPKAUCVrmJr0dbaQ67AnWFsJPMBjQb5EztP5Pkzn+e8bucB8MG2D7j/m/s5a8FZTPloCi/8+AK7inc19+sIccKy2Wxq2LBhvZxOJ5s3b44cPnx4raEvV111Vcf27dv3d7lq5nWvXbs2euDAgb0jIyMHz5gxI8P7+Ozs7JObumbdY1599dVkpdSQtWvXRntvP/3003skJCQMHDduXHfv7cOHD+/lWQdkxIgRPQ8dOuTXU71ABR/Vj1e01nl+vPYG6LoBVavSFfgXfEBA5314DM4YzG1DbuPz3Z/z0oaXAn5+IcKhxF7CwbKDNfM9wI/hjb4rXh0rpYx5H9OHTGdx3mKeXfdss88pRLh9uedL7ll5D+e/fz4f7/iY3SW7KXeW1w8+KpoYdgU+J517G5Y5jHtOvYdXz36Vb3/zLR9M/oDpQ6ZjMVmYu3Yuk96fxMsbXg7AtxLixPPUU0+1O++88wp9VbtyuVwsWrQoOSsry/7pp59W35i2b9/eOWfOnN3XXXed32VuGzNv3rzUwYMH21577bVakyzvuOOOgn/961+N/iGeNm3akcceeyzdn+s0GnwopT5WSv1WKdXUCopn+HOxlm5n8U5izbFkxLqDx8aGg0BQgw+Ay/tczlm5ZzF37Vy+yf8mKNcQIpR2FBk3N9WVrsAY7tFYP0vtEtA+dlW/q7igxwW88NMLrNi7ImDnFSIcxncazzNnPEOsOZa7vrqLKxZdAXBsmY/kzoBqMvjwZlImuiZ15ap+V/HGOW+w5KIlnNn5TGavni0BiBDHYf78+WlTpkwpAoiIiNDJycnV6fmFCxcm9OzZs/yaa6459Oabb1YHBtnZ2c4xY8aUWSyWekNkUlJSmkzvex9TXFxsWrVqVfzLL7+867333qs15+D888+3JiYmVtX9fHJysjMiIkIDTJ06tejdd9+tP27Th6bmfDwPTAWeUEotA94CPtFa270P0lof9ediLd2O4h10SepijJOtcoHd1njmI6kjKFPQgg+lFA+OeJBtRdv484o/M++ceeQk5ATlWkKEwraibQD1Mx+NZhi7wPp54KgAS3TDxx2Dvwz/CxsPb+TulXfzzrnvkBWf1fSHhGiBlFKMzhnNqOxRfLbrM55e+zSOKkftPgZGyeqGMh+WaEjM9lnxyl+ZcZk8OvpR1FeK2atnA0agL0Sr8/6NHTm4KTag52zfp4zJzzS4ynhFRYXas2dPVK9evewA3bt3dyxevHi7Z/+bb76ZOmXKlKPTpk0reuihh7IrKytVVFRUo2PyN2zY8HNTzfI+5o033kgeO3Zscf/+/SuTk5NdK1eujB01alRZY5/3bmN6errLbrergoKCiMzMzEbX/Gg086G1/kBrPQ3ojLFC+RXAbqXUS0qpiU19qdZmZ/HOmvkenkWVGrspMkdCYk7Qgg+AWEssc8bNoUpXcdvy2yh3lgftWkIE2/ai7cSYY+gQ38HYoHXjw0HAXfFKQ1FewNoRbY7m8bGP46xycseXd+BwOQJ2biHCwaRMnN3lbD6Y/AGfXvApMeaY2gdUlBhrUzUktcsxZT58MZvMPHL6I/wq91eSARHiGBQUFJgTEhJ8ZioqKirUsmXLkn7zm98UpaamVg0cOLD0vffeC/iaefPnz0+dNm1aIcCFF154tO7QK3+kpaU5d+/eHdnUcf4uMlgOvA28rZTqD7yCEYi0mXIxpY5SDpQdqD3fAxoPPiDga3340imxE4+c/gh//OKPPPjtg/x91N+lVKholbYVbatd6cpRBtrl39yqozshPXClpzsnduahkQ8xffl0Hl/9OHcNvytg5xYiXMwmM0leQcY/Fv3CjgPFPOcobSLI7wq/fByQ6z9y+iMojAxIx4SOTOg8odnnFSJkGslQBEtcXFyV3W73mRBYsGBBotVqjejXr19fgPLyclNMTEzV1KlTiwN1/YKCgojvvvsuccuWLTF//OMfcblcSiml//nPf+41HUM118rKShUbG1tveFZdfp1RKZWhlLpJKfU18D6wGPBddL+V8lTpqFXpCvwIPnKDHnwAjM4ZzY0Db+TjHR/z6qZXg349IYJhR9GOOvM9PP2siQnnEJBJ53VN7DyRS0+6lDd+foOFOxYG/PxChNO324/w7PLtfPvzLgD2lFkaPji1C5QdNjIkzWQ2mfnbqL/RL60fM76ewZ6SkN/LCdGqpKenu1wulyorK6v3ZHnevHmpTz75ZN6+fft+2rdv30+7du366auvvkq0Wq1+RwVdunTp29j+1157LeWCCy44kp+f/9O+fft+Kigo+DEnJ8e+ePFivxf1qaqq4tChQ5ZevXpVNnVsUxPOf6+UWoqxsnlP4M9a665a6zu11uv8bVBr4LPSFfgXfJQeBHtp8Brndm3/a5nYeSKzV8/m631fB/16QgRSib2Eg+V1Kl15bnQaCz7i2kFkfLPGozdm+tDpDMkYwoPfPMjPR5ocIitEi1Jmd/K3T36mzF57xEaFw8U97/1Ex9QYXr/0JACe/uYgr3yzy3f5dj/K7R4LS4SFx8Y+Bgpu//J2Kl1N3o8IcUIbPXp0cd2bfavValqxYkXSxRdfXOTZlpiYWDV06FDbvHnzknbv3m3OyMjo//zzz2c88cQTWRkZGf2PHj1a695+//79Zq11o8Nl3nnnnbQLLrig0Hvb+eefX+gZejVkyJBel112Wddvv/02MSMjo/+CBQvq/dFeuXJl7KBBg0otlkYecrg1NexqBPAI8LnWusk0Smu2s3gnZmWmY2JHY0OlHzdFULMCc2EeZPQJXgMxJhY+PPJhdpXs4k8r/sS8c+bRKbFTUK8pRKBsLzLmpfnMfDQ2HESpgJXb9cVisvDYmMeYunAqty67lXnnziMlupHFRYVoQf638yj//moHq3Yd5eUrh5MUa/zhf3bZNnYcLuW13w3n5HhjLaqOWZnc/+FGyh0urh9TZ0K6d7ndrAEBaVt2fDZ/HflXbl52M7N+mMW9p94bkPMK0RbdcsstB2fNmpU5efJkq2dbQkJCVXFxcb2H/d4TvQ8cONDYwt4sX7487pprrjnY2DH/+9//Ntfddu+991Z/ZvXq1fX21/Xyyy+n3XDDDY1ex6OpCedXaa0XA1opdalSagaAUqqTUmq4PxdoLXYU7yAnIQeLyR2x+Zv5aO8OOPJCk4mItcQyd9xcTMrETUtvwuaZGC9EC1PuLOf7/d/z4k8vctuy27h9+e2AjzK70HQ/S80NWuYDoF1MO54c9ySHyw/zpxV/kgUIRasxtld7nv3tYH7aV8wlz3/LIWslWw5Y+eeX27lgUDan90ivfph2w1mDOLVrKvP+t7t+9sN7blUAjes0jiv6XMHbm99m0c5FAT23EG3JyJEjy8eOHVvidAb278+0adOKvQOJYOnXr1/5+eefb236SP8XGXwWOA2Y5n5vBZ45jra1WLUqXYH/wUd6b8joB+veDF7j6shJyOHxMY+TV5LHjG9kBXTRMm0+uplrFl/Dk2ueZHPhZoZmDuXBEQ9WV7qa+8VWZi74HoBluyrYX9xIJbeULka1q6pGq/c1S792/bj31Hv5fv/3PLH6iaBdR4hAO6tfFi9eMYy8I2VM+de33PHOeuKjzNxzjjHcigojyDfFJHFu/w7sOlLGlgN1HlxFJUBc+2ZXvPLlliG3MCB9ADO+mcG2wm0BP78QbcWtt956xNcig63B7bffftjfY/0NPk7RWt8IVABorQuBJktptRaOKge7S3bTNfk4gg+lYOBvIX8NHAzdePFTsk7h5sE3syRvCW/98lbIriuEv05KO4nnJjzHV5d8xScXfMI/Rv+DC3pcAMC2gzbmfrGVaJcxV+reT3dz2t+XMnvJFt8nS+0CLjuU5Ae1zb/u8Wum9prKq5te5b2t7wX1WkIE0uie6bx+zXAO2yr5cW8x953bh7T4KGOn19yqM/tkoBR8trGg/klSuwYlw2gxWXh8zOPEWeK4ZdktFFcGrEiPEKIV8jf4cCilIgANoJRKB9rMHJC91r04tbNmsjnUBB+Rfkz07z8FTGZY+3pwGtiAK/teyeic0cxaNYuNhzeG9NpCNCUqIoqR2SNJjk6ut++vH28ixhLBDaelA/DCteM4vUc7Xv56JxUOH9mN9u5CHbu/DWaTAbhz+J2cmnUqM7+byaqCVUG/nhCBMqRzKgv+MIKHJvfj14Oya3Z45jBGJ9E+MZrBnVJYtMFX8BG8uVUZcRnMHjub/NJ87vzqTlxBzGIKIVo2f4OPucB7QHul1F+BlcDfgtaqEPtyz5cA9YZd6cg4Vu8p4bXv8vhpbyNPauLaQc+z4Mf5EMLFykzKxF9H/pV2Me24/cvbKbE3v0SiEMG2fPNBlm0+xE1ndCceY6hVn9wcrh/TDWuFkyWbDtT/UM4wSO4ckgDfbDLz2JjHyInP4bblt7HHKmVCRevRMyOBy07tXHstqDpV5c7qm8mm/SXsOVpn8eLUrlCyDxzBWcx2UPtB3H3K3Xy972ueWvtUUK4hhGj5/Ao+tNZvAH8G/g7sByZrrd8JZsNCodJVyYPfPsjjqx9nWOYweqUaC5gt2XSAT1Zt4UBlJBf+8xvue38DN765BldVI3MrBv7WKLm77fMQtd6QHJ3MrNGzOFB6gPu/vl/mf4gWpapOn3G4qnho4SZy02K5ckQX46bIEgemCE7rmkaHpGgWrNlb/0Qmk9HHdn5pVJYLsqSoJJ4+42mqdBU3fXETVrtfc+iEaJkqi8EcA2ZjtPSv+mYCPoZepbmLQexvtHhOs1zc82Iu6nkRL254USagC3GCajL4UIZTgD5APvAD8EswGqOUekkpdVAptcFrW6pSaolSaqv7Z0BqYO4p2cOln1zKf7f8l6v7Xc3zE5/HYrJgrXBw14IfidGlWGKTeOHyoTw8uR+7j5bxxc8+nsh69JgIcekhH3oFMLD9QG4dciuf7/6ceZvnhfz6QviSX1TOiEeW8thnm9lbaDxhfeO7PLYfKuWec/oQaTYZw0HcZXZNJsWvB2ezYsshDpZU1D/hwGmACllxh86JnXli7BPkleRx11d3UdW2q42LtqyipFY5605psfTOTKgffHSfAJZYWB/ceYR3D7+bQe0Hce/X97L+0PqgXkuI1sJms6lhw4b1cjqdbN68OXL48OG9vPdfddVVHdu3b9/f5aoZsjh37ty0yy+/vBPA9OnTO8yYMSMD4MILL8xduHBho5OWp0+f3mHu3LlpnvcOh4OUlJQBN954Y7b3ccOHD++1YsWKWIDs7OyT9+/fb/b8DpCfn28+/fTTexzLd21qkcEzga3AA8D/AecADwJb3fsC7T/AWXW23QV8obXuAXzhft8sPx/5mSkLp5Bvy+fp8U9z25DbMJuM6gIvfLWTI6V2hmSaSUtNY2KfDKYO60h2cgwvfd3IWNgIC/S/BLYsglK/J/wHzOV9Lmdk9kgeX/V49XoKQoRTmd1Fv+xEnl2+jdP/sYyrXv4fT3y+lZHd05hwUnvjoMqSWkUdLhicQ5WG99ftq3/C5E7QdawRfFSFJhAYnjWcO4ffyYq9K3h67dMhuaYQAVdZUm/NqrP6ZbIqr5BDVq/F/6IToc/5sGEB2OsMyQogS4SFJ8c9SXpMOjcvvVmGNgoBPPXUU+3OO++8Ql/VrlwuF4sWLUrOysqyf/rpp01UQjo+7777blKXLl0qP/zww5SqY/gb26FDB2dGRoZj8eLFcf5+pqnMxxxggtb6bK31Ne7XWcBE976A0lqvAI7W2Xw+8Ir791eAyc29Tvfk7pzd5WzmT5rPmI5jqrcftFbw7692cE7/LBJVRfVNkTnCxBUjOvPdjqNszG9k7sfA30KVE34K/Yg0zwKEcZY47lxxJ3aXPeRtEMJb9/bx/PuKYXx153huGtedjfkllNmd3Hdun5rx6JXWWjdF3dLjGdQpmQWr9/keQjjoUijeDbtWhOhbwCW9LuHCHhfywk8vsHjX4pBdV4iAqZP5AGPoldbUn2M16FIjWPn5o6A2KTU6lWcnPIuzysmNX9woFbDECW/+/PlpU6ZMKQKIiIjQycnJ1Qt+LFy4MKFnz57l11xzzaE333wztalzJSYmuqKiohqNIOLj410xMTHVx7z11lupN9xww4EOHTrYly5d2mQgkZKSUt2+yZMnF7366qtpjR3vraliwmbAxwBs9gFNr58eGBla6/0AWuv9Sqn2vg5SSl0LXAvQqVPjq35bIizMOG1Gve1zPt+K3VnFn87sBfOtEF9zqUuGduLJz7fy8te7eOziBlZ/zegDHQbBmtdg2O8hIrS1mtvFtGPmiJn8cekfmbtmLncMuyOk1xdt37H0M4/s5Bimn9mLm87oQWGpnfaJ0TU7K0rqlbO+cHAO976/gY35JfTLTqp9st7nQHQSrH3DyIKEgFKKu0+5m21F27j363vJTcqlZ0rPkFxbnJiOp581qqK4Xuajd2YCndNiWbSxgN+c4nWNziONdXXWvgYDLmn+tRvRJakLc8bN4fdLfs/05dN5bsJzWCJCdWshhG/3fX1fx22F22IDec7uKd3LHhr5UIMpvoqKCrVnz56oXr162QG6d+/u8F7F/M0330ydMmXK0WnTphU99NBD2ZWVlSoqKqrBSb4vv/xyk+nEmTNnVj95sNls6ptvvkl47bXX8oqKiiJef/311AkTJpQ29vkNGzZUry8xcuTI0pkzZ3Zo6poeTWU+XgJ+UErdqZT6jft1J/A98KK/FwkFrfXzWuuhWuuh6enpx/z57YdszPthD785pRO57eLqPZFNirVw0ZAcPlyXXztNXdfw6+DgRnj57JBMjK1rTMcxXNLrEl7Z9Arf5ge/LKk4sTSnn1kiTLUDD6g158NjUv8ORJpN/He1j+celhjodxH8/CGUFx1r849bZEQkT4x9gnhLPDcvvZmiitBdW5x4mvv3rB4f/Uwpxa/6ZvLt9sMUlzu8d8Cg38Kur6BwV/Ov3YShmUOZOWIm/yv4Hw98+4AUTREnpIKCAnNCQoLPpc0rKirUsmXLkn7zm98UpaamVg0cOLD0vffeS/R17PGaP39+8qmnnmpNSEiouvTSSwsXLVqUciwrrXfo0MF58OBBv9f/a/TRvNb670qp9zGGPp0GKIxMyG+11pv8blXzHFBKZbmzHllAUJaIn7VoM9FmEzef4Z4zU1n/ieyVI3J59ds8Xv8uj9smNvDkc+A0o6LIR7fCc6fDeXOg76+D0eQG3T70dn4o+IF7Vt7Df8/7L6nRTWbohAiPSmu9fpYUa2HiSRl8sG4fd//fScbEdG+DLoVVL8LGd2Ho1SFranpsOk+Me4KrFl3FXV/dxTNnPEOEKSJk1xfiuFWUGBnDOn7VN5PnV+zgg3X7uPy03JodA6bB0r8a86vG3R305k3qNom9tr08u+5ZOiV04roB1wX9mkI0pLEMRbDExcVV2e12nwmBBQsWJFqt1oh+/fr1BSgvLzfFxMRUTZ06NWBjFefNm5e6evXqeM8k8uLi4oiFCxcmTJ482a9Sj2VlZaqpYV7emhwXpLX+GQjd0t31fQhcATzi/vlBc0+4t7CMP7y+BqWMaAqlWL+niNsm9KRdfBRo7fOmqGt6PON7t+eN7/P4w9huRFsauPHodyF0GAwLroF3roSv54J2gb3UeJmjjSFdcemQkAXDr4X0wA3jiDHH8OjoR/ntx7/lnpX38MwZz2BS/i7pIkQIVZRAVP2boguHZPPxT/v5bGMBkwbUyeR2GGQsOrj6PzDoMqPYQ4gMSB/AX075CzO/nckz657h5sE3h+zaQhw3HxPOAQZ3SubUrqk89tlmzu6XRXqCe0X0pBzoNt4Y3jjmTghBkH19/+vZa93L0+ueJichh3O6nhP0awrRUqSnp7tcLpcqKytTsbGxtdJ/8+bNS33yySfzrrvuuqMAJSUlptzc3JOtVqtfN3Y33nhj9imnnFJ6+eWX+0zZHz161LRq1ar4ffv2/RgTE6MB5syZk/bmm2+m+ht8bNiwIbpnz55+LxDUVLWrs7x+T1JK/Vsp9aNS6k2lVIa/F/GXUuot4Fugl1Jqr1LqdxhBx0Sl1FaMBsD/0AAAIABJREFUie6PNPc6ESZFu/hIUuMiSY6NJCnGwiVDO3LN6e4Vzh1loKvqBR8AV4/swmGbnfmrmgiMU7vA1YuMf7gtMRCfCZn9jVKG2UPAHAVHd8C6N+CF8bD50+Z+rVp6p/bmT8P+xMp9K3l146sBPbcQAVHlAkdpveEgAKN7pNM7M4GZCzdxtLRO8QSl4LQbYP96eOU8sDZSAjsILupxERf0uIAXfnqBpbuXhvTaQhwzl8P4m+Yj86GU4uHJJ1PhqOLhj+sMZhh0KZTsNdbWCQGlFA+c9gDDModx39f3sfrA6pBcV4iWYvTo0cWLFy+O995mtVpNK1asSLr44ourA4fExMSqoUOH2ubNm1e/U/uwadOmmA4dOjS4Avbrr7+eMmLECKsn8ACYOnVq0ZIlS5LLy8tVQ5/ztmTJkoSzzjrL70yMamx8pVJqjdZ6sPv3fwMFwAvABcAYrXWzK08Fw9ChQ/WqVauO/wTWAni8F5z7RL1hHVprfvvv71mdV8iCP4yoPyH2WBXvhXm/MRZ1Gn8PnH6HcXMVAFprbv/ydpbtXsZ/zv4PA9IbmCgvTmhKqdVa66HH+rlm97PyQng0F371Nzjtxnq7f95fwvlPf8243uk8d+mQ2is2A/w4Hz68GWKSYcqr0HH48bflGFW6Krni0yvYVbKLt855iy5JXUJ2bdE6ha2flR2Ff3SBsx6FU6/3ecgTS7Yw54utvHr1cEb3dM8xcVYafwe7joOLXz7+6x+j4spiLv3kUgorC3n97NfJTcoN2bVF63e8/Wz9+vW7BgwYEPp1Erx8/fXXMbNmzcp8//33G1nX4diNGjWqx8qVK7cG8px1DR06tNenn366LT093eVr//r169sNGDAg1/P+WMbiDNVa36u1ztNaPwHkNvWBVqvSnWXykaZWSjF32iBS4yK5/vXVFNZ9KnusknLg6s/g5Itg6cPwzhXg8LHA2nFQSvHAiAfIiMvgz1/+WUoZipalkX4GcFJWInf8qiefbTzAO74mn/efAtd8bgxjfPn/YOFtxjj1r+fADy/ClsVQtDsoa4JERUTxxNgniDRFcuuyW7HZbQG/hhABUeH+d99HhtHjD2O70bVdHPe+v4EKh/vewRwFA35jzK1a8ZgxHDkEkqKSeHbCs0SoCG744gaOVtStvi9E2zRy5MjysWPHlhzLRG9/BDvwyM/PN99yyy0HGgo8fGkq+GivlJqulLodSFS1Hz223UkElSXGTx/DrgDaxUfx7G8Hc7CkklveXoerqpn/KFti4IIXYOJM2PQBvHetMSQlABIjE5k1ehYHyw5y39f3ySrNouWoaLyfAVwzqiundk3lwQ83svuIj0XPMvvBtcug19nw4zuwYhYsmQEfT4c3L4YnT4a/58ALZ8D2ZQFtflZ8FrPGzCKvJI87v7oTV4D6rBAB5Qk+GgjyAaItETz8637sPlrGU0u97lMm3A8nT4GlD8EHN4IzNOtHdUzoyJxxczhYdpBblt5CpauRCpNCtCG33nrrEV+LDLZkHTp0cF522WXHVAKyqQDiBSABiMdY4K8dgFIqE1h3PI1sFaqfyDZ8UzSoUwoPnNeXFVsO8cSSLc2/plIw8hY482EjAFl0V8CeNJ2cfjJ3DLuDZXuWMXfN3ICcU4hm8/SzRp7ImkyKx6cMxGRS3Pr2WkoqfAxbjUmBS16Du/fCjKPwl30w/Re4ahGc+yQMvgzKj8LrF8C3zwb0Ce4pWadw1/C7WLF3BU+ueTJg5xUiYDwP0xrpZwAjurXjwsE5/OvLHcxesoUyu9PIflzwPIz9izE/8bVfgy0oBSfrGdh+IH8b9TfWHVrHPSvvkQdnItj+v737DpOyOhs//j3TZ2dme2Vhd6UJiIKAgIhdCRprNCoSS4yaGMkbY14TTUzeaOLPXmLs3ST2rlgREFERUAHpvWxhe5udPvOc3x/P7LILyzZ2yuL5XNdzTdnZmXtY7pnnPlXTNK1/xrwrHUT/XTskcHdL7d6yn/srgUv7L7Qk04PiA2DW5CGsLG3goYVbWFHawNnjC5k5Np9U276r7zR5Q+yo87CjzkONO0CjN0SjL0iTL4zNZCDVbibVZibDcSanjtlOwbIn9JWwjr2+X97SxaMuZlvjNp5e8zTFqcWcOyK+y/8qyj7aehi7PikqTLdz27mH8z8vrWDa7Qu4eEoRPz+mhII0+74PNhjA6tSP1AIoPlq//6Sb4a1fwcc3QeVqfT6X2bbv7/fBRaMuYmvjVp5b+xxD04aq3FKSS2sPYycTzvf21zPHEAhHeHD+Zl5dXsofTzuUs8cVYjjhRsgcqvd+3DMCHLmQNRyyh+urzxUfA9kj+22+YqsZJTO4vuV67vv2Pgqdhfxu4u/69fkVpZ01NTU1Y3JycpoMBoPabKafaJomampq0oA17e/vdd+OEGKulPKMfossGfWw+BBCcOvZYxmUbuetFeX84fXvufntNUwqziCiSXyhCN5ghNoWvdhozyAgPcVCqs1EIKzR7AvhCerDNv6PE7nfvJ5z5t/Ci2v9OKZexgkjc0lL6fuSokIIbpxyI2UtZdy65FYKnYVMLojfBF1F2Ye/Z8UHwFnjBjE028Hjn2/j6S+288wX2znh0ByyHFZSrEacVv2jzO0P4wmEaQmEiWgSgxAYDGAQglznTZwxdDATVj2Gb/d6LJe9hdGR0S9v5Y+T/8iO5h3c+vWtFKUWMTFvYr88r6IcsB4W+QBpdjMPXTyBy6fVc8t76/jdK6t4cP4WxhSkckj2OMZNf5nhTV/j9OwgpXk7tnVzMX4XXU0xJUsvQk7+P70o6SeXH3Y5Ze4ynlnzDFm2LC497OBt91QSJxwOX1lZWflUZWXlWA7maQXxpwFrwuHwle3v7HK1q84IIVZIKY/sz8j62wGvDrL0cfjwD/CH7ZDSsw36pJSsLG3knZUVrNjVgNVsJMWiHxkpFg7JdlCc5aA4K4W8VBsuqwmDoWMrUTiiUecJsm53M+tLaznh2zkc6lvB74O/4j2OZWJxBqeNzefs8YVkOnq8kWQH7qCbSz64hGpfNf89/b8MTRvap+dRDh4JW4Vn+dP63IzrN+i9FD1UWu/l6S+2s3hzDZ5ABE8gjCcYRgJOqwmn1YTDasJkEEgJEkk4Iqls9uMNRviRYRkPmh9iPUN5eMg9jBs6iKOHZXPkkPR9crI3WlfpqffX88yPnuHQzEP7/FzKwSdhefb1Y/DRH3v1fQagaZI3V5Tz/vcV7Kjzsqve28n8RkmxqGKKYQPHmDdxIt9gMkjmjb4dx2EzGVuYRn7agfcwRrQIN3x+A/N2zuPvx/ydc4Yn5UKbShLoa54p8dWX4uMZKWX8thXugwP+sP78bn3lqZtr9N3KEyXoQb54EexYzLyhN3Jf/TQ2VLoxGwWnjM7jgklDOG5kDsZenjCVt5Rz8fsXYzKYeGrGU2qZ0B+4hJ0UfXE/fPo3+FMFWBx9fx704h/YdznevR7T4A1R3uDDu+otjlr+O74zjePilusIYiYv1cppYwuYOTafo0oye51XAGXuMi7/6HJCWohnZz6rinulTcLybNFdsPA2+EvtAW3IGYpolNZ7qfcE8YUi+EMa3mCYJl+IupYgdZ4AobpdXFn+J4ZGdnJn+CKeiJzBiFwXx4/M4fhDcziqJHP/m/N2IxgJcu38a1lWuYz7TriPk4tO7vN7UQ5eqvgYGHpdfAwEB/xhPe+veu/HzfHdvKxTIR+8eils/gRm3sGGktm89k0Zb60op94TZEimnZ9PO4QLjhrSNvSkJzY1bOKqT65CIHhyxpOMyBgRwzehJLOEnRTNvxW+eAD+WtfvY8V75Lv/wLtzCB56Fh+Ouo0P1lTz2cYaAmGNQWk2LjhqCBdMGsKg9E7mlnRhe9N2Lv/ockzCxHOnPccQ15AYvQFlIElYnn38Z/jmGfjz7r4/R28EPYTevAbzhnfYkn86/zDN4avtzQQjGi6riZlj8znnyEKmDs3qdYHvDXm56pOrWF+/nkdPeZQpBVNi9CaUgUoVHwNDn8e1CSH6d0vuZOKuAnvPu6djymyHC1+A0WfCRzcyauPj/OXHo/n6ppN5ZPYE8lw2bp27jqNvn8/tH6ynurlne4SMzBjJszOfxSiMXPHxFayvWx/jN6Ioe/E36/OqElF4gL4K1ozbsGx8l7NL7+bx2RP47i+n8q9ZRzI8z8U/529m+p0LuOK55SzaVENPG2oOSTuEJ2c8SUALcNUnV1HpqYzxG1GULvibejTfo99YHJgvfB5OvJnhlR/wXNqTrPzLSTxz+SRmjs3nwzWVzH5qKdPumM8dH26gtL6TJbT3I8WcwiOnPEJxajFz5s9hcdniGL4RRVFipbsdzifs70fAXCllzwdqx9EBtxQ9OAFyRsGsF/svqAMVCcM7v4bvX4HxP9NX64kOCVuxq4GnvtjOh6t3YzYamDW5iGtOGEZeavdjbUubS/nFJ7+gJdjCgyc9yKR81WDwQ5OwFtnXfg7l38J13/f9OfrDgtvg87tg7Plw7mNtQ1NK6728+k0prywvpdod4NA8F1ceewhnjR+E1dT90JG1dWu58uMrcVqcPHzyw4zMGBnrd6IksYTl2auXQvV6mLO878/RV18+CPP+om9WePbDYDDgD0WYv76at1aUsWBDNRI48dBcfja1iBNG5vZo3lWdr45rPr2GzQ2buf2425lZMjP270UZEFTPx8DQXfERARahFxt7myql7N14hDg5oA9rTx3cPRRO+RtMT7Jl/aSEz26HRXdCybFwwb87TCDcUevh4YVbeHNFOUaDYNZRQ7j2xOHkdlOEVLRU8Mt5v6TUXcr1E6/nkjGXdDl2Xjm4JOyk6IEjIP9wuOiFvj9Hf2mdfzL8VD2vLCltPwqGNd5bVcGTi7exodJNrsvK1ccN5eIpRaRYuh7quL5uPXPmz8ET9nDf8fcxrXBajN+IkqwSlmcPToDsEXDxK31/jgPx2Z3w2f+DSb+AH9/boaezotHHy8t28dLyUmrcAYZmO7jy2KH8ZEJht3ND3EE3c+bPYUX1Cv569F85f+T5sX4nygCgio+BobthV+uBX0opT9z7AGrjEF/8lUVbhwYn4TK0QsCJf4Jzn4DSpfD0qVC3te3HJdkO7v7pOBb+/gTOHV/IC0t3cdzdC7nzow00eve/M+0g5yBe/PGLHD/4eO7+5m5u+PwGvKGed4UrSq81V0DjTihOkpPx6b+DM/8JW+frG6n59mzWajEZOG/iYD787bH8+4rJDMtx8o/313PsnQt5bNFWPIHwfp92dNZoXvjxCxQ6C/n1/F/z+qbX4/FuFEXXXAH1W/XGqkQ5/g9wzHXwzdPw8Z9A27PX2KB0O9fPOJSvbjyJB2cdicNq4k9vrWb6nQv41/zNNHk72VQ0ymVx8dipjzGtcBq3LLmFR1c+qjYiVJQBorvi429dPOY3/RtKkihdCgaTvnFSshp3IVz6Dnjr9QKkrGOrWFFWCneefwSfXn88Mw/L57FFWzn2roU8tGDzfk+UXBYXD5z4ANdNuI55O+cx6/1ZrKld0+ljFeWA7VqiXxZNTWwc7U28HM5/Vh8K9vQMqN3S4cdCCI4bmcNLV0/ltV8dzZhBqdzx4Qam37mAxxZt1XeE7kS+I59/n/Zvpg6ayi1LbuHWJbeq4l6Jjx1f6Jcl0xMXgxD6SIKpv4avH4G3fwXhjo1hZqOBs8YN4t05x/DSVVM5vDCNe+dtYvqdC7j74w3UezpvPLOb7PzrxH9x5tAzeWTVI/xmwW9oCjTF/j0pinJA+mW1KyHEZVLK5/shnn5xQN3Uz50BwRa4+rP+DCk2arfAC+fpE+TPfwZGnd7pw9bvbubeTzby6fpqsp0W5pw4nFlTivY7bn3p7qXctPgm6vx1zBo1iznj5+C0OGP5TpQESshwkA9ugBUvwI27wNjrvU5ja/tieO0yiITgJ0/CofsfT/7drgYe+HQzn2+qIdtp4ZoThjN7SlGnQ0bCWpgHv3uQ59Y+R1FqEXccewdjs8fG8p0oSSQhefbub2DdO/oeH4a+LXHbb6SExffCgr/D0BPggv+Abf8T4dfvbuahBVv4YM1ubCYjP5taxNXHDSPHZe3kqSUvb3yZu5bfRV5KHvefcD+js0bH7r0oSUsNuxoY+msXx9/20/MkViSst3om45CrzmQPh198Crmj4ZXZ+qZtnRhdkMpTlx3FG9dMY1iOk7+9t46T713Ea9+UEo7s2009pWAK75zzDj8d+VNeXP8iZ79zNvN2zuvxaj+K0q2dS2DwpOQrPAAOORauXgSZh8BLF+pj1rXOh3NMKMrg31dM5vVfHc3IPBd/n7uO4+9eyH+W7CAQjnR4rMlg4vpJ1/PUjKcIRAJc8sElPLbqMUKR/Q8tUZQDsn2xvut4ogsP0HtAjvtfOOdRvUfm2dOhef/L/44uSOXh2RP45Lrj+NFheTz9xXaOvWsBt72/jhp3YK+nFswaNYvnZj5HWAtzyYeX8Pza5wlr+x8SqShK4vRX8XFwzE6uXgshLwwZIMUHgDMHLp8LI2bou0Uv+IfewtSJicUZvHz1VJ6/YjLpKWZueP17Tr3/c95eUb7PzrUui4ubp97Mf07/D+nWdK7/7HpmvT+Lz8s+V0WIcmD8TVC1Jnnme3QmfQhc8TEccZE+Wfbli/W492NSSSYvXjWVl66aSlFmCn95Zy0n3bOIl5btIrRXgT+5YDJvnPUGp5acysMrH+bcd89lwa4FKq+U/tVUBg3bEzvfozPjL9Ynv9dvg8ePg22Lunz4iDwXD1x0JJ9efzynjy1oK0L+MXcd1e6OS8uPyxnHq2e+ytEFR3PPN/cw+4PZahl5RUlC/VV8HBzfmqXL9MvBRyU2jt6yOPS9QCZcqu/OPvc60CKdPlQIwfEjc3hvznQev2QiVpOB615ZyY8e0IuQvXtCxuWM4+UzXubWabfSGGjk2vnXcvH7F7Ng1wLVqqT0TekyQELR0YmOpGtmu7707ml3wZZ58MSJULWuy185elgWr/7yaP7zi8nkuKzc9OZqTrj7M/779c4OPSGpllTuOu4uHjn5EYzCyG8X/pYrP7lSnSgp/ScZ5nvsz/BT4MpPwZ4O/z4bFt6+3++sVkNznNx34fi2IuSZL7dz7J0L+du7a6ls2lOEZNoyefCkB7nn+Huo8lQx6/1Z3PvNvTQHm2P9rhRF6aH+mvOxQkqZNDO0+zxG9o2rYPvn8PsNidv47EBIqfd8LL4HRp0B5z0N5q6X2dU0yYdrKvnn/E1sqmphcIadXx43lJ9OGrLPuPWQFuK9re/xxPdPUN5STl5KHj8Z8RN+MuIn5DvyY/nOlBiK+1j0+bfCl//U53tYHL3//UTYuUSfBxJogbMfgrE/6fZXpJR8trGGBxdsZsWuRvJSrfzyuGFcNHlIhyV6Q1qI1ze9ziMrH6Ex0Mgxhcdw+WGXMyV/ilry+iAS9zx7+1rYMDc636O/2hn7WaAFPvhfWPWS3kPzkychtWfbh+2o9fDIZ1t487tyDEJw/qTBXH3sUEqy93ymNAWauP/b+3lj8xu4LC5+ftjPmT16NinmlC6eWRnI1JyPgaG/io+HpJRz+iGeftHnD+t/jtP3Hbjwv/0fVDwtfRw+/AMUT4cL/9NhL5D90TTJ/A3VPPLZFlbsaiTbaWHW5CIunlJEQVrH7VzCWphFZYt4beNrfFXxFUIIpuRP4ZTiUzip6CSy7dmxemdKDMT9pOiZ0yASgKsW9P53E8ldCa9eBqVfw9Rr4dRb2jYk7IqUkq+21vHg/M0s3V5Pmt3M7ClFXDatpMNGoM3BZl7e8DIvrn+ROn8dozNHc/Hoizm1+FQc5gFSpCn7Ffc8S6Z9dLqz4gV4//d6b+NZD8LoM3v8q6X1Xh5dtJXXvykjpGmcNjafXx0/jCMGp7c9ZkP9Bh5e8TCflX1Gpi2Tyw67jPNGnEeaNS0W70ZJIFV8DAzdFh9CiLHAH4Ax6MOr1gH3SikTvC3x/vXpw7qlGu4ZAaf+HY75n9gEFk+rX4e3r4G0wTDrZcg5tEe/JqVk6fZ6nvx8Gws2VmMQglNH5/GzqcUcPSwL4167z5a5y3hz85t8svMTdjbvRCCYkDeB6YXTOXrQ0YzKGIUxGSY7KvsV15OicABuHwKTr4If3dbbl0y8cBA+uRmWPQ5F0+Cnz4Kr571+3+6s58nPt/PxukpMBsEZRwxi9pQiJhZntPVyBCIB5m6dy/Prnmd703bsJjsnDjmRM4edydSCqZgMSThJX+lWXPOscRc8cDjMvBOm/qq3L5kYNZvgzSth9yo48hKYeQdYe77KYrXbz7Nf7uC/S3biDoQ5qiSDS48uYebYfMxGvefn+5rveWjFQyzZvQSr0crMkplcNOoitercQUQVHwNDdzucnw3cA9wOfIM+sXwicBPwv1LKd+IRZG/16cN6/Vx9xagrPk6uvQcOROkyeHk2hHz6UrwjZ/Tu1+u9/HfpTl5dXkqDN0R+qo2zxg/i7PGDGFOQ2mFIiJSSzY2b+XTnp8zfNZ9NDZsASLOmMTl/MuNzxjMudxyjM0djMVr69W0qByauJ0W7voZnfqTPURp9Rm9fMnl8/xq89z9gdcFPn+v15PmddR6e/XIHr31TiicYYXiuk4uOGsK5RxaS5dSXEpVSsrJmJe9tfY+PdnyEO+jGZXExbdA0jht8HMcMOoYse1YM3pwSC3HNs5Uv6o1Pv/oS8gfQiXU4CIvugMX3QUaJPueql9/Hbn+IV5aX8u8lO9lV7yXXZWXW5CLOnziYIZn6cKtNDZt4ZcMrvLftPXxhHyMyRjCjeAYzSmYwNG1oDN6YEi+q+BgYuis+VgFnSyl37HV/CfCOlHJcLIPrqz59WM/7Kyx5BG4q63aexIDSVAYvzYLK1XDyX/SdZnvZE+EPRfh0fRVvr6jgs43VhDXJ0GwHJ4/O5eTReUwqzsBk7DimuNZXy9LdS1lSsYTllcup8FQAYDFYGJU1itGZoxmTNYZRmaMYnj5cFSQJFNeToi/uh0//BjdsBccAH55XtQ5e+Rk07IBjf6/v5NyDYVjteQJh3v9+Ny8t38WKXY0YDYJpw7L48eEF/OiwfDIcel4EI0EWly9mUekiFpcvptZXC8Dw9OFMzJvIhNwJTMibQF5KnponkqTimmdvXQObPtLzLFnne3Rl51fw1i+hsRSOvhZOulkfktULmiZZtKmG55fs4LONNQBMOSST8yYO5rSx+bhsZlqCLczdNpcPt3/IiuoVSCTD04dz7OBjmVowlQm5E7CZDqLzgR8AVXwMDN0VH+uklGN6+7NE69OH9TOnQSQIV82PTVCJFPTCO9fC2jdh0AR9wmzeYX16qgZPkPdX7+bjtZUs3VZPMKKRajMxbVg2U4ZmMuWQLEbluzDsNTyr2lvNqppVrKpexera1Wxs2Ign5AHAKIwUpxYzPH04wzOGMyxtGIekHUJRahFW474bSin9K64nRS9coC//OWd5b18uOfmb4MM/6hNmC8bBuU9A7qg+PdXGSjdvryzn/e93s6vei9EgmFySyXEjczhuZDaj81MxGASa1Fhfv54vy7/k26pvWVm9Em9Y3zE905bJ6KzRjMmMFvYZwylyFamhWkkgrnl2/+EwaNzAnr8YaIFP/w+WPwVZw+HsR6BoSp+eqqzBy1vflfPminK213qwmAwcMyyLGYflc8roPHJcVqq91Xy681M+3fUpK6pXENbCmA1mxueOZ3zOeA7PPpzDcw5XcxqTnCo+Boae9HycKaXctdf9xcB7UsojYhxfn/T6wzochDuGwKQrYObtsQsskaSENW/oJ0r+Rpj+OzjuBjD1/eS+JRDmi821LNhQxVdb6yhr8AGQZjczbkg64wancXhhGkcMTicv1dqhRVaTGqXuUtbXrWdTwya2NG5hS+MWytxlyOjKzQZhoNBZSFFqEUWu6JFaRKGzkEJnoWqR6idxOynSNLirBMacDWf9q7cvl9zWvasvcR1ogRNuhKm/7nMPqpSStRXNvL96Nws3VLOh0g1AttPKlKGZTCjKYGJxBmMKUrGYDIS1MJsaNrGyeiXr6taxvn49Wxu3EpH60qVmg5mStBKGpg2lOLWYktQSilOLGeIaQro1XfWUxEnc8qxhh754yml3w5Sre/tyyWfbZ/DOHGgqhfGz4eS/9mqeVXtSSr7b1cgHq3fzybpKSut9CAFHFKYxdVgW04Zlc1RJBogg31V/x9cVX7OschmbGja15VNeSh4jM0YyImMEIzJGMDxdL/DVClrJQRUfA0N3xcc5wF3A/wO+RZ9wfhRwI/BHKeXb8Qiyt3r9YV32DTx1Mpz/bI+W0BzQPHXw8U3w/SvgGgRTr4GJl4Mt9YCfurzRx9JtdSzbXs+qsiY2VbnbNi/MSDFzaL6LUfmpjMxzMSzHwbBcJ1kOS4eTH2/Iyy73LrY3bW87drl3sat5Fy2hlg6vl23PptBZSIGjgAJnAYMcg8h35JOXkkeeI48Ma4Y6seqBuJ0UVa2FR6fBOY/B+Fm9fbnk11INc3+nL2+aWggn3ATjZh3wLu5VzX4Wb65l8eYavtnRQHmjXuRbTQZG5bsYMyiVMYPSGFPgYniOi7QUM/6wn61NW9nauJUtjVvY2riVHU07KG8pbzuJAnCYHQx2Dmawa7CeR9FcKnAUkO/IJ9OWiUEMwGE7SSguedZYCp/dDitfgGuWQF5SDk7ovYBb38NqySN6g9mxvz+gAh/0QmRjlZtP1lbxxeZaVpQ2EIpITAbB6IJUxg3RG87GDU6nIMPA1qZNrK5Zzdq6tWxu3Mz2pu0d9rrKTcmlJLWEIa4hbQ1kg5yDGOQcRJYtSy28Eieq+BgYerLa1Tjg98Bh6BPO16CvdrUq9uH1Ta8+rEuX6+v3e+vht6vAlRfb4JLF1oWw+F7YsRisqXoBcuTPIHtkv+1x4gtGWLe7idX5RtGpAAAYFElEQVRlTWyscrOh0s3GSjfe4J6TnzS7mUOyHZRkpVCc5aAkO4WizBSGZKSQ49rTWyKlpN5fT6m7lLKWMsrd5ZS3lFPRUkGFp4JKTyUhLdTh9c0GMzn2HHJSctous2xZZNmzyLZnk2nLbDvsJvsPtlCJy0lR7RZ477ew8ws9zzJKevtyA8f2z/V5LeXfQvahei/jmLP6bU+T3U0+vtvZyHe7GlhX0cy63c00+fb83892WtuK++JMPa+Ks/S8spgkZS1l7GzeSZm7jLKWMv3SXUaFpwJf2NfhtUzCRG5KLrkpueSk5JBtzybHrl9m2bPa8inDlqGGSHYjZnmmabBtASx/Wp/nISWMuwjOeXRg7lfVlbqt+mpzGz/QG8+mXK1/d9kzDvipvcEw3+5sYMnWOlaWNrK6rAl3QC8uzEbBsBwnI/NcjMh1UpLtYEimFczVVPtL2dm8kx3NO9jRvIMydxn1/voOz92aR/mO/LZcyrXnkp2STbY9m2ybnk9p1jRV7B8gVXwMDN31fNgAl5SyZq/7c4FmKaW/899MrB6dFEmp74fxyZ8hdRBc8G8YlDT7JMZP+Xfw1YOw7h2QGmQOg1Gnw6Gn6/ND+nnyvaZJyht9bKv1sLW6ha01Leyo87Cj1ktFk4/2/x1tZgODM1IoTLczOMNOYYadwnQ7g9LtFKTZyEu1tS2hqEmNOl8dVd4qqjxVVHorqfJUUeOrocZb03bpDrk7jctqtJJhyyDDmkG6NZ10azpp1jTSbemkWdJIs7Y7orddFtdBMZY+psVHyA9f3KdPNDfZYcbfYeJlfQ114JAS1r+nb/pZuxEsTjjsHH3YyJCp/ToJWErJ7iY/Gyqb2VLd0nZsr/XQ4O1YkGekmNtyalC6nUHpNgrS7BSk28hPtWKx+KnxVbHbs7stl6q8VdR4a6j2VVPrrd1vDqWYUsiwZZBpy9RzJ5pDadY0Ui2ppFpS2667LC6cZicui+sHU/jHLM9aV2pMydZza+LlkF50AJEOAFsX6p8p2xeBOUXPqwmXQP4R/VZwaZpkW62HNeV649mmSjcbq9xtw4tbZTksbd9PgzNSGJRmI9MJJmsjIUMt3kgtVd6O30nV3up9Cn3Q5z+mW9Pb8qjDd5E1nVRralsupVpTcZlduCwuUswpqmiJUsXHwNBd8fEE8JGU8s297p8NTJdSXhPj+Pqk2w9rfzO8+xtY9zaMPA3OfbRfWk4GtOYK2PC+3qK0fTFoITCYIG8sFE6AgvH6pL+sYeDMi0mLWiAcobTeS2m9j9IGL7vqvJQ2eClv9FHe4NvnRMogIMdlJT9VL0QK0mzkRq/npVrJddnIdVlJTzF32EOh3ldPnb+OOl8d9f56GgINNPj1ozHQSEOggUZ/I42BRtxBd9sclM44zc49J1fW1I6Fyn6KllRralK1EsfspGj39/DqpfoE88MvgBn/+OH0LLaSEnYt0TdRW/sWhDz6Z03xMXDI8VAyXe9tPMChWfvT7A+xq87LjjoPZQ0+yhq8lDX4KK33srvJ36EXEvScynZayU+z6fmTaiUvepnjtJLjsuKySzC5cYcaqPPVUeeva8uf1lxqDDTSFGiiKdC0z3DJvRmFEafF2VaMOM36dafFicPs6FCotL/e/r6BUMDELM/CQdjwHow644Dm8A1Ilav1oVirX9O/s9KKYNSP9Qa0wZNjsnKlNxhmZ52XHbUettd5KK3X86q8wUdZo49gWOvweJNBkOOykpuqfx/luKxkOyykOTTMVjdGcwuaaCZIMy3hhn1yqSnQRFOwCU1q+4kIBAKn2YnD4sBhcuy5NDtIMadgN9n16yb9eoo5hRRTSqeXrY8dqA1rqvgYGA5ktau1Usq+LZkUY91+WFdvgKdP1ceNTvufgbkUYSz5m/ShI+Xf6j0jFSsg0Lzn5xYnpBfrk/5SC/Tub0eOvpN6SpZ+2NL0eSTW1F4v7bs/nkCYikYfFU1+djf6qGj0sbvJT2Wzn6pmP7ub/Lj94X1+z2wUZEdPnLIcFrKdVrKc+vVMh4VMp4XMFP16eooZp9XUdiIT0SK4g24aA400B5vbvgiaAk00B5rb7uvw80ATzcHmDmPr92Yz2vRipV2rcGsB09oyvHcLceuJWIo5BbOhd0u6diVmJ0WeWn2Z55P+DENP6HuAB4tAiz4sZttCPb8ao+t4GC368Ky8MXohkl6st1ynD9EL/RiNFZdS0uwLU97oY3eTT8+jaD5VNgeobvZT7Q5Q7wl2+vsum4kcp5Usp4Ush5VMp2VPTjkspKfoeeW0CUxmP2E8uIPutqM52Iw76KYl1II76MYT8tASbMEdctMSbOlwf1e5BHoB01qItB6tOdX+PqfZuSevLE5cZldbkRPrluO473D+Q+KphY0f6g1oWxdAJLCn8WzwJL0XP3uE3oCWkhmzMDRNUu8NUtnkp6LR1/bdVNUcoKrZT3VzgNqWAHX7ySmryaDnkNNCpkP/jspIsZBuN5JiD2OxBDCZfRiMPqTBhxQ+gpqXlpCeL56Qpy2PPGEP3pAXb8jbdn3vocldsRgsbcWLw+zQixuzXtC0Nha03t96u+2y3XWr0RrXhgFVfAwM3RUf66WUo3v7s0Tr0Ye1tz6mH0IHFU2Dxp1QvxXqtumXjaXgroDm3dBSBV30DmBx6ePdrU790uzQ12w32/Uuc7MNTDa91c5kA6MVTBb9pMxo0fdOMJj1S6NZ/1IxmPSTMmHscN0fgQZfmDpvhFpPiAZvmHpfiHpPmHpviAZviEZviHpviLAmkQgkIInOLUFgMgicNgsuuxmXrfWw4LBZcNqjl9HbDrsFp81Git2C056Cw2bGYTEhBHhCHpqC0cIk0ExTUC9YWouT1kKlKajfbi1mOuuO3+ef1GDBaXF22mplN9mxmWzYTXaGpQ3jvJHndflc6qQoQRp26JsuVq2F6vVQvQ6ayzs+Rhj0Yt6Rq++LYs8AezrY0vUC3+rSD0s0tyyOPXllas0ri35pMPWpxzIY1qjzBKhx60e1O0CtWz+BqmnRr9d7gtR7gjR4g2j7+SgwGwVpdgtpdhNpdnPbkWo3k2ozk2o3RXPNhNNqil6aSbEYMJsiaMKLP+JtK07cQTfukF7ItARb2oqZ9sVN6/3+SNcjhAWi7USr9eTJbrZ3aD1u32rcmmM2o55neQ59BaQuX0PlWXwEWvTivmyZvphMxQoItut9s6Xrc85SB4GrQD8c2dGGs0ywZ+7JLYszJo2ToYhGvSdIjVsvRmpbgtS26HlU1xKk3hPNKW+QBk+IlsC+jWqtTAah51JKax7peeWy6TmUattz3W4WmM0hTKYgBmMIDAGEIUhY+vGH/XjD0WIl5GkrWFoLmrbCpl2R05PvKpMw4bDoRUprfqWYU9pyy2F2dMir1jxr/Q5rn2etowi6ooqPgaG7frVqIcRkKeWy9ncKIY4CavbzOzEhhJgJ/BMwAk9JKe84oCdUhUfPGQyQeYh+DO/k55Ew+BrAW6cfvnq998TfpA9x8zfpw00CLRD06Ie/Edy7IeSFcADCfn1+QNhPl4VMN2xAQfToUncdBxGgJXr0giYFIYyEMREWJmzCTDYmMgxmIsJC2GBFM5rRDFY0ow3NZAWjFWlKRZpyESYbYZMFn9mI12jAZwSfEfwG8AmJzxDBT+sRwidDBGQInxak2VdPVSSAPxLAF9G/TCbkTei2+FASJKNk34n3QY9e2DeV6gW/uxI8NXrLbku1PjzS3wi+Rn2YSa+IjgV9a1FvMO4p6oVRv20w6oWPMGIRBgqEgQIh9OcQol0RI/SkswFZeuaGIxrhSIRQRIte14hEIoQ1jUhEQwtFiAQkkXoNTYugaRJN63xwow/wIdAQegOBMCCFEavBiM1gJMdgQhpMYDAjjKZ278+CMBUgTBaEyUrEZMZnNuAzCvxGgc8o8RskPoOGX2j4RBg/YXwyhE8G8WoBfAE3dZ5qfBE/nrAPX9hHIBLo9F/2lKJTuP/E+3v591BiwurUh12NOl2/rUWgfjvUbYk2oG2Bhp16z+Our/Xvq65YnHoxb0nZ03DWvrHMZNX/z7U2mBnM+jBKQ/uGMsOe3BJGzMJAnjCQ1z6nUqJHzt4BSEIRDV8wrB+BUPR6iEAwTCAUwh8MEQyFCQZCBD0RwqEQwXCESDiMlBH8SIJoGJAYopei7dBDMBsEJqOBVIMgw2DAaDRiMBoxGgwYjSaEyYzBkI3RlI8wWjCYzEiTiaBJ4DeiXxrAb9DwGzQCrXklwvhlCB8hfFoAXyRIY6iWikiZnlchH56wp8thZa3OGnYWt02/rff/J5Sk013xcQPwqhDiOfSldgEmAZcCF8Uwrg6EEEbgYeBUoAxYLoR4V0q5Ll4xKF0wmsCZox8HSkrQwnpBEglGj5B+ohWJHjKiP0bb61JGor8f0SfPt96WGhC9bN/TJ2X0/tb75F737XUpNTRNIxAK4w8GCQRDBEPRIxgkHAoRDgeJhIJEwiFkOIiMBCEcQESCCC2IMRLAGA5ilC2YZT1mGcIqA1hFCBtBrISwid6eVHZOk4J1ZS44pV+eTokHi0PfpLC7jQql1Av3QIveqhts0a+HfRBqPbz6fICwf998igSieRXWj7a8irTLJ22vI5oLWmRPDPoViPYcCvS63mwU2I3REy7aFStCLyCIFhJET74kEJEQ1jTCEUlEk23FSqS1aNEiaJqGjISRWgSpBRCaFxEOI7QwRqkfJkKYZBgzYSyEsIr9txr3RgSBHzNuYcZtMOExmPEIE16DkRZvNZzYLy+j9DeDEbKH60dnwgG9uPfV6yMivHX60r7tj5BH36w35N3TYOZv3NNw1ppX4cCefNKi+dUPzNGjVwviCyOYDUiDETAgRfRoV8xL9O8JSfQrDn04JmH9EFLTDzSMRPRDahhE3xsI96ZJQUCY8AozTcJMi8FMi8GEx2DCK4z4DUb8BgNeg5EU6mF6v720kkBdFh9SymVCiCnAr4HLo3evBaZIKatjHFt7k4EtUsptAEKIl4GzAVV8HGyE2NMqm4QMgD169BdNkwTCGoFwhMaQhj8YJhT0EQr4CAW8hIN+IkE/kaAPLeRHCwXQQvoJpQz5IBKKFjlBiAQQWiha7IQwZRb3Y6RK0hBizzArBv4kfoH+ZdSfU1wjmsQfitASDOMP+An6vYSCfkIBP6GAh3AwQCToRwvpuSVDAbSwHxkOIMN+RDiIjAQQ4SAimldEQhi0YPQIY9JCpMsQDsd+TmyV5GeyQlqhfvS31sYvLbKnuO+soG9rJOvwy7QW9bT1kBja9TyKDj2UCEO723uGV4q9LvtDOBQiEAzgDwQIBvz6EQwQDvoJBnxEggEi0e+qSMiPFg4gQ35kyI+IBCAcREa/rwyRACISQmgBDJEQQoYwayEytRA50TwzRMIYtTDNQo1YOVh0+1kvpawC/i8OsXSlEChtd7sMmNL+AUKIq4GrAYqKDvJlBpWDisEgsFuM2C3tJxY7ExZPV1SeKQOF0SBwWE04rCZw2YD0RIfUYyrPDhJC7BludRAxmc2YzGYcjuT8nlKSX5czqYQQI4QQzwkh7hNCDBZCfCiEaBFCrIrO+4iXzor2Dv1+UsonpJSTpJSTcnL6YfiPoij7UHmmKLGn8kxRlINZd8s4PAt8BVQAS4FngGzgf4GHYhtaB2XAkHa3B0djUhRFURRFURRlgOiu+HBGW2DuAXxSyteklH4p5TwgnrsZLQdGCCEOEUJY0Ce7vxvH11cURVEURVEU5QB1N+ej/Qyo5i5+FlNSyrAQYg7wMfpSu89IKdfG6/UVRVEURVEURTlw3RUfo4QQ36PPuRgWvU709tCYRrYXKeUHwAfxfE1FURRFURRFUfpPdzucd7ZOp0Cfc/EnKeXpsQrsQAghaoCdnfwoG6iNczg9kYxxJWNMoOLqrZ7EVSyl7PWsVpVn/SIZYwIVV2+pPNsjGeNKxphAxdVbMcszJb662+ej7QNPCDEeuBi4ANgOvBHb0Ppuf//xhBDfSCknxTue7iRjXMkYE6i4eiuWcak8O3DJGBOouHpL5dkeyRhXMsYEKq7eSta4lN7rsvgQQoxEn9w9C6gDXkHvLVF7uSqKoiiKoiiK0ivdzfnYACwGzpRSbgEQQvwu5lEpiqIoiqIoinLQ6W6p3fOASmChEOJJIcTJdL7h30DxRKID2I9kjCsZYwIVV28lIi71b9FzyRgTqLh6S+XZHskYVzLGBCqu3krWuJRe6nLCeduDhHAA56APvzoJeB54S0r5SWzDUxRFURRFURTlYNGj4qPDLwiRCfwUuFBKeVJMolIURVEURVEU5aDT6+JDURRFURRFURSlL7qb83FQEELMFEJsFEJsEULcmMA4nhFCVAsh1rS7L1MIMU8IsTl6mZGAuIYIIRYKIdYLIdYKIX6bDLEJIWxCiGVCiFXRuG6J3n+IEGJpNK5XhBCWeMYVjcEohFghhJibRDHtEEKsFkKsFEJ8E70vbn9DlWfdxqXyrPexqTzb9/VVnnUdl8qz3sem8kyJq4O++BBCGIGHgdOAMcAsIcSYBIXzHDBzr/tuBOZLKUcA86O34y0M/F5KORqYClwb/TdKdGwB4CQp5ThgPDBTCDEVuBO4PxpXA/CLOMcF8FtgfbvbyRATwIlSyvHt1kKPy99Q5VmPqDzrPZVn7ag86xGVZ72n8kyJLynlQX0ARwMft7t9E3BTAuMpAda0u70RKIheLwA2JsG/2TvAqckUG5ACfAdMQd/h1NTZ3zdOsQxG/+A7CZiLvgJcQmOKvu4OIHuv++LyN1R51qcYVZ51HYvKs31fW+VZ72NUedZ1LCrP1BH346Dv+QAKgdJ2t8ui9yWLPCnlboDoZW4igxFClABHAktJgtii3cErgWpgHrAVaJRShqMPScTf8wHgD4AWvZ2VBDEBSOATIcS3Qoiro/fF62+o8qwXVJ71iMqzfak86wWVZz2i8kyJu+42GTwYdLYviZpl3wkhhBN4A7hOStksROK3dJFSRoDxQoh04C1gdGcPi1c8QogzgGop5bdCiBNa705kTO0cI6WsEELkAvOEEBvi+NrJ8m+Q9FSedU/l2X4ly79B0lN51j2VZ0qi/BB6PsqAIe1uDwYqEhRLZ6qEEAUA0cvqRAQhhDCjf1C/IKV8M5liA5BSNgKfoY/hTRdCtBbO8f57HgOcJYTYAbyM3lX9QIJjAkBKWRG9rEb/YptM/P6GKs96QOVZj6k865zKsx5QedZjKs+UhPghFB/LgRHR1RsswEXAuwmOqb13gcui1y9DH58aV0JvEnoaWC+lvC9ZYhNC5ERbiBBC2IFT0CfFLQTOT0RcUsqbpJSDpZQl6P+XFkgpZycyJtA3AhVCuFqvAzOANcTvb6jyrBsqz3pO5dl+qTzrhsqznlN5piRMoiedxOMATgc2oY+v/HMC43gJ2A2E0FuwfoE+vnI+sDl6mZmAuKajd6t+D6yMHqcnOjbgCGBFNK41wF+j9w8FlgFbgNcAa4L+nicAc5Mhpujrr4oea1v/n8fzb6jyrNu4VJ71LT6VZx1jUHnWdVwqz/oWn8ozdcTtUJsMKoqiKIqiKIoSFz+EYVeKoiiKoiiKoiQBVXwoiqIoiqIoihIXqvhQFEVRFEVRFCUuVPGhKIqiKIqiKEpcqOJDURRFURRFUZS4UMWH0m+EEBEhxMp2x43R+3cIIbITHZ+iHAxUnilK7Kk8U5TYMXX/EEXpMZ+Ucnyig1CUg5zKM0WJPZVnihIjqudDiRshhF0I8ZEQ4qro7Z8JIZZFW5UeF0IYEx2jogx0Ks8UJfZUnilK36niQ+lP9r26qS9s9zMn8B7wopTySSHEaOBC4Jho61IEmJ2AmBVloFF5piixp/JMUWJEDbtS+lNX3dTvAHdJKV+I3j4ZmAgsF0IA2IHq2IeoKAOeyjNFiT2VZ4oSI6r4UOLlS+A0IcSLUkoJCOB5KeVNCY5LUQ4mKs8UJfZUninKAVDDrpR4+StQBzwSvT0fOF8IkQsghMgUQhQnKjhFOUioPFOU2FN5pigHQBUfSn/ae4zsHXv9/DrAJoS4S0q5DrgZ+EQI8T0wDyiId8CKMgCpPFOU2FN5pigxIvQeQ0VRFEVRFEVRlNhSPR+KoiiKoiiKosSFKj4URVEURVEURYkLVXwoiqIoiqIoihIXqvhQFEVRFEVRFCUuVPGhKIqiKIqiKEpcqOJDURRFURRFUZS4UMWHoiiKoiiKoihx8f8B9OIGIYn8bWwAAAAASUVORK5CYII=\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", 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" ] }, "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 ABCO_1-50eV_orb31_A1.inp.out, pType=a, thres=2.3527271067635156, 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 ABCO_1-50eV_orb31_A1.inp.out, pType=phaseUW, thres=2.3527271067635156, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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xY8fg5+eHNm3a4NNPP9XINomIiIiIiIiIiIioZLoVXQCq3CSQauzPxMREpb/SZGdnY8uWLSr/xcXFaeS3OHXqFObMmYOWLVvCx8cHhoaGGtkuERH938aNG2FlZYXw8PCKLsq/Fn/DitWnTx/06dOnootBWjB+/HhYWVlVdDG0Ji0tDY6Ojli0aFFFF4XKQawO+u2339C6dWvcu3fvrZXDysoK48ePf2ufVx5JSUmwsrKCl5fXO/UZhw8fhpWVFQ4fPqy1ctH/vY3jgCqvf1OdV9msXLkSVlZWuHnzZkUXpVKJjY2FlZUVli5dWtFFUcCRIaRVmpwzRFPq1Knz1ucVOXnyJL755hs0a9YM27dvx3vvvfdWP59IGzZv3oyff/4ZAPDnn3+iadOmossdPnwYc+bMUXjdxMQEjRs3hrOzMyZMmABjY2PR9bOzs7F//34EBwfjzp07yMzMRJUqVdC4cWN069YN7u7uaNiwocJ66enp2LlzJ86fP4+EhAS8fv0atWvXRrt27fDRRx+hW7du5fj2wI0bN3DmzBnExsYiNjYWz549g5mZGS5cuFCm7Xl5eeHIkSNK3z958iSaNWum8HpKSgrWr1+PkJAQpKWloW7duujbty+mTZuGGjVqlKksALBv3z4sWLAAAwcOlO1nZYRjwcPDA99//32ZP7OinD17FsePH0dcXByeP3+ON2/eoF69erC1tcXHH38MOzs7hXUuXryIkJAQ2f5PT0+Hg4MDfv/9d42WTdXzLCMjA/v375eV58GDB5BIJPDz80PXrl01WqbKKjw8HB4eHpg2bRqmT59e0cUpl6SkJPTt2xeurq5YsWKFWusKjaDBwcHaKBpVYhs2bEBOTg6mTp1a0UUhDRszZgz8/PywatUq+Pj4aGSbrGv+Wx48eIDTp08jNDQUCQkJeP78OapXr462bdtiwoQJ6Ny5s8rbevz4MXx8fBATE4NHjx4hPT0dNWvWRKNGjTB8+HAMGTIEBgYGcusoex4RLFy4EKNHjy7z9yMqzb+pzlO348by5cvh5uampdJUbn/99RcuXryI2NhYxMXFISMjA927d4evr2+J68XGxsLb2xuRkZHIzs6GhYUFhgwZAk9PT7U6Xnfq1AlpaWlK3//222/h6emp8vb+LRgMIa3SZJqsf6uAgAB89913sLa2xm+//YaaNWtWdJGIyk0qleLgwYPQ0dGBVCrFgQMH8N1335W4jrW1NZycnAAABQUFePbsGc6dO4d169YhJCQE/v7+0NPTk1vn2rVr+PLLL5Gamop69eqhV69eqFu3LrKzsxEbG4tff/0Vvr6+2LdvH1q3bi1b78qVK5g+fTpevnyJZs2awcXFBVWrVkVCQgL++usvBAYGYsiQIVi6dGmZR2kFBATA398fBgYGaNq0KZ49e1am7RTn4eGB6tWrK7xeq1YthdcePnyIUaNG4fnz5+jbty+aNm2KGzduwN/fHyEhIfj9999F11PF4MGDsWLFCpw9exYvXrxQGsSVSqU4dOgQAOCjjz4q02dVtKCgINy8eRN2dnaoW7cuDAwM8PDhQ5w5cwYnT57Ejz/+iBEjRsits3v3bgQFBcHIyAiWlpZIT0/XeLnUOc+Sk5Px008/AQDq1auHWrVqlfmYHDt2LAYNGoQGDRqUuexE9N/y6NEj7Nu3D25ubjAzM6vo4pCGValSBR4eHli9ejWioqLg4OBQ0UWif5n169fj5MmTaN68OXr16oUaNWrg/v37CA4ORnBwML7//nt4eHiotK2HDx8iICAAbdu2Rd++fVGzZk2kpaXhwoULmDt3Lo4ePQo/Pz/o6ys2d/Xt2xc2NjYKr9va2pb7O5qZmeHkyZMwNTUt97bov+fkyZNKOwe+bdOmTVN4bceOHcjMzBR9VhU7p0g1fn5+CAsLg7GxMSwsLJCRkVHqOhEREbIAxYABA1C3bl2Ehobi559/RkREBH799VfR+q8knp6eosefvb29Wtv5t2AwhLRK8g6ODHmb/vjjD8yZMwetW7eGr6+vaAMn0b9RaGgokpKS4ObmhgsXLuDIkSOYOXNmiYEFGxsbhd7WGRkZGDJkCCIjIxEZGYlOnTrJ3rt37x48PT2RnZ2NWbNmYdKkSQoX9cTERKxevRpZWVmy1+7evYtPPvkEOTk5mDdvHsaNGwcdHR3Z+48fP8YXX3yBY8eOwcDAAMuWLSvTb+Dm5gZXV1c0b94choaGGkt9MmHCBFhYWKi07KJFi/D8+XPMmzdPblj18uXLsX37dqxbtw6LFy8uUzmqVq2KwYMHY//+/fjjjz/w8ccfiy53+fJlJCYmwt7eHi1atCjTZ1W0hQsXwsjISOH1+Ph4uLu7Y+XKlRg6dKjc8T1lyhTMnDkTTZs2xePHj9G3b1+Nl0ud86xBgwbYvn07bGxsULNmzVJHGpXkvffe4whGIlLLvn37kJ+fD1dX14ouCmnJkCFDsG7dOuzZs4fBEFJbjx49MGXKFIW5OCMiIjBp0iSsWrVK1qhXGnt7e1y5cgW6uvJZ3/Py8jBp0iRERETg9OnTGDRokMK6Tk5OWuvBbmBgIDqKm0gV79KxIzZC+siRI8jMzFTrWZVKN23aNMyfPx9NmjTB3bt34eLiUuLyubm5mDNnDvLz8+Hr6yvLADBz5kx89tlnuHDhAvbu3Ytx48apVY7Jkyf/p57/OGcIaVW+tEBjf++CuLg4/PLLL/jll19w7tw5AIU9ioXXis4vEhwcDC8vLxgZGWHYsGE4d+4c/vjjD7k/on+rAwcOAABGjBgBFxcXvHz5EmfPnlV7O9WrV5elIHrx4oXce0uWLEFWVhamTJmCTz75RLR3Q8OGDbF+/Xq5HgtLlixBdnY2Jk+ejPHjx8sFQgCgfv362LJlC2rUqIFDhw7h6tWrapcbKAzutGrVqsLm/0lMTERoaCjMzc0xduxYufemT58OExMTHDt2DNnZ2QrrhoSEYMqUKejUqRNsbW3h5OSElStXKvREEUZ6CPtbzP79+wEAI0eOLPN3OXnyJMaOHYv27dujTZs2cHFxgY+PD3JzcxWWFXKZZ2VlYfny5ejTpw9at26NjRs3Kix75MgRDBs2DG3atEGXLl0wZ84cPH36VGE5sUAIUDhEvFmzZsjMzMTLly/l3hOCP8VHM2mSOudZjRo10KVLF42MPlQ2Z4iQy/jFixeYP38+unfvDltbW3z44Yey0UFFhYeHw8rKChs3bkR0dDQmTpyI9u3bw97eHp6enmrn5S0oKMDvv/+O4cOHw97eHu3atcPw4cOxZ88eFBTI3yeUlre7+NwNXl5esh6p3t7esLKykv2VZ+4ULy8vWFlZITExEX5+fhgwYADs7OzQs2dPLFu2TC6QW5rc3Fxs3boVLi4uaNu2LRwcHDBmzBicPHlSbrmNGzfKgnNHjhyR+y4l5Y0X9ldycjKSk5Pl1vPy8kJ6ejratm0LJycnSKVS0W18+umnsLKywt9//w1Afj/cu3cPn3/+ORwdHdGuXTuMHj0aoaGhSstz/PhxjB8/Hh07doSdnR0GDhyIX375RbReqAhFzxNV6xpBfn4+tmzZgv79+8PW1ha9evXCTz/9JPrdzp49i9mzZ8PZ2Rnt2rWDvb093Nzc4O/vr3DcA8CzZ8+wcuVK2fIdOnSAs7MzvLy8kJiYqLC8qteDkggjBOvXry/aSF7SXCnK5jQQ6vrXr19j5cqV6N27N2xtbdGvXz9s3bpV7hh89eoVbG1tMWrUKLlt5OTkwM7ODlZWVjh69Kjce7t374aVlRUOHjyoUM7c3Fx4e3vD2dkZtra2snokMzMT27Ztg4eHB3r27AlbW1t07twZU6dOxbVr10S/n1Bvpqam4ptvvkGXLl3Qpk0buLm5ISAgQGH5stab+fn52L17Nz766CM4ODigbdu2GDZsGHbt2iV6nEilUuzatQsffvgh7Ozs0KNHDyxevBiZmZmi2wcKe723b98ep06dUqvuUvYdldU1xZXlmnPjxg188skncHR0hJWVFZKSkmTLpaSkYPHixejbty9sbW3RqVMnTJ06FTdu3FDYZlZWFjZt2oTBgwfDwcEB9vb2cHJywldffSWr54pLSkrCzJkz0alTJ9jZ2cHNzU323FicqvV6aRISEvDll1+iY8eOaNeuHUaNGoXz58+rtQ1tc3NzUwiEAICjoyMcHR2Rl5eH6OholbZlaGioEAgBCoMRwij0hISE8hW4DJTdewj3AklJSdi7dy9cXFxgZ2eHrl27Yv78+UrPu5SUFCxZsgT9+/eHnZ0dHB0d4e7ujk2bNmmkvKGhoZg6dSq6dOkiuxZ99tlnuHTpkmwZVc+rv//+G9OnT5dt64MPPsDChQvx5MkThc9V9TollUpx5MgRjBo1Cp07d4adnR169eoFT09Ptc4RbV8XS9tPqtZ5yuYMyczMxJo1a+Ds7Aw7Ozt07NgRnp6ecvtJUHR/xcbG4pNPPkGHDh3Qtm1bjBs3DlFRUSr/bmXh5uYGe3t75OTkYN26dejXrx9sbW1lnfNKmpvj9u3bsLKyEu3I9+rVK3h7e8vqSnt7e4wZMwanT5/W6vcBCtNYTZw4ER06dICdnR0GDBiA9evX49WrV6LLR0ZGwsPDA/b29ujQoQM8PT0RExOj9Lt36NABzZo1E63TxISEhCApKQk9evSQS4Wsr6+PWbNmAYDG0zYLkpKS8PPPP+Ojjz5C165dZfXGd999J3ouKZOSkoIff/wR/fv3R5s2bdCxY0cMGjQI33//PVJTUxWWP3v2LD7++GM4OjrC1tYWzs7OWLdunWg7h6o4MoS0Kk8qqegiaNStW7ewfv16uddOnTqFU6dOAShMTWJtbQ0AiImJQUFBAbKzs5X2zB46dKh2C0ykBc+ePUNwcDAaN24MBwcHVKtWDX5+fti3b59oD6ySZGZm4ubNm9DV1ZV7QEpMTMSlS5dgZGSEyZMnl7odISCRmJiIsLAwGBoalrhe3bp14e7uDl9fX+zfvx/t27dXq9zadOHCBWRlZUFPTw+Wlpbo3LkzqlWrprDc5cuXAQDdu3dXuHmqVq0aHBwcEBoaiuvXr6NLly6y97y9vbFx40bUrFkTvXv3xnvvvYfbt2/jt99+w4ULF7Bv3z7Z59nZ2aFVq1a4desWrl69qvA7CY3zpqamGDBgQJm+79q1a+Hj44NatWph8ODBMDExQUhICNauXYvQ0FD89ttvCnmfc3Nz4eHhgfT0dHTr1g3VqlVT6KG0fft2XLx4EYMGDUKPHj1w9epVHD58GBEREThw4IBKPV/u37+P+/fvo1atWqhTp06Zvl9ZafI806SMjAyMHj0ahoaGcHZ2xps3b3Dq1CnMnTsXurq6or3Cr1+/Dh8fH3Tt2hVjx45FQkICzpw5gytXruC3335Dhw4dVPrsb775BsePH0f9+vXh7u4OHR0dnD17FosWLcLVq1exZs2aMn8vofHkyJEjsoYZgbm5eZm3K1i2bBkiIyMxcOBAmJqaIjQ0FDt27EBkZCR+//13pQE5QW5uLjw9PREREYGmTZtizJgxyMnJwalTpzBz5kzExcXh66+/BlDYsOTh4QF/f3+59IRAyWkMzM3NMW3aNOzYsQNA4Si1ouvVqFEDgwYNwuHDh3Hp0iWFeZdSUlIQEhKC1q1bK6QbSUpKwqhRo9CiRQuMHDkST58+xcmTJzFlyhSsWbNG4ZieO3cuDh06hHr16qFfv36oXr06rl27hvXr1yMsLExp+pOKUJa6ZtasWbh69Sp69OiBXr164cKFC9i2bRtevHiB5cuXyy27evVq6Orqok2bNjAzM0NmZiYuX76MpUuX4ubNm7L0eADw+vVrjB49Gg8fPkS3bt3Qp08fSKVSPHr0CEFBQXB2dpabY0ud60FJ7ty5g6dPn+LDDz8sxy+pSOjl/eTJE/Ts2RN6eno4e/Ys1qxZg9zcXFkaj6pVq8LOzg43btxAVlaWrMxRUVGyANPly5cxbNgw2baFIGfR66Pgyy+/xM2bN9GzZ084OTmhdu3aAApHrP7888/o0KEDevfujerVq+Px48cIDg5GSEgINm/ejJ49eypsLz09HaNHj4apqSnc3NyQmZmJP//8E7Nnz0Zqaqro/Yo69WZeXh6mTnx9/PMAACAASURBVJ2K0NBQNGnSBIMHD4aRkRHCw8Px448/4vr163LHCQAsXboUO3fuRJ06dTBy5Ejo6+sjKCgI169fR25urtKOHg4ODoiIiMCVK1fwwQcfKN95JSitrimqLNeca9euwcfHB+3bt8fw4cPx8uVL2X1ETEwMJk2ahPT0dHTv3h39+/eX3cuMGTMGmzZtQq9evQAUNsROnjwZ0dHRsLe3x4gRI6Cnp4eUlBRERESgQ4cOCnVdcnIyRowYgYYNG2Lo0KFIT0/HyZMn8fnnn8PPz09uXgx16vWSPHjwACNHjkRaWhp69uwJGxsbJCQk4IsvvkCPHj1U3CsVS6jPy9vBRCKRyObuUxaAjY2Nxfbt25Gbm4u6deuic+fOqFevXrk+V1U//fQTQkND8cEHH6Bbt24IDw/H/v37kZCQAH9/f7llb968icmTJyMtLQ0dO3ZEv379kJOTg7t378Lb2xtffPFFucqyYcMGbNq0CSYmJnByckL9+vXx5MkTREdH49ixYwrzzZV0Xp07d042ksDZ2RkNGjRATEwMfv/9dwQFBeH333+X3aerc51at24dfHx8YGFhIbt/evr0KW7evInAwECV7oe1fV1UZT+pU+cVJ9SBd+/ehZ2dHSZMmICXL1/izz//xKRJk7Bw4UKFjgBAYXBq27ZtaNeuHUaMGIFHjx7h9OnTmDhxIo4ePap0DkJNKCgowKeffor79++je/fuqFmzZrnupV+8eIHx48fj7t27aNOmDUaMGIG8vDyEhIRg+vTpmDVrFj755BMNfoP/8/Pzw4oVK2TPujVq1EBYWBh++eUXnD9/Hrt27ULVqlVly4eEhOCzzz4DUHgumJubIyYmBmPGjFH5eac0QhuAWP1ubW2NunXr4u7du3j27Bnef/99jXymICQkBDt27JAF+42MjPDPP/8gICAA586dw4EDB2BpaVniNjIyMjBixAg8e/YMPXr0gJOTE/Lz85GcnIw///wTrq6uculWhYwX77//viwt4t9//40tW7YgNDQUu3fvRpUqVdT+Lu/GUwRVWpJ3ZESHpri5uak8rHb69On/+glYicQcPnwYeXl5snOhZcuWaN26NcLDw5GQkKD0AhgbGyvrvV9QUIDnz5/j3LlzyMrKwrx58+TWE0ZrtG7dWq30ckXXK23y8G7dusHX11frPWTUtWjRIrl/V61aFbNmzVIY/fHPP/8AABo3biy6HUtLS4SGhuL+/fuyxp7Lly9j48aNsLe3x9atW+V+W2FiyQ0bNmDu3Lmy10eMGIFFixbhwIEDCsGQP/74A7m5uRgxYkSZctxGR0fDx8cH9evXx4EDB2QBh1mzZmHatGk4d+4cfH19FSbjffr0KZo3b45du3bBxMREdNshISHYv3+/XJBt2bJl2LFjB1avXi2aHu3SpUu4evUq8vLykJSUJOvJuWTJEpV762hKWc8zbYuLi4O7uzsWL14sa7SYOHEihgwZgl9//VW0YSokJATz58+XG6599uxZfPHFF5g7dy4CAwNL/X2PHz+O48ePo1WrVnIPHl999RXGjRuH48ePo3fv3qUOLVfGyckJpqamsmCIpq/fUVFROHr0qOxhcNasWZgxYwZOnz6Nbdu2ldqo4efnh4iICPTs2RObN2+WNRxNmzYNI0aMgI+PD3r37g0HBwd06tQJ5ubm8Pf3F01PqIyFhQWmT58uS68mtt6YMWNw+PBh7Nu3TyEYcuDAAUgkEtGH8itXrmDSpElyc96MHTsWo0aNwg8//ICePXvKGhcOHz6MQ4cOoV+/fli9erXcA87GjRvh7e2N3bt3yzUmKBMbG6v2qMUJEyaodd0pS12TmJiI48ePy0ZyzZw5E0OHDsXRo0fx9ddfywVft27dikaNGsmtX1BQgDlz5uDo0aMYN24c2rZtCwAICwvDw4cPMWHCBLl6HChseC068qQs1wNlhGuvJnLuF/XkyRNYW1vDz89PdhxMmzYNzs7O2L59Oz799FNZY1znzp0RFRWFyMhI9O7dG0Dh76Gnp4cOHTogLCxMtt2CggKEh4ejYcOGog00ycnJCAgIUAhkNWvWDBcuXFB4PSUlBe7u7li+fLloMCQ+Ph4DBgzAunXrZHXdlClTMHz4cPz8888KjXGAevWm0CAwbtw4zJ07V1Y3SyQSzJ8/H4cOHYKzs7MsMBoVFYWdO3eiUaNGOHDggNxx6OHhgadPnyptuBJG85YnGKJKXSMoyzUnNDQUixYtUqiL8vPz8dVXXyE7Oxv+/v5yQe/U1FS4u7vj+++/R3BwMAwNDXH79m1ER0fDyclJoSd+QUGBaG/+iIgITJ8+XS7f/uDBgzF58mT4+vrKBUPUqddLsnjxYqSlpWHu3Lly9aJwvKgjKSlJ7RSbrq6u5UqZk5ycLMuX37FjR7XWffHiBXbv3g2pVIoXL17g0qVLSEhIwODBg5Uen8WDDnp6erJ9X1rHhPK6fv06AgICZHOy5efnY8KECQgPD8eNGzfQpk0bAIX19YwZM5CWlobVq1cr3Ns8fvy4XOUIDQ3Fpk2bYGFhgT179ijM85SSkiK6jth59erVK3h5eUEikWDnzp1yDb5bt27FmjVrsGDBAvz2228A1LtO7du3D2ZmZjh+/LjCc0bxjALKaPO6qOp+UqfOK2716tW4e/cuRo4ciUWLFskyHgjXkCVLlqB79+4K5+D58+cVJjXfu3cvfvjhB/j7+2PhwoUql0FdOTk5ePXqFY4fP66RNPELFy7E3bt3sWDBArnn4devX2PKlCn4+eef0a9fPzRp0qTcn1XUvXv38NNPP6FmzZo4ePCg7DotlUrh5eWFo0ePYsOGDZgzZw6Awo4J33//PfLz8xWuMb6+vli1apVGynX//n0AytsAGjdujCdPnuDBgwdqBUO2bdumcJ699957cr953759MWzYMIXloqKi4OHhgfXr12Pt2rUlfk5wcDCePHmicK0EgDdv3kAi+X+H+rNnz2L79u3o1q0bNm7cKBd42r59O5YvX45t27aJznFTGqbJIq3KQ4HG/oio4gmTOOvq6sr1sHR1dZW9p0xcXBy8vb3h7e2NX375Bfv27cOTJ0/Qp08fuYdDALL0Iur21BLWq1+/fqnLCtsWG75dETp06IB169bh3LlzuHHjBs6ePStrOFy8eDH27dsnt7yQokLZJI3C60Uf1nfu3AkA+PHHHxVuTt3c3GBjY6OQtmPIkCEwMTFBYGCgwoO/kF6krBOnC2kuPvvsM7nGP319fXz33XfQ1dVVekx5eXkpDYQI5S6ejmH69OkwNTXF8ePHRdPRXLp0Cd7e3vDx8cGJEydQtWpVeHt7y/WsfxvKc55pm7GxMebMmSPXe7N58+ZwcHDAvXv3RFOnWFpaYsyYMXKvOTk5wdHREQkJCYiMjCz1c4VjZdasWXI3wiYmJvjmm28AlJzOraJ5eHjINS7q6uri22+/ha6urmi6l+IOHToEHR0deHl5yY2IqF27tqwH2tv4/nZ2drC1tUVQUJBcGiiJRIKDBw+iatWqoqMDTE1NFRrl7Ozs4OLigoyMDJw5c0b2ur+/P/T19bFs2TKFnl6ff/45atasKZpeSExsbKzsuqPqnzrpoYCy1TWzZ8+WS2lnYmICFxcXFBQUKKTeKR4IAQqPHyGtW0hIiML7Yj3kDA0N5XqzluV6oIzQ4KONEXTz5s2T+z61a9dG3759kZmZKWsQAP4/wqNo0CMsLAytW7eGs7MzUlJSZMvHxsYiLS1NdFQIAMyYMUN0RI+pqano6/Xq1cOAAQPwzz//4NGjRwrv6+npYfbs2XJB34YNG2L8+PHIy8sTTZ2rar1ZUFCAXbt2oU6dOgp1s56eHry8vKCjoyO3L4WUZFOnTpU7Do2MjEodiSDs4/I2xqqqLNccGxsb0aDs+fPn8fDhQ4wbN06ukQooTAE2efJkPH36VO4YAsTPJ11dXdFON+bm5rI6WdCjRw80aNBAIQ2XJur1lJQUXLx4ERYWFgr54YXjRR3Jyclq15nJyclqfUZRubm5mD17tmykV2kdmYp7+fIlvL29sWnTJvz+++94+PAhJk2ahBUrViikybWwsMD8+fMRGBiIa9euISQkBD///DPMzc2xb98+lQK/5fXFF1/IAiFA4f2u0Fhd9Pg4d+4ckpOT0adPH9FOHqo855Rk165dAArvpYsHQgDx5y9l51VQUBDS0tIwaNAghZ7vkyZNgrm5OS5evKhQN6pynQIKfyOxEUPqzm2gjeuitvdTXl4ejh07BhMTE3z99ddyx3Tjxo1l15DiaSCBwlF8xTvxDh8+HPr6+qIpATVt1qxZGgmEpKSk4PTp03B0dFToGGhsbIyZM2dCIpHgxIkT5f6s4o4ePQqJRIKPP/5YrsOCjo4OZs+eDSMjIxw+fFiWijIsLAypqano3bu3Qt3r4eFR7uNBUFobgHBMq3s/6+vrq1C/F0+3VbduXdEOkEJ6zpLS3xYnFnw2MjKSe74XRlMtW7ZM7vkPKOwYYWFhofK9anEcGUJalV/J0mQR/dddvnwZDx8+RPfu3eVungcPHoyVK1fiyJEjmDFjhkJaI6CwIXfFihWyfz979gyXLl3C0qVLce7cOezcuROtW7cGAFku8OIPMqUpy3rqfkZZic1pUbQ3nbu7u9x7DRs2xKRJk9CkSRNMnToV69atg7u7u8opBMR+i2vXrsHAwACBgYEIDAxUWCcvLw8vXrzAy5cvUatWLQCFN1QDBgzA4cOHERAQIGuciYqKwp07d9C2bVtZekB13bp1CwAUgmEA0KRJE9SrVw9JSUnIyMiQu6E2MjIqdcJ6sQYAU1NT2NjYICIiAvfu3VMYmj579mzMnj0b2dnZePDgAXx9fTFlyhTMmDFDoXFDm8pznmmbpaWlaNoc4cE5MzNT4f327duLjvxwdHREREQEbt26VWqDza1bt6Crqyu6XMeOHaGnp4fY2Fh1vspbJVbuhg0bon79+khOTlY4xovKyspCQkICzMzMRCfXFM6ft/X9x4wZI0tjJYza+uuvv5CSkoLRo0crPKwAQKtWrUSPG0dHRxw5cgS3bt2Cq6srXr9+jbi4ONSqVUv2AFScoaEh7t27p1JZ1RnRW1ZlqWvERlAID8np6elyr798+RK+vr7466+/kJSUpJAfuWhA39HREWZmZti6dStiYmLQq1cvODg4wMbGRuHaUZbrgTJpaWkAoJGGj6JMTU1FR8EJ9U3RB/127dqhSpUqsobszMxM3Lp1C5MnT5adI2FhYWjSpIksxYTYtQeArHe2mKtXr8Lf3x/Xrl3D8+fPkZeXJ/d+amqqXGMnULhvi4/8AP5/7AjXwqJUrTfv37+PtLQ0NG7cGJs3bxYtc5UqVWSjSYt+ntix26FDhxJT0AmN1cXn0dKWslxzlO0/YV6XR48eid6TPXjwAEBhb+BevXqhefPmsLGxwfHjx5GcnIy+ffuiffv2sLW1VZpGzNraWvQ+rV69enLzymiqXhf2Zfv27UU/VzheVNWpUyfEx8ervHx5SCQSfPPNN4iKisKgQYPg6emp9jaaNWuG+Ph4SCQSpKam4syZM9iwYQOioqLg4+MjF+wrngLT2NgYAwcORLt27TB06FAcP34cU6ZMKfM9rSpUrfuFY0VspJkmXLt2DTo6OmqlUVN2XpV0L6+vr4+OHTsiOTkZt27dQoMGDdS6Trm4uGDnzp348MMPMWDAAHTs2BH29vYKjcCHDx9WCMo5OjqiU6dOWr0uans//fPPP3j9+jUcHBxE5wTs3LkzNm/eLFpPiB1rBgYGqF27ttqN5GUhjCIsr2vXrkEqlSI/P1+03hbuiYpe4zSlpGO7Tp06aN68OWJiYpCUlIRGjRrJ9oNY+m0DAwO0adPmrXQkKGs7SlhYmEpBxsDAQBw4cACxsbFIT09Hfn6+3Ps5OTklpq3q0aMHatasibVr18pSxrZv3x4tW7ZUuO+5fv06qlatqrRjgI6ODh48eID8/Hy10+cyGEJalV9QuYIhFy9exOnTpxEbG4v4+Hjk5ORg1apVJc79kZubC39/fwQEBCAhIQF6enqwsLCAq6srJk6c+PYKT6QBwuiE4o1LtWrVQp8+fXDq1CkEBQWpNH/E+++/jyFDhuDNmzeYN28e1q5dC19fXwCFvQ4A8WHaJRHWE+uZWZyw7bc1F4S3t7fCa46OjqWmFvjggw9gZmaG1NRU3L17VxYEEB7+lU26KPQaKdpIkJaWhvz8fNGyFJWdnS3X+DVy5EgcPnwYBw8elAVDik7uXVZC2ZXtgzp16uDRo0fIzMyUa2SrXbt2qTd4Qo734oThwiVNEmtiYoJWrVphzZo1SE9Px/r169GtW7cSG8g0SZPnmaYpa+wUbkCLDm0WKBuiLbyuykS8mZmZqFGjhmgDlL6+PmrVqoXnz5+Xup2KUtLxmJycrHCMFyX8PsrOE6HeexsPtwDw4YcfYuXKldi/fz8++eQT6Orqyo5ZsV6jgOrHQEZGhizdSWn11LuiLHWN2L4WGmWKTnadkZEBd3d3JCUloU2bNhg6dChq1KgBfX19ZGRkwN/fX27kSbVq1bB//35s2LABwcHBsh56tWrVwpgxY/DZZ5/JgqhlvR6IEXr3aXpye3XqG0NDQ7Rv3x6XLl3C8+fPER0dDYlEgi5duqBZs2aoW7cuLl++jDFjxiAsLAw6OjpKgyHKzrUzZ87gyy+/hJGREbp27YpGjRrB2NgYurq6iIiIQEREhOhvUNrxL3aMqHrOCIGoBw8elLgvi070Knye2LGrp6cn2ugmyMnJASDey1obNHnNEX4rsUbOooTGNT09PezYsQObNm3CqVOnsHr1agCF6UtdXV3x9ddfKwR/Sypv0XNbU/V6SfsSUP5bVDQhEBIYGIiBAwfip59+KlfnJD09PTRo0AATJkzA+++/j6+//hobNmzAggULSl23fv366NmzJwICAnDlyhWtBkPEenKL1f3CfhUbtaEJwj2VOuexsmNJlXv5osupc52aM2cOGjZsiEOHDmHr1q3YunUr9PX10bNnT3h5ecmC5UeOHFEI+k2bNg2dOnXS6nXxbewnoPTfVqyeULUu0gZjY2OV5htThVBvR0VFlZjaujwTaSuj7u8vLF/a9bu8SmsDEK73ykaOlIcwp857772HLl26oF69eqhSpQp0dHRw4sQJ3L9/H7m5uSXWLbVr18bBgwexYcMG/PXXX7K01HXq1IGHhwcmT54MXV1dZGdn482bN3jz5k2p5+Tr16/V/r4MhpBWSSpZequAgAAEBASgWbNmaNmyZalDDLOysuDp6Ym4uDgMHToUY8eORV5eHhITE5GUlPSWSk2kGS9evJDlXv/666+VplLYv3+/Wo20QgNz0fNJ6FHx999/IzMzU+WLm7BeTExMiT2tgcKUSABKzcWsKeXpaffee+8hNTUVr1+/lr0mTHwn9GQsLiEhAQDk8qdWq1YNUqlUrV6CQGGPWysrK8TExCAmJgaWlpYIDAxEtWrVyjVhrrBfnz17JpoKRkjDU3z/q/LArKxh/NmzZ6LbVKZHjx4ICQnBlStX3kowRFvnWUUSfnNlr6vywGRqaor09HTk5eUpjIjJz8/Hy5cv5bYj9Cwq3ltJ8LYCB4Lnz5+LTlapyvEofC9lv6MwMkAbDz1iqlSpAldXV2zfvh2hoaFo2bIlQkJCShwlpuoxIPy3VatWauetF/M25gzRVF0j5sCBA0hKSsK0adMUcoxHR0cr5L4HCnugL1u2DFKpFHfv3sXly5exe/dubNq0CQUFBfjqq68AlP16IEZoiBUaLYoT6myxnnuaPBc7d+6Mixcv4vLly4iOjoahoaHsGt+pUyeEhIQgNzcXV69eRYsWLZQ2ICu7xqxfvx4GBgY4dOiQQm/+BQsWKP0tSzv+xY4RVc8ZYd1+/fqpHEAU1nn+/LlCukmJRIK0tDSljXvCPlY3Rc3bpGz/Cd/7l19+Qd++fVXaVo0aNTB37lzMnTsXCQkJiIiIwL59+7Br1y5kZGQoTEyvKk3V60X3pRhl21fmbcwZkp+fj1mzZiEwMBCDBw/GqlWryj1xelFCL3116jbheC56n12RhP2ampqqte2npaWV2oO7qNLOq6KpM4sSu5dX9Tqlp6eHCRMmYMKECXj+/DmuXr2KEydOIDAwEHfv3sWJEydgaGgoS2+ljLaui29jPwHKz2Nlz0kVraTnNOE9sUC22P2A8N0+//xzzJgxQ0MlVE3R319sHq3iv39p9bq69bEyTZo0QUhICB48eCA6uktoG1A2p0hZZWdnw8fHBw0bNsTBgwcVOk5cuHBB5W01bNgQP/30EyQSCe7cuYOwsDDs2rULa9asgb6+PiZNmgRjY2MYGBjAzMwMQUFBGv0uAIMhpGV5lWxkyMyZM7Fo0SJZfsDSgiHLli3D7du3sXfvXoUUCUT/NkeOHEFeXh5at26t9HgODg7GpUuXkJiYKJoSQoxw41O0l0rDhg3RtWtXXLp0Cdu2bcPMmTNL3EZubi4MDQ3RsGFDdOrUCeHh4fD19VW63rNnz8o938XbkpmZiX/++Qc6OjpyN2KdOnUCUDihYUFBgdyw0qysLERFRaFKlSqyiXWBwqDG+fPncefOHbRo0UKtcnz00Uf48ccfceDAAVhbWyM7OxujRo0qcd6O0tjY2CAmJgbh4eEKwZCEhASkpKTAwsKiTKlXIiIi5ObbAAp/y9jYWBgZGYmmpRAjPOBo8kG9JNo6zypSVFSUwjEK/L+hovh8C2JsbGwQFhaGyMhIhTz/V65cgUQikduOcMyIjS7LysoSDSIWnXRY0yIiIhQmhk1MTMTjx49hbm5e4jFerVo1NGrUCImJiXjw4IHCw014eDgA+d+xPN9FV1dXIfVPcaNHj8aOHTuwb98+WFtbQyKRYOTIkUqXv3XrFrKyshQCX8WPgapVq6JFixa4c+cO0tLSSuyhrgphzhB1uLq6qlXnaKquESMEtfv376/w3pUrV0pcV0dHBy1atECLFi3g5OSE3r17IygoSNboU57rQXHCiEVlaSqE1EqPHz9WqLOKz5FSHkXTYV27dg0ODg6yUStdunRBQEAA9uzZg+zsbKWjQkqSkJCAFi1aKOzTgoIC2STyYh4/foykpCSFBuOS6kBV682mTZuievXquHbtmmiwWEyrVq0QExODiIgIhf0RGRmpNIgM/H8fa+K5RpW6RpOE+6HIyEiVgyFFWVpawtLSEi4uLujSpUu5GmfKUq+LEd6/evUqJBKJwr2KusFOYc4QdagyylmQm5uLr776CkFBQRg2bBiWL18umg6uPMpy3yY805dnInhNateuHYDCxsXRo0drZfvnzp1DSEgI+vXrV65tCXVBRESEwmjx/Px8Wd0odiyXdp0qqnbt2ujfvz/69++PCRMm4PLly7h9+7ZoOihlNH1dVHc/qVvnNWnSBMbGxrJ0RMXn1FG1nniXFL0fEH4/gdj9QNF6+22zsbFBaGgowsPD5Z6ngcK2hLt378LU1FR2HRXOhatXr2LKlClyy+fl5WlsrpbOnTvD398fISEhGD9+vNx7cXFxePLkCZo3b67xkYGPHz9Gbm4uHB0dFe7PX758ibt376q9TT09PVhbW8Pa2hpdu3bFkCFDcPbsWUyaNAk6Ojqws7NDdHQ0Hj9+rLE5VwScQJ20Kl8q0dhfdna2Sn/aZGZmJjrRj5hHjx7h6NGjcHd3h42NDQoKClRKBUL0rhLSIi1cuBBLly4V/Rs5ciSkUqks0FAaiUQi69laPHf1vHnzUK1aNWzduhW//fab6MP5o0ePMHPmTERHR8te+/7772FsbIxff/0Ve/bsUVgnNTUVn376KdLS0uDm5iaa1/Nte/r0qazRq6hXr17By8sLb968QdeuXeWG6TZq1Ajdu3dHcnIydu/eLbfexo0bkZ2djaFDh8oFK4TUfPPnzxftxZSdnS2X07qoIUOGoEqVKrLGJKD8gaThw4cDADZv3owXL17IXpdIJFi5ciUKCgoU5lJR1bFjxxTysG/cuBGZmZn48MMPZemWcnNzlQ67vnHjBvbu3QtdXV218iqXhzbOM2VevHiBe/fuyf322vDgwQOFc/Hs2bOIiIiApaWl3ISbr1+/xr179xRS3QnHypo1a+R6br5+/Rpr1qwBID/vTrVq1dC0aVNERUXJ3ZxLJBIsX75cluqlKOHGvqR8vn369IGVlZXaozv9/f3l8lkXFBRg1apVKCgoUGlOi+HDh0MqlWLVqlVyAY4XL17gl19+kS0jqF69OnR0dMqUm7hmzZp48eKF6G8kaNy4Mbp06YLz589j7969qF69OgYNGqR0+czMTGzatEnutZs3byIgIACmpqZyjTETJ05EXl4e5s6dK9pLMD09HTExMSp9Fzc3N8THx6v1p25jmKp1TVkIZSneoHnr1i34+PgoLH/79m3RY1PojVi0B3B5rgfFdejQAXp6ekqXF3KHF8/5HBYWptFJT21tbVG9enUEBQXhzp07coFT4f+3bt0KQPl8ISUxNzfHgwcP5H4vqVQKb2/vEhsBJBIJVq9eLdfpIzExETt37oS+vj6GDBmisI6q9aa+vj7GjRuHp0+fYsmSJaLn7ZMnT+TK5+rqCgDYsmWL3GieN2/eYO3atSX+BtevXwfw/w4ZgqSkJFhZWaFPnz4lrl+UKnWNJvXt2xeNGjXCnj178Ndff4kuEx0dLbvGJCYm4s6dOwrLCKMUy5sqTN16XUy9evXQrVs3JCUlySbFFgjHizqEOUPU+St+LCgjTJIeFBQEd3d3lQIhmZmZuHfvntzcSEDhcSg2iuPVq1dYunQpAKB3795y74k1pkqlUvj4+CA6Ohq1atVSmPvh8OHDsLKygpeXlypfUWM++OADmJubIzg4GMePH1d4v3id/eTJE9y7d6/EFLBFjRs3DgCwYsUK0fpfnZEOTk5OqFmzJk6c/gJd7gAAIABJREFUOKFwDdixYwcSExPRtWtX2VxKql6ncnNzERYWJpv/QJCXlyebX0VsIufitHldVHc/qVvnGRoawsXFBdnZ2diwYYPcew8fPsTOnTthYGBQYsr2d40wyv7gwYMK10Th+lyUhYUF+vXrh4iICPj5+Ymm+Lp//77C/a6bmxusrKxw8+bNMpfV1dUVenp68PPzk9u+VCrFmjVr8ObNG7i5ucnqsa5du6Ju3bo4f/68QocVf39/jc0X0qNHD5ibmyMkJEQ2TxpQGHwUnom0EURt0KABdHV1cf36dbmUoG/evMHChQtVbou9deuW6PkljHAsel5//PHHkEqlmDt3rujzalZWVpmDTBwZQlolkWouTZa9vb1Ky72tSd9KExISAolEAisrK8ydOxcnTpxATk4OatasCVdXV8ycOVPlwApRRQsPD8f9+/fRsmXLElMFubu7Y8uWLTh06BCmT58ulw4jNjZWbuKz58+f4/Lly7h//z5q1aqFb775Rm5bzZo1g6+vL6ZPn46VK1fC398fXbp0Qd26dZGdnY24uDhZEKRo7wsrKyts2bIFM2bMwKJFi7Bnzx506tQJVatWRUJCAv766y+8fv0aLi4uWLRoUZl/k3v37uHXX3+Vey0jI0Pugenbb79VKZXEP//8Aw8PD9jb26Np06aoXbs2UlNTcenSJTx9+hQNGzbEkiVLFNb74YcfMGrUKCxZsgRhYWFo1qwZrl+/jvDwcDRu3FhhZEyXLl0wa9YsrF27Fs7OzujZsycsLCyQnZ2NR48e4cqVK3BwcJDN3VJU9erVMWDAABw9ehTx8fFo3bq1bML7snJwcMDkyZOxbds2DB48GM7OzjA2NkZISAhu376N9u3bl2lCTaDwRnH06NEYOHAg6tSpg6tXr+Lq1aswNzfH7NmzZcvl5ORg9OjRaNq0KVq1aoV69eohJycH9+7dk02y++233yr0BI6MjJQFI4Sbv4SEBLn9v2LFCrXKXN7zbOXKlbJJbYWeeL6+vjh27BiAwgdWJycn2XZ2794Nb29v0RQ8mtSjRw+sWLECFy5cgLW1NRISEnDmzBkYGRlh6dKlco0hN27cgIeHBxwdHeXSHri4uCAoKAh//vknPvzwQzg5OUFHRwdnz55FUlISBg4cqNCg6Onpie+//x6jR4/GgAEDYGRkhPDwcOTl5cHa2hpxcXFyyzdp0gRmZmY4ceIEDAwMUL9+fejo6GDo0KGyUVnCQ5i6k/Q5ODhg2LBhGDhwIExNTREaGoq4uDi0bt1aofeYmEmTJuHChQsICgrC0KFD0bNnT+Tk5CAwMBDPnz/H5MmT5YJKVatWRdu2bREZGYlZs2ahSZMm0NXVRZ8+fUrNh96lSxfcvHlTtk1DQ0NYW1srNHKOGTMGly5dwrNnzzB+/PgSGyU6duyIgwcP4saNG3BwcMDTp09x8uRJFBQUYPHixXIjRtzd3RETE4M9e/agX79+6N69O+rXr4/09HQkJSXhypUrcHNzw+LFi0v93d4GVeuashg6dCh8fX2xbNkyhIeHw9LSEgkJCTh//jz69euHkydPyi1/6dIlrFixQu5akpKSgqCgIOjq6srVp+W5HhRnamqKLl26IDw8XLT36vDhw+Hr6wsfHx/ExcWhWbNmePDggaxX8qlTp8r1Owl0dXXRsWNHWY/9osGQBg0aoFGjRnj48CH09PREJw8vzcSJE/HDDz/A1dUV/fv3h76+PqKionDv3j188MEHsrzXxVlZWeHGjRtwc3NDt27dkJmZiT///BMZGRn45ptvRNNEqlNvfv7554iLi8PevXtx7tw5dO7cGWZmZnj+/DkSEhIQFRWFmTNnonnz5gAKU4qOHz8eO3fuxODBgzFgwADo6+sjKCgI1atXV5ofvaCgQDYJfcuWLeXeExos1emNr2pdoykGBgbYuHEjJk+ejE8++QT29vawsbFBlSpVkJKSgps3byIxMRGhoaEwNjZGfHw8vvjiC7Ru3RotW7ZE3bp18eLFCwQFBSEvL0+lursk6tbryixYsAAjR47EsmXLcPHixf+xd98BUpbn3oDv2UJTF5EmqMSCDexGISFCRDiKsRCToNEQFY89seeck0iOGvGQGPScGGNNNBriZwuCUYlRsGGDYMWCYlcUFOllYXfm+4OwcVm68+zsDNf1F/PO7G9unnnbzP2Wuvnl4YcfXuN82dguuuiieOyxx6JNmzbRsWPHBg3yiH/d9HqFhx56KH7605/Gt7/97Xr7VNdff33dGZedO3eu+wwff/zxmDdvXuy9995xyimn1Ms+7rjjYtttt43dd989OnbsGPPnz4/nn38+3njjjWjZsmWMGDGiwdmLK7b5jXV28ArNmjWL3/zmN3HSSSfF+eefH3fccUfsueeeUV1dHW+//XY8/fTT9ZrwV155Zdxzzz0xfPjwdTrA4hvf+EacccYZcc0118SAAQOiX79+0alTp/jss89i8uTJsddee63zPuwmm2wSl112WZxzzjnxgx/8IA455JDo3LlzvPLKKzFhwoRo3759ve31um6nlixZEieccEJstdVWseeee0bnzp2juro6nnrqqXjrrbeib9++63TmZcrt4vp+Thuyzjv//PPjH//4R4wcOTJefvnl6NGjR8yePTvGjh0bCxcujJ///OdFcZb4Cj169IjddtstJkyYEIMGDYr99tsvZs6cGePHj48+ffrE2LFjG/zNpZdeGh9++GH88pe/jLvuuiv23nvvaNOmTV2j/5VXXonrrruu3pkDK7ZJ67u//kU77LBDnHvuuTFixIg44ogjYsCAAVFVVRVPP/10TJkyJXbZZZc466yz6l5fWVkZw4YNizPOOCNOPPHEumXh1VdfjUmTJsU3vvGNmDBhQoMm8NNPPx1jxoyJiH9dMeONN96o+07ZrFmzestQs2bNYvjw4XXbshX7nyu+W3z9619f7T38voyWLVvGoEGD4vbbb4/DDz88vvnNb8bixYvj6aefjmXLlsXee+9d7wDV1Rk3blxce+21se+++8a2224bbdq0iY8++ijGjRsXFRUVceKJJ9a99t/+7d/i1FNPjeuvvz769+9f1wiaP39+fPTRRzFp0qQ46KCD4n//93/X+/+jGUJSNdnVn2a9vtZ+0nfT8tZbb0XE8qNYW7duHUOHDo1NNtkkxowZEzfffHNMmzYtfv/73xe4Slg3d955Z0Ss/WbZW2+9dXz961+PJ598Mh555JF6R/u+/vrr9X58bN68eWy11VZ1N8pa1fWp99prr/jb3/4Wd911V4wbNy4effTRmDdvXrRo0SK+8pWvxIknnhiDBg1qsBPYs2fP+Nvf/hYjR46MRx55JEaPHh3V1dWxxRZbRO/evWPQoEHxjW9848sMSXz22WcNrqu8ePHietN+9KMfrVMzpEuXLnH00UfHyy+/HOPHj4/58+dHixYtYrvttovjjjsuBg8evMr7KnTp0iX+8pe/xFVXXRVPPPFEPP7449G+ffsYPHhw/OhHP1rlJWZOOeWU2GeffeJPf/pTTJ48OcaPHx+bbrppdOzYMQYNGhSHHXbYauscNGhQjB49OiJijZfEWR8/+clPolu3bjFy5MgYPXp01NTURJcuXeKcc86JIUOGbPBR1SeccEL0798/brnllnjggQeiVatWcdRRR8W5555b7zrxLVu2jLPOOismTZoUkyZNitmzZ0cmk4mOHTvGEUccEccdd1yDU6Mjlh+RtfLnP2vWrHrT1rcZ8mWXswcffLDe2QcRUXejyIjlRzV/sRnSWPbcc88488wz4ze/+U2MHDkycrlc9OzZM84555z1ug/LlVdeGfvtt1/85S9/qbth9w477BBDhgxZ5RFQ3/3udyOXy8Uf//jHuOeee6J169Zx0EEHxbnnnlvvy8sK5eXlcfXVV8cVV1xR9yUzl8vFvvvuG1tttVXMnTs3ZsyYEfvss09sueWW6zUGP/vZz+Khhx6KO++8Mz766KPYfPPN44c//GGcffbZ63RgRLNmzeLmm2+Om2++Oe67774YOXJk3anlP/vZz1a53F5++eUxfPjwmDBhQtx///2Ry+Viyy23XGsz5PTTT4958+bFI488Es8991zU1tbGt7/97QZf1vv27Rtt2rSJ2bNnr3V9sPXWW8cll1wSI0aMiNtvvz2WLl0a3bp1izPPPHOVZ11ddNFF0bt377j99tvjqaeeqrvZa6dOneKkk05a5ZH0hbKu65oN0bFjx/jzn/8cI0aMiMmTJ8eECRNi++23j4suuii+9rWvNWiGHHDAAfHxxx/HpEmTYty4cbFgwYLo0KFD9OrVK0444YQG98j6MtuDlX3/+9+vm9eOPfbYes+1bds2Ro4cGZdffnnduna33XaLm266KT788MO8NUMiou7yRZtuummDy6d87Wtfi/fffz+6d+++QddYP+aYY6JZs2Zxyy23xOjRo6N58+bx1a9+NYYPHx5///vfV/ujc+vWrePGG2+MX//61zFq1KhYsGBBdO3aNYYMGRKHH374Kv9mfdablZWVcc0118SYMWPinnvuiUcffbTuBr9bb711nH322Q3e58ILL4xtt902/vznP8ftt98em2++efTv3z/OO++81R5l/NRTT8WMGTPipz/9aYPnVhyMtqYzxFa2ruuafNpll13qvos9+uijMWrUqCgrK4v27dtHt27d4sc//nG0adMmIpafaXTqqafGxIkT44knnoi5c+fGFltsEd27d4/BgwdHnz59vlQtG7JeX5Vtt9027rzzzrjiiiviqaeeiokTJ8bOO+8cv/vd7+Lzzz9vMs2QFUfnz549e5WNkIh/3fR6bQYNGhQtW7aMKVOmxMSJE2PJkiVRVVUV3bt3jwEDBsR3vvOdBj+CDhkyJF5++eV45plnYu7cuVFWVhadOnWK4447Lk488cRV/qD8xhtvRER8qfvjbajdd989Ro8eHTfccEM8/vjj8fzzz8cmm2wSXbp0ycsBLGeffXbstddeceutt9atM9q2bRu77bbbep9p0K9fv7jtttvi+uuvjwkTJsSCBQuiXbt2ccwxx8QZZ5xR7zveum6nWrZsGRdccEE8++yz8fzzz8fDDz9c9/+/+OKL13rW1Pq+3wrru11cn89pQ9Z5m2++edxxxx1x/fXXx0MPPRQ333xztGjRIvbYY4846aSTvvT32cZWVlYWN954Y1x++eXxyCOPxNSpU+v2a7p167bKZkibNm3ijjvuiNtuuy0eeOCBGDt2bCxbtizatWsX2223Xfz85z+vd6WHZcuWxTvvvBM77LDDWvd51+bkk0+OHXbYIW655Za4//77o7q6Orbaaqs47bTT4uSTT27w/bxPnz7xxz/+Ma666qp4+OGHo7y8PPbaa6+47bbb6g7yWvlv3nrrrQbfKWfOnFk3rVWrVg0OAOrRo0fceeed8dvf/jYee+yxWLRoUWy11VZxzjnnxEknnfSlmkBrcuGFF0bHjh1jzJgxcdttt8Xmm28eBxxwQJx77rlx0UUXrVNGv379Ys6cOTF58uT4+9//HosWLYoOHTrEQQcdFCeeeGKDfbfzzjsvvva1r8XIkSNj0qRJ8fDDD8dmm20WnTp1isGDB692P2ptMrmVzzuDPOq0ef6uX/jW9HW7TuDarl+/cOHCVZ6CtzoHH3zwKq/DOGrUqPjpT38al19++Sp3GC688MK4++67Y9NNN42HH364bsc6ImLw4MExceLEuOmmm6JXr17rXAsAFItnn302fvjDHyY/86SxjBs3Ls4444y44YYb1vlHsP/6r/+Ke+65J8aNG9dkrkWeLx988EH0798/9tlnn1VekjBi+Y9fBx10UIOjekvBb3/727j66qvj1ltvXefLxJSy2traOPzww6OysjJGjx69xhuobkx23nnnBme6rUlTXm/++Mc/jokTJ9b9EPFFw4cPjzvuuCPGjx/fpG+uDutjxWVyvuxlSYHG89xzz8X3v//9+NWvftXgnm6FdOSRR8Y777wTzz33XLJmBevOJ0BS2TxeJuvL3KT3ixYtWhTXXXfdOr/+K1/5ygbdlGrF9ScPPPDAeo2QiIiBAwfGxIkT4+mnn9YMAYAiMGnSpNhll12+9NHApeIPf/hD5HK5umuPs3ErLy+P//zP/4xTTjkl/v73v8fBBx9c6JLIo9deey0eeuihGDp06CrPqpk0aVJ873vf0wihZMyfPz9ef/31epf4BZq+SZMmxVZbbbVeZ7fmy4qzylc++2PkyJHx+uuv112WksLzKZDUsmzt2l/UyNq3b98o9xVZcQmNVV13d8W0FTf/AgCatsa+gWpTNH369Ljvvvvi3XffjVGjRsUuu+wShxxySKHLoono06dPXHjhhVFdXV3oUsizmTNnxtlnn73a65CPGjWqkSuCtDbbbLN47bXXCl0GsJ5OPfXUOPXUUwvy3m+//XYMHjw4evXqFdtss00sXbo0pkyZEi+++GK0adPmS99LjvzRDCGpmibYDGkse+21V0REfPzxxw2eWzHty15LGsifdT3yq1+/frHrrrsmrqY4ffjhhw2uebo6xx9/fFRVVSWuqPCMCaXkgw8+iCuuuCJatmwZvXr1iosvvrjBjSDZuP3whz8sdAkk0KdPH2fFAcAadOrUKQYMGBCTJk2Kp556KpYtWxYdOnSIQYMGxemnnx6dO3cudIn8k3uGkFTLll/JW9bixe/lLSsf1nbPkGw2GwcffHDMnDkz/va3v0WnTp0iIqKmpiYGDRoUr7zyStxxxx11TROgsHbeeed1et3w4cPjqKOOSlxNcVpxrfN1UYr3UFgVYwIAAABNg2YISTVvsU3esqqXfJC3rA31+uuvx/jx4yNi+bVzV1wTeZdddomIiL59+9b9OyLi6aefjpNPPjnatGkTxx57bLRq1Sruv//+ePHFF2PQoEFx6aWXFuT/AQAAAACwMdEMgfWw4myQ1VnVEeMvvvhi/Pa3v40XXnghlixZEtttt10cffTRcdxxx0Umk0ldMgAAAADARk8zBAAAAAAAKGnueAgAAAAAAJS0ikIXADSe6TE9Se6StxYnyU0te+mFhS6hSdpx3C5rf1ETlPvg4nqPF113dv7fY/acvGdGRMTi6jS5EZGdtzBN7uxFSXJzS7JpcmvSnAibLjdJbEREZJcmyk1YMxGRc2nNFTLlaZa7skTfjDKpvnElOqwtk/JwOYfiJZUps55gJZa5omV5Bgpl8zseKXQJSdk0AgAAAAAAJU0zBAAAAAAAKGmaIQAAAAAAQEnTDAEAAAAAAEqaZggAAAAAAFDSNEMAAAAAAICSphkCAAAAAACUNM0QAAAAAACgpGmGAAAAAAAAJa2i0AUAsPEY0/XKhOkX13uU++jjhO9VRLK5JLG5mkS5qepNlpskNllu0uxcJk1swrFguVw2zWeXSqqjubKRZj2Rqt5Mom9yaUZhueKa06LoDh1Mta3LlBXdJ1d8imxeK0bmY6BgrOObFB8HAABspIqtEQIAALChNEMAAAAAAICSphkCAAAAAACUNM0QAAAAAACgpGmGAAAAAAAAJU0zBAAAAAAAKGmaIQAAAAAAQEnTDAEAAAAAAEqaZggAAAAAAFDSNEMAAAAAAICSVlHoAoDG8+anbybJ3Sa2TpJL6Tly2nnJsnMrPS7bZ5/8v8eH7+c9MyIi+/7HSXIjIpZ9MD9J7uJPypPkLltcmSS3tibN8R+1tZk0uYnqjYiorU2Tnc0mGotsmnprEo3D0to0y8aiXKLcTJrciIglmTTzRE2i3ESLc2TTxDbY7kEqiRaNouRo0uXKrIDqWD6WK7NVgpLx/UIXkJhtOQAAAAAAUNI0QwAAAAAAgJKmGQIAAAAAAJQ0zRAAAAAAAKCkaYYAAAAAAAAlTTMEAAAAAAAoaZohAAAAAABASdMMAQAAAAAASppmCAAAAAAAUNI0QwAAAAAAgJJWUegCANh4jOl6ZcL0i+s/3Lxd3t+h8oBBec+MiMh++l6S3IiIijmfJMlt+fmMJLlRvShN7rJlaXJrahLlJqo3InLV1WmCU41xotzc4iVJcmNxmvHNFVluRERuWW2a4JpskthcotxIFJtKLpsrdAk0MZmyTKFLaDocTrpcEc4T5uN/Mg7pGWNo0mzKAQAAAACAkqYZAgAAAAAAlDTNEAAAAAAAoKRphgAAAAAAACVNMwQAAAAAAChpmiEAAAAAAEBJ0wwBAAAAAABKmmYIAAAAAABQ0jRDAAAAAACAkpbJ5XK5QhcBNI7HPn0sSW7lZ/skyY2I6LZkUrLs0yq7JMseNmJosuyIiKEXDEuWfceAkcmyU8p9cHG9x/NOPTjv71H7eXXeM1fINEt0fEJNos18RSZJbKpxyDQrT5NbmSY3KhLlJpQpSzNPpJLL2gUG1sJ6gpVls4WuYP0U2zxcbPVGRLKf1FKNRaLcXE2iZSPhIpeq5lyi71/pcpPEFl1uNlFuRETk0nxPyiVaPrZ8/NE0wU2EM0MAikzKRgiFkawRAgAAQD3JmjdAk+fXFwAAAAAAoKRphgAAAAAAACVNMwQAAAAAAChpmiEAAAAAAEBJ0wwBAAAAAABKmmYIAAAAAABQ0jRDAAAAAACAkqYZAgAAAAAAlDTNEAAAAAAAoKRVFLoAADYeY7pemTD94oTZaWUqMsmyc9lcktxUNWealafJrUyTGxWJ6i1LN09APYnWEQA0Aan2J1JtO1Lu/6TaJ86kqTlXZIcuZyrSFJzsu0xZugHOJPqlNVeTTZSbaHlOU26yestqksRGRLr5OJew5lJWZKtXAAAAAACA9aMZAgAAAAAAlDTNEAAAAAAAoKRphgAAAAAAACVNMwQAAAAAAChpmiEAAAAAAEBJ0wwBAAAAAABKmmYIAAAAAABQ0jRDAAAAAACAklZR6AKA4tdtyaRk2a+22C9ZdtTOSJed0LARQ2PoBcMKXcYGOXLaecmyc8mS08suqo1Ms0THJ2TTxOZqEo340to0uYlkEuXmKsoTJaeTKUs1GiTlc4PVyxbz3gVE8c3DxVZvRORyiWpONRaJcnM1ib50JIqNSFdzqu9J6XKTxBZdbjZRbkRE5NLsb+cSLh+lzJkhAEWmWBshrF6yRggAAAD1JGveAE2eX18AAAAAAICSphkCAAAAAACUNM0QAAAAAACgpGmGAAAAAAAAJU0zBAAAAAAAKGmaIQAAAAAAQEnTDAEAAAAAAEqaZggAAAAAAFDSNEMAAAAAAICSVlHoAgDYeIzpemXC9IsTZqeVqcgky85lc0lyU9WcaVaeJrcyTW5UJKq3LN08AfUkWkcA0ASk2p9Ite1Iuf+Tap84k6bmXJEdupypSFNwsu8yZekGOJPol9ZcTTZRbqLlOU25yeotq0kSGxHp5uNcwppLWZGtXgEAAAAAANaPZggAAAAAAFDSNEMAAAAAAICSphkCAAAAAACUNM0QAAAAAACgpGmGAAAAAAAAJU0zBAAAAAAAKGmaIQAAAAAAQEnTDAEAAAAAAEqaZggAAAAAAFDSKgpdANB4pn46NUnuNlUHJcmNiNgyZibLHnbp0GTZKQ0bkbbuO2KXZNlHTjsvWXZupcfl7ary/h7ZOZ/lPTMionK3ryTJjYjIzpiVJLf20wVpcj+vTpKbq1l5DslXbpLYZLkps7Opas5lEgUXmUyaeTiljMOuIqL4xiGT8BtiqrHINEuTW9YiTcGZZqlyy9PkVqbJjYpEuRERZWm2HZmKRAtIonqTKbYVW0qp5rUkqbAKxbb+oU6mzLp4Qxg1AAAAAACgpGmGAAAAAAAAJU0zBAAAAAAAKGmaIQAAAAAAQEnTDAEAAAAAAEqaZggAAAAAAFDSNEMAAAAAAICSphkCAAAAAACUNM0QAAAAAACgpFUUugAANh5jul6ZMP3ihNnLZZqlOYZg2UvvRcXOnZJkRzaXJjeRTFkmSW4u0oxDJtVhJSkPV0mUnWoscqnm4VyaeY1/yWVTBRfXZ5erLXQF62lZoQvYAIvSrCfKKtLMxOWt0uRWdChPkhvN0v1skKlItPEoTzQWqSTa/wFg3WTKnC+wsfBJA0CBJWuEAAA0UckaIQAAq2HvAwAAAAAAKGnrfb5rLpeLhQsXxrx586K6ujpyueK6/Aasq0wmE82bN4+qqqrYZJNNIpNx6jIAAAAAQDFar2ZILpeLmTNnxqxZsyKbzUV5eXlkkl0sGworl8vGwoWLYs6cOdG2bdvo0KGDhggAAAAAQBFar2bIwoULY9asWVFR0SzatGkXFRWVqeqCJqGmZlnMnv1ZzJo1KzbZZJPYdNNNC10SAAAAAADrab1O65g3b15kszmNEDYaFRWV0aZNu8hmczFv3rxClwMAAAAAwAZYr2ZIdXV1lJeXa4SwUamoqIzy8vKorq4udCkAAAAAAGyA9WqG5HI59whho5TJlEUulyt0GQAAAAAAbACdDQAAAAAAoKRphgAAAAAAACWtotAFAMXvk6UdkmV3WzIpWfZpFwxLlj1sxNBk2UMT1h0REeNGJos+ctp5ybJXvpDdkhdm5v095r7fPO+ZERELnpibJDciYkF1syS5uVybJLmp1EYmSW5NLk1uLlG9ERHZZMlppDpyJ9NgrZEfFZk0uanqLcYjozKJxjiVsiKrN93ap/gU22fHFxXbZ1ds9RafbKJ9NqBU1CZLLrY1fM/LCl1BWsX4/QcAAAAAAGCdaYb80/Tp06Nnz33iF7+4aL3+7vTTT47jjhsU2WyxHWf55c2cOTP69PlaXH/9NYUuBQAAAAAAVksz5EsYP/7heP75yfHv/35qlJVtfEPZoUOH+Pa3vxO33TYyZsz4pNDlAAAAAADAKm18v+DnSS6Xi+uvvya6dPlKfPObfQtdTsEcd9zxUVOzLG666cZClwIAAAAAAKukGbKBJk58Nt5779049NDDIpPZeG/E1b59+9hvvx7x4INjY8GC+YUuBwAAAAAArsmTAAAgAElEQVQAGtAM2UB//evoiIjo1+/fGjx33333Rs+e+8R9990bzz77TJx66pA48MBeccghfePSSy+K+fOXNw2mTn09zj//rOjfv08ceGCvuOCCc2L69OnrXEO+32fgwG/FwIHfWuV73XjjddGz5z4xefI/GjzXv//BsWTJknjooQfXuXYAAAAAAGgsmiEbIJfLxeTJk6Jt23ax9dbbrPZ1TzzxWJx//lmx+eZt4tvf/m5ss02XuP/+v8Z//Md5MWXKS3HqqUOitrY2Dj98YOyxx54xYcLjcf75Z633zdgb631WZ4899oyI5WfLAAAAAABAU1NR6AKK0XvvvRuzZ8+OXr0OWOPrJkx4PH772+tin332jYiIbDYbZ599Zkya9Gycd95Z8V//NTQOOeTQutdfdtkl8de/jokJEx6P3r2/uc71NNb7rM4223SJzTbbLF544bkvnQUAAAAAAPnmzJANMGPGJxER0a5duzW+rn//g+saFBERZWVlMWDA8stQbb/9DvUaFBERAwYcFhERb7wxdb3qaaz3WZMttmgbs2fPjurq6rxlAgAAAABAPjgzZAPMnTs3IiI226xqja/bddduDaa1a9c+IiJ22WXXBs+1b7/8uZkzZ65XPY31PmtSVdU6IiLmzp0THTp0zFsu0NCwEUNj6AXDCl3GBhnT9cqE6RfXe9TqJ8fn/R1affRO3jNXyH0+K03ugoVJcqO2Nk1uKjWJ6s3m0uTm8nMpy1VKVXMqZZk0uZlExwRVlKfJTTUOEenGImXNCWTKiuw4sSIb34hIN69RvFLNx8W2rQNg3aT8nsRGwd7oBmjevHlERCxdunSNr9tkk00bTCsvL1/Dc8t7UzU1NetVT2O9z5qsOCNkxdgA6RRrI4TVS9UIAVgrP04DhVKMDT0AoKj59rMB2rTZIiKWnwVRSsrKyqJ2NUf6Llgwf41/O2/enCgvr6g7QwQAAAAAAJoKzZANsP3220d5eXm89967hS4lrzbbbLP4/PPPo6ZmWYPnXnvttdX+3eLFi+PTTz+Nrl27Ribj6B4AAAAAAJoWzZA1mD59evTsuU8MHPitetM33XSz2HHHnWLatDdjyZIlyeuYPPkf0bPnPnH66ScnfZ9u3XaL2tqauO++e+tNv+++e+Oll15Y7d+9+uqUqK2tjX333S9pfQAAAAAAsCHcQH0Ncv+8KU/FKm6EeeCBB8Xrr78WkydPil69DmiUOlbcBySVQYOOifvvvzcuv3x4TJo0MTp23DLefPONePnlF6NXrwPiySefWOXfPfvsMxERceCBfZPWBwAAAAAAG8KZIWvw1lvTIiKiX7+DGzx3+OEDo7KyMh544L5Gq6N//4Z15NN2220fV111beyxx54xYcITMXr0qKisrIwbb/xj7LLLrqv8m2w2G3/72wOx4447xe6775m0PgAAAAAA2BDODPmnzp07xzPPPFdv2nPPTY4WLVrEMccc2+D1W2yxRXzrW4fHAw/cF7NmfRZt27are+6ww46Iww47YpXvs+++X23wPmuqYUUd7dt3iEMPPaze9Hy/T0TEXnvtHddd94cG03fccac4+eTTGkx/8sknYubMGXH66T9aZR4AAAAAABSaM0PW4PnnJ8eRR347Nt+8zSqfP/nk06OiojJuvrlh8yBfcrlcvPji83HccYOjsrIy2ftsiFwuFzfeeH3sumu3OOSQQwtdDgAAAAAArJIzQ9bglltuW+Pzbdu2jYsvHhbvvPNWZLPZKCvLf28pk8nE3/42Pu+5+TBr1mdxwAG9o0+fAyOTyRS6HAAAAAAAWCXNkC+pd+8+0bt3n0KXURDt2rVf5aWzAAAAAACgKdEMAb60bksmJct+tcV+ybKjdka6bFbpyGnnJcvOrfR40a9vyft7zH2/ed4zIyIWzE+TGxGxoLpZktxcrrjOCKyNNPXWJBqHXKJ6IyKyCbNTSHVN10xkk+RWZGqT5GYarOXyoxivmZvJpBmLVMqKrN7iWkO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\n", 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" ] }, "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": [ "# 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', '/home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb31_A1.inp.out_BLM-L_2020-01-22_16-41-26.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 ABCO_1-50eV_orb31_A1.inp.out, pType=a, thres=0.1, 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 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', '/home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb31_A1.inp.out_BLM-V_2020-01-22_16-41-26.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 ABCO_1-50eV_orb31_A1.inp.out, pType=a, thres=0.1, 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 (0.42347072425346965+3.152911930729126e-17j)\n", "Plotting data (No filename), pType=a, thres=0.042347072425346965, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "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 2.625280011677537e-16\n" ] }, { "data": { "image/png": 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" ] }, "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: 2017-03-19 09:51:05.452 (GMT -0400)\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
Wed Jan 22 18:01:11 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|}{Wed Jan 22 18:01:11 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", "Wed Jan 22 18:01:11 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: 2020-01-22_16-41-26\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 (2017). *ePSproc: ABCO 1st attempt*. Dataset on Zenodo. DOI: 10.5281/zenodo.3627355. URL: https://phockett.github.io/ePSdata/ABCO/ABCO_1-50eV_orb31_A1.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ ABCO 1st attempt,\n", " title = {ePSproc: ABCO 1st attempt}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3627355},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/ABCO/ABCO_1-50eV_orb31_A1.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.3627355.svg)](http://dx.doi.org/10.5281/zenodo.3627355) [![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 }