{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660708.svg)](http://dx.doi.org/10.5281/zenodo.3660708) [![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: CH3I wavefn run, orb 20 ionization (Iodine 4d, A1), 1 - 60 eV\n", "\n", "- *electronic structure input*: CH3I_ref_opt_SPK-AQZP_C3v.molden\n", "- *ePS output file*: CH3I_1-60eV_orb20_A1.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb20_A1.html\n", "- Dataset: https://zenodo.org/record/3660708\n", "- DOI (dataset): [10.5281/zenodo.3660708](http://dx.doi.org/10.5281/zenodo.3660708)\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 CH3I, batch CH3I_1-60eV, orbital orb20_A1\n", "- CH3I wavefn run, orb 20 ioinzation (Iodine 4d, A1), sph/ grid, AntonJr\n", "- E=1:2.5:60 (24 points)\n", "- Tue Feb 5 18:12:40 EST 2019" ] }, { "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 CH3I, batch CH3I_1-60eV, orbital orb20_A1\n", " CH3I wavefn run, orb 20 ioinzation (Iodine 4d, A1), sph/ grid, AntonJr\n", " E=1:2.5:60 (24 points)\n", " Tue Feb 5 18:12:40 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1177.1254 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -180.9096 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -169.6288 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -37.8993 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -33.0914 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -24.2551 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -11.2780 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -7.2111 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -5.4461 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -2.3765 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.9966 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.7971 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4641 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 53 ZS = 53 r = 0.0000000000 0.0000000000 1.9127440000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.2324950000\n", "Z = 1 ZS = 1 r = -0.5117920000 0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = -0.5117920000 -0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = 1.0235850000 0.0000000000 -0.5600500000\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/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb20_A1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb20_A1.inp.out\n", "Expecting 24 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/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb20_A1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb20_A1.inp.out\n", "Expecting 24 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 48 DumpIdy segments.\n", "Found 48 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 48 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 CH3I, batch CH3I_1-60eV, orbital orb20_A1\n", " CH3I wavefn run, orb 20 ioinzation (Iodine 4d, A1), sph/ grid, AntonJr\n", " E=1:2.5:60 (24 points)\n", " Tue Feb 5 18:12:40 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/CH3I/electronic_structure/CH3I_ref_opt_SPK-AQZP_C3v.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 4 4 2 2 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 1 4 4 2 2 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 9.54\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 1 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['A1']\n", "Orb energy (eV):\t\t [-64.66785888]\n", "Orb energy (H):\t\t\t [-2.3765]\n", "Orb energy (cm^-1):\t\t [-521581.46146457]\n", "Threshold wavelength (nm):\t 19.172460562383783\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[1.0000000e+00 2.0136460e-02]\n", " [2.0000000e+00 5.8847706e-01]\n", " [3.0000000e+00 3.3933218e-01]\n", " [4.0000000e+00 9.3922660e-02]\n", " [5.0000000e+00 9.3922660e-02]\n", " [6.0000000e+00 7.6662327e-01]\n", " [7.0000000e+00 8.6152457e-01]\n", " [8.0000000e+00 7.6041242e-01]\n", " [9.0000000e+00 7.6041242e-01]\n", " [1.0000000e+01 6.8940314e-01]\n", " [1.1000000e+01 5.8978015e-01]\n", " [1.2000000e+01 5.8978015e-01]\n", " [1.3000000e+01 3.8623257e-01]\n", " [1.4000000e+01 3.8623257e-01]\n", " [1.6000000e+01 9.4364590e-01]\n", " [1.7000000e+01 9.6540337e-01]\n", " [1.8000000e+01 9.2145796e-01]\n", " [1.9000000e+01 9.2145796e-01]\n", " [2.0000000e+01 9.5859657e-01]\n", " [2.1000000e+01 9.3960899e-01]\n", " [2.2000000e+01 9.3960899e-01]\n", " [2.3000000e+01 9.1904483e-01]\n", " [2.4000000e+01 9.1904483e-01]]\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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\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 CH3I_1-60eV_orb20_A1.inp.out, pType=a, thres=0.5098052720636056, 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 CH3I_1-60eV_orb20_A1.inp.out, pType=phaseUW, thres=0.5098052720636056, with Seaborn\n" ] }, { "data": { "image/png": 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ER0cjMTERSUlJePnyJTw8PLBmzZpK7U8QExOD3bt3Iy4uDtnZ2TA2NsZ7772HSZMmoU+fPjLbx8bGYsuWLbh+/ToKCgrQvHlzjBgxAp6enqhTp06l07FgwQIEBQXhq6++qrAsmzJlCq5cuYJNmzbB1dW10sesCXl5eQgJCcGlS5cQHx+PjIwMaGlpoVWrVvjggw8wceJE6Onpyf3s3bt3sXHjRkRFReHFixdo2rQp3n//fcyYMQP16tVTS/qWLFmCw4cPo169eggLC8M777wjd7uMjAwcPXoUiYmJSExMxKNHjyCRSHD27Fm0aNFCLWmp7QIDA7Fo0SKsXLkSw4cPr+nkVIkw7KaPjw9mz56t0metra3h5OSEvXv3aih1VFutWrUKxsbGmDBhQk0nhdTsk08+QUBAAHx9ffHll1+qZZ8sa/6dLly4gF9++QUJCQkoLS1F27ZtMX78eAwbNkzpfQjP8YoMGTIE69atk1rG5ySqaULjh8q+e1YnVRuS1YZn55py6dIl/P7772KdwvPnz+Hi4oKdO3eW+7nExET4+voiJiYGeXl5sLKywtChQ+Ht7a3w3VUeZ2dnZGdnK1z/+eefw9vbW+n9/VMw+EEaVVyLhr0CgDVr1qBz5844fvw4tmzZgpKSEjRp0gTjxo2Dj48PjI2NazqJRDXC19cXmzZtQmlpKTp37oxhw4bBwMAAT58+RVRUFJYsWYL9+/cjMDBQLcc7ePAgDAwM4OjoiEaNGqG4uBiJiYnYtWsXAgICsHfvXrRv314txxJs2bIFSUlJMDAwgLm5Oe7du1flfW7evBnr16+HiYkJ+vXrB1NTU2RlZSEhIQGRkZEywY+QkBDMmTMHdevWxeDBg9GgQQNcuHABK1euRGxsLDZs2FDptIwePRpBQUE4fPhwucGPtLQ0REREwNTUFH379q308WpKTEwM/vvf/8LY2BjOzs5wdXVFTk4OLly4gNWrV+Ps2bPYvXu3VKAOAK5fv45JkyahuLgY7u7uMDc3x9WrV7Fp0yZERERg9+7dKj14yvPixQsEBwdDS0sL+fn5OH78OCZOnCh321u3buGnn36ClpYWrKysYGRkJNMrUVmfffYZpk+fDjMzs6okn4j+RWJjY3Hx4kXMnz9fZi48+uczNTXFsGHDcPDgQUybNg1Nmzat6STRP5C/vz++++47GBsbY+jQodDV1cWZM2ewcOFCJCcn44svvlBpfzY2NnIb3bz77rsyy9T5nKSImZkZTp48CSMjI7Xul/4dTp48+db8fvr4+Mgs2717N3Jzc+Hl5SXTGKtdu3bVlbRax8/PDxEREdDX14eVlZVS5VJUVJQYkBg0aBCaNGmC8PBw/PTTT4iKisLPP/8MHR3Vqve9vb3l5j97e3uV9vNPweAHaVTxWzBclTrp6upiypQpmDJlSk0nheitsXXrVmzcuBEWFhZYv349OnXqJLON0OpLXYKCgmQqpwHg0KFDWLp0KdatW4eff/5ZbccDgEWLFsHc3BwtWrRAVFQUvLy8qrS/U6dOYf369ejRowc2btwIQ0NDqfVFRUVS/3/x4gWWLl0KbW1t7NmzB3Z2dgCAefPmYdKkSThz5gyCg4Px/vvvVyo9zs7OaNmyJRISEhAfH48OHTrI3S4gIAASiQQjRoxQ+SHrbWBqaooffvgBgwYNkgpWvHjxAl5eXoiLi8O+ffswdepUcV1JSQkWLVqEV69eYfPmzWLrw9LSUsybNw9nzpzBrl27MGPGjCqlLSgoCHl5eZg8eTL27duHQ4cOKQx+2NraYt++fbCxsYGhoSE8PT0RFRVVqeM2adIETZo0qUrSiehfZt++fdDW1saHH35Y00khDRk2bBj279+PgwcPYv78+TWdHPqHSUtLw+rVq2FsbIwjR46IPbhnzZqFkSNH4pdffsHAgQNVqmhr166d0r0b1fmcpIiuri7atGmj1n3Sv8fblHfk3VdHjx5Fbm4uJk2aJDUCA1WNj48Pli5dilatWuHu3bvw8PAod/vCwkIsWrQIxcXF2LlzJ3r06AEAmD9/Pj799FNcvnwZBw4cUPjOqMi0adPQsGHDSn+PfxrO+UEaVSwpUdsfEb190tLS4OvrC11dXWzfvl1u4AMA+vXrV2FXTlXIC3wAwODBgwEAqampajuWoFu3bmjZsiW0tLSqvK/S0lKsWbMG+vr6WLt2rUzgA3j9QlXW6dOn8ezZM7z//vti4AN4fS7mzp0LANi/f7/MfoqLi7Fv3z6MHj0aDg4O6NSpEz766CP4+/ujtFS6d97o0aMBvA4iyVNSUoLAwEBoaWlh5MiRqn3p/6+wsBDbt2+Hh4cHOnXqBAcHB4wfPx4nT56U2bbsWMr379/HvHnz0L17d9jY2MiMZ11YWIh169ahf//+sLW1haurK3x9fVFYWCi1Xbt27TB06FCZXhqGhoZiYPvNl+OoqCikpKTA0dFRatgFbW1t/Pe//wUAHDhwABJJ1QL+hw4dgra2NiZPnox+/frh9u3buH79utxtzc3N0bVrV7l5R1Xy5vwoe+7T0tIwf/58ODs7w87ODsOHD8eFCxdk9hMYGAhra2sEBgbi4sWLGDt2LDp37gxHR0fMmTMHDx48UCldquSVisZGf3PuBU9PTyxatAjA68CmtbW1+FeVuU+EOWiUzY/lyc3Nxdq1a+Hu7g47Ozs4OjrC29sbV65ckdpu4cKFYjDW19dX6ruUN+67cL2A13m87Oc2btyIlJQUWFtblxvo9fDwQIcOHfDXX38BkL4OcXFxmDx5Mrp06QJ7e3t4e3srHFtZlXKqpgj3yaNHj+Dn54dBgwbBzs4OvXv3xooVK/DixQuFn3316hVWr16Nvn37wtbWFm5ubti+fbvcMiMwMBCzZ8/GgAED0LFjRzg4OGDs2LH47bff5O770aNHWLp0Kdzc3NCxY0c4OTnBw8MDX375JbKysmS2DwoKgqenJxwdHWFnZ4fBgwdj8+bNKuXNFy9e4MyZM7C3t4eFhYXM+vLmOlE0J4Ew9vmzZ8+wdOlSuLi4wNbWFu+//z6OHDkite29e/dgbW2NBQsWyJwLIQ/HxMRIrfv+++9hbW2NiIgImXS+ePECK1euRP/+/dGhQwexHHny5Al8fX0xduxY9OzZE7a2tnBxccGCBQuQkpIi893KlpspKSmYOXMmnJyc0LlzZ4wbNw7h4eEyn6lsufnq1Sts27YNH374ITp37gx7e3uMGTMGQUFBcrcvLCwUh6q0tbVF//79sW7dunKve6dOnWBpaYkjR45U6fetorLmTZX5zbl8+TI8PT3RpUsXmeFbUlJSsHDhQvTp0we2trbo0aMHFixYILcH79OnT7F69Wq4u7ujc+fO6Nq1K9zd3bFw4UI8evRI7vdLTEzEjBkz0LVrV3Tq1AkTJ05EbGys3G2VLdcrcuvWLXh7e8Pe3h4ODg6YPHky4uLiVNqHph05cgSFhYWYMGGCVMVpgwYN8PHHHwN4/eykKep8TlJE0ZwfZZ+rDhw4AA8PD9jZ2aFHjx5YunQpcnNz5e4vIyMDy5Ytw8CBA2FnZwcnJyeMHDkSmzZtUkt6w8PD8cknn6B79+6wtbVFnz598Omnn0rlv7K/4zdu3MCMGTPg5OQk83x069YtzJ49W9xXv3798PXXXyMzM1PmuMreVxKJBEePHsXYsWPRrVs32NnZoU+fPvD29pb77KeIqvdxWFgYpk+fDmdnZ/GZbfXq1Qpb5Fd0nYRzmJ6ejvT0dKkyr2xeUTTnhyrlRNnrpUpZpC7Dhw+Hvb098vPzsW7dOri5ucHW1hbffvstgPLn1khOToa1tbW4bVkvX76Er6+v+A5gb2+P8ePH4+zZsxr9PsDrYakmT56Mrl27ws7ODoMGDcL69evx8uVLudvHxMTAy8sL9vb26Nq1K7y9vREfH6/wu3ft2hVt2rSBtrZy1fFhYWFIS0tDr169xMAHAOjo6IjPQfLqANQhLS0NP/30E0aPHo0ePXqI5cYXX3yh8DdRnoyMDHz33XcYOHAgOnbsCEdHRwwZMgT/+9//8OTJE5ntQ0JCMGXKFDg5OcHW1hbu7u5Yt24d8vLyKv1d/nlNNukfpTbN+UFEsgIDA1FUVIT3338f7733XrnbVnVIIGUIY6q+7RNgx8bGIi0tDe7u7njnnXdw8eJFJCcno27duujYsaPcVnBXr14FAPTq1UtmnaOjI/T19REXF4fCwkLxXBcVFeGTTz5BeHi4OKdF3bp1ERkZie+++w7Xr1/HDz/8IO5n2LBhWLduHYKCgrBw4UKZrrCXL1/GkydP0LNnTzRr1kzl711YWAhvb29ERUWhdevWGD9+PPLz83HmzBnMnz8fSUlJ+Oyzz2Q+9/DhQ4wePRotW7aEh4cH8vPzZV5m586di5s3b2LQoEHQ0dFBaGgoNm7ciFu3bmHLli1KBa2Enixvzp1S3rlv1qwZWrZsiQcPHuDRo0do3ry50uejLKHHTc+ePWFhYYFhw4bh7NmzOHjwoMKgYnVIT0/HqFGj0KxZM3z44YfIycnByZMnMXPmTPj5+aFbt24ynzl79izCwsLg6uoKJycnJCYm4syZM4iMjMT+/fvRunXrCo9b2byirGHDhsHIyAihoaEYMGCAVPd9RfOsqKKq+fH58+cYN24c7t69Czs7O0yaNAlZWVk4deoUpk6diq+//hpjx44FAHEIkKNHj8LJyQlOTk7ifiwtLRUeo127dvDx8YGvry8sLS2lxl93cnJCmzZt4OzsjMjISNy/fx+tWrWS+nxsbCySk5Ph7u4OU1NTqXXXr1/Htm3b0KNHD0yYMAGpqak4d+4coqOj8csvv6Br167itqqWUzVtxYoViImJweDBg2FkZITw8HDs3r0bMTEx2L9/v0xwvqioCFOnTkVmZiZ69+6NOnXqICQkBGvXrkVhYaHMUBNff/012rZtC0dHR5iamiI7OxuXLl3C559/LgaBBZmZmRg5ciRevHiB3r17Y+DAgSgoKEBaWpo4bJ6JiYm4/eLFi3HkyBGYm5vDzc0N77zzDq5du4b169cjIiICfn5+SvXoi46ORlFREbp06VLFsylNyPd6enpwd3dHQUEBzpw5g8WLF0NbW1vMo61bt4aZmZlMAEUoqwEgIiJCKp9dvXoVdevWhYODg9RnCgsL4eXlhZycHPTs2ROGhoZiRW1MTAx+/vlnODs7Y+DAgTAwMEBqairOnDmD8+fPY//+/bCxsZH5HmlpaRg7dizeffddjBkzBn/99RdOnjyJ6dOnY+3atRgyZIjMZ1QpN58/f45JkyYhISEBHTp0wIgRI1BaWorw8HAsWLAAd+7ckeqpIZFIMG/ePISGhqJ58+aYOHEiioqKcOTIESQnJ5d7TRwcHHDixAncuXOnwuc8RSoqa8qqzG/OmTNnEBYWht69e2Ps2LFIT08X112+fBmzZ89GcXEx+vXrh+bNm+PJkyc4e/YsLl68iD179og9XV+9eoVx48bh4cOH6NmzJ/r37w+JRILHjx8jNDQU7u7uMs8+t27dwo4dO9C5c2eMGjUKjx8/xtmzZzF58mQcO3ZM5ropW66XJzY2FlOmTEFRURHc3NzQokULJCYmwtPTU+75qSnlPTv17t1bahtlZWZm4sCBA+IceZ07d5Z7D74tfvjhB4SHh6Nfv37o2bMnIiMjcejQIaSmpmLPnj1S2968eRPTpk1DdnY2HB0d4ebmhvz8fNy9exe+vr6YNWtWldKyYcMGbNq0CQYGBnB1dYWFhQUyMzMRFxeH48ePS1WqAsC1a9ewbds2dOnSBSNGjEBWVpbYMOvChQtiTwF3d3c0bdoU8fHx2L9/P0JDQ7F//36xHFXlvlq3bh22bdsGKysr8Tf2r7/+ws2bN3H69Gm5ZeebVL2PfX19sXHjRhgbG6Nv375o2LAhkpOT8csvv+Dy5cs4ePCg1DuHMtfJ0tISPj4+2L17NwBg0qRJ4ucrGi6qsuWEKmWRupWWluLjjz/G/fv34eLiAmNj43KfPyvy7NkzeHp64u7du+jYsSNGjRqFoqIihIWFYfbs2ViwYEGVe9sr4ufnh1WrVsHIyAiDBg1CgwYNEBERgc2bN+PixYvw9/dH/fr1xe3DwsLw6aefAlVfGzgAACAASURBVHh9L1haWiI+Ph7jx4+XegapivLKUhsbGzRp0gR3797F06dP0bhxY7UcUxAWFobdu3eLjRHq1q2Le/fu4cSJE7hw4QIOHz5c4RxKz58/x6hRo/D06VP06tULrq6uKC4uRnp6Ok6dOoVhw4ZJDb28cuVK7Nq1C40bN8aAAQNgbGyMW7duYevWrQgPD8e+ffsqNdcmgx+kUSW1bM4PIpL2xx9/AAC6d+9e6X0oaqkNoMIxMA8fPoyMjAzk5eUhOTkZV65cgaWlpUxr0LfNrVu3AACNGzfGsGHDZCofHB0dsWHDBqmuqPfv3wcAtGzZUmZ/Ojo6sLKywp07d/Do0SOxG7XwkDBx4kQsXrxYrNQvKSnB0qVLceTIEbi7u4uVpw0bNoSrqytOnTqFU6dOyUxkJ/QIEXqIqMrPzw9RUVHo3bs3tmzZIlay+fj4YNSoUdi2bRv69u0rUzn1xx9/4OOPPy63svvevXsIDg5GgwYNALzuCuzl5YULFy7gt99+w0cffVRh+oTWxW8+XJZ37oXlDx48wP379ysd/BBaPwrnvHfv3mjcuDFOnTqFxYsXa7TlYnmioqIwe/ZsqQraDz74ANOmTcPOnTvlVrRcuHABW7duRb9+/cRlu3fvxooVK/DNN9+IL4PlqWxeUZZwnkNDQ+Hq6qr2SRurmh/XrFmDu3fvYsyYMfjmm2/EYMn06dMxYsQILFu2DC4uLrCysoKrqyuMjIzE4IeyQ4K0a9cO7dq1Eysk5X1u/PjxYmXNm2OzC+XBmDFjZD4XFhaGpUuXSnXBDwkJwaxZs7B48WKcPn1abPGmajlVnsjISJWHNVF1gvjY2FgcO3ZMfLFfsGAB5s6di7Nnz2LHjh0yFVSZmZmwsbGBn5+f+LLm4+MDd3d37Nq1Cx9//LFUT7+goCCZcqSwsBDTp0/Hzz//jHHjxokviWfOnEF2djYWL14sVbkCAHl5eVKtCgMDA3HkyBG4ublhzZo1Ui+OGzduhK+vL/bt2yezH3mE335bW9sKt1VFUlISRo4ciW+//VbMB5MnT8bQoUPx888/S1Wad+vWDb/99hvu3LkjjvcfEREBExMTmJubIyIiQry2OTk5SExMhJOTk0xw6q+//kLbtm3h7+8PAwMDqXXdunXD77//LlP+JiUlYdy4cVizZg127Ngh8z2io6MxdepUqXtmwoQJGDt2LL766iv07t1bZp+qlJsrVqxAQkIC/vOf/2D69Oni8oKCAsycORPbtm3DoEGDxEq2oKAghIaGonPnztizZ494DmbPnl1hL047OzucOHEC0dHRVQp+VFTWCCrzm3Pp0iVs375drFAX5OTkYMGCBahXrx727duHtm3biuvu3LmD0aNHY8mSJTh69CiA1/nn4cOHmDRpEhYvXiy1r8LCQrm9ZC5evCgz8e+BAwfw1VdfYc+ePfj666/F5aqU64pIJBIsXrwY+fn5Yk8egZBfVJGYmIiQkBCVPjNp0iSlGgmU9+zUpEkTGBgYICMjA69evVJ63oPff/8dv//+u9QyJycnrF69+q2cl+b69es4ceKEmLbi4mJMmjQJkZGRuHHjBjp27Ajgdf6aO3cusrOzsWbNGplhcP78888qpSM8PBybNm2ClZUVfv31V5k53jIyMuR+5ptvvpGpaH/58iUWLlyIkpIS7N27V6qCd/v27Vi7di2+/PJLcbhjVe6rgwcPwszMDEFBQTJ54tmzZ0p9V1WOd/XqVWzcuBH29vbYvn27VL4ODAzEokWLsGHDBnE/yl4nKysrzJ49WyxbVHnOqGw5oUpZpG75+fl4+fIlgoKC1NKA6Ouvv8bdu3fx5ZdfYsKECeLyV69eYfr06fjpp5/g5uYm0yinqlJSUvDDDz/A2NgYAQEBYpBMIpFg4cKFOHbsGDZs2CD2HC8qKsL//vc/FBcXY8+ePVLB/J07d+L7779XS7qUeQ/NzMzEgwcPVAp+7NixQ+Y+a9iwodQ5HzBgAD766COZ7WJjY+Hl5YX169fjxx9/LPc458+fR2ZmpsxvO/D6uaWk5P9G+QkJCcGuXbvQs2dPbNy4USrQtGvXLqxcuRI7duyQO0dNRTjsFWlUsaRUbX9E9PYRhjqpykTJvr6+Cv8UdQsXHD58GL6+vvjll18QHh6ODh06wM/PT+HDwdvi77//BvD6obSgoAC7du1CbGwsgoKC4OLigujoaHEoK4EwpIqiSRWFihQhYFRaWgp/f3+Ymppi0aJFUr0Z6tSpg4ULF0JLSwsnTpyQ2o9QkXn48GGp5ZmZmbh8+bLYCqMyjhw5Ai0tLSxcuFCqdXGjRo3EVjNvHhd4HSSq6CHn008/FSuagdfDgQnBkjeHTJHH398fYWFhaNeuHUaMGCG1TtlzX1F+VSQvLw/BwcEwMjKCm5sbgNcBLQ8PD+Tl5clco+pkaWkpXhtBr1690LRpU9y4cUPuZ7p16yZVgQcAEydORPPmzXH16lWpVrmKVDavvC2qkh+Liopw/PhxGBgY4LPPPpPqJdKyZUt4enqiqKgIx44d00ziy3B1dUWTJk0QGBgoVWHw/PlznDp1Cs2bN5dpLQoALVq0wPjx42X25eTkhNTUVHFIosqWU4pERUWV+5si709VXl5eUi0atbW18fnnn0NbW1vhtV2yZIlUsKFRo0YYMGAAcnNzxZdagbwAqp6eHiZMmIDi4mKpYZsE8lrAGRgYSC3fs2cPdHR0sGLFCpntZ86cCWNjY6XPs1DB82aPn6rS19eXyQdt27aFg4MDUlJSpIYWExpdlD0fkZGR6NatG7p3744bN26IQ1RERkaitLRUYUONhQsXygQ+gNfXSV7g2cbGRuwV9eb8XMDr34o3g2B2dnbw8PDA8+fPce7cOZnPKFtuZmVl4fjx47C1tZUKfACvy5n//ve/kEgkUtcyMDAQwOsgbNngj7GxMWbOnCmTlrKEa1zVyldlVeY3Z8CAATKBDwA4duwYnj9/jjlz5kgFPoDXE2SPGjUKCQkJuHv3rtQ6efeTnp6e3Lzg4OAgEzwX5kQrm151leuxsbG4f/8+HB0dZQLCQn5RRWJiosplprKThqvz2UlfXx8zZ85EYGAgoqOjER0dDX9/fzg7OyMqKgqTJ0+u0nAomjJr1iypoIyOjo6YX8rmjwsXLiA9PR39+/eXO/6/vOEFVeHv7w/gdVkn753N3NxcZlm7du3k9jAIDQ1FdnY2hgwZItOyferUqbC0tMTvv/+Ox48fS61T9r7S0dGR6YENQOW5CZQ53t69ewEA3333nUyl/fDhw9GuXTupslTT16kq5YSyZZGmLFiwQC2Bj4yMDJw9exZOTk5SlfDA63Jg/vz5KCkpQXBwcJWP9aZjx46hpKQEU6ZMkeodpKWlhf/85z+oW7cuAgMDxeFYIyIi8OTJE/Tt21emF6OXl1eV84NA1ToAZe3cuVOmfH9z+KwmTZrIDU4LQ9TKG85TEXnDltetW1fq+Uto6LFixQqpwAfwujGMlZVVpd+L2fODNKqIc3UQ1WrCGNBVmQfj9u3bCtf179+/3IpSoeVxVlYWEhISsG7dOgwfPhzr1q2T+yJcXdLS0sTWPmUJLX+EFg4SiQQbNmwQu+y/++672LRpE9zd3REVFYW4uDiVJoIE/u9a3L9/H9nZ2WjZsiW2bNkid9t69erJjHndrVs3NG/eHLGxsUhJSRF7kQQGBqK4uBjDhg2TmY9EGS9evEBqairMzMzkTvAntOZMTEyUWWdjY1PhsGlvPnQCr8dU1dHRkbvPss6ePYsVK1bA1NQUGzdurNT3Ayp/HwQHB+PFixcYM2aM1IPh8OHD4efnh0OHDmHcuHGV2ndV2djYyH0JNTc3x7Vr1+R+xtHRUWZZnTp10KVLFzx8+BCJiYnldoevSl55W1QlP967dw+vXr2Cg4MDjI2NZdZ369YNW7ZsqZbvr6Ojg1GjRmHTpk04c+aM+LL/22+/IT8/H6NHj5ab77t06SJ3LGMnJydERUUhISEBTk5OlS6nFJk9e7bKPTlUJe/aNmvWDBYWFkhPT8fz58+lKgCMjIzkDgkgVDa9+bL6+PFj/Pzzz4iIiMCff/6J/Px8qfVlx0bu378/fvzxR3z77bcIDw+Hi4sLHBwc0LZtW6nr8urVKyQlJcHExERhzys9PT2581jIk52dDQBSAT51aNGihdwKZuFc5ebmiuvLBj+8vLyQnJyMp0+fonv37jA3N8cvv/yCmJgY9OnTRxwyQl6vgbp165Y7VObFixdx4MAB3Lp1C1lZWSguLpZan5WVhSZNmkgta9++vdzv4eTkhKNHjyIhIUGqFwugfLl58+ZNlJSUQEtLS27PWSF9Ze+ZhIQEaGtryx2mTF5+Lku4xvLmj9GEyvzmCK3n3yRsn5SUJPdcCfOppKSkoG3btnBycoKZmRm2b9+O+Ph49OnTBw4ODmjXrp3cNAHyez/p6uqiUaNGUve2usr1hIQEABXnF2UNHz5c7T0flaXKO0SjRo1kGgU5Ojril19+wfjx43H9+nUcPnxYqZ5r1Ule/hAqRHNycsRlQl7V1LvLtWvXoKWlJXfYHEUU3VdCHpRXnuro6MDR0RHp6elISEhA06ZNVbqvPDw8sHfvXrz//vsYNGgQHB0dYW9vL1PpGxgYKPN+6OTkBGdnZ5WOd+3aNejq6uL06dM4ffq0zPcpKirCs2fPkJWVBRMTE41fp6qUE8qWRZpSdj7Kqrh27RokEgmKi4vllttCkFPZ50JVlJe3TU1N0bZtW8THxyMtLQ3NmzcXr4O831ZdXV107NixWhoOVLY+JiIiQqmg4unTp3H48GEkJiYiJydH5jkoPz+/3GGoevXqBWNjY/z444/4448/0KtXL3Tp0gXvvfeezLvC9evXUb9+fYUN3LS0tPDgwQMUFxcrNUxrWQx+kEZxonKi2q1Jkya4d++e3O7S1cnExAQ9e/YUJ2/94osvcOHChUqNB6kO6enpclsUC5VyQmVCs2bNZMYqrlevHlxcXBAQEIAbN26IwY+KWsi92SpEqJx68OBBua2b35y8TUtLC6NGjcLatWtx+PBhLFy4EBKJRGyJP2rUqPK/vAJC+hS1FBYqj+Q9oCvThVfeNnXq1IGxsbHY00aekJAQfPbZZ2jYsCH27Nkjdy4TZc99ZYemEoJ4b1ZAvPfee+jQoQPi4+Nx8+ZNtb1YqEJRKy4dHR2FE1Erul7C8opaeVYlr7wtKpsfgf87P4q+v7C8ur7/mDFjsG3bNhw8eFAMfhw6dAi6uroyvaQEFeUB4RpXtpyqSY0aNZK7vHHjxkhPT0dubq7UfVPePQRAqrv/o0ePMHLkSDx//hxdu3aFi4sLDA0NUadOHaSnp+Po0aNSPXAsLS0REBCAjRs3IiwsTJwI1MLCAlOnThUnq3/+/DkkEgmePXtWqd4ubxKCtAUFBVXeV1mqnCtzc3O0bNkSUVFRKCkpEXuAdO/eHY0bN4auri6uXr2KPn36ICIiAoaGhnIrhxo1aqSwwmDPnj1Yvnw5GjRogB49esDCwgL6+vrQ0tJCSEgIkpKS5A6FpGz+V+UzQrkg3DM3b96UO4GsoOw9k5ubiwYNGsgN7FfUe0cIvlXX85Q6f3OEcyX8xioiVKYZGhri0KFD2LBhA86fPy+2aDUxMcH48ePx6aefypxDZdOrrnJd2E9F+eVtYGhoiKysLOTm5krNPSQQ8mhVhvUUAvTXr19HTEzMWxf8kNdSW6iAl5c/qtKTvjxCGaDKfawoLymbl4XtVLmvFi1ahGbNmuHIkSPYvn07tm/fDh0dHfTu3RsLFy4UGxIcPXpUZohLHx8fODs7q3S87OxsFBcXV/i7mJeXBxMTk2q5TkDlyonKlJ3qoq+vr7bheYVyOzY2ttzJ2jXR00vV819d5XFF76FCWaqoZ0hVCHPiNGzYUGxcUq9ePWhpaSE4OBj3799HYWFhuWVLo0aNEBAQgA0bNuDSpUu4cOECgNfn08vLC9OmTYO2tjby8vJQUFCAgoKCCu/JV69eqfx9GfwgjeKcH0S1W5cuXXD16lVcvXq10pXi6vTOO++gc+fOCAkJwZ07d2qkshgAnJ2dy+3RIoxRquhHW3iALVux1KpVK9y6dQsPHjyQqcApLi5GWloadHR0xMp7Yd9ubm4qV3YNHz4cGzZswLFjx/DZZ5/hjz/+wMOHD9GtW7cKJzVTRHhwe/r0qdz1mZmZUukuS5mWLE+fPpUZ77mkpATZ2dkKH8hPnTqF//znP2jcuDF2796tcLg04XoJrUTfJCyvzNizSUlJYnd0eXMnCA4dOlRj+VlViq6xsLyih9XK5BWh5dCbrZEEubm5GnkpUKQy+VEgpFPR9xeGG6yu72NmZoZ+/frh3LlzSElJQU5ODpKTkzFkyBCFLcYqygPCOahKOSVPdcz58ffff8udOFTZ/F0ePz8/ZGdny4zbDbyet0Fej8I2bdrgp59+QnFxMZKSknDlyhX4+/tj+fLl0NfXx6hRo8Tz3b59e7n7UJUQABIqKd6kpaUldzgoQL1BO2dnZxw8eBA3b95EREQEmjZtKg77Y2dnhytXriAzMxP37t1Dv3795LYSVPT7IrQ6NTU1RWBgoEzvDkW9EADl878qnxHylfDv5MmTxXHHK2JkZIScnBwUFRXJVN4L5YkiwjVWdciZ6qToGgrn6rffflN6Umxzc3OsWLECEokEd+/exdWrV7Fv3z5s2rQJpaWlmDdvXqXSqK5yvaL9KFquiCbn/GjVqhWysrLw4MEDmeBHZmYm8vLyYG5urvR8H4oI+34bh71SlnBdy/bsU/f+s7OzK2yhXVZF95WiskNeXlb2vqpTpw4mTZqESZMm4e+//8Yff/yB4OBgnD59Gnfv3kVwcDD09PTE4aoUUfZ4hoaGkEgkSj83VMd1At6e5z9llfeeJqwr23hBIO95QPhuM2fOlOntpWllz7+8Hupvnv+K3ldULY8VadWqFcLCwvDgwQO5vbeE91B1D/udl5eHbdu2oVmzZggICJDpjXT58mWl99WsWTP88MMPKCkpwZ07dxAREQF/f3+sXbsWOjo6mDp1KvT19aGrqwszMzOEhoaq9bsAnPODNKxIUqK2v7fB77//jq+++gqjR49Gp06dYG1tjd9++03utk+ePMH27dvh5eWFXr16oWPHjnB3d8eiRYuQmppazSkn0ozhw4dDV1cXZ86ckRkz+U3yWkdqgvBAqmpXyOokDH+Tmpoq97zcuXMHAKQevIQuuGFhYTLbR0dH49WrV7C3txeHh2rdujXeeecdXLt2TWEllCKNGzdG//79kZWVhZCQELHraXmV8xUxNDRE8+bN8eTJE7lBhMjISACvK+cqQ96LS0xMDIqLi8VJX8s6ceIEFixYgCZNmsDf37/cB8byzv2jR4/w4MEDWFpayu01UhGhRaqTkxNGjhwp969evXoICgp6q1q/lyc6OlpmWUlJiThJsrzrUVZl8opQESOvF1pqaqrcFywhYCLvhayqVM2PZbVq1Qr6+vpi9/I3yfv+ZScJV5W2tnaFnxPm7zh48GC5E50LYmNj5bY0FM6LkPaqlFPyVMecH/Ku7aNHj/Dnn3/C0tKySmNeC8+HAwcOVOq4Zeno6MDW1hYzZswQJ58UXh7r16+Pd999F3fu3FEYsFCFMEyUomEnGjRogL///lvuNb1161aVjy8Qhr4KDw9HTEyM1Jwe3bt3x+3bt3Hy5EkA8oexKE9WVhaeP38Oe3t7mcDHy5cvER8fr/CzCQkJcnt3vJn/y1K23OzYsSO0tbXFeXOU0b59e5SWlor7kpcmRYRrXFG5pQxlyhp16tSpEwDI/d4V0dLSwrvvvgtPT0/4+fkBQJUqYypTrssjrK8ovyhLk3N+lPfsJFSaqXpfynP9+nUAqNQz2Nuic+fOAFSrTFR1/xKJRO61UJVQFsgrO4qLi8U8KC8vq3JfNWrUCAMHDsT69evRrVs3PHz4EMnJySqltaLjde7cGTk5OeJ7V0VUvU6qlnnqKifeJsJoB/KGf5L3PCCU26r8xqmLkLeF81zW06dPcffuXRgZGYlljbC9vHK3qKhIbXOtlFeWJiUlITMzE23btlV7z78///wThYWFcHJykgl8ZGVlVVj3I0+dOnVgY2ODKVOmYPPmzQAgBuC1tLRgZ2eH9PR0jQwXxuAHaVSxpERtf2+DEydOICAgAPn5+XjvvffK3fb8+fNYv3496tWrBy8vLyxduhS9evVCcHAwPDw85D60Ev3TWFlZwcfHB0VFRZgxY4bCIRguX76MadOmqeWY6enpePTokdx1Bw4cwM2bN2FhYVHhPVqTGjZsiMGDByM3NxebNm2SWvf7778jPDwcRkZGUq07Bg0aBBMTEwQHB0ud54KCAqxfvx4ApOaF0NHRwcSJE/HXX39h2bJlMuPGA69b3il6cBF68vj5+eHcuXMwMTGRmVxTVSNGjIBEIsH3338v9TLw7Nkz8QFI0TA6FdmyZYvUi0JBQYFYAfjmPo8ePYrPP/8cFhYW8Pf3r/CF2cnJCW3atEF0dLTUS1NpaSl++OEHAMDYsWNVHms1Pz8fJ06cQJ06dbBmzRosX75c7t/AgQPFSdGrIjMzEykpKZWemF1ZV69eFbs0C/z9/fHw4UM4OztLBfVyc3ORkpIi9uYQqJpXWrduDUNDQ4SGhkoNK5Wfn49ly5bJTafQWrS8B2xra+ty5wNQRJX8+CY9PT1xsvsNGzZIrXv48CH27t0LXV1dfPjhh+Jy4aWkMi8LxsbGFQ5d2L17d7Rs2RLHjh3DqVOn0LJly3IrrR48eIBff/1VallISAiioqLQokULcZLUqpZTb5o9ezZu376t0p+q9uzZIzXWeGlpKb7//nuUlpZWeex84d54s1IpLCwMAQEBMtvfuHFDbstCYVnZFr6TJ09GUVERFi9eLLfyMicnp9wK/bKEeSIU9X6ws7NDcXGxONG2IDAwsNxhLFTl7OwMLS0t/Prrr8jNzZUKfnTr1g0SiQTbt28X/6+KRo0aQV9fH/Hx8VKB56KiIixfvrzcOTDk/bbfvHkTJ06cgJGREdzc3GQ+o2y52ahRI3h4eODWrVvYtGmT3N5uDx8+lHpOEvLlTz/9JNWjNDs7W+FcO4Lr16+jTp06MnNMREZGwtraGp6enuV+vixlyhp1Gj58ON555x34+vrKrYQqLS2VquRKTk5GWlqazHby7idVVaZcl8fBwQGtWrVCdHS0TI8NIb+oYvjw4SqXmVZWVkrvW09PD/v27ZM6rzk5Odi2bRsAyEyoreiZ4Pr163IbC0VERGDXrl0AgKFDh6ry1eUKDAyEtbU1Fi5cWOV9qaJfv36wtLTE+fPnERQUJLP+zZ4Gqj7PTZw4EQCwatUqub0WVOnJ4OrqCmNjYwQHB8v8BuzevRuPHj1Cjx49xN6vyt5XhYWFiIiIEOcvEBQVFYnPU8r0ElLlPp48eTIAYOnSpXLPQV5entR3VPU6GRsb49mzZ3KfbeRRVznxNhHmjgkICJBqFPPo0SPx97ksKysruLm5ISoqCn5+fnIb0ty/f1/meXf48OGwtrYudzjIigwbNgx16tSBn5+f1P4lEgnWrl2LgoICDB8+XGw81aNHDzRp0gQXL16Uqdvbs2eP2irwe/XqBUtLS4SFhYlDfAKvg41r164FAI3MDdm0aVNoa2vLlL8FBQX4+uuvle5tl5CQIPf+Et7Xyt7XU6ZMgUQiweLFi/Hs2TOZz7x48aLSQaW3t1ks1Qq1bdir+fPn45tvvkHdunURGBhY7o3XtWtXnD9/XmZMyL59+8Lb2xurV6+W+yJL9E/zySefoLi4GJs2bcLIkSNhb28PW1tb1K9fH0+fPkVMTIzcoZoqKzExET4+PrC3t0fLli3RuHFjZGdn49q1a0hOToaBgQG+//57hZNTVlZISIj4oil0e7127Zr4gmRiYoIvvvhC6f0tWrQIN27cwNatWxETE4OOHTsiPT0dISEhqFOnDr777jupFsSGhoZYtmwZ5syZAy8vLwwZMgQNGjTA+fPncf/+fbi7u2PIkCFSx5g5cyaSkpJw4MABXLhwAd26dYOZmRn+/vtvpKamIjY2FvPnz0fbtm1l0ufi4gIrKyuxnJs4cWKFk45XZOrUqbh8+TJCQ0Px4Ycfonfv3sjPz8fp06fx999/Y9q0aWKlqKpat24tTpCoo6OD0NBQPHz4EH379pV6Sbh69SoWL16M0tJSODs7y1TOAa+7MwsvRMDrViorV67EpEmTMHfuXLi7u8PCwgIRERG4desWHBwcpLZX1smTJ/H8+XP069ev3PGDR40ahePHj+PgwYMYPXq0uLzsy7nQOnfNmjWoX78+AGDkyJFS5/PHH3/E0aNH5Q6po079+vWDj48PXF1d0aJFCyQlJeHSpUswNjbGV199JbXtuXPnsGjRIgwbNgyrVq0Sl6uaV3R1deHl5YXNmzfjo48+gpubG4qLi3HlyhU0adJEpuU28LoFn76+Pnbv3o2cnBxxKB9PT08YGRmJL+CVKUuUzY+KLFiwADExMfD398fNmzfh7OyMrKwsnDp1Ci9fvsTSpUulgnatWrWCmZkZgoODoaurCwsLC2hpaeHDDz8sd3J54HVgIzg4GJ988gk6dOggVnSWrezU0tLCuHHjsHLlSgCyFVZv6tWrF1atWoXLly/DxsYGqampOHfuHOrWrYvly5dLTXBYlXKqJjg4OOCjjz7C4MGDYWRkhPDwcCQlJaFDhw6YPn16lfY9fvx4BAYGYu7cuRg4cCDMzMxw584dhIWFYfDgwWIvBsGJEyfw66+/wtHREc2bN0eDBg3w8OFDXLhwAXp6elLj348cORLx8fH49ddf4ebmBhcXF1hYWCAnJwdpaWmIjo7G8OHD8e2331aYzvfeew+tWrXC1atXUVJSInOPeHp6IjAwEF9//TUiIiJgYWGBbyWqcwAAIABJREFUpKQkxMXFoV+/fjKV/JXVsGFDWFtbIykpCYB0gEO4v//++29xO1Voa2vD09MT27dvh4eHBwYMGICioiJERkYiJycHzs7OcluHAq8nYhbm7XJwcMBff/2FkydPorS0FN9++63cYa9UKTe//PJLpKamYsOGDTh+/DgcHBzQuHFjsUL05s2b+PHHH8Uy4oMPPsDJkydx/vx5fPDBBxgwYACKi4tx+vRp2NnZKawwz83NxY0bN9C9e3eZYVaECilVykdlyhp1MjExwYYNGzBr1iyMHj0a3bt3R9u2baGtrY0///wTcXFxyM7OFivLrly5glWrVsHe3h6tW7dGo0aNkJGRgdDQUGhra8Pb27tK6VG1XJdHS0sLy5cvx9SpUzFnzhy4ubmJ+eXKlSvo1auXWlr3q0OzZs3w+eefY9myZRgxYgSGDBki9hbPyMjA1KlTxXntBIqeCdasWYM7d+7AyckJ5ubmAIDbt2/j6tWrAIC5c+fCwcFBJg2qPidVJl+rg56eHtavXw9vb28sWLAABw8eRKdOnVBQUIB79+4hIiJCnIwZUP15zsXFBTNnzsTmzZsxePBguLq6wsLCAk+fPsUff/yBzp07S53v8tSvXx/Lly/HvHnzMHHiRAwaNAhNmzZFfHw8wsPDYWpqKvU7oux9lZ+fj8mTJ8PS0hKdOnVC06ZNUVBQgCtXriAlJQX9+/dHmzZtKkyfKvdx9+7dsWDBAvz4449wd3dH7969YWVlhby8PDx+/BjR0dFwcHDAzp07K3Wdunfvjps3b4rPrHp6erCxsUH//v0Vpl8d5cTbxNnZGba2tggPD8fo0aPh6OiIzMxMnD9/Hn369MGpU6dkPvPdd98hLS0Nq1atwuHDh2Fvbw8TExOxMUx8fDy2bt0KCwsL8TPCM3tVRn5o06YN5s+fjzVr1mDo0KEYPHgw3nnnHfF9z8bGBnPmzBG319XVxbJlyzBz5kxMmTJFvBcSEhIQHR0NFxcXhIeHy0zqHRERIY4eIzRGSU5OFssrPT09qXtIT08PK1euxLRp0zBjxgwMHjwYpqam4vNnjx49Knwurwx9fX2MHj0aBw4cgIeHB/r27YtXr14hIiICRUVFsLe3R1xcXIX7CQ0NxZYtW9ClSxe0bNkSJiYmSE9PR2hoKHR0dDBlyhRx24EDB+Ljjz/Gtm3b4ObmJgZ+cnNzkZ6ejujoaAwYMADr1q1T+fsw+EEaVVwqf+ztfypVJrd699135S53cXFBgwYNKtXakOht5ePjg8GDB+PXX39FZGQkAgMDUVhYCGNjY9jY2GDatGlqa6XSvn17TJ48GTExMbh06RJycnKgp6eHZs2aiRO8ln0YUpfExESZsdIfPXoktq60tLRUKfjRqFEjHDp0CFu2bMG5c+dw/fp11K9fH3369MHHH38sdq0uy9XVFXv37sXWrVtx9uxZFBQUoEWLFli0aBE8PT1leh7o6upi8+bN+O2333D06FFcvHhRnLTPysoKc+fOFScwfpOWlhZGjhyJn376CQDUMqeLnp4e/Pz84Ofnh6CgIPj7+4vdXxcvXowPPvig0vtev349Nm3ahBMnTiAzMxNmZmaYPXs2ZsyYIXVeHj9+LL7cHjlyRO6+LC0tZYIZnTp1EidrCw8Px8uXL2FpaYlZs2ZhxowZlQoMCcMHVXRunZyc0LJlS9y6dQsJCQlid3d5Y/cLEx4Ln6tsMKkqBg4ciDFjxmDr1q24dOkSdHR0MHDgQHz22WdKz4tSmbwyZ84c6Ovr49ChQzh06BAaN26MIUOGYPbs2Xj//fdltm/QoAE2bNiATZs2ITAwUGzBNHToUBgZGYm/028GFZWhbH5UxNjYGAcPHsS2bdtw7tw5+Pn5oV69eujYsSO8vb3h4uIitX2dOnXg6+uLtWvXii/IEokEXbp0qTD48b///Q9aWlqIiIjApUuXUFpaCh8fH5kKyWHDhmH16tXQ0dHBRx99VO4+O3XqhFmz/h97dx4eVX3vD/wzWQgiiwKCgNKq4AIqVqtSKSCI1+KKem2xra1LXahWvda2LtSqxboU9arUXVyvV+ymoljrghWwLkXrgkDd6oaKCsoSk5Bkfn9Ycn8YoGbI5OScvF7P06fMOTPfeXtycuZk3mc5Pi677LK47bbbIp/Px+DBg+Pkk09uOApwpXXZTiXhjDPOiAcffDDuvPPOeOedd2KDDTaI733ve3HSSSc13Ai8UFtvvXXccsst8d///d/x2GOPRW1tbWy99dYxadKk6NSpU6PyY999942ampp49tln46WXXoqqqqro2bNn7LPPPnHEEUc0OgPyF7/4RQwbNizuuOOOePzxxxtugturV6846qijmnTk9KGHHhq/+tWvYubMmTF8+PBV5vXr1y9uvPHGuPTSS2P69OlRWloaX/3qV+OOO+6IBx98sNnKj4jPvlyaN29e9OvXb5WblLZr1y522mmnmDlzZsMZIk110kknRdeuXeO3v/1tTJkyJTp16hS77bZbnHzyyXHFFVes8XWbbLJJnHPOOTFx4sS44447oqamJgYMGBDHH3/8aq/XHdG07WbHjh3j1ltvjTvvvDPuvffehv2B7t27N+wT7Lbbbg3Pz+Vycdlll8W1114bf/zjH+O2226LHj16xMEHHxzHH3/8Gu8nNW3atKiurl7tEaUrLz+zum3rmnzRbU1z+trXvhb33HNPTJ48ueHyaOXl5dGjR48YPHhw7LXXXg3PHTp0aLz77rsNZ3kuW7YsevToEUOGDInDDz98tV+uN0VTt+trstNOO8X//M//xKWXXtpw+Z1BgwbFrbfeGjNnzmw15UfEZ0Vonz59YvLkyXHXXXdFPp+PLbbYIk4++eQ48MADv/A4+++/fzz00EPx4osvxowZM2LFihXRvXv3GD16dHz3u99d475OU/eTClmvm8t2220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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb20_A1.inp.out_BLM-L_2020-02-10_09-08-01.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 CH3I_1-60eV_orb20_A1.inp.out, pType=a, thres=0.0010077069738472714, with Seaborn\n" ] }, { "data": { "image/png": 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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", "text/plain": [ "
" ] }, "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/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb20_A1.inp.out_BLM-V_2020-02-10_09-08-01.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 CH3I_1-60eV_orb20_A1.inp.out, pType=a, thres=0.0011078897316962647, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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RERERERERkeoYzCCNKWYwg4iIiIiIiIiIiIiqgIMYkMYUa6nno05Hjx7F8OHDYWNjA0dHR0yePBnJyclVSuvatWvo1KkTLC0tsW/fPvVmlIiIiIiIiIiIiOgdxmAGaUyxlpZaPuoSGhqK6dOno6CgAN999x2mTJmClJQUjBw5UuWARklJCb7//nvo6+urLX9ERERERERERERE9AqDGaQxpWr6qENubi6WLFkCMzMzBAcHY/To0Rg/fjy2b98OLS0tLFy4UKX0/vrrL9y5cwdffPGFmnJIRERERERERERERAKOmUEaU6SmRhX5+flKLWdoaKhwXmRkJPLy8jBu3DgYGRlJppuZmaF///7YtWsXMjIyYGFhUel6bt++DX9/f8yaNQv16tVTKm9EREREREREREREpDwGM0hj1DXeha2trVLLXb9+XeG8hIQEhWnZ2tpi165dSExMrDSYIRaLMW/ePFhZWeHzzz/H3r17lcobERERERERERERESmPwQzSmFI1D95dHffv3wfwqiXG64RpwjIV2b59OxISErB7925oa7PXNiIiIiIiIiIiIqI3gcEM0phiNaUTHx9f7TQKCgoAQO6A3QYGBlLLKJKVlYXff/8d48ePh6WlZbXzRERERERERERERETyMZhBGqOubqYqGgtDWXXr1gUAFBUVycwrLCyUWkaRBQsWoHHjxpg6dWq180NEREREREREREREijGYQRpTAnFNZ0HC1NQUAJCdnY127dpJzcvOzpZaRp5jx47h9OnT+PnnnyXLA8Djx48l/6alpcHU1BR16tRRd/aJiIiIiIiIiIiI3ikMZpDGqKtlhjp06dIFO3bsQHx8PHr06CE1T+jGqnPnzgq/n5mZCeBV6wx5li5diqVLl2LTpk3o3r27mnJNRERERERERERE9G5iMIM0prgWtcwQiURYtGgRQkNDMXbsWBgZGQF41SojIiIC9vb2aNGiBYBXY2dkZWWhfv36aNq0KQCgT58+cgcPj4mJQVBQELy9veHg4MCxNIiIiIiIiIiIiIjUgMEM0pjaFMwwNjbG7NmzsWDBAowcORJeXl4oLi5GYGAgxGIx5s2bJ1k2MTERY8aMgaenJ5YsWQIAaNWqFVq1aiWTbn5+PoBXrTr69eunmY0hIiIiIiIiIiIi+pdjMIM0prQWBTMAwMvLC8bGxti4cSOWLVsGPT092Nvbw9fXF1ZWVjWdPSIiIiIiIiIiIiL6/7TEYnHtKmGmf61prb3Uko7/nZ1qSYeIiIiIiIiIiIiI3g5smUEaU4yyms4CEREREREREREREb2FGMwgjalt3UwRERERERERERER0duBwQzSmNo0ADgRERERERERERERvT0YzCCNKRbXvm6mjh49ij///BMpKSmSAcBnzJih1ADgJ06cQGRkJC5duoSsrCwYGBigVatWGDZsGAYPHgxdXf68iIiIiIiIiIiIiNRBu6YzQO+OUojV8lGX0NBQTJ8+HQUFBfjuu+8wZcoUpKSkYOTIkUhOTq70+/Pnz8e5c+fQvXt3zJkzB5MmTUJJSQm+//57TJ06FWIxW6IQEf3beHt7w9LSsqaz8Vbz8/ODpaUlMjIyajor7yRLS0t4e3vXdDZIzaKjo2FpaYnVq1fXdFaUsnr1alhaWiI6Orqms6IUTVy3qrIONzc3uLm5vbE8/ZtlZGTA0tISfn5+NZ0Vegu9a/fSs2fPwtLSEmvWrKnprCj0NuTxbdWjRw/069evprNBJMGq46QxtWkA8NzcXCxZsgRmZmYIDg6GkZERAMDDwwMeHh5YuHAhgoKCKkxj2bJl6NatG7S0tCTTfHx84O3tjZMnT+LUqVPo1avXG90OondZamoqtm/fjujoaNy7dw+FhYUwMTHBBx98gL59++LTTz+FgYGBZHmhAPr69esK03Rzc0NmZiYiIyNhYWEhmf7nn38iOjoaqampePr0KbS0tGBubo7u3btj3LhxMDMzk0onIyMDH330EczNzXHixIkqbd/hw4dx4cIFXLt2DcnJyXjx4gUGDhyI5cuXVyk9QWxsLLZs2YL4+Hjk5OTAxMQEHTp0gI+Pj9xrVlxcHNauXYuEhAQUFhaiZcuW+Oyzz+Dt7Q0dHZ0q52PmzJk4ePAgfvjhB4waNarCZceNG4ezZ88iICAAIpGoyuusCfn5+Th+/Dj+/vtvJCUlITs7G1paWmjTpg0++eQTjB49Gvr6+nK/e/PmTaxevRoxMTHIy8tD8+bNMWDAAEyaNAl16tRRS/7mzZuH0NBQ1KlTB6dPn0aDBg3kLpednY09e/bg2rVruHbtGu7evQuxWIyjR4+iVatWasnLv11YWBjmzJmDxYsXY8iQITWdnWqJjo7GmDFjMG3aNEyfPl2l71paWsLJyQmBgYFvKHdUG/ybzndS3suXL7FhwwaEh4cjKysLRkZGcHJywtdff4127dqplFZpaSkCAwOxe/dupKWloU6dOujatSumTJkCOzu7N7QFRK8IQcKqPsfXhMoq2/B6/ObcvHkThw4dwtWrV5GcnIx79+4BqPi9EwCePn2KgIAAREZG4uHDh2jYsCF69uyJr7/+Gqampkqv/7vvvsOBAwcUzu/WrRs2b96sdHpEtR2DGaQx6upmKj8/X6nlDA0NFc6LjIxEXl4exo0bJwlkAICZmRn69++PXbt2ISMjQ6ow83Xdu3eXmaajo4N+/frh4sWLuH79OoMZRG+Iv78/AgICUFZWBhsbG3h6esLQ0BCPHj1CTEwM5s2bh+DgYISFhallfTt37oShoSEcHR3x3nvvoaSkBNeuXcPmzZuxa9cuBAYG4oMPPlDLugRr165FcnIyDA0NYWZmhlu3blU7zTVr1mDlypVo2LAh+vTpgyZNmuDp06e4evUqoqOjZa5Zx48fx9dffw0DAwP0798fxsbGiIqKwuLFixEXF4dVq1ZVOS/Dhw/HwYMHERoaWmEwIyMjA+fOnUOTJk3Qu3fvKq+vpsTGxmLWrFkwMTGBs7MzRCIRcnNzERUVhaVLl+Lo0aPYsmWLVOANABISEuDj44OSkhK4u7vDzMwM58+fR0BAAM6dO4ctW7YoDIIoKy8vD+Hh4dDS0sLLly+xf/9+jB49Wu6yV65cwR9//AEtLS1YWFigfv36ePbsWZXW++233+KLL75Q6SWNiIhqt6KiIowbNw5xcXGwtrbGmDFjkJ2djcOHD+Pvv//Gli1b0LVrV6XSEovF8PX1xZEjR9CmTRt8/vnnyM3NRUREBEaPHo1Vq1ZVu3KDqakpDh06hPr161crHXo3HTp0CHXr1q3pbMg1bdo0udM7duyo4Zy8O/7++28EBARAR0cHrVu3hr6+PoqKiir8zpMnTzBixAikpaWhW7du+OSTT3Djxg3s2rULf//9N3bs2FFheZQ8ffv2lRvUatGihUrpENV2DGaQxpSIS9WSjq2trVLLVRQFT0hIUJiWra0tdu3ahcTERJVvHgBw//59AECjRo1U/i4RVW7dunVYvXo1mjVrhpUrV8p9MY6KisJff/2ltnUePHhQprAZAEJCQjB//nysWLEC//vf/9S2PgCYM2cOzMzM0KpVK8TExGDMmDHVSi8iIgIrV65E9+7dsXr1aqlALgAUFxdL/Z2Xl4f58+dDW1sbW7duRefOnQEAM2bMgI+PD44cOYLw8HAMGDCgSvlxdnZG69atcfXqVSQlJaFTp05yl9u1axfEYjE+++yzt3IsoiZNmmDZsmXo16+fVPAhLy8PY8aMQXx8PIKCgjB+/HjJvNLSUsyZMwcFBQVYs2YNPvroIwBAWVkZZsyYgSNHjmDz5s2YNGlStfJ28OBB5OfnY+zYsQgKCkJISIjCYIa1tTWCgoJgZWUFIyMjeHt7IyYmpkrrbdq0KZo2bVqdrBMRUS2zadMmxMXFwd3dHX/88Qe0tV/1aN2/f39MnToVc+fOxYEDByTTKxIeHo4jR47A1tZWKuA/YsQIjBo1CvPnz4eLi4vMs4wq9PT0VG4tQiSozeeOqi0mqfp69+4NR0dHdOjQAXXq1EHPnj0l5UKKLF++HGlpaZgwYQL+85//SKZv2rQJS5YswcKFC7F+/XqV8tG3b18MGjSoSttA9DbhmBmkMbVpzAzhxvJ61zDlp1V285EnOzsbO3fuhLGx8VvXFQrR2yAjIwP+/v7Q09PDhg0bFNbw69OnDzZu3Ki29coLZACvXtABIC0tTW3rEri4uKB169ZSXdlVVVlZGZYvX466devi999/l/vyr6enJ/X34cOH8eTJEwwYMEASyABe7YtvvvkGABAcHCyTTklJCYKCgjB8+HDY2dmha9euGDx4MLZt24ayMukWesOHDwfwKigkT2lpKcLCwqClpYWhQ4eqttH/X1FRETZs2ICBAweia9eusLOzw6hRo3Do0CGZZcv3n3379m3MmDED3bp1g5WVlUy/7kVFRVixYgXc3NxgbW0NkUgEf39/mVpYHTt2xKeffirTisLIyAjjxo0DAJmgQExMDFJTU+Ho6CgJZACAtrY2Zs2aBQDYsWNHtcdmCgkJgba2NsaOHYs+ffrg+vXrkmD/68zMzODg4FCtgiOBvH7hy+/7jIwM+Pr6wtnZGZ07d8aQIUMQFRUlk05YWBgsLS0RFhaGkydPYsSIEbCxsYGjoyO+/vpr3LlzR6V8qXKuVDY+wev92Ht7e2POnDkAXgUqLS0tJZ/q9MEvjOGi7PlYkefPn+P333+Hu7s7OnfuDEdHR0yYMAFnz56VWs7Pz08SXPX395falorGPxCOF/DqHC//vdWrVyM1NRWWlpYVBm4HDhyITp064eHDhwCkj0N8fDzGjh0Le3t72NraYsKECbh8+bLcdFS5TtWU27dvY/ny5RgyZAhcXFxgbW2NPn36YP78+cjOzq7wu8rui7y8PAQEBOCTTz6BnZ0dbG1tIRKJMGPGDFy5cqXKeVf1fD98+DCGDh2Krl27wsnJCb6+vnKfw8uf7/7+/nB3d4e1tbXMmAcHDx6Et7c3HB0d0blzZ/Tv3x9r1qyR+3uIjY3F5MmT0bNnT1hbW6NHjx4YPnw4/P39FW7fjh07MHDgQHTu3Bndu3fH/Pnz8fz5c7nLXrlyBdOnT0e3bt0kx/DHH3/EgwcPKtyH5YnFYmzbtk1yP/7www/x888/K1xnTRCLxdixYwcAYNasWVIBC5FIBAcHB9y8eVPpILjwfDFjxgypZ7AuXbrAw8MDT548wZEjR6qVZ0VjZpS/R6lyrLOzs/HLL7/g448/RufOneHk5IShQ4ciICCgWvkUnDlzBpMnT5acS7169cKUKVOkrtHlr4mJiYmYNGkSnJycZH57qpyXjx49wtKlS+Hu7g4bGxs4ODjA3d0dfn5+uHv3rmQ5sViMPXv2YMSIEXBxcUHnzp3Rq1cvTJgwQe59VBFl1yc4ffo0vvjiCzg7O0vuf0uXLlXYerSy4yTsw8zMTGRmZkpdv8qfK4rGzFD2Xlp+XatXr8a1a9cwadIkODg4oGvXrhg9ejTi4uKU3m+qunXrFpYtWyZ1j3Fzc8OCBQtUKgdJT0/H999/D5FIhC5dusDZ2RkDBw7EDz/8gNzcXJnl9+/fD29vbzg4OKBz587w8PDAunXrVHpeqYpbt25h1qxZcHV1hbW1NVxdXTF79mykp6fLXf7+/fuYPXs2XFxc0KVLFwwePBj79u1TOC5Hu3bt0KVLF6W7gc3Ly8OBAwdQr149mZY0Y8aMQbNmzfD3338jKyurahtcgcLCQmzduhUTJkxA7969YW1tDWdnZ0yYMAH//POPSuls2rQJgwcPhoODA2xsbODm5oapU6fKfR5MSUnBrFmzJPdbV1dXzJo1S+ExIKrI21fFkd5axWpqmREfH1/tNAoKCgBAbhcdwgOzsIyyXrx4ga+++gp5eXlYvXo1TExMqp1PIpIWFhaG4uJiDBgwAB06dKhw2ep2waMMoR/d2j4gdFxcHDIyMuDu7o4GDRrg5MmTSElJgYGBAbp06SK3ldr58+cBAB9++KHMPEdHR9StWxfx8fEoKiqS7Ovi4mJMnjwZZ86ckYwJYWBggOjoaCxcuBAJCQlYtmyZJB1PT0+sWLECBw8ehJ+fn0xz/VOnTuH+/fvo0aNHlcVR7lUAACAASURBVJpHFxUVYcKECYiJiUHbtm0xatQovHz5EkeOHIGvry+Sk5Px7bffynwvPT0dw4cPR+vWrTFw4EC8fPlSphD/m2++weXLl9GvXz/o6uoiMjISq1evxpUrV7B27VqlglBCS5PXxx6paN+3aNECrVu3xp07d3D37l20bNlS6f1RntAipkePHmjWrBk8PT1x9OhR7Ny5U+luQN6EzMxMDBs2DC1atMCgQYOQm5uLQ4cO4auvvsKmTZvg4uIi852jR4/i9OnTEIlEcHJywrVr13DkyBFER0cjODgYbdu2rXS9VT1XlOXp6Yn69esjMjISH330kVRXD4rGKVFFdc/HZ8+eYeTIkbh58yY6d+4MHx8fPH36FBERERg/fjx+/PFHjBgxAgAklTX27NkDJycnODk5SdIxNzdXuI6OHTti2rRp8Pf3h7m5OTw9PSXznJyc0K5dOzg7OyM6Ohq3b99GmzZtpL4fFxeHlJQUuLu7o0mTJlLzEhISsH79enTv3h2ff/450tLScOzYMVy4cAF//fUXHBwcJMuqep2qKceOHcOOHTvg7OwMOzs76Onp4caNGwgNDUVUVBR2794tt6s2ZfeFWCzGxIkTER8fD1tbWwwbNgw6OjrIzs5GTEwMHBwcYG1tXaW8q3K+b9++HSdOnICbmxscHR2RmJiIQ4cOITk5Gfv27ZN7L//6669x+fJl9OzZEyKRCO+9955k3ty5c7F7926YmZmhb9++aNCgAS5duoSVK1fi3Llz2LRpk+Tae+rUKXz55ZcwMjKCm5sbTE1NkZOTg1u3bmH79u1yu2pZtmwZzpw5gz59+qBHjx6Ijo5GSEgI0tLSsHXrVqllo6KiJDWk3d3d0bx5cyQlJSE4OBiRkZEIDg5WqhX4okWLEBgYiCZNmsDLy0vyG09ISJC6B9ek9PR0ZGVloXXr1nLv1z179kRsbCzOnz8v9zpeXlFREeLj41G3bl2p3275tPbt24fz58/js88+U9s2vE6VY3358mVMnDgROTk5cHR0RN++ffHy5UvcvHkT/v7+mDp1arXysmrVKgQEBMDQ0BAikQjNmjXDgwcPEB8fj/3798t0f3zp0iWsX78e9vb2+Oyzz/D06VNJpRVVzsuCggKMHDkS6enp6NGjB9zc3CAWi5GVlYXIyEi4u7tLjveKFSuwfv16WFhYoH///qhfvz4ePnyIy5cv4/Dhw/Dw8Kh0O1VZH/AqoC68d/fu3RuNGjVCSkoK/vrrL5w6dQo7d+6Uen5T5jiZm5tj2rRp2LJlC4BXY2IKKuumSZV7aXlXrlzBn3/+CRsbGwwbNgxZWVk4evQoxo4di7179yr1HKOqw4cPIyQkROoek5KSgpCQEMk9prJWtPfv38fQoUORn5+Pnj17wt3dHYWFhcjIyMC+ffswZswYGBsbS5afPXs29u7di+bNm8Pd3R3169dHfHw8VqxYgfPnz2Pjxo3VGo9PkUuXLmH8+PHIz8/HRx99hLZt2+LWrVvYt28fTpw4gc2bN0u1EH/48CFGjBiBrKwsODk5wcbGBg8fPsSCBQvg6uqqljzFxcWhqKgI3bp1k+keXUdHB927d8fu3bsRHR0t9bykDg8fPsTixYthb28PV1dXNGzYEA8ePMCJEycwYcIELF26VKnWHTNnzsSxY8dgZWUFT09P6Ovr4/79+7h48SLOnj0LZ2dnybKRkZGYMWMGxGIx3NzcYGFhgXv37iEiIgInT55EUFBQpe/2ROUxmEEaU6KmMTMqGgtDWUKBmbwaAIWFhVLLKOPFixeYNGkSrl69ivnz56Nv377VziMRybp48SKAV4OYVZWimtQAKh0DIDQ0FNnZ2cjPz0dKSgrOnj0Lc3NzzJw5s8r50QShhm3jxo3h6emJlJQUqfmOjo5YtWqVVPd4t2/fBgC0bt1aJj1dXV1YWFjgxo0buHv3rqSp/bp163DmzBmMHj0ac+fOlbyQlJaWYv78+di9ezfc3d0lhaGNGjWCSCRCREQEIiIiZAYlFFpsCC04VLVp0ybExMSgZ8+eWLt2raQAa9q0aRg2bBjWr1+P3r17ywwkevHiRXz55ZcVFl7funUL4eHhkpc0X19fjBkzBlFRUdi3bx8GDx5caf52794NQDZoUdG+F6bfuXMHt2/frnIwQ6hBK+zznj17onHjxoiIiMDcuXPV0gKjKmJiYjB9+nSpQsRPPvkEEydOxMaNG+UWgkVFRWHdunXo06ePZNqWLVvw66+/4qeffpIUSFSkqueKsoT9HBkZCZFIpPYBOKt7Pi5fvhw3b96El5cXfvrpJ0nw44svvsBnn32GX375Ba6urrCwsIBIJEL9+vUlwQxlu7Po2LEjOnbsKAlmyPveqFGjJAWGs2fPlponXA+8vLxkvnf69GnMnz9fqpu048ePS7q2OXz4sKSmuKrXqYpER0er3N2asvtr0KBBGDt2rExB9ZkzZ/DFF19gzZo1+Omnn2S+p+y+SElJQXx8PEQikUzN8bKysmrV+lflfD99+jR27dolVSlg5syZOHjwII4fPy63ADQzMxMHDhyQ6dI1LCwMu3fvRt++fbF8+XKpGrKrV6+Gv78/goKCJIWToaGhKCsrQ2BgIKysrKTSevLkidz8JiQk4MCBA2jevDmAV618fHx8EB0djcTERHTp0gXAq3cDPz8/ySDW5QvlN2zYgN9//x0LFiyotEvMuLg4BAYGomXLlggNDZVUlhJ+4w8fPqwwiPi6sLAwZGZmKr28ubm5Utcr4b71ehBS0KpVKwBQqsVcWloaSktL0aJFC7ndS6qSVnUoe6yLiorwzTffICcnB8uXL8fAgQOl0hEGAq6qM2fOICAgABYWFti+fbtMEFNeS60zZ87gp59+kik4V/W8PHfuHNLT0+Hj44O5c+dKpVVUVCT1Lr1z506Ympri4MGDMu/Rin5Pr1NlfefPn8fq1atha2uLDRs2SAVKw8LCMGfOHKxatUqSjrLHycLCAtOnT8eePXsAqNZlkyr30vJOnjwpMzj3jh078MMPP2Dr1q348ccflc4DIP9d5/Xf8pAhQzBx4kSZe8zff/+NL7/8EuvXr8f8+fMrXE9ERARyc3OxYMECfP7551LzXrx4IfX7DQ0Nxd69e9GvXz/89ttvUi2u/vjjD6xduxY7duyQSae6ysrKMHv2bLx48QIrVqyQuqfs378fs2bNwuzZs3HgwAHJ8Vq+fDmysrIwefJk+Pr6Spb39vaW+wxSFco86wOqX+eOHTsmt6VD+bFiGzdujJMnT8pcS3JycuDl5YWlS5fCw8NDptV+eY8fP8axY8dga2uL7du3S7XGE4vFyMnJkVp21qxZqF+/PoKCgqTuE1evXsWIESMwf/587Ny5U6VtpXcbu5kijSlBmVo+6iBcuOU9/AnTlB2YNC8vDxMnTsTFixfxww8/qP0GTET/R+hapDoDB/v7+yv8VFZ4ExoaCn9/f/z11184c+YMOnXqhE2bNil8EK0tHj9+DODVi1FhYSE2b96MuLg4HDx4EK6urrhw4YKk6yhBXl4eACgcGFN4IBYCQGVlZdi2bRuaNGmCOXPmSNWs0tHRgZ+fH7S0tHDgwAGpdISXgtDQUKnpDx48wKlTp9C4cWOprpZUsXv3bmhpacHPz0/qheq9997DlClT5K4XePWQr2jwRMGUKVOkapsZGBhIgh9CkKIi27Ztw+nTp9GxY0eZmqXK7vuqFjbm5+cjPDwc9evXlwTfdXV1MXDgQOTn58scI00yNzeXHBvBhx9+iObNmyMxMVHud1xcXKQCGQAwevRotGzZEufPn1eq4K6q50ptUZ3zsbi4GPv374ehoSG+/fZbqVYcrVu3hre3N4qLi7F37943k/lyRCIRmjZtirCwMKlCq2fPniEiIgItW7aUqYEMvCrcHDVqlExaTk5OSEtLQ2xsLICqX6cUiYmJqfCeIu+jLFNTU7k17l1dXdG+fXucOXNG7veU3RcCeV1iaGtrS51Pb5LQdVR5w4YNAwCF3YR98803csem27p1K3R1dfHrr7/KbNdXX30FExMTucdWXleSisa+mzp1qqRwG3h17RQKCMtfoyIjI5GTkwMPDw+Z1gXjx4+Hubk5/vnnn0q7EAkLCwMATJ48WarVd/nfuCr27Nmj0vkqFOhWRrgfKQqEC/czZe5byqZVWQWU6lL2WEdFRSEzMxNubm4yBeQA0KxZs2rlY9u2bQBedX8l7/lXXrfJHTt2lNsCoKrnpbzrhL6+vswx0tXVlVuzXtWxJJVZX2BgIABg4cKFMi2+hgwZgo4dO0r93t/0carOvdTOzk4maCiMFafo2aciyvyWzczM5N5jevXqhbZt2yq8x8gj7xpar149qelbt26Fnp4eFi1aJLP8tGnT0KBBgzfy/BkbG4s7d+7AwcFBJjj+6aefwsbGBjdu3JD0/lFYWIhDhw7B2NgYX375pdTynTp1knvuVIVwnVP2PUtZx44dk3v8hXcL4NXvS961xMTEBJ6ennj8+DGuXbtW4XqE89vAwEBmHCQtLS00bNhQ8vfu3bvx4sUL+Pr6ygS8P/jgA3h6euLSpUtyu5EjUoQtM0hj1DUAuDp06dIFO3bsQHx8PHr06CE1T7iRle8jXpHnz59j4sSJSExMxC+//FLlPt2JSDnCGAHVGUfi+vXrCue5ublVWPAp1Ax++vQprl69ihUrVmDIkCFYsWIFevbsWeU8VVdGRobcAgehNllp6avrr1gsxqpVqyQ1UN9//30EBATA3d0dMTExku5GVCEci9u3byMnJwetW7fG2rVr5S5bp04d3Lp1S2qai4sLWrZsibi4OKSmpkpaeYSFhaGkpASenp4V1gxSJC8vD2lpaTA1NZU7SKNQw1/ew7qVlVWl3XaU71pH4ODgAF1d3UpfAI4ePYpff/0VTZo0werVq6u0fUDVfwfh4eHIy8uDl5eX1AvlkCFDsGnTJoSEhGDkyJFVSru6rKys5BaEmJmZ4dKlS3K/4+joKDNNR0cH9vb2SE9Px7Vr1yqsuVydc6W2qM75eOvWLRQUFMDOzk5uF5kuLi5Yu3atRrZfV1cXw4YNQ0BAAI4cOSIpNNi3bx9evnyJ4cOHyz3v7e3t5Q4q7OTkhJiYGFy9ehVOTk5Vvk4pMn369Dc20KpYLMb+/fuxZ88eJCcn49mzZ5JrOSA7zpFA2X3Rvn17dOzYEQcPHkRmZiY++ugj2Nvbw9raWqPdFsl73hYKFeX1tw5AUiO+vIKCAiQnJ6Nhw4YKW2Pp6+sjNTVV8vfAgQNx9OhRDB8+HP3794eLiwvs7OzkFg4L5HW9JS+/V69eBQC5rcl0dXXh6OiIzMxMXL16VarA/HVCOhX9xlUhFABrWnXHeJKXljrGFKuIssdauDe9qefAS5cuQUtLS27Xk4rI+40Aqp+XTk5OMDU1xYYNG5CUlIRevXrBzs4OHTt2lLlXDxw4EIGBgRgwYAD69esHR0dH2NrayhTWymsd5OTkBGdnZ5XWd+nSJejp6eHw4cM4fPiwzPYUFxfjyZMnePr0KRo2bPjGj1N17qXyzjU9PT289957VQraVfSuIxCLxdi3bx/27NmD69evy9xjlOml4qOPPsLKlSvx448/4tSpU3B1dYWdnR3atWsn9fvMy8tDSkoKGjdujE2bNslNy8DAQOr6rC4VnfPC9EuXLuHatWuws7NDamoqioqKYGtrK7dHEDs7O0mQ+U2q6nXut99+U6qLqOTkZGzcuBEXL17Ew4cPZXosqWzclEaNGqFHjx74559/4Onpib59+8LBwUHuuCHCby8pKUluZWJhPJ/U1NQqdStM7yYGM0hjSspqTzBDJBJh0aJFCA0NxdixYyWR7+zsbERERMDe3l5yIS0oKEBWVhbq168v1W/k8+fPMX78eCQlJWHx4sVKdSlCRNXTtGlT3Lp1q9LBT9+0hg0bokePHpKBRWfPno2oqCilB31Tt8zMTLk1foVCNqGGbYsWLWS60qhTpw5cXV2xa9cuJCYmSoIZldX+f731gNCc+M6dOxXWPn7x4oXU31paWhg2bBh+//13hIaGws/PD2KxWFJTXqihqyohf6/3rS8QrufyXhIbN25cafryltHR0YGJiYmkJYw8x48fx7fffotGjRph69atch/ald33Ve0KSgjKvV4LsEOHDujUqROSkpJw+fJlpYL66qZo/AhdXV2FAzMrOl7C9MpqAlfnXKktqno+Av+3fxRtvzBdU9vv5eWF9evXY+fOnZJgRkhICPT09BT2j1/ZOSAc46pep2rC4sWLsWXLFjRp0gSurq4wNTWV3GP27NmjMPCu7L7Q0dHBli1bJIGj5cuXA3hVm9bT0xPffvst6tWrp+7NkiGvVqpQaKnoNy/vXH327BnEYjGePHmidAuYjz/+GOvXr8dff/2FsLAwSRcXnTp1wsyZM2UqPKmSX2V/V5Vdn4T55ccFKb/e2jJGn7Bfytf+La+yFodvKq3qUPVYV6fVcEWeP38OY2NjlZ4xFV0HVD0vjYyMEBISglWrVuHEiROS2voNGzbEqFGjMGXKFElgdc6cOWjRogV2796NDRs2YMOGDdDV1UXPnj3h5+cn6R5sz549Mt3zTZs2Dc7OziqtLycnByUlJZX+3vPz89GwYUONHCegavfSqjz7VNcvv/yCbdu2oWnTpvjwww9hamoqqeCye/duuYPBv65FixYICQmBv78/zpw5gyNHjgAAmjdvjgkTJki6OxSCf48eParweKkanFWGqsdFWL6ye2l1VdZaTXgOeRPXuQsXLmD8+PEQi8Xo3r07RCIR6tWrB21tbVy5cgUnT55UakB2f39/rF+/HocOHcLKlSsBvHqv9PDwwKxZsyQtsoRnr+Dg4ArTy8/Pr+aW0buEwQzSmFI1dRGlDsbGxpg9ezYWLFiAkSNHwsvLC8XFxQgMDIRYLMa8efMkyyYmJmLMmDHw9PTEkiVLJNPHjh2LK1eu4KOPPoKWlhb27dsntQ5LS0uZQkMiqh57e3ucP38e58+fr3Ihtzo1aNAANjY2OH78OG7cuFEjhb8A4OzsXGEtLKFJr6IHYuElShgzSPjOlStXcOfOHZkaYyUlJcjIyICurq6kMF5Iu2/fvip1pQK8KlRftWoV9u7di2+//RYXL15Eeno6XFxcJC+/qhIK+h89eiR3vvCSJm+fKFML6tGjRzK1aUtLS5GTk6MwyBAREYHvvvsOjRs3xpYtWxR2TyYcL0X95ArTFfVNXpHk5GRJlwUV9fsbEhJSY+ezqhQdY2F6ZS+CVTlXhJrvJSUlcr/z/PnzN17QVl5VzkeBkE9F2y9076ep7TE1NUWfPn1w7NgxpKamIjc3FykpKfDw8FDYVUll54CwD6pznZLnTY2Z8fjxYwQGBqJDhw4IDg6WOYYHDx5U+F1l9wXw6nl47ty5mDt3LtLS0hATE4OdO3di27ZtePbsWa0YCF0eeddoYbs++OADpbtGAoDevXujd+/eyM/PR0JCAk6ePIng4GB8+eWX2Lt3L9q3b1+lPArnmvD7eZ2yvyth/uPHj2VqCQu/cVUKZ9/UmBnC/UjoB/51aWlpABT3D19eq1atoKOjg7t376KkpESmgFOVtDRBOEaV1WSuTvo5OTl4+fKl0gENRc8xVTkvzczM8Ouvv0IsFuPmzZs4f/48goKCEBAQgLKyMsyYMQPAq0CPj48PfHx88PjxY1y8eBHh4eE4fPgwbt68ifDwcOjr61faOkjZ9RkZGUEsFit9DdbEcQJqz720Ig8ePEBQUBCsrKywfft2mcD16+UaFXn//fexcuVKlJSUIDk5Gf/88w8CAwOxcOFCSXBc2ObOnTtj165dat2Wyqh6XCp7JlQ0XVXKPuu/ietcQEAAioqKsGPHDpkW+atWrcLJkyeVSsfQ0BC+vr7w9fVFVlYWYmJisHv3boSFhSE7O1vSCkfYt4cPH67SuwuRPAxmkMYU16KWGcCrQhxjY2Ns3LgRy5Ytg56eHuzt7eHr66tUEEIYUDcyMhKRkZEy86dNm8ZgBpGaDRkyBBs2bMCRI0cwZcqUCgsZioqKNNJVhvBS9CZqE6mL0BVFWlqa3P1y48YNAJDqisfFxQUHDhzA6dOn8cknn0gtf+HCBRQUFMDR0VGSVtu2bdGgQQNcunQJxcXFKnWd1LhxY7i5ueHIkSM4fvw4jh8/DqDiwvbKGBkZoWXLlrh79y7u3Lkj8zIQHR0N4FXBV1XExMTItMiLjY1FSUkJOnbsKLP8gQMHMHv2bJiamipskSFwcXHBunXrcPr0aZn+eoXtMTc3r1JTbKFVhpOTk8LBww8ePIiDBw/Cz89PIzWzq+vChQsy00pLS3Hx4kUAkHs8yqvKuSIEAOW1EktLS8OzZ89kCiyEAEj5bhzURdXzsbw2bdqgbt26uHbtGnJzc2XGSpC3/eUHzVaVtrZ2pd8bNWoUjh07hp07d0pqS1Z0PYiLi0NZWZlM90pCIZeQ9+pcp+QRxsxQhTLBjLt376KsrAw9evSQCWRkZ2dLumSQR9l98bpWrVqhVatWGDhwILp16yb32VYVb/J8l6devXp4//33cePGDeTk5KjcYsHQ0BDdunVDt27d0KBBA6xatQqnTp2qcjBD+N3FxMTIVL4oKSmRXJ8quwd98MEHSEpKQkxMjMw1X/iNq0JerfiKODk5KRXMaNmyJZo3b447d+7g7t27Mnk9deoUAMVdvZSnr68PW1tbxMbGIjY2VuY7qqSlCTY2NgBe5etNdNFoY2ODqKgonD59WjLOVVVV57zU0tLC+++/j/fffx8ikQi9e/dGZGSkJLhQ3nvvvYePP/4YH3/8MXx8fHD+/HmkpKTI7U5JkcrWZ2Njg5MnT+LGjRt4//33K01P1eOkra2N4uJipfNblXtpTUlPT4dYLIarq6vMc15mZiYyMzNV7t5IV1cX1tbWsLa2RteuXeHj44Pjx4/D09MTDRo0QJs2bZCSkoJnz54pbInyJgjnfHR0tNzx8F4/Lu3bt4e+vj6Sk5ORn58vE0SOi4tTS77s7Oygr6+P2NhYmfWUlpbi7Nmz0NLSktvFYHWlp6ejadOmcrsWlvdMrYzmzZtj8ODBGDhwIEQiEc6dO4cXL16gXr166Nq1K06ePInY2FgGM0htOAA4aUyJuFQtH3Xq168fQkNDkZCQgNjYWKxfv14mACHUeC7fKgN41RdlRZ831Ycy0bvMwsIC06ZNQ3FxMSZNmqRwcNBTp05h4sSJallnZmamwgHJduzYgcuXL6NZs2bo0KGDWtb3JjRq1Aj9+/fH8+fPERAQIDXvn3/+wZkzZ1C/fn2p/pj79euHhg0bIjw8XGo/FxYWSpoSl38Z1NXVxejRo/Hw4UP88ssvePnypUw+Hjx4gJs3b8rNo/BSvWnTJhw7dgwNGzaESCSq+kbj1eCJYrEYv/32m1SB2pMnT7BmzRrJMlWxdu1aqT6zCwsL8d///ldumnv27MF//vMfNGvWDNu2bas0COHk5IR27drhwoULUgWKZWVlkprSI0aMUPlF8+XLlzhw4AB0dHSwfPlyLFq0SO7n448/lgwSXh0PHjxAampqlQcqV9b58+cRFRUlNW3btm1IT0+Hs7OzVJDu+fPnSE1Nlek+QdVzpW3btjAyMkJkZKRUN04vX77EL7/8IjefwmCI9+7dU7gtlpaWMoMhK0OV8/F1+vr6ksHfV61aJTUvPT0dgYGB0NPTk+qDWSgormhbFDExMam0q8Bu3bqhdevW2Lt3LyIiItC6desKCy7v3LmD7du3S007fvw4YmJi0KpVK8lAt9W9Tr1u+vTplT4Pvv5RhnDOXrx4Uep8fPHiBebNm1dhAbay++Lu3buSQHZ5ubm5KC4ulqkB7ufnB0tLS6X7ClfmfFe3sWPHori4GHPnzpXblUtubi6SkpIkf587d07uOSD8pqvTdaRIJIKJiQnCw8NlxvvZsmUL7t69i+7du1c4XgYAeHp6AgDWrVsn6aoDkP6NqyIwMFCl81XZMTa0tLQkA04vW7ZMqmuc48ePIzY2Fu3bt5cpmMvKykJqaioKCgqkpgvPF3/88YdUq9HExEQcOnQIjRo1gru7u9R3wsLCYGlpCT8/P+V3iBr06dMH5ubmOHHihNxWU6+3BFD13ih01bNkyRK5rQpUaWmg6nmZkpIiN3gq1E4XfiNFRUU4d+6czNgoxcXFknuTMmMwKLs+4NXvHQDmz58vdx/k5+dLbaOqx8nExARPnjyRe42Qpyr30ppiYWEBQPYek5eXhwULFijdtVViYqLcrizlXUPHjRuHwsJCfP/993LP/ZycHMn4FoIVK1bA0tJS8hxWFY6OjmjVqhViYmIklaUE4eHhiI+PR7t27SQF+wYGBujXrx9yc3Oxfv16qeWvXr2qtkHKjYyMMHDgQLx48ULm3Wzr1q24d+8eevXqVeGYb1Vlbm6Ox48fy4xREhQUpHSw++HDh3Lfw1+8eIH8/Hzo6upKKvoNHz4c9erVw8qVK6XuwYLS0lJJUIlIWbW3Gin965SUqVZziIhInsmTJ6OkpAQBAQEYOnQobG1tYW1tjXr16uHRo0eIjY2V2zVSVV27dg3Tpk2Dra0tWrdujcaNGyMnJweXLl1CSkoKDA0N8dtvv8kdtLg6yrdQEJpAX7p0SfKS3rBhQ8yePVvp9ObMmYPExESsW7cOsbGx6NKlCzIzM3H8+HHo6Ohg4cKFUjWljIyM8Msvv+Drr7/GmDFj4OHhAWNjY5w4cQK3b9+Gu7s7PDw8pNbx1VdfITk5GTt27EBUVBRcXFxgamqKx48fIy0tDXFxcfD19ZVb09XV1RUWFhaSLpBGjx5d7ZY148ePx6lTpxAZGYlBgwahZ8+eePnyJQ4fPozHjx9j4sSJkoI9VbVt21YyyKWuri4iIyORnp6O3r17S72onj9/HnPnzkVZWRmcnZ3lFgTWzkVUwwAAIABJREFUr19f8lIOvKr1vnjxYvj4+OCbb76Bu7s7mjVrhnPnzuHKlSuws7OTWl5Zhw4dwrNnz9CnT58KuyUZNmwY9u/fj507d2L48OGS6eULiIQBkpcvXy6p1Td06FCp/fnf//4Xe/bsweLFi5Wq2VtVffr0wbRp0yASidCqVSskJyfj77//homJCX744QepZY8dO4Y5c+bIdB2p6rmip6eHMWPGYM2aNRg8eDD69u2LkpISnD17Fk2bNpUaY0tgY2ODunXrYsuWLcjNzZX0ge/t7Y369etLCoGqci1R9nxUZObMmYiNjcW2bdtw+fJlODs74+nTp4iIiMCLFy8wf/58qSBcmzZtYGpqivDwcOjp6aFZs2bQ0tLCoEGDKn3x7tatG8LDwzF58mR06tQJOjo6cHR0lBrIXUtLCyNHjsTixYsBQFJIqsiHH36IJUuW4NSpU7CyskJaWhqOHTsGAwMDLFq0SKqVQnWuU5rSpEkTDBgwAOHh4Rg8eDB69OiB58+f4+zZs9DX10fHjh0VDsiu7L64fv06pk6dik6dOqFDhw5o2rQpnjx5gsjISBQXF+OLL76QSlco3FL2/KzsfH8Thg4diqSkJGzfvh19+/aFq6srmjVrhtzcXGRkZODChQsYMmQIfv75ZwCvCoczMzPh5OQEc3Nz6OnpISkpCefPn4e5uTkGDBhQ5bzUq1cPixYtwowZMzB69Gj069cPzZs3R1JSEs6cOYMmTZpI8lERe3t7eHt7IzAwEJ988onUb7xBgwYK+4GvCePGjUNUVBSOHDmCYcOGoVu3brh37x4OHz6MunXr4tdff5VpMTR79mzExMRg69atcHZ2lkwfMGAAjh49iiNHjmDw4MHo06cPcnJyEBERgbKyMixcuFCm1ZKq56i66OvrY+XKlZgwYQJmzpyJnTt3omvXrigsLMStW7dw7tw5qUJaVe+Nrq6u+Oqrr7BmzRr0798fIpEIzZo1w6NHj3Dx4kXY2NjIVLpTRNXz8uzZs1iyZAlsbW3Rtm1bvPfee8jOzkZkZCS0tbUxYcIEAK8C+WPHjoW5uTm6du2K5s2bo7CwEGfPnkVqairc3NzQrl27SvOn7PqAV/eSmTNn4r///S/c3d3Rs2dPWFhYID8/H1lZWbhw4QLs7OywcePGKh2nbt264fLly5L7v76+PqysrODm5qYw/6reS2uKmZkZ3N3dceTIEXh6eqJ79+54/vw5/vnnHxgaGqJDhw5KDca9d+9ehISEwNHRES1btkSDBg2QlpaGqKgoGBgYwMfHR7Ksl5cXkpKSsHPnTsTExEhdn+/evYvY2FgMHz4cCxYskHxHeC6qTut3bW1tLFmyBBMmTMD06dMhEonQpk0b3Lp1C5GRkTAyMsLSpUulKgjNmjULMTExWLduHeLi4mBra4uHDx/i0KFD6NWrF44fPy5zLXv8+LFU14xCQL38s/PkyZOlWv9+9913iI2NxZ9//omkpCR07twZN27cQFRUFJo0aYL58+dXebsr4uPjg5iYGHh5eaF///4wNDREYmIiEhMTJedFZTL/H3t3Hh9Vdf9//D0zWUkIgSCbIhhABRFlEWgREAQriBsuaC1uKGhRtLali7Xqt3WvtkURxQUrSF1QXFDrAkXEBUQpiGwqriwJhpA9mczM/f2h5GdIIIGcmzM5vJ6Ph4+Hc2dy7vtyZ+7cmc+cz928WePGjVO3bt3UvXt3tWvXToWFhVq8eLF27typyy67rOoaLK1bt9bf//53XXvttTr77LP105/+tOp4sHXrVq1cuVLl5eVasWKFL9sLN1HMQKOJevFzzQwATdtVV12lUaNGae7cuVq2bJmee+45hcNhZWZm6sgjj9Rll11m7JdPPXr00MUXX6wVK1borbfeUkFBgZKSktSxY0ddeumluvDCC9W+fXsj6/qxdevW1ej7/c0331TNEjn44IP3qZiRlZWlp59+WjNmzNAbb7yhVatWKS0tTUOHDtWkSZOqpt//2IgRIzR79mw98MADev3111VRUaFOnTrpD3/4g8aPH19jZkBiYqLuv/9+vfDCC5o/f74WL15cdeHFQw45RNdcc03VBX13FwgEdPbZZ+sf//iHJBm5JkpSUpJmzZqlWbNmacGCBZozZ45CoZCOPPJI/fGPf6zRPmtf/POf/9T06dP10ksvKTc3V23bttXVV1+tiRMnVvt32bJlS9UXLM8++2ytYx188ME1ihPHHHOM5s2bp2nTpmnp0qUqKSnRwQcfrMmTJ2vixIn7VejZ1WKqrn/b/v37q3PnzlqzZo3Wrl1bNfW+tj70r7/+erW/29/iUEOcdNJJGjdunB544AG99dZbSkhI0EknnaTrrruu3tPZ9+e5MmXKFKWmpurpp5/W008/rdatW2v06NG6+uqra/0StEWLFpo2bZqmT5+u5557rupCh6eddpqaN29e9av93YuE9VHf5+OeZGZm6qmnntKDDz6oN954Q7NmzVJKSop69eqlCRMm6Pjjj6/2+FAopPvuu09333131Zc0nuepb9++dRYzrr/+egUCAb333nt66623FIvFdNVVV1UrZkjf/yL9jjvuUEJCQo0WWrs75phjNHnyZP3zn//UnDlz5HmeBg4cqGuvvVa9evWq9tiGHKca0y233KKOHTvqlVde0RNPPKFWrVpp+PDhmjJliqZMmbLHv6vvv0XPnj01adIkLV++XG+//bYKCgrUqlUrHXXUURo/fryGDh1abdyNGzcqLS1NJ5xwQr3y1/V898uNN96oIUOG6Mknn9S7775bdfHk9u3ba8KECTrttNOqHjtp0iS9+eabWrNmjd577z0FAgF16NBBV1xxhS666KIabWL21YgRIzR37lw9+OCDWrp0qYqLi9W6dWudd955+uUvf1nva11cf/316ty5s5544gk9+eSTyszM1MiRI3X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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 (0.7567732183649847+1.9615047166260977e-17j)\n", "Plotting data (No filename), pType=a, thres=0.0007567732183649847, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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UqQNvb2+4ubmhUaNGePjwIcLCwvD1118jOTkZCxYskObNyMgAAJibm8uVI0mT5CEiIiIiIiIiIiIiWQxmkMaIa9H830VFRQAAfX19uWUGBgYyecrj5eUFLy8vmbQhQ4YgKCgIO3fuhJ+fH+zs7Crdnr6+PrS0tPDs2TPVd4SIiIiIiIiIiIjoHcBgBmmMunpmXLly5bXLMDQ0BACF81w8f/5cJo8qdHV1MWHCBIwfPx6///67NJhR0faKi4shCALq1Kmj8vaIiIiIiIiIiIiI3gUMZpDGlKqpHCMjo9cu4+Whndq0aSOzrKIhoZRhaWkJAMjKypKmVTR0VUVDXhERERERERERERERJwAnDSrWUs9HHWxtbQEo7uUhSevYsWOVyr537x4AoFGjRtI0SVmKtnf58mWZOhERERERERERERGRLAYzSGPEWur5qEOvXr1gbGyM8PBwFBQUSNMzMjIQHR2NTp06oUWLFgBezHeRkpKCR48eyZSRnZ0tV25RURHWrFkDAPDw8JCmt2jRAo6OjoiLi8Off/4pTS8pKcGWLVtgbGyMnj17qmfniIiIiIiIiIiIiN4yHGaKNKa0Fk0AbmZmhpCQEMyfPx+BgYEYMmQIxGIxtmzZAkEQMHfuXGnepKQkjBgxAj4+Pvjuu++k6QMGDICTkxOsrKzQqFEjPHz4EHv37sXDhw8xduxYtG/fXmabc+fORVBQEMaOHYtRo0ahfv36OHDgAP744w8sWLAAZmZmGtt/IiIiIiIiIiIiojcJgxmkMeKarsArhgwZAjMzM/z2229YtmwZ9PT00KlTJ0ybNg3t2rWrdP3+/fsjLi4O58+fR0FBAYyNjdGhQwfMnj0bffr0kcvfoUMH7NixAytWrMBvv/0GsVgMkUiElStXom/fvtWxi0RERERERERERERvBS1BEISargS9Gxa/F6SWcubc26qWcoiIiIiIiIiIiIjozcCeGaQxJWDcjIiIiIiIiIiIiIhUx2AGaYy6Ju8mIiIiIiIiIiIioncLgxmkMWL2zCAiIiIiIiIiIiKiKmAwgzSGwQwiIiIiIiIiIiIiqgoGM0hjShnMICIiIiIiIiIiIqIqYDCDNIY9M4iIiIiIiIiIiIioKhjMII0Ro6ymqyAnJiYG69evx61bt6Cnp4dOnTph6tSpaNeuXaXrHj9+HLGxsbh69SoePnwIAwMDvPfee/D398egQYOgqyt7ec2ePRuRkZEKy5o3bx6CgoLUsk9EREREREREREREbxsGM0hjatswU+Hh4Zg7dy5EIhFmzJiB4uJibN26FYGBgdixY0elAY158+bBwMAAPXv2xAcffICCggJERUXhyy+/xNGjR/Hzzz9DS0tLbr2lS5fKpdna2qptv4iIiIiIiIiIiIjeNlqCINSuJ8z01hrZyk8t5Wy+G/HaZeTm5sLDwwMmJiaIioqCiYkJACAjIwNeXl6wtrbGtm3bKizj3LlzcHNzkwlYlJaWIjg4GAkJCVi3bh26desmXSbpmXHz5s3Xrj8RERERERERERHRu0S7pitA7w6xUKaWT2FhoVKfisTGxqKgoAD+/v7SQAYAWFhYoF+/frh06RJSU1MrLKNz585yPS90dHTQt29fACg3aCEIAgoKClBaWqrMYSMiIiIiIiIiIiJ65zGYQRpTCkEtHwcHB6U+FUlMTAQAhfkkaUlJSVXaz8zMTABAgwYNFC53cnJCp06dYGtri6CgIJw/f75K2yEiqk6zZs2Cm5tbpcHhmnL37l1MmjQJXbp0gZWVFZycnAAAq1evhpWVFS5evCiT38rKCsHBwTVR1TdKZmYmbG1t8eOPP9ZoPYKDg2FlZVWjdaDq8SZdixcvXoSVlRVWr15d01VRyp49e2BlZYU9e/bUqm3Mnj0bVlZWlb4oRIp5eHjAw8OjpqtBb6B37be0pKQEVlZWGDVqVE1XpVxvQh3fVNOmTYOVlRUeP35c01UhomrGOTNIY2rTBOCSgIOFhYXcMkmaJI8qMjIysHPnTpiZmaFXr14yyxo2bIjg4GB07NgRxsbGuH37NjZv3ozRo0dj2bJlGDBgQBX2hIhI/f744w/s378fISEhMDIykqanpqaiZ8+eAF7M9bNr1y6FcwNZWVnB3Nwcp06dqpb6lZaWYtKkSbh37x4GDhwICwsLGBgYVMu23jXm5uYYOnQoNm7ciCFDhqBp06Y1XaXXYmVlBRcXF2zZskWl9YKDgxEXF8ehId9yku80Hx8ffPfddzVdHdKgyMhIbNu2DSkpKdDW1kb79u0xZswY9OjRQ+WyTpw4gQ0bNuD69esoKytD27ZtMWzYMPj4+FRDzYn+JRnGODY2Fs2bN6/p6ihF8vtaHn4fV5/c3FyEh4fjxo0buHHjBv7++2+UlZUhNDQUH374YbnrlZSUIDQ0FJGRkbh37x4MDQ1hb2+PiRMnws7OTuntS+YsLY+Ojg6uX7+u0j4R0buJwQzSGLGgnmDGlStXXruMoqIiAIC+vr7cMskDMUkeZT19+hQTJ05EQUEBVq9ejXr16sksnzlzpsy/e/XqBV9fXwwYMAALFy5E7969UadOHZW2SURUHVasWAETExMEBgaWmycpKQmHDh2Ct7e3Bmv2QmpqKu7cuYOAgAB88803MsuGDx8OLy8vNGvWTOP1eluMHTsWW7duxdq1a+WOLxHRm27JkiXYsGEDLCws4O/vD7FYjEOHDmHChAmYN28egoKClC5r69at+Oabb1CvXj18/PHH0NPTw5EjRzB79mzcunULISEhr13fTZs2vXYZ9G5asmSJyn/TaoqPjw8sLS3l0q2trWugNu+G+/fvY9myZQCApk2bon79+njy5EmF6wiCgKlTp+Lo0aNo06YNgoKCkJ2djejoaJw5cwZr1qxROQjcvn17hb3NFL0gRUSkCIMZpDElgnrmiHj5LeGqMjQ0BAAUFxfLLXv+/LlMHmU8ffoU48aNw/Xr1zFv3jz07t1bqfXMzc3h5+eHDRs24OrVq3B1dVV6m0RE1eHvv//GuXPn4O/vX26AtVmzZnj8+DGWL1+O3r17KwwMV6dHjx4BAJo0aSK3rEGDBuUO80fKMTc3R+fOnXHgwAHMmjULdevWrekqERGpxeXLl7Fhwwa0bNkSu3fvhpmZGYAXQVw/Pz8sWbIE3bt3V+ot99TUVCxZsgT16tVDRESEdJ1JkyZh8ODB2LBhAzw9PSsd/rYyLVu2fK316d1Vm1/s8PHxqbA3AKlf8+bNsWnTJlhbW6NevXqYMWMGDhw4UOE6+/btw9GjR+Hk5ISNGzdK7/mHDBmCoKAgzJ07FzExMTA2Nla6Hu3bt8eUKVNea1+I6N3GOTNIY9Q1Z4Y6mJubA3gxLNSrJGmSPJUpKCjAJ598goSEBHz11VcYPny4SnWR/OGTlZWl0npERNUhIiICgiDAy8ur3DwWFhYIDAxEamoqtm7dqnTZZWVl2LFjB/z8/ODg4AB7e3v4+flh+/btKCtTrveelZWV9K3ZNWvWwMrKSmZM+/LmzChPSUkJtm3bhoCAADg6OsLOzg6DBg3C1q1b5eqUmpoKKysrzJ49G6mpqZg2bRo+/PBDdOzYEb6+vjhx4oRc+fn5+Vi/fj1GjBiBrl27wsbGBq6urpgwYQKuXr1a7j4GBwfjn3/+wZw5c9C5c2fY29tj6NChuHTpEgCgsLAQS5YsQY8ePWBjYwNvb29ER0eXu58HDx5EcHAwnJ2d0bFjR/Tr1w9r165VGNQHAG9vbxQVFSEqKkqp41iRl89JZGQkBg0aBFtbW7i5uWHOnDkqjW2sbBuSjOsPAHFxcdJ2Utn8B5JzLBkC4+X1goODUVpaim7dusHR0RFPnz5VWMaCBQtgZWWFI0eOSNMk62dmZmLmzJlwc3ODra0tfH19K3yQcPr0afznP//Bhx9+CBsbG/Tq1QtLlixBXl6e0sesOlWlfUsoeywEQUBkZCSGDh0KV1dXdOzYEd26dcPYsWNx6NChKtd99erV0mHzIiMjZc61ovkgbty4gXHjxsHJyQl2dnYICgrC5cuXFZYrae8HDhyAv78/HBwc5N5CTUxMxGeffYYuXbrAxsYG3bp1w/z58xUOc/rgwQPpyzK2trZwcXHBgAEDMH/+fGRnZyvcvwsXLiA4OBgODg5wdHTEuHHjkJKSojDvo0eP8PXXX8PDw0N6DidPnow///yz0uP4snPnzmHYsGGwt7eHi4sLJk6cWO42a0pYWBgAYMKECdJABvDifnzYsGEoLi5Wej6QiIgIFBcXY/jw4TLBDzMzM4wfP15me69D0ZwZL89dosq5Lioqwrp16+Dr6yudZ7Bfv35YuHAh/vnnn9eua0pKCubMmSNtS25ubhg2bBi2b98uk0/ynfj48WN8+eWXcHd3h7W1tcyxV6VdFhcXIzQ0FD4+PnB2doadnR08PDzw6aef4ty5czJ5L126hAkTJki/s7p06YKAgACsWbNG6f1UZXuS4zJ79mx069YNNjY26Ny5M6ZPn46//vpLYfnKnCcrKytERkYCAHr27Cn9/nq5rZQ3Z4aq92OS85WVlYV58+bho48+kt57REREKH3cVJWXl4dff/0VwcHBcHd3l7apiRMnqjS/ZUFBAdasWYP+/ftLj2fv3r3x+eefKxzW6MqVK5gyZYrc97PkZZrqkpeXh2XLlqFPnz7o2LEjXFxcMHbs2HLn2Hz+/DlWrlwJDw8PdOzYET179sTKlStRVFSkcF6O+vXrw83NTW4EiYpIvsOmTZsm8/KSvb09+vTpg3/++QdHjx5VfWeVcPjwYUyfPh2enp6wt7eHg4MD/Pz8sG3bNgiC8s+FYmJiEBwcjC5duqBjx45wd3dHcHAwdu3aJZc3KysLS5culZ4DJycnjBkzhvOcEtUy7JlBGiNWU88MdbC1tUVYWBiuXLmCLl26yCyTDGPVsWPHSsvJz8/HJ598gqSkJCxcuBCDBw9WuS53794FADRu3FjldYmI1O3cuXPQ0dGpdAzcSZMmYe/evfj555/h6+ur1B9GM2fOxMGDB9G0aVMMHjwYWlpaOHbsGL7++mskJCTghx9+qLSMyZMnIy0tDZGRkXBxcYGLiwsASP+rCrFYjAkTJuDMmTN4//330b9/fxgYGODixYv45ptvkJiYKO2O/7K0tDT4+/ujRYsWGDhwIHJzc3Ho0CFMnDgRGzdulOlll5KSgh9//BFOTk7o3r07TE1NkZ6ejuPHj+P06dP46aef0LVrV7lt5OXlITAwEMbGxvD29pZuY+zYsdi5cyfmz5+P3NxcdO/eHSUlJTh48CCmTZuGpk2bwt7eXqasL774AhEREbCwsEDv3r1hamqKq1evYuXKlTh//jw2btwIXV3ZW0JHR0cAL9rD0KFDVT62imzatAlnz56Fl5cX3N3dkZCQgD179iAuLg7h4eFK9ahRtg1ZW1tj8uTJWLNmDSwtLWXGrq+orZiammLy5MmIjIxEWloaJk+eLF1maWkJHR0d+Pv7Y/Xq1YiKikJAQIDM+s+ePcOBAwfQuHFjuYePubm5CAwMRN26deHr64v8/HxER0djxowZyMzMxCeffCKTf82aNdJhK7t3744GDRrg1q1b2LBhA06dOoWdO3fCxMSk0mNWnaravlU5FitWrMAvv/yC5s2bo1+/fqhbty4eP36MP/74A4cPH64w8FoRFxcXjBgxAqGhoWjXrp3MXGevDnPy559/Yv369bC3t4e/vz8ePnyImJgYjBo1Cnv37kXr1q3lyt+4cSPOnj2LHj164MMPP0R+fr50WUREBObNmwd9fX14eHjAwsIC9+7dQ3h4OI4fP45du3ZJ36h+9OgRBg8ejIKCAnTt2hWenp54/vw5UlNTsX//fgQFBaF+/foy2z558iRiY2Ph7u6OoUOHIiUlBb///jv++OMPREVFyVxrDx48wLBhw/Do0SO4urrC29sb6enpOHz4ME6ePInVq1crNYTI4cOHMW3aNOjp6cHLywuNGzdGQkIChg4dWqsmIL5w4QIAwN3dXW5Z165dsXbtWly4cAGfffbZa5f1cp7qosq5zs3NxYgRI5CcnIz3338ffn5+0NPTw4MHDxAREYHevXujUaNGr1WX//73vyguLoa7uzu8vWfOomMAACAASURBVL2Rl5eHmzdvYv369Rg2bJhM/pycHAwZMgRGRkbw9PSElpYWGjZsCED1djlnzhwcPHgQIpEIAwcORJ06dfDo0SMkJCTg9OnT6Ny5MwDg1KlTGD9+PExMTODh4QFzc3Pk5OTgr7/+wvbt22W+8yui7PYk25wyZQpKSkrQo0cPtGzZEpmZmYiJicHJkycRGhqKDh06qHyeJk+ejGPHjiE5ORkjRoyAqakpACjVm7Iq92OS+xJ9fX306dMHz58/x5EjR/DFF19AW1u7WuaIuXXrFlauXAlnZ2f06NEDpqamePjwIY4fP45Tp05h3bp1MsdaEUEQMGbMGCQmJsLBwQEBAQHQ1tZGZmYmLl68CGdnZ7Rv316af9euXfjqq69Qp04daRu5e/cuwsPDcfLkSYSHhyv90qMqcnJyEBgYiL/++gu2trbo3bs3srKyEB0djdGjR+Obb76Bv7+/NH9ZWRkmTZqE06dPo1WrVggKCoJYLMbu3btx69YttdSpqKgIiYmJMDY2lt4Xvszd3R0HDx7ExYsXMWjQILVs82VLly6FsbEx7O3t0aRJE+Tl5eH8+fNYsGABbty4gYULF1ZaRmhoKBYtWoQmTZqgZ8+eqFevHv755x8kJydj7969Mvdx9+/fx4gRI5Ceng4XFxd0794dBQUFOHHiBMaMGYPFixdXy34SURUIRBryUTMPtXzUIScnR3BwcBC6du0q5OfnS9PT09MFBwcHITAwUJpWWFgo3LlzR8jMzJQpIy8vTxg8eLBgbW0tREZGVri9p0+fCs+ePZNL/+uvvwR7e3vBzc1NeP78+WvuFRHR63n69KlgbW0t9O/fX+HyBw8eCCKRSBg6dKggCIKwfv16QSQSCd9++61MPpFIJLi7u8ukHThwQBCJRMKgQYOEgoICmW36+PgIIpFI2L9/v1L1vHDhgiASiYRVq1bJLVu1apUgEomECxcuyNUpKChIYd4FCxYIJSUl0vSSkhJhzpw5gkgkEo4ePSq3/yKRSFi9erVMWadOnRJEIpHwySefyKTn5eUJT548katnenq60KVLF6Fv375yyyTbmDdvnlBaWipNj4yMFEQikeDs7CyMHz9e5nclPj5eEIlEwsSJE2XKioiIEEQikTBp0iShqKhI4f5v2rRJrg6CIAhOTk6Cq6urwmWqkGynQ4cOwrVr12SWLVq0SBCJRMKcOXNk0oOCggSRSCSTVpU2pOi8K0PR9iUyMzOF9u3bCz4+PnLLJMd7+fLlcvUQiUTCZ599JnNO79+/Lzg7OwsdOnQQ7t+/L00/f/68IBKJhCFDhgi5ubkKt7Fo0SKl9uXBgwfCqlWrVPo8ePBAqbJfp30reyxcXFwEd3d3obCwUK4sRdtWheSaDgkJUbhc8l0jEomEiIgImWU7duwQRCKR8NVXX8mkS9q7nZ2dXHsXhBf3fh06dBB69eolZGRkyCw7d+6c0K5dO5nrODQ0tNzr9OnTpzLXtaRtWFtbC+fOnZPJ+/333wsikUhYt26dTPqYMWMEkUgkrF27ViY9ISFBsLa2FlxcXGSuN8k2Xj4eBQUFgouLi9C+fXshKSlJphzJNS4SiZRuVxcuXFC5zSrj6dOngkgkEuzt7RUuf/LkiSASiQQ3Nzelyvvwww8FkUgkZGVlKVxub28viEQihW1XFT169BB69Oghk1aVc/35558LIpFImD9/vsy1JwiCkJ+fL+Tl5VW5jk+ePBEcHR2FDh06CBcvXpRbnp6eLvNvSZuYOXOmIBaL5fKr0i7z8vIEKysrwcfHR+a3XOLl8zN58mRBJBIJN27cULgPylBlezk5OYKTk5Pg4uIi3L59WybfrVu3BHt7e2HQoEEy6aqcp5CQkAqvLXX+lopEIuGLL76Q2efbt28L1tbWQr9+/RRuv6I6hYSEVHot5+bmKry+UlNThc6dO8vdr4rFYkEkEgkjR46Upl27dk0QiUTClClT5MopKSkRcnJypP++c+eO0KFDB8HT01Pub//Tp08L7dq1U1iOKhTVURAE6X3nq78pd+7cEezt7QUbGxvh4cOH0vTdu3dL73Fefo6Qk5Mj9O7dW+E2XjV9+nSF98wSN27cEEQikTBw4ECFy69cuSK9V1HGrl27pG1P0bl/9bq8d++eXBklJSXC1KlTFV7HkvRHjx5J07y8vAQ7OzshOztbrqxXr3l/f3+hXbt2QkxMjEx6dna20K9fP8He3r7c73si0iwOM0UaU4IytXzUwczMDCEhIcjIyEBgYCC2bt2KjRs3YtiwYRAEAXPnzpXmTUpKgpeXF5YvXy5TxqhRo5CUlITu3btDS0sL+/btk/kkJydL8967dw89e/bE/PnzsWHDBoSFhWHhwoXw9fVFcXExFixYoPEx54mIXpWZmYnS0lKle4oFBwfD0tIS27Ztw4MHDyrMKxmGYPr06TLj6hoZGWHmzJkAgPDw8CrWXHVlZWXYunUrGjdujDlz5kBHR0e6TEdHB7Nnz4aWlpbCYW8sLS3x6aefyqS5u7ujWbNmcsMe1K1bV2GPAwsLC/Tt2xd//fUXHj58KLfc0NAQs2bNgrb2v7dqAwYMgK6uLnJzc/Hll1/CwMBAuszJyQmWlpa4ceOGTDmhoaHQ1dXFt99+KzcHysSJE1GvXr1yhzlq1KgRsrKypHNJva6PP/5Y5u1HAJgyZQrq1q2LgwcPljvklURtaUOSt/uuXbsmN9zJzp07oa2tLfP2pISOjg5mzJghc05btGiB4OBgiMVi7Nu3T5q+ZcsWAMA333wjfdtWwtfXF9bW1pWOcy2RlpaGNWvWqPRJS0tTquyqtm9VjgUA6OrqylyjEpqaH8fR0RG+vr4yaX5+ftDV1S13qJOAgAC59g4AO3bsgFgsxpdffin3dq+bmxs8PDxw4sQJFBQUyCxTNIeRkZGRwnQvLy+4ubnJ1QcA/vjjD2laRkYGzpw5g2bNmsn1DHJ0dIS3tzdycnIqHUIkNjYWOTk56N+/v1zPZsk1roq4uDiV26wyJL1jyquPJF3ZYdwk56i88iQ9p17ulaNuyp7rJ0+e4NChQ2jcuDFCQkJkrj1JXV9nfqS9e/eioKAAQ4cOVdj7zcLCQi5NT08PISEhcj0DVW2XWlpaEAQB+vr6cvsFQK7nEgCZ308JZb9PVNne3r17kZeXh88++wxt27aVyffBBx/A398f169fx507dwBU/3kCqv5bamhoKHe/1LZtWzg6OiIlJUXuO6sykZGRlV7LpqamCs+fpaUlevfujVu3bikcmk8RRd+VOjo6MsPNbd++HWKxGHPnzpWbl+2jjz5Ct27dEBsbi8LCQqW2qazi4mIcPHgQJiYm+Pzzz2WWSSbdLi4ulvlt3Lt3LwD54Z/MzMzk7lGrStnvTFW/465fv67w3N+8eVMmn6L5gnR0dBAcHAzgxVCcytDV1ZX7ngFkr/nExEQkJiaif//+cvOf1qtXD5MnT0ZhYSFiY2OV2iYRVS8OM0Uao64JwNVlyJAhMDMzw2+//YZly5ZBT08PnTp1wrRp09CuXbtK15c8wIiNjVX4ozZ58mRpOY0aNYKbmxvi4+MRFRWFZ8+eoUGDBujRowfGjh0r07WYiKim5OTkAIDcw9Py6Ovr4/PPP8f06dPx/fffY+XKleXmvX79OrS1tRU+5HB2doaOjo7cg/jq9PfffyMnJwetWrXCTz/9pDBPnTp1FI5n3a5dO4UPVi0sLBTOE5CQkIDQ0FBcvXoVT548gVgsllmemZkpN0lnq1at5IYQ0tHRQcOGDVFUVIQWLVrIbcfc3FzmwWpRURGSk5NRv359bN68WeE+6uvrlzu2uuQP/OzsbIUPolSl6NzXrVsX1tbWiIuLQ0pKitzwPi+rTW1o2LBhOHLkCHbu3AkbGxsAwM2bN3H16lV07dpV4eTBTZs2VXjeJPvz8rjdV69ehZ6eHg4fPozDhw/LrSMWi5GVlYXs7GyFD3pe9uGHH8o9IFCnqrRvVY7FgAEDsGXLFnh7e6Nv375wdnaGg4ODRieml5zjl+np6aFhw4blPvi2tbVVmC75joiLi5N52Czx5MkTlJaW4u7du7CxsYGHhweWL1+OBQsW4MyZM/joo4/g6OiItm3bQktLS+n6Nm3aFMCLIWwkJMe5U6dO0NPTk1vH1dUV+/fvx/Xr1yscWkNSjrOzs9yyl69xZU2ZMqVGJ4ct77iqSvj/Y7qrqzxFlD3Xf/zxB8rKyuDs7AwjIyO110PSrhUNK1ceS0tL6bBSL1O1XZqYmKBHjx44ceIEBg4cCE9PT+ncNoaGhjLrDhgwADExMQgICEC/fv3g6uoKR0dHud+4ixcvyrVZS0tL+Pr6qrQ9yXFJTk5WOF+TZLjhlJQUtG3bttrPE1D139L33ntP4dCGkmOXn5+v0tCHoaGhSk0AfunSJYSGhiIxMbHc35iKhn0SiUQQiUTYt28fUlNT4eHhgU6dOsHGxkaufUmGm7548aLC+7ns7GyUlJTg/v37Sj0vUNadO3fw/Plz2NnZKbwHd3V1xbp162R+G69fvw5dXV25oUWBF9eOJlT1O27w4MFYtGhRpfmePHmC9evX4/Tp00hLS5MLIikTyBowYABWrFgBLy8veHl5wdnZGY6OjnL3TpJzn5OTo/BalczvVtvmgSJ6VzGYQRpTUla7ghkA0LdvX/Tt27fCPOU9BFDlwUDjxo0VjrtORFSbSN5aU+VNfG9vb2zatAmHDx/G1atXFf5RBbz4I9fMzExhLzRdXV3Ur18fT548qVrFq0ASuLl7926Fb/UqmuS5vGCPrq6u3MSZR48exWeffQYDAwN07twZLVu2hKGhIbS1tREXF4e4uDiFPRLKe1Crq6tb4bKSkhLpv/Py8iAIArKyslSa2FRC0g4UvcFaFYoeWgGQjtFe2Zt9takNubq6ok2bNjh48CBCQkJgYmKCnTt3AnjxsoQi5Y1Fr2j/c3JyUFJSUul5KywsrDSYUZ2q2r5VORZz5sxBixYtEBERgXXr1mHdunXQ1dVF165dMXv2bLz33nvVs3MvUeWalyhvHyXfPb/99luF25Q8tLG0tMTu3buxevVqnD59GjExMQBePLAeM2YMRowYoVR9JW+lvlxfyXEurzeeJF2ZaxOo/LzWtMreIq7sLeRXmZiYIDs7G/n5+QqvQ8nvR3XObaPsuZYE3apjrH/g32OnSvnltbuqtMsff/wRv/76Kw4ePCh9EGlgYIA+ffogJCRE2gY9PT3xyy+/YMOGDdizZ4/0e7tDhw6YPn26dC5FSe+gl7m4uEh7aCm7Pcn1rmii4ZdJrvfqPk9A1X9LK/oeBIDSUvX/rR8dHY3PP/8cderUQefOndGiRQvpb8yFCxdw6dKlSnt16urqYsuWLVizZg1iYmKkf5ObmJjAx8cHn3/+uTRwJDlfv/76a4VlKro3fB1VafNPnz5Fo0aNFPYOKu9+S1WVfWdKeuNUx3dcVlYW/Pz8kJ6eDnt7ewwaNAimpqbQ1dVFdnY2tm3bVum5B4Dx48ejUaNGCAsLw6ZNm7Bx40Zoa2vD1dUVs2bNkr5EIzn3p06dwqlTp8otT929coioahjMII0pVdMQUUREVD0k3a0lN/TK0NLSQkhICIKCgrBkyRLs2LFDYb66desiNzcXYrFY7k24kpISZGdna3QyY8kfaL17967Sg35lrVy5Enp6eoiIiECbNm1kls2fP1+lt5VVJTme7du3R2RkpMrr5+TkQFdXV6nJ3ZVRXqDhn3/+AVD5A8Ta1oaGDh2KRYsW4cCBA/Dx8cGBAwdgbm5e7mTJkv0sL/3l/TcxMYEgCGppH6mpqSqffx8fH4W9S15V1fatyrHQ0dHByJEjMXLkSDx58gQJCQmIiorC4cOHcefOHURFRdXKoTrLe1NV0kYTEhKUbq9t2rTBjz/+iJKSEiQnJ+PcuXPYunUrFi1aBENDQ4XDmilDcpzLOx+SN1Erq2dl5ZSXXh5Fb8VXRpmeHEZGRjA3N0dmZiYePXokN4zMvXv3ALzoGaeM999/H9nZ2bh7965cMOPRo0coLCyEhYWF3Nv6NUHyIFrZIXlUJWkDmZmZSk/4Xt41UpV2WadOHWmPnvT0dMTHxyMyMhL79+9HWloatm/fLs3bvXt3dO/eHYWFhUhMTMTJkyexY8cOjB8/Hnv37kXbtm0r7R2k7PYk+7Jv3z6l3uSv7vMkqVNt+i2tyMqVK2FgYICIiAi0bt1aZll6ejouXbqkVDn16tXD3LlzMXfuXNy9exdxcXEICwvDli1b8PTpUyxevBjAv+fr6tWrGr1uJduVtO1XSdJf/m00MjJCdnY2ysrK5AIa6nqx47333oO2tjbu37+vcDuSnkXvv/++Wrb3srCwMKSnp2P69OkYN26czLILFy5g27ZtSpWjpaWFwYMHY/DgwcjNzcXly5cRExODyMhIjB07FtHR0TAzM5Me2wULFpT7UgoR1R4MZpDGiGthzwwiIvpXkyZN0KBBA/z9998qrefs7IyePXsiNjYWR44cUZjH2toa58+fx6VLl+TG946Pj0dpaanC8eWrS+vWrWFqaoqrV68q/INeXe7du4cPPvhA7kFvWVkZEhISqmWbEsbGxvjggw9w+/Zt5OTkqBSUKCwsRGZmJtq1a6e2IVLi4uLkhqrJz8/HjRs3YGBgIHeMXlWVNqStrV2lt0Ulf7CXlpYqHFIMePHAf8WKFdi5cycMDAyQl5eH4ODgcvOnp6cjNTVVLkggeWj7ct3t7e1x8uRJ3L59Gx988IHK9X+ZZM4MVbi4uCgVzKhq+1blWLysYcOG8PT0hKenJ0aOHIkLFy7g1q1bCofaUYbkXFXHG8Xlsbe3x7Vr13Dp0iV0795dpXV1dXVhY2MDGxsbODo6Yvjw4YiNja1yMENynBMSElBSUiI3pvjFixcBoNLhUCXlxMfHY/DgwTLLJNe4KhS9FV8ZZYelcnV1xb59+3D69Gn4+fnJLJO8jevq6qp0WZcvX8bp06fh4ODwWmVVN1tbW2hrayM+Ph6FhYVqH8LI3t4eR44cwalTp1QaakqR122XTZs2xccff4z+/fujX79+SEhIUDgkn5GREdzc3ODm5gZTU1OsWrUKp06dkpvbojIVbc/Ozg5HjhxBQkKCUsEMVc+T5LeqvB5iitS2+7GKPHjwAO3bt5cLZJSWluLy5ctVKrNVq1Zo1aoV+vfvDzc3Nxw7dkwazLCzs0NycjIuXboEd3f3166/stq2bQsDAwPcuHEDBQUFcsEkSZt/+by0b98e8fHxuHr1KhwdHWXyq+v+0tDQEHZ2drhy5QouX74MJycnmeWSOSuUGS5MVffv3wfwojfVq+Lj46tUppmZGXr06IEePXpI5ym5cuUKunfvDjs7OwAvhjVjMIOo9uME4KQxJUKpWj5ERFQ9tLS04OzsjOzsbOkbqsqaOXMmdHV18cMPPyhcLnlo9MMPP6CoqEiaXlRUJF3n1Ydg1UlXVxdBQUF4/PgxFi5ciGfPnsnlefTokXRSzqqytLTE3bt3Zd6yFAQBa9asee2ylTFq1CiIxWJ88cUXCsf2z83NxbVr1+TSk5KSUFpaqvAP1ODgYFhZWUn/uFaWZIzzl61evRr5+fnw9vau9O36qrShevXqISMjQ6V6StYDoHDyaom6devC29sbN27cwI8//ggdHZ0KHyqXlpbi+++/l3no9ODBA2zZsgW6urr4+OOPpemjRo0CAMybN0/hG7qFhYUKx/NWRDJcpiofZR9MVLV9K3ssiouLcf78eem43BJisVg6H8DLb8/u2bMHVlZWmD17tlL1NzU1hZaWFtLT05XKrw7Dhw+Hnp4eFi9erDBwXFxcLPO2cVJSksI31CVpiia1VZaFhQW6dOmCtLQ0uXl1EhMTcfDgQZiZmaFXr14VltOzZ0+YmZnh4MGDcvOASK5xVUyZMkXlNqusoUOHAgB+/vlnmTklUlNTsX37dujr68tN9p6VlYWUlBRkZWXJpPv6+kJfXx/btm1DamqqND03Nxe//PKLzPZe3o6VlRU8PDyUrrM6NGjQAF5eXnj8+DGWLFki9/D76dOnMucpPz8fKSkpePTokVLlS+auCAsLU/igUZXvYVXbZVZWFhITE+XKKSwsxNOnT6Grqyt9YeH8+fMKf+8lb7Ircz2psj1fX1+YmppizZo1MnNaSZSVlcn8lqp6npT5rXpVbbsfq0izZs3w999/y/RYEAQBq1atUvrFm/v37yuc5yAvLw8lJSUy5zw4OBi6urpYtGiRwvvgV7+fAeDcuXOwsrKS/m5Xhb6+Pry9vZGfny83/9zdu3exdetW6OnpydwnDBw4EACwYsUKmXlEcnNzy50Lriok32ErVqyQGdYpMTERR44cQaNGjeQmzFYHS0tLAJDrpZeUlIQNGzYoXc7vv/8u98KCZAhW4N9r3snJCba2toiKipKZaP1lN27cQHZ2ttLbJqLqw54ZpDElZSWVZyIiohrl6emJI0eO4MyZMyqNRf/+++8jICBAZiiHlw0YMACxsbGIjo6Gt7c3evXqBS0tLRw7dgypqano16+fzB9pmjBx4kQkJycjLCwMJ06cgKurK8zNzfHkyRPcu3cPly9fxrRp01R+S/Nlo0aNwldffQUfHx94enpCV1cXly9fRkpKinQC0eo0ePBgXLt2Ddu3b0fv3r3x0UcfoWnTpsjNzUVqairi4+Ph6+uLBQsWyKx39uxZAIrfiJM8XCmvB0J53N3dERgYiH79+qFx48ZISEhAQkICLC0tMWPGjErXr0obcnNzQ1RUFCZMmIAOHTpAR0cHzs7OCicqfnW9w4cPY8qUKejWrRsMDAzQrFkzuZ4lw4YNQ3h4ODIzM9GjRw/pxLuKWFlZISkpCb6+vujSpQvy8/M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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 3.1957267542120725e-16\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2019-02-06 09:14:54.566 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Mon Feb 10 10:25:53 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|}{Mon Feb 10 10:25:53 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", "Mon Feb 10 10:25:53 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-10_09-08-01\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 (2019). *ePSproc: CH3I wavefn run, orb 20 ionization (Iodine 4d, A1), 1 - 60 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3660708. URL: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb20_A1.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{CH3I wavefn run, orb 20 ionization (Iodine 4d, A1), 1 - 60 eV,\n", " title = {ePSproc: CH3I wavefn run, orb 20 ionization (Iodine 4d, A1), 1 - 60 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3660708},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb20_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.3660708.svg)](http://dx.doi.org/10.5281/zenodo.3660708) [![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 }