{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3629717.svg)](http://dx.doi.org/10.5281/zenodo.3629717) [![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: DABCO, HOMO ioinzation (orb 31 A1P), 0.5 - 10.5eV\n", "\n", "- *electronic structure input*: DABCO_Jmol_E_cc-pVDZ_D3h_manual-third_c.molden\n", "- *ePS output file*: DABCO_0.5-10.5eV_orb31_A1P.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/DABCO/DABCO_0.5-10.5eV_orb31_A1P.html\n", "- Dataset: https://zenodo.org/record/3629717\n", "- DOI (dataset): [10.5281/zenodo.3629717](http://dx.doi.org/10.5281/zenodo.3629717)\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 DABCO, batch DABCO_0.5-10.5eV, orbital orb31_A1P\n", "- DABCO 1st attempt, HOMO ioinzation (A1P), D3h symmetry set correctly\n", "- E=0.5:1:10.5 (11 points)\n", "- Wed Apr 5 15:43:54 EDT 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 DABCO, batch DABCO_0.5-10.5eV, orbital orb31_A1P\n", " DABCO 1st attempt, HOMO ioinzation (A1P), D3h symmetry set correctly\n", " E=0.5:1:10.5 (11 points)\n", " Wed Apr 5 15:43:54 EDT 2017\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5416 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -15.5416 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.2798 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.1813 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.0193 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.0193 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8630 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.8630 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.8583 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.7096 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6739 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.6739 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.6730 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5664 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5664 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.5652 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.5399 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5399 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5236 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5236 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.4642 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.4521 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4521 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4168 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3090 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.6961050000 -1.2056890000 -0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 1.2056890000 -0.7782900000\n", "Z = 6 ZS = 6 r = -1.3922100000 0.0000000000 0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 -1.2056890000 0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 1.2056890000 0.7782900000\n", "Z = 6 ZS = 6 r = -1.3922100000 0.0000000000 -0.7782900000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 -1.2590500000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 1.2590500000\n", "Z = 1 ZS = 1 r = 1.6995240000 -1.2036220000 -1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 2.0736420000 -1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 -0.8700200000 1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 -1.2036220000 1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 2.0736420000 1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 0.8700200000 1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 -2.0736420000 1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 1.2036220000 1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 0.8700200000 -1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 -2.0736420000 -1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 1.2036220000 -1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 -0.8700200000 -1.1778700000\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/DABCO/DABCO_0.5-10.5eV/orb31_A1P_waveFn_3D_cart/DABCO_0.5-10.5eV_orb31_A1P.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/DABCO/DABCO_0.5-10.5eV/orb31_A1P_waveFn_3D_cart/DABCO_0.5-10.5eV_orb31_A1P.inp.out\n", "Expecting 11 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/DABCO/DABCO_0.5-10.5eV/orb31_A1P_waveFn_3D_cart/DABCO_0.5-10.5eV_orb31_A1P.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/DABCO/DABCO_0.5-10.5eV/orb31_A1P_waveFn_3D_cart/DABCO_0.5-10.5eV_orb31_A1P.inp.out\n", "Expecting 11 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 22 DumpIdy segments.\n", "Found 22 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 22 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 DABCO, batch DABCO_0.5-10.5eV, orbital orb31_A1P\n", " DABCO 1st attempt, HOMO ioinzation (A1P), D3h symmetry set correctly\n", " E=0.5:1:10.5 (11 points)\n", " Wed Apr 5 15:43:54 EDT 2017\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/DABCO/electronic_structure/DABCO_Jmol_E_cc-pVDZ_D3h_manual-third_c.molden'\n", "Initial state occ:\t\t [2 2 4 2 4 2 2 2 4 4 2 2 4 2 4 2 4 4 2 4 2 2]\n", "Final state occ:\t\t [2 2 4 2 4 2 2 2 4 4 2 2 4 2 4 2 4 4 2 4 2 1]\n", "IPot (input vertical IP, eV):\t\t 7.3\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 ['A1P']\n", "Orb energy (eV):\t\t [-8.40831828]\n", "Orb energy (H):\t\t\t [-0.309]\n", "Orb energy (cm^-1):\t\t [-67817.66109512]\n", "Threshold wavelength (nm):\t 147.4542152961329\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[ 1. 0.97770607]\n", " [ 2. 0.98022661]\n", " [ 3. 0.97209336]\n", " [ 4. 0.97209336]\n", " [ 5. 0.97245283]\n", " [ 6. 0.97245016]\n", " [ 7. 0.97245016]\n", " [ 8. 0.97374108]\n", " [10. 0.9883319 ]\n", " [30. 0.9888824 ]]\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 DABCO_0.5-10.5eV_orb31_A1P.inp.out, pType=a, thres=1.3021723400226355, 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 DABCO_0.5-10.5eV_orb31_A1P.inp.out, pType=phaseUW, thres=1.3021723400226355, with Seaborn\n" ] }, { "data": { "image/png": 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laM4fPc2RSs00M4X36y8z3+985pOvzOXz+36+8+bNg66uLqKjo2FsbIzZs2fLlbOBgQEMDAwAAOvWrYOLiwvMzc3lilGfOXPmyFrhicViCIKAxMRExMXFITk5GcbGxpg2bZpSn7MpVB3EmZeXB2tr62pjeXl51ebIq2pNCgoKGpEhKRPXpHF27dqFwMBA9O7dG2FhYQp/0KnC9VAukUiEgQMHIjo6Gjk5OQ06O+t1XBP5lZWVYfXq1ejXrx/Mzc1rtBwtLS1FVlYW9PX15Tr7pArXRHkEQYCZmRlu376tcAyuh2KqrhA3NjauMVZ1X1FRkUKxuSaNJ5VKER8fDx0dHbl3A9SGayK/yMhIlJWVYejQodXuFwQBQ4YMwb/+9S9cvXq1WquthuJ6KG7QoEEYOHAgbt++jb/++guWlpZo37697ALL1z8/NhTXRLk++OADZGZmoqysrEabs6rP9I3ZqVT1nprr9fZjgYaImhUbGxusWbMG8+bNg7GxMSwsLGoczCkIAiIjI5X6vGlpaYiKioKtra1S4zbGokWLkJaWhh9++AGhoaFo3749BEFAXl4eysvLYWdnh4ULFwKo/JJFEAS5riyTSCRwcXHB1q1b8fjxYwQEBKBHjx7o3bs3Ro8eDQ8PD+Tm5jY4XmJiIoDKgwYFQYAgCLh8+TIuX778xseNGjWqwc8BACYmJoiNjUVAQADi4+MhlUqRlJQEAOjTpw9WrVqFNm3ayBWzOXJwcEBsbCyuXLmCvn37Vhur2lmlyA4kALIv6RT5Qo5Ug2uiuO3bt2PTpk3o378/tm7dCh0dnUbH5HooX2lpKYDKs9kUwTWRX2lpKQoKCnD27Nla25VeuXIFgwcPhoeHBzZt2iR3/MzMTAC1f7FN8qmoqEBOTk6j/n1zPRTTvXt37Nu3D//9739rjFXd19DDm1/HNWm81NRUZGdnY+TIkWjdunWj4/G1RH75+fkAUGsr7BcvXgCoPNdVEfwdaRxNTU3Y2dnJbpeVleH8+fPo1KmTXBduvoprolwODg64c+cOfvvtN7i4uFQbu3r1KszNzRV+jQG4Xu8SFmiIqFk5ffo05s+fj4qKChQXF8tVIKhPXW2vioqKUFxcjBYtWmD9+vUKxT5y5Aj27NmDzMxMFBYW1hgXBEHusypEIhHi4uIQExODEydOIDs7GwDg6OgINzc3jB8/XnYVhq6uLrZs2SJX/MzMTCxYsECWH/D/N9cikQheXl6IjY3FhAkTGhRv6dKlEAQB7u7u0NbWlt1+0zk0giDIXaABKq8U2bFjBwoKCnDnzh1IpVJ07NgRJiYmcsdqrtzc3LBmzRpIJBL4+vrKtqnn5eXh6NGj6NGjh+xsmpKSEuTm5sLAwKDa38Hjx4/Rtm3banFLSkpk5wQNHDhQTT/N+4droh7h4eEICgrCgAEDsGXLlloP4AS4Hury6NGjWr/0ysnJQUpKCgwMDGRXdHJNVE9PTw8//PBDrWPz58+Hra0t5s6dCzMzMwDAkydPkJ+fj7Zt28LQ0BBA5ZdvJSUlst2xVQoKCrBz507o6OigT58+qv1B3iG1/fsGgG3btqGwsBAjRoyQ3cf1UA+xWIzWrVsjKSkJs2fPlr3fKi4uRmJiIrS0tNCvXz8AXJOmIJFIAKDOi9D4WqJ6NjY2OHv2LA4cOAAHBwfZ/eXl5Th06BA0NDRkF43xd6RpBQUFobCwEMuWLZPdxzVpWiNHjkRiYiJ27txZrUCTkpKCrKysGh1LCgoK8PjxY5iYmMjW59mzZ9DU1KxxEdrdu3cRHx+Pdu3a8UytdwALNETUrHz//fcwNjZGaGgo7O3tlRq76guIVwmCgK5du+LDDz/E2LFja51Tn927d2P9+vUQiUTo3r17rR+8FaWtrQ1fX1/4+voqLWYVDQ0NWRugqrNsXm3hYGpqinv37jU4XlRUFADIviCtuq1KhoaGsjea7xqRSISvvvoKK1aswLhx4zB27FiUl5fLzj1avny5bO61a9fg4+MDT09PBAYGyu738PCAs7Mz7OzsYGRkhNzcXCQmJiI3NxdTp05Fly5dmuJHe2tV/d0BwP379yGVShEaGiobnzNnjuzPXBPVi46ORlBQEIyMjDBo0CAcPXq02ri+vr6s3QbXQz3Cw8Nx7tw5/P3vf5e1XLhz5w4SExPx7NkzBAYGyj5cck1UT0tLq0ZLmle1a9eu2nhycjKWLVuGefPmwd/fH0DllwJisRhisRhWVlZo06YNsrKyEB8fj6KiInz77bfv1MURqhYWFoarV6/C1dUVZmZmKC0txa+//oozZ87AysoKc+fOlc3leqiHgYEBvvnmG3z11Vfw8vKStQ9OSEjAgwcP8MUXX8DU1BQA10TdCgoKkJycDCsrqzoP0OZriepNnjwZSUlJ2LdvH/Ly8tC/f3+UlJTg0KFDuHHjhuzsE4C/I+o0dOhQiMVidOzYESUlJThx4gQuXryI8ePHV7sAkmuifPJ8JuzTpw+GDx+On376CbNmzYJYLEZOTg4iIyNhZWVVozV7dHQ0QkJCsG7dOnz66acAKnf+TZ8+HQMHDkSnTp3QsmVL3L59GwkJCSgrK8PGjRvrvEiN3h4s0BBRs3L37l18+eWXSi/OAMCePXuUHhMA9u7di27duiEqKqrR5x5UKSkpQb9+/TBjxgzMnDlTKTFfZ2pqivv37wOoLKqYmpriypUr+OSTTwAAv//+O0QiUYPj9ezZ8423lS09PR3Hjx9HVlYWBEGApaUlBg0ahG7duqn0edVp7NixEIlEiIiIwMaNG6GlpYUePXrgiy++aNDvyPDhw3Hx4kWkpqbi6dOn0NfXR9euXbF06VK1n/H0LkhISMDFixer3ffq1emvvhmvC9dEedLS0gBU7tr4+uuva4ybm5vX2w+d66FcAwYMwIMHD3Ds2DEUFBTgxYsXMDExwT/+8Q9Mnjy52pW3deGaNC+6uroYPHgwrl27hpSUFDx79gytW7eGk5MTfH190atXr6ZO8a3i6uqKP/74A0lJSXj8+DE0NDRgaWmJ2bNnY9q0afUe6sz1UI1Ro0ahbdu22L59O0JCQlBRUQFbW1sEBQXJ3hfXhWuiOklJSSgvL5erhXMVvpYoj5mZGeLj4xEaGopz587hzJkz0NLSgo2NDVatWlXtTNTa8HdENRwdHXHs2DHk5+dDS0sLXbp0webNmzFs2LB6H8s1aRx5PxMGBgbC1tYWBw4cwMqVK9GmTRuMGDECCxYsqPd1H6hsydi7d29cunQJhw8fRmlpKQwNDTFgwABMnToVXbt2Vc4PRk1KkL6p9wwRkZpVte6aMmWKyp6jpKQE9+/fR2FhYa3tt17vDVqfv/3tb1i6dGmDW4E1lLOzM5YsWaLQh5KGWLFiBa5duyY7OyYwMBB79uyBt7c3KioqEBcXh1GjRmHNmjUqeX5FSaVSrFy5Evv376+xfoIgYPTo0Vi5cqWsbRsREREREREREVFzxB00RNSseHl54dChQ/Dx8UGLFsr9L6qkpASBgYE4cOCA7EDDV0mlUgiCgIyMDLnimpmZobi4WFlpyjg6OiI9PV3pcatMnDgRZ8+eRWlpKXR1deHv748bN24gOjoaQGWBaOHChSp7fkVt27YNsbGx6Nu3L6ZPnw4bGxsAwK1bt7Bjxw5IJBKYm5urbOcRERERERERERGRMnAHDRE1K6mpqQgKCkJ5eTkmTpyIDh06QFNTs8Y8eXe5AMCyZctw8OBBiMViuLi41Nm+y9PTU664u3fvRkJCAg4ePKjUotJ//vMf+Pn5YeXKlXB3d1da3Prk5+ejRYsWzfZsFzc3N5iamiIqKqrGLpmKigpMmjQJeXl5SElJaaIMiYiIiIiIiIiI6scCDRE1K6+fq/H6F/CK7nIBKos6bm5uWLduXaNyfN3FixcRFBSE0tJSpRaVZs2ahczMTGRlZeGDDz5Ax44doaurW22OIAgICwtTKO/09HRYWFigdevWtY4/efIE9+7da3Y9TR0cHLB48WJMmjSp1vGoqChs2rQJ165dU3NmREREREREREREDccWZ0TUrCi7ePIqqVQKJycnpcf18fGR/Xn58uVKKypduXIFgiBAJBKhpKQE169frzGnMeeseHl5YcOGDfDw8Kh1/MyZM1i4cKFCxTBVMjMzw19//VXn+JMnT2BmZqbGjIiIiIiIiIiIiOTHAg0RNSvytheTh7OzM27cuKH0uKoqKl24cEElcavUt4Hy5cuXjSoAqcr48eMRERGBsWPHwsjIqNpYfn4+9u/fjxkzZjRRdkRERERERERERA3DAg0RvTcWLVqESZMmoWfPnhgyZIjS4qqyqKRqbyrApKen13lOT1MyMjKCkZERhg0bhk8//RTW1tYAgNu3b+PgwYPo2LEjDA0NceTIkWqPU+c5PkRERERERERERPXhGTRE9F45efIk5s2bB2NjY1hYWEBDQ6PauCAIiIyMbKLsVC8mJgb79u0DANy6dQumpqZo1apVjXlFRUV4+PAhRowYgfXr16s7zTd6/Zyi2giCUG2HkKLnFhEREREREREREakKd9AQ0Xvj9OnTmD9/PioqKlBcXIzc3FylxX7+/Dl27dqF48eP4969ewAACwsLDBkyBH5+ftDR0VEobn5+Pvbu3YurV6+iqKgIFRUV1cYFQcChQ4caHK9FixbQ1taWPVZTU1N2+9WYnTp1wqhRo5plq7Dt27c3dQpERERERERERESNxh00RPTeGDlyJJ48eYLQ0NAG7cJoqKdPn2LSpEnIyMiAnp4eLC0tAQDZ2dl49uwZunTpgqioqFp3qrxJVlYWvL29UVRUBHNzc2RnZ8PCwgIFBQUoLi6GmZkZ2rZti4SEBIXytre3x8aNG+Hh4aHQ44mIiIiIiIiIiEhxGvVPISJ6N9y9exc+Pj5KLc4AwNatW5GRkQF/f3+kpqYiKSkJSUlJSE1Nxeeff47ff/8doaGhcsfdsmULysvLER8fj/379wMAvvvuO1y+fBmLFy9GWVkZNm/erHDe//73v9/Kc1kSExPx/Pnzpk6DiIiIiIiIiIioUVigIaL3homJSY0WYcqQnJyM4cOHY+7cudDV1ZXdr6Ojgzlz5uCTTz7BsWPH5I574cIFjB49Gl26dIEgCLL7BUHA1KlT8dFHH2HTpk0K592yZUtoamqivLwc58+fh0QigUQiQWpqKsrLyxWOq2pLly5F//79sXr1aty4caOp0yEiIiJSmuDgYNjZ2eHChQtNnQoRERERqQHPoCGi94aXlxcOHToEHx8ftGihvP/+Hjx4gB49etQ57uzsjOPHj8sdt7CwEFZWVgAALS0tAEBJSYls3NXVFcHBwXLHfdWJEycQEBCAP//8E1UdLwVBQLt27RAQEAA3N7dGxVeFdevWQSKRYO/evYiOjoajoyPGjBkDd3f3agUyIiIioqZmZ2dX75yoqCi4urqqIRsiIiIiam5YoCGi94ajoyNSUlLg5eWFiRMnokOHDtDU1Kwxz8XFRa64rVu3Rk5OTp3j2dnZMDAwkDtfQ0NDFBUVAQD09fWho6OD3Nxc2Xh5eXmjWn1dvnwZ8+fPh76+PqZMmQJbW1sAwM2bNyGRSLBgwQLs3r0bzs7OCj+HKnh6esLT0xN37txBXFwckpKS8PXXX2Pt2rXw8PDAmDFj0Llz56ZOk4iIiEhm3rx5dY6Zm5urMRMiIiIiak5YoCGi94afn5/sz8uXL6/WNgwApFIpBEFARkaGXHF79uyJmJgYDBkyBA4ODtXG0tLSsG/fPgwYMEDufK2trWUtvARBgIODA/bv3w93d3dIpVLEx8fjww8/lDtulbCwMLRr1w7x8fEwMTGpNjZ58mR4eXkhLCwMERERCj+HKllZWWHp0qVYuHAhkpOTERcXh9jYWMTGxqJbt24YM2YMhg8fDj09vaZOlYiIiN5z/v7+TZ0CERERETVDLNAQ0Xtj3bp1Konr7++PU6dOwdvbG/3794e1tTUEQcCtW7dw9uxZtGzZ8o1XTdbl448/xvbt21FaWgpdXV3MmjUL06dPR79+/QBUFpQ2b96scN7Xrl3D5MmTaxRngMrzesaMGYPIyEiF46uLlpYW3N3d4eTkhM2bNyMpKQlpaWlIS0vDhg0b4Ovri5kzZyq1rR0RERGROuXm5mL69OnIysrCmjVrMHLkSNlYXl4etm3bhlOnTuHBgwfQ19eHk5MT5syZU+PiISIiIiJqXvhtFRG9Nzw9PVUS18rKCtHR0Vi9ejVOnTqFU6dOycZ69OiBb7/9VnaWjDx8fX3h6+sru923b19ERkbixx9/hKamJgYPHozevXsrnPfz588hEonqHBeJRI1qoaYOL1++xMmTJyGRSPDrr7/i5cuXcHV1hbe3N7S0tBAVFYWQkBA8fPgQAQEBTZ0uERERkdyuX7+O6dOno7i4GNu2bUOfPn1kY+np6ZgyZQqKiorQr18/DB48GI8fP8aJEycwfvx4bN26FR9//HETZk9EREREbyJIq06FJiKiRisoKEBOTg6kUiksLCxgaGgo1+MvXboEa2truR+nCA8PDxgbG2Pnzp21jvv5+eHRo0f48ccfVZ6LvLKysiCRSJCYmIg///wTIpEInp6eGDt2LDp16lRtbkBAAI4ePYoLFy40TbJERET03rKzswNQ9xk0Ojo6mDFjhux2cHAwQkJCEBUVBVdXV5w7dw7+/v7Q09PDjh07YG9vL5v74sULDBs2DHl5eYiIiEDPnj1lYw8ePICXlxekUilOnjwJbW1tFf2ERERERNQY3EFDRKREhoaGjSqu+Pj4YMOGDfDw8FBiVrUbOXIkNm3ahIULF2LOnDmy82zu3r2L0NBQnD9/HosWLVJ5HvKaNGkSLl++DKlUCicnJyxevBjDhg2r84sHZ2dnxMbGqjlLIiIiov8LCQmp9X4DA4NqBZpXJSUl4ZtvvoGlpSV27NgBMzOzauO//PIL7t27hylTplQrzgBA+/btMW3aNKxduxapqancRUNERETUTLFAQ0SkgOLiYnz++efo3r37Gw99DQ4ORlpaGrZs2QJdXd1646pzU6Ofnx9+++03HD58GEeOHIGmpiaAyrZhUqkUgwcPhp+fn9ryaaiMjAyMGzcO3t7esLW1rXd+r169sH37djVkRkRERFS7GzduyDU/KioKKSkp+OijjxAWFlZrW9qrV68CqDyfJjg4uMZ4ZmYmAOCPP/5ggYaIiIiomWKBhohIARKJBBcuXMB33333xnmenp4IDw9HQkICJkyYoKbsGkZTUxPBwcFISUlBcnIysrOzIZVKYWlpiUGDBkEsFjd1ijKvtn47c+YM9PT0GvxYIyMj9O/fX4XZERERESlX1W7h3r1713lmYGFhIQDg559/fmOsZ8+eKT0/IiIiIlIOFmiIiBSQkpKCAQMGwNzc/I3zOnToALFYjOPHjzeLAk1tZ9yIxeJmVYypzaut3+QpzhARERG9jdasWYNt27YhJCQEL1++xIIFC2rMMTAwAACEhoY2+/dyRERERFQ7FmiIiBRw8+ZNzJ49u0FznZyc8M9//rPBsePi4nDu3LkGzRUEAWvXrm1wbHWecaNM6mz9RkRERNTUDAwMsHPnTsycORNhYWEoKyvDkiVLqs1xdHQEULnbhgUaIiIiorcTCzRERAooLi6us93E60QiEZ4+fdrg2JcuXcKlS5caNFfeAg0LHURERERvffK0LAAAA0tJREFUh1atWmHHjh2YPXs2IiIiUFZWhuXLl8vGxWIxLC0tERMTg169etV6zsyVK1dgb2/PHchEREREzRQLNERECjAwMMDDhw8bNPfRo0do1apVg2PPmjULffr0UTQ1IiIiImpmgoOD6xxzc3ND586dax3T09NDeHg4/P39sWfPHpSVlWHlypUQBAFaWloIDg7GtGnTMGPGDDg5OaFz587Q1dVFXl4e0tLSkJ2djbNnz7JAQ0RERNRMsUBDRKQAOzs7nDlzBjNmzKh37unTp2FnZ9fg2NbW1ujZs2dj0nsnqbL1GxEREZEqhYSE1Dlmbm5eZ4EGAHR0dBASEoIvv/wS+/fvR1lZGdauXQsNDQ3Y29sjKSkJu3btwi+//IIDBw5AQ0MDxsbG6NKlC/z9/dG2bVtV/EhEREREpASClP1uiIjkFhMTg1WrVuH777+Hu7t7nfMOHz6MRYsWYcWKFRg3bly9ce3t7bFx40aVnRFjb28PFxcXdOjQoUHzm0uhw97eXq75giAgIyNDRdkQERERERERERE1HnfQEBEpwMvLCzExMViyZAnS09Ph7e0NCwsL2Xh2djb27duHqKgo2NjY4LPPPmvCbKtT5Rk3qsTWb0RERERERERE9C5hgYaISAHa2toIDw/HzJkzERERgZ07d0JfXx+tWrXC06dPUVxcDKlUChsbG4SHh0NbW7upU5Z5WwsdbP1GRERERERERETvEhZoiIgUZG5ujgMHDkAikeDnn3/GzZs38ejRI+jr68PZ2RlDhw7F6NGj5SrOXL9+XYUZV2Khg4iIiIiIiIiIqOmxQENE1Aja2tqYMGECJkyY0NSpEBERERERERER0VtEo6kTICIiIiIiIiIiIiIiet9wBw0RETV76mj9RkREREREREREpE6CVCqVNnUSRERERERERERERERE7xO2OCMiIiIiIiIiIiIiIlIzFmiIiIiIiIiIiIiIiIjUjAUaIiIiIiIiIiIiIiIiNWOBhoiIiIiIiIiIiIiISM1YoCEiIiIiIiIiIiIiIlIzFmiIiIiIiIiIiIiIiIjUjAUaIiIiIiIiIiIiIiIiNWOBhoiIiIiIiIiIiIiISM1YoCEiIiIiIiIiIiIiIlKz/wFuqYVyvCcbigAAAABJRU5ErkJggg==\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/DABCO/DABCO_0.5-10.5eV/orb31_A1P_waveFn_3D_cart/DABCO_0.5-10.5eV_orb31_A1P.inp.out_BLM-L_2020-01-22_16-43-11.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": "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 DABCO_0.5-10.5eV_orb31_A1P.inp.out, pType=a, thres=0.13235317627494037, 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", "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/DABCO/DABCO_0.5-10.5eV/orb31_A1P_waveFn_3D_cart/DABCO_0.5-10.5eV_orb31_A1P.inp.out_BLM-V_2020-01-22_16-43-11.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": "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 DABCO_0.5-10.5eV_orb31_A1P.inp.out, pType=a, thres=0.14382687180333495, 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 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 (0.3024707603351071-1.0870136667627681e-17j)\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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data (No filename), pType=a, thres=0.030247076033510713, with Seaborn\n" ] }, { "data": { "image/png": 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69WpjmYjAYDAgJSUF3bp1A4CrXpTWjuPPxFJaWmr2Dx+oHtimLhGpt/xqrmebuuvLlQHCrraf69mmsfu51j4as41Go0FJSUmTYiHrwnrmjxhbop65Hi+99JLx9169egEA3njjDZPyGhs3bkRhYSEefvhhs2VNqWe++OILTJkyxeTz6969O1atWoUFCxZg4cKFUCqVmDNnDry9vaFUKgFUX/BWVlbiww8/xB133AEAWLt2LXx8fLBjxw6MGjXKuL/169ejsLAQR48exXPPPYf33nsPzz//vFks7777LtauXYudO3ca4zEYDACAcePGYf78+cbPJjo6Gp988gmGDh1qso/S0lKsWbPGLMG54447sGTJEsyYMQNTp06Fvb09Xn75Zezdu9d4TtR21DQK1vbCCy80mNheS+1GQQDo3LkzPvzwQwwdOhQrVqwwfh9rGgWvZsaMGXjwwQevuo6/v3+Dy+prFLxeY8aMwQMPPIDg4GCkpKTg5ZdfxogRI3D48GHY29ubrV9fA1R9DXOurq5QqVT1Ns6lp6fjp59+wpo1a4xlTk5OiIyMxJtvvolu3brB29sba9euxYEDB9C5c2cApg1mb731Fv7xj39gy5YtGD9+PHbs2GHyb3358uV4/vnnUVxcjLCwMGzbtg0qlarez2D//v346quv8MMPPxjLkpOTsXfvXqjVanz77bfIysrC008/jZycHHzxxRdm+zh48CCOHz+OqKgoY1lYWBiCg4OxcOFCfPrpp9BqtVi6dCkyMjJMGubmz5+PgQMHYty4cfXG5+TkhJ07d2LcuHHGhu0uXbrg559/hq1tdQo4atQozJ8/H4888giGDx+OxMRELFu2zPh5d+jQoVHnlJycjF9//RVTpkzBjz/+iISEBMycORN6vR6vvPJKvfG1dUyi2zmtVtvgHRobm+oHEWqSNgAmI5vWx2Aw4KmnnsKcOXPMlgUFBZkc91oWLVrU4J2QGj/99BMGDx5c7zIPDw/ExcWZlPn4+CAzM9Ns3cuXL5tV1LW3qbkjUvsu0aVLl0wq+2vx8fExq/QvXboEW1tbuLu7N2kbwPzO8tWOC1T/Z+Tr62uyn4b24eHhAaVSWe+x626Tk5MDT0/PRsVC1on1TLWWqGeay4ABA1BQUIDMzEyzmP/v//4Pd999t9mdjYbqq/rOec+ePTh9+jTWr19vtmzy5MmYPHkyMjMzodVqoVAosHTpUnTs2BEAjPVYeHi4cRtPT094eHgYR82uUXOHKDw8HFVVVXjyySfxzDPPmCSv7733HhYtWoTt27cjIiLCWO7h4QFbW1uT4wBAt27dTO721NiwYQNKSkrqbVxYsGAB5s+fj/T0dLi6uiI1NRULFy40nhO1HdbYKHg9JkyYYPy9R48e6NevH4KDg/HDDz+YPH1Sc9z6GqCApjVI/vvf/4aLiwv+8pe/mJR/+eWXeOyxx+Dv7w+lUok+ffpg8uTJiImJAdC0BrMpU6bg9ttvR3p6Ot577z08+OCD2Ldvn9nnduLECYwbNw6vvPIKbr/9dmO5wWCAQqHA6tWrodPpAABLly7F/fffj48//hgajcZkP1FRUejRowduueUWY5mdnR2++eYbTJ8+HW5ublAqlRg5ciTGjBljXGfz5s349ddfERsba/Y51SgtLcVjjz2GQYMGGZ+Uee+993DnnXfi0KFD0Gg0eOKJJ5CUlIS7774blZWVcHZ2xty5c/Haa6+ZNGxe65wMBgO8vLzw2WefQalUom/fvkhLS8OSJUvabRLNx7mtWE1iVLtV68iRI1fdpk+fPjhx4oTx8cnar4Za6hryZx+z7N27N06dOmVycR4ZGYn8/HyTaUwOHDiA/Pz8Bi9U+/btCzs7O2zbts1Ylp6ejuPHjzfp4jYyMtJkHwCwdetW9OvXD3Z2dg1us3v3bpNHFLdu3Qo/Pz906NChUcft2LEjfHx8TI5dUVGBXbt2NRi/SqVC3759zeLdtm2b2TbHjx9H7969GxULUV2sZ6o1Vz3TXGJjY6FWq+Hi4mJSnpKSgh07dpg9yg00XMfVF39UVBT69u2Lnj17NhiDt7c3HB0dsX79eqjVauOFaM1UYqdPnzaum5OTg6ysLOMjiPUREVRWVpr8rZYsWYI333wTW7ZsMfs7q1Qq3HzzzSbHAYAzZ87Ue5yoqCiMHTu2wUZFhUJhnGZw7dq1CAwMRJ8+fRqMl1qnmkbB2q+axPXPNArWrnOOHj2KhIQEdOrUyeS41/JnH+f28PBAbm7uNY9zPXx9fREcHIyEhASzZQ01QNXXMJebm4vKykqzxjkRwRdffIGpU6ea/T/QqVMn7Nq1C0VFRTh//jwOHjyIyspKYyPW1RrM6jbM6XQ6dO7cGUOGDMGGDRtw6tQps6n84uPjMWLECDzxxBNmT/P4+vrC39/fmGzWHEdEzKY0LCkpwbp16/D444+bfWZ9+/bFkSNHkJeXh/T0dGzZsgXZ2dnGc/r111+RlJQEFxcX2NraGu8s33fffRg2bBgAYM2aNUhNTcXKlStx8803Y8CAAVizZg1SUlLw3XffAaiut/7xj3+gqKgIZ8+eRUZGhjGhr7kObcw5+fr6okuXLiYNmN26dUNGRoZZN5x2owX7X1MLa2iUycuXLxvXqRn978SJE7Jr1y655ZZbrjpAxtGjR0Wj0cjTTz8tsbGxcubMGfnuu+9MRlIMDg6W999//4afX830S3FxcSblo0ePloiICNm/f7/s379fbrrpJpOpZy5cuCBdu3aVAwcOGMtmzJghAQEBsn37domJiZERI0Zc9xRX8+fPl/j4eImKijKb4qru1BJ5eXni7e0tkyZNkri4ONm4caM4Oztf1xRXOp1ONm7cKHFxcTJp0iSzKa5GjBhhMtpizRRXUVFREh8fL/PmzROtVmscrKNGcHCw/Oc//2lSPGQ9WM+0bD0jUj2adWxsrPTt21cmT54ssbGxcuLECePyjRs3SteuXY3vN2/eLJ999pnExcVJYmKifP755+Ls7Gw2EKKIyEsvvSR+fn71xrRv3z5RKpXyzjvvyMmTJ+Wdd94xm+JKpHrqPgcHB1mxYkW98X/00Udy+PBhOX36tPzrX/8SjUYjH3zwgck648aNk+7du8u+ffskLi5O7r77bgkPDzcOWvPf//5X1q9fL/Hx8ZKUlCRfffWV+Pv7y5QpU4z7+Mc//iEqlUo2bNhg8t2sGRm45rOys7OTzz77TBISEuSjjz4SpVIpe/bsMYknISFBFAqF/PTTT/We07vvvivHjh2T48ePyxtvvCF2dnYmA/zU932YOnWqyWwIdf9u1PKuNVhWSUmJADCZtmfr1q1Xrc8mT55sNqVUXY2tz7Kzs40DKTb0qj11XV1ff/21uLq6Njj7R1MGFqsrKyvLOCBgXUOHDjWbxk7kj4HF0tLSjGXr1q2rd2Cxms+1bl1cn5ycHNHpdPLpp58ayyIjI80GFvvLX/4ikyZNanA/5eXlotFojIMeiogcP35cvLy85Lnnnqt3m08//VQ0Go1JPbNp0yaxsbEx+9usXLlS7O3tJSsr65rndObMGbGxsZGff/5ZRKqnE4yLizN5AZAPPvjAODDthx9+KD4+PiZ/78rKStFqtSYDPtY1depUiYyMbNI5LVy4UIKDg00GrFy2bJn4+vpe89zaKibR7VhDc+vV/k86Pj5eBgwYIBqNRnr16nXN/wxEquecu/3228XR0VG0Wq1ERETI22+/bVzeUhe3IiITJ040m5IpOztbpkyZIk5OTuLk5CRTpkwxib9mdM3ao6aWlpbKrFmzxM3NTTQajdx9991mI8EGBwebTKlQn507d0rv3r1FpVJJhw4dzC4iX331VQkODjYpO3bsmAwePFjs7e3Fx8dHXnvtNZMKr+ZvkJKS0uBxDQaDvPrqq8a5+YYMGWL2H0198X/88ccSHBwsKpVK+vTpI7t27TJZHh0dLS4uLlf9T5msG+uZlq9n6vu8a9crK1eulNpt5D/99JP06tVLHB0dxcHBQXr06CHLli2TyspKk/1WVVVJQECAvPjiiw0e++uvv5auXbuKnZ2dhIWFyTfffGO2Ts0FV15eXr37mDp1qri5uYlKpZKIiIh6G+ny8/PlscceExcXF3Fzc5N7773X5LNat26d9OnTx/j9CA8Pl0WLFklpaalxneDg4Ho/q7qfb1RUlISGhoparZaePXvKpk2bzOJZuHChBAQENDii+fDhw0Wn04larZb+/fvLjz/+aLK8vu/D0KFDTebhrvt3o5ZnrY2CZ8+eldjYWHn99dfF0dHR2FBXO2nq2rWrcUaPwsJCeeaZZyQ6OlpSUlJkx44dEhkZKf7+/mbTul2tAapmiqvbbrtNYmJiZPv27RIQEGDy2dR46KGHTOahrm3Lli3y008/SXJysmzdulV69uwpt9xyi8lI0ddqMEtKSpJFixbJ77//LmfPnpXo6GgZN26cuLm5GafBOn78uHh6esqUKVNMvh+XLl0yHqewsFACAgLk/vvvN35HOnfuLI8//rhZ3LfeeqtMmDCh3nP66quvZMeOHZKUlCSbNm2S4OBgGT9+fL3r1kCd0blPnjwp9vb28te//lXi4+Pl+PHj8tBDD4lOpzM2XFy+fFlWrFghJ0+elNjYWJkzZ46o1WqTBr/GnNO5c+fE0dFRZs2aJadPn5bvv/9evLy85K233jKuU/dGUmMaF1sz1tbUph07dky8vLxu+FycJSUlolar5ddff72hx6nPypUrJTQ01CLTBtx///0miQuRNbKGeoaIrLdRsKHzrt3og1rT0JWUlBinhbOzs5OgoCCZNm1avdPQXasB6uzZs3LXXXeJRqMRNzc3mTVrlpSVlZmsk5eXJxqNRj777LN697F+/XoJCQkRlUolPj4+MnPmzHob8a7WYHbx4kUZM2aMeHl5iZ2dnQQEBMjkyZPl1KlTxnVeffXVazZiilQnryNHjhSNRiMBAQGyYMECs5sRNdNYbd26td5z+uCDDyQgIMD4+b700kvXnD+8bhItUv2kxKBBg0Sn04mrq6uMGDFC9u/fb1x++fJlGTBggGi1WnFwcJDbbrvN7Omixp5TdHS09O/fX+zt7SUkJETefvttk6ea6t5IakzjYmumEKnVsYOoDVq1ahX69OmDm2666YYdY8uWLfjoo49MRmBsKRMnTsR9992HBx54oEWPW15ejiVLluCZZ54xGwiDyNq093qGiKxDXFwcRo4cicTERDg5OVk6HKI2i0k0EREREZGVaIlGQaL2jkk0ERERERERUSNxiisiIiIiIiKiRmISTURERERERNRITKKJiIiIiIiIGsnW0gH8GQaDAWlpaXBycoJCobB0OERkZUQEhYWF8PPzg43NjWuTZF1HRJbEuo6IrEVj67s2nUSnpaUhMDDQ0mEQkZU7f/48AgICbtj+WdcRUWvAuo6IrMW16rs2nUTXzG93/vx5ODs7WzgaIrI2BQUFCAwMvOFzbbKuIyJLYl1HRNaisfVdm06iax71cXZ2ZmVLRBZzox87ZF1HRK0B6zoishbXqu84sBgRERERERFRIzGJJiIiIiIiImokJtFEREREREREjcQkmoiIiIiIiKiRmEQTERERERERNRKTaLJqJ9MLcKmgzNJhEBERERFRG9Gmp7gi+jO2x2fi8f/8DgDo4u2IQaEeGNTJA/1D3OCktrNwdERERERE1BoxiSar9WNcuvH3M5lFOJNZhJX7UqG0UaBXoAsGhXrg1lAP9Ap0gcqWD20QERERERGTaLJSIoI9iVkAgOVT+kABYG9iFvYlZiE1uwSHz+bi8NlcfPhLAhxUStzS0Q23hnpgUKgHuno7wcbm6hOwExERERFR+8QkmqzS6cxCXC4sh9rOBrd184K9rRJjbvIFAJzPKUF0Uhb2JmYjOjEL2cUV2Hn6MnaevgwA8HBUYWCn6rvUA0PdEeDqYMlTISIiIiKiFsQkmqzSnjPVd6EHhLjD3lZpsizQzQET3IIw4eYgGAyC05mF2JeYhb2JWTiQnIOsogpsPpqGzUfTAAAd3B2Mj35HdnKHi4Oqxc+HiIiIiIhaBpNoskq7E6rvKg/u7HnV9WxsFOjm64xuvs54fHAIKvQGxJ7Lxb6kbOxLzKxXUy4AACAASURBVMKR83lIzS5BavY5rD5wDgoFcJO/zphU9w12hdpOedVjEBERERFR28EkmqxOWWUVDqbkAACGdPZo0rYqWxv0D3FH/xB3LLi9CwrLKnEgOQd7E7MQnZSFM5lFOHYhH8cu5GPFziSobG1wcwdXDAr1wD0Rfgh046PfRERERERtGZNosjqHUnNQrjfAx1mNUC/HP7UvJ7UdRoZ7Y2S4NwAgs6Csuj91QvWd6oyCMuxLzMa+xGys2JmE72ffimB3bXOcBhERERERWQCTaLI6exKq+0MP7uwBhaJ5R9n2dlbj3t4BuLd3AEQESZeLEZ2UhTUHzuFURiFmr43FhhkDOWUWEREREVEbxSt5sjq7z1T3h761iY9yN5VCoUColyMejuyALx65GS4Odjh2IR//2HLqhh6XiIiIiIhuHCbRZFUuFZbhVEYhAODW0BubRNfm56LBe/f3BABE7U3BtvjMFjs2ERERERE1HybRZFX2JVY/yt3D3xnujvYteuyR4d6YfmtHAMCzXx/FxbzSFj0+ERERERH9eUyiyarUzA99ramtbpQXRochIkCH/NJKzFkbi8oqg0XiICIiIiKi68MkmqyGiGB3rUHFLEFla4N/TeoDJ3tbHD6bi/e3nbFIHEREREREdH2YRJPVOJVRiKyicmjslOgb7GqxOILcHfDOfREAgBW7kowDnRERERERUevHJJqsxp6E6mR1QIgb7G2VFo3lrghfTOkfBBFgwVdHcKmgzKLxEBERERFR4zCJJqvxx/zQlukPXdfLd4cjzMcJWUUVmLf+CKoMYumQiIiIiIjoGphEk1Uoq6zCgZQcAMCQLpbpD12X2k6Jf03uAweVEtFJ2fh4R6KlQyIiIiIiomtgEk1W4WBKDir0Bvg4q9HJ09HS4RiFejnizXE9AADLtp/Bb8nZFo6IiIiIiIiuhkk0WYWa/tCDO3tAoVBYOBpT9/UNwH19AmAQYO66WGQXlVs6JCIiIiIiagCTaLIKxv7QXVpHf+i63hjXHZ08tcgsKMczXx+Fgf2jiYiIiIhaJSbR1O5dKijDqYxCKBTAraGtoz90XVp7W/xrch/Y29pg5+nL+L+9yZYOiYiIiIiI6sEkmtq9vYnVd6F7+OngplVZOJqGdfN1xiv3hAMA3t1yGjHnci0cERERERER1cUkmtq9P6a2ap13oWubfEsQ7orwhd4gmL0mFvkllZYOiYiIiIiIamESTe2awSCtbn7oq1EoFFg8/iYEuTngYl4pnv/mKETYP5qIiIiIqLVgEk3t2qmMQmQVlcNBpUSfYBdLh9Mozmo7/Gtyb9gpFfj5RCa+/O2spUMiIiIiIqIrmERTu1YztdWAEHfY2yotHE3jRQS4YOGYbgCAt74/ieMX8y0cERERERERAUyiqZ2reZS7tY7KfTWPDuqAkd28UVFlwKw1MSgq11s6JCIiIiIiq8ckmtqtssoqHEzNAQAM6dL2kmiFQoH3HoiAn06N1OwSvLgxjv2jiYiIiIgsjEk0tVsHU3JQoTfAV6dGJ09HS4dzXVwcVPhwUm8obRTYfDQNX/1+3tIhERERERFZNSbR1G7V9Ice3NkDCoXCwtFcv34d3PDMHV0AAK9uPoEzmYUWjoiIiIiIyHoxiaZ2qy1NbXUtM4Z0wuDOHiirNGDm6hiUVlRZOiQiIiIiIqvEJJrapUsFZTiVUQiFAhjUBgcVq8vGRoGlD/aCp5M9Ei4V4bXNJywdEhERERGRVWISTe1SzV3om/x1cNOqLBxN8/B0sscHE3pBoQDW/34em2IvWjokIiIiIiKrwySa2qXa/aHbk4GhHpg9ojMA4O/fxiElq9jCERERERERWRcm0dTuGAyCvYntpz90XXNGhOKWjm4orqjCzNUxKKtk/2giIiIiopbCJJranZMZBcgqqoCDSok+Qa6WDqfZ2Spt8OHE3nB1sEN8egEW/3jS0iEREREREVkNJtHU7tT0hx4Q4g6Vbfv8ivvo1Fj6YC8AwKr9Z7HleLqFIyIiIiIisg7tM8Mgq7bXOLVV++oPXdfwMC88NSQEAPDchmM4n1Ni4YiIiIiIiNo/JtHUrpRWVOFgag6A9tkfuq5nR3VF7yAXFJbpMXttLCqrDJYOiYiIiIioXWMSTe3KwdQcVOgN8NOp0clTa+lwbji7K/2jndW2OHI+D+/9fNrSIRERERERtWutJolevHgxFAoF5s2bZ+lQqA3bc6ZmaitPKBQKC0fTMgLdHPDu/REAgE93J2PHqUsWjoiIiIiIqP1qFUn0oUOH8NlnnyEiIsLSoVAbVzOo2OAu7bs/dF2je/hiWmQwAGDBV0fwU1w6RMTCURERERERtT8WT6KLioowZcoUfP7553B1bX/TEVHLySwow+nMQigUwKBO1pVEA8DCO7uhh78zcksq8dfVMRj38T7sSbjMZJqIiIiIqBlZPImeOXMm7rrrLowcOdLSoVAbV3MXOsJfB1etysLRtDy1nRJrnxiAOSNC4aBS4tiFfEyNOohJn/+GmHO5lg6PiIiIiKhdsLXkwdetW4eYmBgcOnSoUeuXl5ejvLzc+L6goOBGhUZt0J6EP/pDWysntR0W3NEVDw/sgOU7kvDf387it+QcjF8ejZHdvPHsqC4I83G2dJh0DazriMgasK4jorbKYneiz58/j7lz5+K///0v1Gp1o7ZZvHgxdDqd8RUYGHiDo6S2wmAQ4/zQt7bz+aEbw8PRHq/cE44dzw3DhH6BsFEA209mYswHezBvXSzOZhdbOkS6CtZ1RGQNWNcRUVulEAt1mNy0aRPuvfdeKJVKY1lVVRUUCgVsbGxQXl5usgyov8UyMDAQ+fn5cHbm3TVrdiItH3d9uBcOKiWOvHIHVLYW76nQqiRdLsLSrWfwQ1w6AMDWRoEJNwdizm2d4e3cuEYsMldQUACdTtfsdRDrOiJqTVjXEZG1aGx9Z7HHuW+77TbExcWZlD366KMICwvDCy+8YJZAA4C9vT3s7e1bKkRqQ2r6Q0eGuDOBrkcnT0d8PKUP/noxH0t+Po1dZy5j9YFz2HD4Ah4Z2AEzhnayyn7krRXrOiKyBqzriKitslgS7eTkhB49epiUabVauLu7m5UTXcsf/aH5KPfV9PDXYdVjt+BAcjaW/Hwav5/Nxae7k7HmwDk8MSQEj93aEY72Fh0qgYiIiIioVeMtO2rzSiuqcCilevTpwV2sd1Cxpugf4o6vZ0Ri5SM3o5uvMwrL9Vi67QyGvrsDUXtTUFZZZekQiYiIiIhapVZ1y2nnzp2WDoHaoAMp2aioMsDfRYMQD62lw2kzFAoFhod5YWgXT3wfl46lW08jNbsEb34fj6g9yZg7sjPu6xMAWyXb2oiIiIiIavDqmNq8mv7Qgzt7QKFQWDiatsfGRoGxPf2wbcFQLB5/E3yc1UjLL8ML38ThjmW78cOxdBgMFhl/kIiIiIio1WESTW0e54duHnZKG0y6JQg7nxuGl+7qBlcHOyRfLsbMNTG45197sfP0JVhoMH8iIiIiolaDSTS1aRn5ZTiTWQSFAhgU6m7pcNoFtZ0Sjw8Owe7nh2PeyM5wtLfFibQCPLLyECZ8+ht+T82xdIhERERERBbDJJratJq70BH+Org4cIqm5uSktsO8kV2w+/nheGJwR6hsbXAwNQf3f7Ifj648iBNp+ZYOkYiIiIioxbWqgcWImmpvYk1/aD7KfaO4aVX4+13heOzWjvjwl0R89ft57Dh9GTtOX4a/iwadvBzRuebl7YhQTyfoHOwsHTYRERER0Q3BJJraLINBsLfWoGJ0Y/nqNFg8/iY8OSQE7287g/8dS8PFvFJczCvF7jOXTdb1dLI3Jtah3k7VP70c4a5VcfA3IiIiImrTmERTmxWfXoDs4gpoVUr0DnK1dDhWo6OHFh9O6o03x/VAwqVCJFwqQuKlouqfmYVIyy/D5cJyXC4sR3RStsm2rg526OzlhFBvR2Ni3dnLCd7O9kyuiYiIiKhNYBJNbVbN1FaRndyhsmX3/pamc7BDvw5u6NfBzaS8sKwSSZeLryTWhUjMrE6wz+eWILekEgdTc3CwzuBkTva2Zol1qJcj/F00sLFhck1ERERErQeTaGqzOLVV6+SktkOvQBf0CnQxKS+tqEJy1pW71plFxrvYZ7NLUFiuR+y5PMSeyzPZRmOnRCcvLXycNdBp7OCssYWz2u7K71d+qm3/+F1jB61KybvaRERERHTDMImmNqmkQo/fU3MBsD90W6FRKdHdT4fufjqT8gq9AanZxcbEOvHK4+HJl4tRWlmF4xcLcPxiQaOPo7RRmCbW6urk+4/fr7zUtsbE+4/E3Bb2tsrmPnUiIiIiakeYRFObdCAlBxVVBvi7aNDRQ2vpcOhPUNnaoIu3E7p4OwHwNZbrqww4l1OCxEtFyCqqQEFZJQpKK5FfWomCMn31z9JKk/LKKkGVQZBbUoncksrriue7mYPQs85ddCIiIiKiGkyiqU3ac6a6P/SQLh58dLedslXaIMTTESGejo1aX0RQVmmok2xf+VmqNykrKNXXWV6JwnI9RABnDafnIiIiIqKGMYmmNqmmP/StoewPTdUUCgU0KiU0KiW8ndVN3t5gEBSW6+Foz2qRiIiIiBrGq0Vqc9LzS5FwqQgKBTAo1N3S4VA7YWOjgI53oYmIiIjoGjgvELU5e69MbRUR4AIXB5WFoyEiIiIiImvCJJranJr5oYdwVG4iIiIiImphTKKpTTEYBHsTq5Nozg9NREREREQtjUk0tSnx6QXIKa6AVqVE7yBOQ0RERERERC2LSTS1KbuvjMod2ckDdkp+fYmIiIiIqGUxC6E2pfb80ERERERERC2NSTS1GSUVevx+NgcA+0MTEREREZFlMImmNuNAcg4qqwT+Lhp0cHewdDhERERERGSFmERTm1HTH3pIFw8oFAoLR0NERERERNaISTS1GXsTOLUVERERERFZFpNoahPS80uRcKkINgpgYCd3S4dDRERERERWikk0tQl7rtyFjghwgYuDysLREBERERGRtWISTW1CTRI9pDOntiIiIiIiIsthEk2tnsEg2HtlULHBXdgfmoiIiIiILIdJNLV6J9IKkFtSCUd7W/QKdLF0OEREREREZMWYRFOrVzO1VWQnd9gp+ZUlIiIiIiLLYUZCrd6emke52R+aiIiIiIgsjEk0tWrF5XocPpsLgPNDExERERGR5dk2x0527dqF4uJiREZGwtXVtTl2SQQAOJiSg8oqQYCrBh3cHSwdDhERERERWbkmJdFLlixBUVERXn/9dQCAiGDMmDHYunUrAMDLywu//PILunfv3vyRklXabXyU2xMKhcLC0RARERERkbVr0uPca9euRXh4uPH9hg0bsHv3buzZswdZWVno16+fMcEmag6cH5qIiIiIiFqTJiXRKSkpiIiIML7/8ccfcd9992HQoEFwc3PDSy+9hP379zd7kGSd0vJKkXipCDYKYGAnJtFERERERGR5TUqiKysrYW9vb3y/f/9+DBw40Pjez88PWVlZzRcdWbW9V+5C9wx0gc7BzsLREBERERERNTGJDg0Nxe7duwEA586dw5kzZzB06FDj8gsXLsDd3b15IySrVbs/NBERERERUWvQpIHF/vrXv2LWrFnYs2cPfvvtN0RGRpr0kf7111/Ru3fvZg+SrE+VQbA3kf2hiYiIiIiodWlSEv3UU0/B1tYW33//PYYMGYJXX33VZHlaWhoeffTRZg2QrNOJtHzklVTC0d4WPQNdLB0OERERERERgOuYJ3r69OmYPn16vcuWL1/+pwMiAv4YlTuykzvslE3qdUBERERERHTDNCk7+eKLL666vLCwEI8//vifCogIAPZc6Q/NR7mJiIiIiKg1aVISPX/+fNx9993IyMgwW/bzzz+je/fuOHToULMFR9apuFyPw2dzAXBQMSIiIiIial2alEQfPXoUxcXF6N69O9auXQug+u7z9OnTMXbsWDz88MP4/fffb0igZD0OpGSjskoQ6KZBsLuDpcMhIiIiIiIyalKf6A4dOmDHjh1YtmwZnnjiCaxevRpxcXFwdnZGdHQ0+vbte6PiJCuyLT4TQPVdaIVCYeFoiIiIiIiI/tDkgcWA6lG6d+/ejU2bNkGr1WLz5s3o2bNnc8dGVmh/UjbWHToPABjTw8fC0RAREREREZlq8rDH+/btQ8+ePXH69Gls2bIFY8aMQWRkJN5///0mH3zx4sW4+eab4eTkBC8vL/zlL3/B6dOnm7wfah9yiiswb30sRIAJ/QLZH5qIiIiIiFqdJiXRzzzzDEaMGIF77rkHMTExuOOOO/DVV19h5cqVWLRoEYYMGYLk5ORG72/Xrl2YOXMmfvvtN2zbtg16vR533HEHiouLm3wi1LaJCJ7fcBSZBeUI8dTi1bHhlg6JiIiIiIjITJMe5/7uu++wfft2DB482KR8woQJGDZsGJ566in07NkThYWFjdrfli1bTN6vXLkSXl5eOHz4MIYMGdKU0KiN+8/+s9h+8hJUSht8NKk3HFTX1dOAiIiIiIjohmpSpnL06FFotdp6l3l7e2PTpk348ssvrzuY/Px8AICbm1u9y8vLy1FeXm58X1BQcN3HotYjPq0Ab/94EgDw4p1h6O6ns3BERJbFuo6IrAHrOiJqqxqdRC9YsKDRO506dWqTAxERLFiwALfeeit69OhR7zqLFy/G66+/3uR9U+tVUqHH7LUxqNAbcFuYF6YN7GDpkIgsjnUdEVkD1nVE1FYpREQas+Lw4cNN3h8+fBhVVVXo2rUrAODMmTNQKpXo27cvfv311yYHMnPmTPzwww/Yu3cvAgIC6l2nvhbLwMBA5Ofnw9nZucnHJMv72zfHsO7QeXg52WPLvCFw06osHRJRoxUUFECn0zV7HcS6johaE9Z1RGQtGlvfNfpO9I4dO4y/L126FE5OTli1ahVcXV0BALm5uXj00UfN+ks3xuzZs7F582bs3r27wQQaAOzt7WFvb9/k/VPr9P2xNKw7dB4KBbBsYi8m0ERXsK4jImvAuo6I2qomT3EFAP/85z+xePFiYwINAK6urnjrrbfwz3/+s9H7ERHMmjULGzduxK+//oqOHTteTzjUBp3PKcHCjXEAgJnDQjGwk4eFIyIiIiIiIrq260qiCwoKkJmZaVZ+6dKlRo/MDVQ/wv3f//4Xa9asgZOTEzIyMpCRkYHS0tLrCYvaCH2VAXPXxaKwTI8+QS6YO7KzpUMiIiIiIiJqlOtKou+99148+uij2LBhAy5cuIALFy5gw4YNmD59OsaPH9/o/axYsQL5+fkYNmwYfH19ja/169dfT1jURizbnoCYc3lwsrfFBxN7w055XV9DIiIiIiKiFnddk/F+8sknePbZZ/HQQw+hsrKyeke2tpg+fTqWLFnS6P00ckwzakeik7Lw8c5EAMCi8Tch0M3BwhERERERERE13nUl0Q4ODli+fDmWLFmCpKQkiAhCQ0MbnEOaCAByiiswf/0RiAAT+gXinp5+lg6JiIiIiIioSa4ria6h1WoRERHRXLFQOyYieH7DUWQWlKOTpxavjg23dEhERERERERNxs6o1CL+s/8stp+8BJXSBh9N6gMH1Z9qvyEiIiIiIrIIJtF0w8WnFeDtH08CAF68Mwzhfg1PXE5ERERERNSaMYmmG6qkQo/Za2NQoTdgZDcvTBvYwdIhERERERERXTcm0XRDvfG/eCRdLoa3sz3evb8nFAqFpUMiIiIiIiK6bkyi6Yb5/lga1h06D4UCeH9CL7hpVZYOiYiIiIiI6E9hEk03xPmcEizcGAcAmDksFAM7eVg4IiIiIiIioj+PSTQ1u8oqA+asi0VhmR59glwwd2RnS4dERERERETULJhEU7P7YHsCYs/lwUltiw8m9oadkl8zIiIiIiJqH5jdULOKTsrCxzsTAQDvjI9AoJuDhSMiIiIiIiJqPkyiqdnkFFdg/vojEAEm3hyIuyJ8LR0SERERERFRs2ISTc1CRPD8hqPILChHJ08tXrkn3NIhERERERERNTsm0dQsVkWnYvvJS1DZ2uCjSX3goLK1dEhERERERETNjkk0/WnxaQVY9OMpAMDf7+yGcD9nC0dERERERER0YzCJpj+lpEKP2WtjUFFlwMhuXng4MtjSIREREREREd0wTKLpT3l9czySLhfD29ke797fEwqFwtIhERERERER3TBMoum6/e9oGtb/fh4KBfD+hF5w06osHRIREREREdENxSSarsv5nBK8uDEOADBzWCgGdvKwcEREREREREQ3HpNoarLKKgPmrItFYbkefYJcMG9kZ0uHRERERERE1CKYRFOTfbA9AbHn8uCktsUHE3vDVsmvERERERERWQdmP9Qk0YlZ+HhnIgDgnfERCHRzsHBERERERERELYdJNDVaTnEF5q0/AhFg4s2BuCvC19IhERERERERtShbSwdArZ+I4EBKDpb8fBqXCssR6uWIV+/pbumwiIiIiIiIWhyTaGpQaUUVvjtyEf+OTsWpjEIAgL2tDT6c2BsaldLC0REREREREbU8JtFk5kJuCb787SzWHzqPvJJKAIDGTol7+/jjsUEdEerlaOEIiYiIiIiILINJNAGofmR7f3I2VkWnYlt8JgxSXR7opsHDAzrgwX6B0DnYWTZIIiIiIiIiC2MSbeVKKvTYFJuGVdGpOJ1ZaCy/NdQD0wZ2wIgwLyhtFBaMkIiIiIiIqPVgEm2lzudUP7K97uA5FJTpAQAOKiXG9/HHtMgO6OztZOEIiYiIiIiIWh8m0VZERBCdlI2V+1Lxy6lMyJVHtoPcHPBwZDAe6BcInYaPbBMRERERETWESbQVKC7XY2PsRfwnOhUJl4qM5YM7e+DRQR0wrIsXbPjINhERERER0TUxiW7HzmYX4z/7z+Kr38+j8Moj21qVEvf1DcDDkR04yjYREZGV0VcZcCKtAJ29HeGg4mUgEbVPIoKky0VwUtvB21nd7Ptn7dnOiAj2JGRhVXQqfj19yfjIdgd3B0wb2AH39Q2As5qPbBMREVkDg0FwMqMA+5OysT8pGwdTclBYrsfKR27G8DAvS4dHRNQsRARns0uwP7m6rtufnI3LheV4blRXzBwe2uzHYxLdThSV67Ex5gJWRaci6XKxsXxoF088MqgDhnb25CPbRERE7ZyIIPFSEaKvJM2/pWQjr6TSZB0ntS0uF5ZbKEIiouZxMa8U0YlZ2J+cjd+SspGWX2ay3N7WBgWllQ1s/ecwiW6DDAZBRkEZUrKKkZxVjJPpBfjfkTQUllc/su1ob4v7+wbg4chghHjykW0iIqL2SkSQml2C/UnZiE7Kwm/JOcgqMk2QtSolbu7ohsgQdwzs5IFwP2dOX0lEbc6lgjLjnebopGycyykxWW6nVKB3oCsGdHJHZIg7ege5QG2nvCGxMIlupUQE2cUVSMkq/uN1uRip2dW/l+sNZtuEeGgxbWAHjO/jDyc+sk1ERNQuXcgtQXRS9Z2X/cnZSK/n7svNHdwQ2ckdA0LcERGgg53SxkLREhFdn+yicvyWnIP9yVnYn5Rt8rQtAChtFLjJX4eBndwR2ckdfYNdW2ysBybRFlZQVonU2olyrVfNYGD1sVMqEOjmgBAPLTq4azG4iycGh3rwkW0iIqJ2JrOgzHineX9yNs7nlJosVylt0CvI5cqdZnf0CnKBve2NuftCRHSj5JdW4kBytvFu86mMQpPlCgXQ3c8ZkSHVSfPNHdwsduOQSXQLKKusQmp2MVKvPH5d+45yVlFFg9spFICfToMQTy06XkmWO3pqEeKhhb+LBrZsVSYiImp3sorK8VvN4DhJ2UjOMr/70jNAh8hO7ogM8UDfYFdoVEyaiahtKSrX41BKjjFpPp6WbxwUuUZXb6fquq6TO/p3dIOLg8oywdZhdUn0xM/2Iz2/DAoANgoFoKj+qUB10mqjqL6Ta6NQQKH4o6x6+ZUyk+Wm29beR2WVAedzSpGWX2r2hajN08keHd2rE+WOntXJcoinFkFuDjfsOX4iIiKyPINBcDanBCfS8vF7ai72J2XjdKb53ZceftWPLA64cvfF0d7qLuGIqA0TEWQWlONEWj5izuUiOikbxy7ko8pgmiSFeGqNd5oHhLjDw9HeQhFfndXVwBdyS3Eht/TaKzYzJ7UtQjwd0dHdAR09HNHRU4uO7lp08HBg/2UiIiIrUK6vQkJmEeLTCnAiLR/x6QU4mV6IonLz7lthPtV3XwZ28sAtHd2g0/BagYjahiqDICWr2FjPVdd5BcgpNn8CN9BNg4EhHsa7zTdiTucbweqS6E8e6otyfRVEAINUt4oIAIMIUFMGMVkmIibrVzeY1Cqrvf6V9yLVd6QD3TTo4K6Fm1YFhYL9lYmIiKxBQVklTl65cIxPr/6ZeKkQlVXmj6bZ29ogzMcJEQEuxkcW3Vvp3RciotrKKqtwOqPwSl2XjxNpBTiVXojSyiqzdZU2CnTy1KKHvw4DQqpH0A50c7BA1H+e1SXRPfx1lg6BiIiI2gkRwaXC6kcUa+62nEgrMJt6pYZOY4fufs4I93VGd39nhPvq0MlTy3FOiKjVyyupQHythsETaflIulxs9kg2AGjslAjzdbpS3+nQ3c8ZXX2c2k1XVatLoomIiIiuh8EgSMkurpUs5+NkekGDg4T6u2jQzdcZ3f2qX+F+zvB30fDJNCJq1UQEafllxq4nJ9KqH8m+mFd/l1g3rcpYx4X7OqO7nw4dPbTtej56JtFEREREV4gICkr1SC8oRXp+GdLySnEqvRAn0vJxKqMQJRXmjyjaKIBOno5XkmWd8ULSVds6RpElIqpPcbke6fllyMgvQ1p+KRIyC413mfNKKuvdJtBNg+6+1fVcTZ3n7WxvdY2DTKKJiIjIKogIcoorjBeN6QVlyMgvNb7PyC9Den5ZvX35aqjtbBDm88ed5e5+OoS1o0cUrAt7vQAAHB5JREFUiajtExEUluuNdVpGfinS8szrvcIy80ENa9jaKBDq5Wis57r7OaObrzMHObyCSTQRERG1eQaDIKu4vNZF4x8Xj+n5ZcgoqH5foTc0an9uWhV8nNXw0akR6uVofCS7gzv7LxOR5YgI8koqr9RrpXXquzKk55ciI78MxfU8NVMfJ3tb+Oiq67qOHlpjH+bO3o5sHLwKiyfRy5cvx5IlS5Ceno7u3btj2bJlGDx4sKXDIiIiohZSZRCUVlahtOLKq7L6VVKhR1llFUorDH/8XlmFkooqFJXpkVHwx8VjZkEZ9PUMblMfD0d7+F65aDT56ayBn4sa3s5qXjwSUbMzGARl+up6rqSiyqROK62sQllFrd+vlBdX6HG5oLxWY2Apyiob1xjo4mAHH+eaek5jUt/56qrrOk61e30smkSvX78e8+bNw/LlyzFo0CB8+umnGDNmDOLj4xEUFGTJ0IiIiNoFfZUBBWV6lOuroK8SGESgNwiq6rz0hivLqq6UiaDKYECVAcafeoPBdDsx30el3mBMgmsSYuPFYgMXjo29O3wtNgrAy6me5Ljm4tG5+qJRZcs7yUTtjcEgKCzTo6RSb1a/VZnVbfXXgaZ12x/1n94gMNRZR28QszqupEKP0kpDdTJcqUdpRRXKKg1Xyqsanfw2hrtWVaeu05j87uOshkbFxsAbxaJJ9NKlSzF9+nQ8/vjjAIBly5bh559/xooVK7B48WJLhkZERNRqGAzV/dsKSiuRX1qJvJIrP0srkH+lLL/EdFnNq6i84T5vrZHGTgkHlRJqOyU0qj9+d1ApobG78lIpobW3hZeTffXF4pULSU8ne9jxUWuiNktEUFJRhbwrdVpeaUU99V71z4LaZSUVKCzXQxr3MEqrYG9rY6zX1KpadZzKFho7m1q/K+HlbG9sCPTVaeDlbM+nZSzMYkn0/7d398FR1Xffxz/7kGweIBuShSQLCQYSngRiALVAKNoqIhRaHXvVJ6Dt3XvGqlWkraJ0ptaKWFu97rlK1YuOwz13rdJpqw4iKmlRMFKFCQmkPAZ5SCQJIQGSmEhCdn/3HwkLEfRaEpKze/J+zeyY/PYEvr+Z+OH33fM757S1tam4uFhLly7tMj5r1ixt2bLloj/T2tqq1tbW0PeNjY29WiMAWIGssz9jjKo7Hx9yovlcI9zRFLfrVMt5C8fOxWKYO5W/VIzLIZfTIbfTKadDcruccjoccjs7xru8HF2/dzsdcjq/cKzjIj/ndCjG6Qw1v2cb3vjOr0PNcYxLCbFuxcc6Q4vE+BiX4mKc/e4Or/0ZWdc/nGxuU9nRBh1vag01wA0t5+de1w8Cw70s48u4vyK33E6nnE6dy0GnM3RM6NivyL/zj3G7HF0a3fPzLNQcn/36/DzszDunjR//1B9Y1kTX1dUpEAgoLS2ty3haWppqamou+jMrVqzQr371q74oDwAsQ9bZT0tbu8o+bVBJ5SmVVpxSSeVJHWts/Z9/8AviYpzyxscoOT5W3vgYJcXHKDkhpnMsRt7Or8++khM6j4tzczMsRByyzn7OBILaW92kksqTKqk4pdLKUzpU13zJf06MyyFvfKy88e5QjiV3Zp73/Nzrknkdx3G5BvqC5TcW++InzsaYL/0U+tFHH9WSJUtC3zc2NiozM7NX6wOAvkbWRbdg0OhQfbNKKk6ppOKkSitPaW9NkwJfOLvicjqUO2SA0r1xHQ3w2dd5C0ZvQkzovaT4GLbvwVbIuuhX3fB5KOtKKk6p7GiDWi9yj4NsX6KGDYrv2gBf7MPAzv/Gx7jYlYKIZlkT7fP55HK5LjjrXFtbe8HZ6bM8Ho88Hk9flAcAliHrosupljaVVp4KnXUprTylhs/PXHDckIEeTcoapKuykpWfmawJw7xKiLX8s2zAMmRddPm8LaCyow2hhvnLdtQkxbl1VdYg5WcmKz8rWVdlJis5IdaCioHeY9m/3rGxsZo8ebIKCwt1yy23hMYLCwv17W9/26qyAAD4Uu2BoPbWNKmk8txZ5oPHL9yq6HE7NWGot3MBOUj5WcnK8MZxZgVAVDi7o+bs5SclFV++o2ZM+kBdlZms/KyOrMtOTeR6X9iepR+BL1myRAsWLNCUKVM0depUrVq1ShUVFbrnnnusLAsAAEnSscbT5866dG5V/PxM4ILjrkhNCC0g8zMHaUzGQO4SDSBqnN1Rc/6uGnbUAF/O0t/6733ve6qvr9cTTzyh6upqjR8/XuvXr9fw4cOtLAsA0E81tJzRO7uqtWn/cZVUnFJ1w+kLjhkY5+4469J55iUvM1kpiWxVBBA9Tp8J6L29tfrHnlqVVJ5kRw1wiSz/6Ojee+/Vvffea3UZAIB+qrm1Xf/Yc0xv7qjSpv3HdSZwbrui0yGNTk/q3KqYrElZyRrhG8BWRQBR50wgqKIDdXqztEobdh+74Bny7KgBwmd5Ew0AQF9rbQ/o/X3HtXZHlf6555hOnzl3N9kx6QM1Z0KGrr4iRROHeZXo4Z9KANEpGDTaeviE1u6o0ttl1TrZcm6L9tDkeM2dmKGpI1LZUQNcIlYGAIB+oT0Q1JZP6rV2R5Xe3VWjptPnzsJckZqgeXl+zc/zKzdtoIVVAkDPGGO089MGrd1RpXU7q7rcQds3IFZzJ2RoXp5fk7IGsasG6CaaaACAbQWDRsUVJ7W2tErry6pV39wWei89KU7z8joWkxOGernOD0BU23+sSWtLq/TmziodqW8JjQ+Mc+vm8emanzdUXxuRIjdbtIEeo4kGANiKMUa7qho7zsLsqFLVeTcHS0mM1ZwJ6Zo30a+rr0jhLAyAqFZR36I3d1ZpbWmV9h1rCo3Hx7h0w7g0zc/z6+ujfPK4XRZWCdgPTTQAwBYO1DZp7Y5qrdtRpYN15+40O9Dj1qwr0zX/Kr+mjUzlRjkAotqxxtNat7Naa3dUaUflqdB4jMuhmaOGaP5Vft0wdgiPngJ6Ef93AQCiVuWJltBick91Y2jc43bqhrFpmpfn13WjBysuhrMwAKLXyeY2vf3vGq3dcVQfHzoh0/kQAadDmjbSp/l5ft10Zbq8CTHWFgr0EzTRAICoUtt0Wus7G+ftFefOwridDs0cNVjz8vy6YVyaBnBXbQBR7LPWdm3YVaM3d1Tpg/I6tQfPPX5vyvBBmpfn15wJGRo80GNhlUD/xAoDABDxAkGjtTuO6m/Fn+pfn9Tr7FrS4ZCmjkjVvDy/bh6fruQEHtECILp9UH5cr3xcoY17a9Xafu7xe1f6kzQvz69vTczQsEEJFlYIgCYaABDRisrr9ORbu7W35txNc/KzkjU/z6+5EzI0JCnOwuoA4PLYV9Ok5ev3aPP+46GxEYMTNT/Pr29N9CtnyAALqwNwPppoAEBEKj/WpKfW79F7+zoWlElxbv1oxgjdkj9UmSmchQFgD8ebWvVc4X79ZVuFgqbjBmF3XpOl707J1JX+JB6/B0QgmmgAQESp/6xV/+cf5Xpla4UCQSO306EFU4frgW/kalAi27UB2MPpMwG9VHRIz793QM1tAUnSzePTtfTmMRqemmhxdQC+Ck00ACAinD4T0P/dclh/2HhATa3tkqQbx6Xp0ZvHaMRgtjECsIdg0Gjtjio9887e0HPs84Z5tWzuOF2TnWJxdQDCQRMNALCUMUZv7qzWb97eq6OnPpckjR+apGVzxmnqyFSLqwOAy2froRNa/tZu7fi0QZLk98bp4dljND/PL6eTbdtAtKCJBgBYpvjIST351m6VdD6qKj0pTj+/abRuyR/KghKAbRyua9bTb+/VO7tqJEmJsS7de32O/ldBNs+xB6IQTTQA2FAwaCK6Ca080aKn39mrt3ZWS5ISYl26Z+ZI/e8ZIxQfy4ISQHiCQSOHQxF7862GljP6r43l+n//OqwzASOnQ7r9miw9dMMonu8MRDGaaACwoWcL9+kfu2tVkOtTQa5P12anKCHW+shv+PyMnn/vgFZ/eFhtgaAcDuk/Jmfqp7NG8agqAJfs7X/X6Kn1ezSjM+umj/RFxA0I29qDevmjI/qvjeU61XJGkjRz1GA9NmesRqcPtLg6AD1l/YoKAHDZFZXXad+xJu071qSXig4p1uXUpOHJmpE7WNNzfJow1CtXH56pPhMI6tWtFfrPwv062bmgLMjx6bE5YzXOn9RndQCwl6IDdTp66nOt2VapNdsq5XBI4/1eTc/xaUauT5OHD+rT7dLGGG3YfUxPv71Xh+qaJUmj0gZo2dxxmjlqcJ/VAaB3OYwxxuoiuquxsVFer1cNDQ1KSmIRBqBv9VUGdefvOdHcpi2f1KmovE4flNeFbth1ljc+RtNGpqog16cZOYOVldo7z102xmjj3lotX79HB493LChzhgzQsjljdd3owRG7BRPAOZGcdS1t7fr40AkVldeFPjw8X1yMU1dfkdJxpjpnsMakD+y1S13+fbRBv163Wx8fOiFJ8g2I1ZIbR+s/pgyT2+Xslb8TwOUVbg7RRANAN0XywvJ8xhgdrm9RUflxFR2o05ZP6tV0ur3LMVkpCZ0NtU9TR6YqOaHn2yF3VzVq+frd+vBAvSQpJTFWD904SndcncmCEogi0ZJ1klTbeFpFBzoa6qIDdaptau3yvm9ArKbn+EJnqjO88T2uu7rhc/323X16veSojJE8bqd+NCNbP74uRwM8bPoEoglNNAD0smhaWJ6vPRDUzqMNoTM32ytOqj147p8Cp0OaMNTbcT11zmBNGp4sjzv87ZDHGk/rd+/u09+2fypjpFi3Uz+cnq17rx+ppLiYHtcPoG9Fa9YZY1Re+5k+KK9TUflxfXzohFraAl2OGTk4UTNyB6sgx6evjUy9pKa3ubVd/73pE6364KBOnwlKkm7JH6qf3TRaQ5N73pwD6Hs00QDQy6J1YflFn7W26+OD9fqgvE4fHqhTee1nXd6Pj3Hp2hEpKsjxaUbuYI1KG3DRbdgtbe1atfmg/nvTQX1+pmOhOi/Pr4dvGq3MlN7ZLg6g99kl69rag9pecbLjMpcDdSr79JTO+/xQbqdD+VnJKsgZrILcVOUNS77orplA0OhvxZX63Yb9Ot55pvuaK1K0bO5Y5WUmX/a6AfQdmmgA6GV2WVh+UU3D2e2Qx1V0oF51n3XdDjl4oEcFOb6OV65Pgwd49Pftn+p3G/bpWGPHsZOykvWLb43TpKxBvV4vgN5l16xraDmjfx3suG9E0YE6Halv6fL+QI9bXxuZ2nk9tU/ZvkR9eKBeT761W3trOq69Hp6aoEdvHqObrkznHg+ADdBEA0Avs+vC8nzGGO2tadKHBzoWmh8fqg9tWzwrJTFWJ5rbJEmZKfF6ZPYYzZ2QwYISsIn+kHVSx/Prz+7I+fCTutCjqc5KTYxVfWfWJcW59cA3c7Vw6hWKdXOPB8Auws0h7nYAAPhSDodDYzOSNDYjST+aMUKt7QEVHzkZumlP2dEGnWhu08A4t37yjRwtmnbFJV0/DQCRIjMlQXdem6U7r81SIGi0q6qh83rqOhUfOan65ja5nQ4tmDpcD3wjNyKeRw3AGjTRAICwedwuTRvp07SRPj0s6WRzm/ZUN2psRhILSgC24XI6NHFYsiYOS9Z91+eopa1dOz9t0LBB8Ro2iHs8AP0dTTQAoNsGJcZqWo7P6jIAoFclxLr1tRGpVpcBIEJwEQcAAAAAAGGiiQYAAAAAIEw00QAAAAAAhIkmGgAAAACAMNFEAwAAAAAQJppoAAAAAADCFNWPuDLGSJIaGxstrgRAf3Q2e85mUW8h6wBYiawD0F+Em3dR3UTX19dLkjIzMy2uBEB/1tTUJK/X22t/PlkHIBKQdQD6i/8p76K6iU5JSZEkVVRU9Gqo96XGxkZlZmaqsrJSSUlJVpfTY3abj2S/OdltPlLfzckYo6amJvn9/l77OySyLhrYbT4Sc4oGZF3ks9vvnGS/OdltPpL95tSX8wk376K6iXY6Oy7p9nq9tvgFOV9SUpKt5mS3+Uj2m5Pd5iP1zZz6YqFH1kUPu81HYk7RgKyLfHb7nZPsNye7zUey35z6aj7h5B03FgMAAAAAIEw00QAAAAAAhMn1+OOPP251ET3hcrl03XXXye2O6p3pXdhtTnabj2S/OdltPpL95mS3+Uj2m5Pd5iMxp2jAfCIfc4p8dpuPZL85Rdp8HKa3n1cAAAAAAIBNsJ0bAAAAAIAw0UQDAAAAABAmmmgAAAAAAMIU1U30888/r+zsbMXFxWny5Mn64IMPrC6pW1asWKGrr75aAwcO1JAhQ/Sd73xH+/bts7qsy2rFihVyOBxavHix1aV029GjR3X33XcrNTVVCQkJuuqqq1RcXGx1Wd3W3t6uX/ziF8rOzlZ8fLxGjBihJ554QsFg0OrSwrZ582bNmzdPfr9fDodDb7zxRpf3jTF6/PHH5ff7FR8fr+uuu067du2yqNruI+uihx2yTrJX3pF10cMuWSfZP+/IushD1vWtqG2i//KXv2jx4sVatmyZSkpKNGPGDN18882qqKiwurRLtmnTJt1333366KOPVFhYqPb2ds2aNUvNzc1Wl3ZZbNu2TatWrdLEiROtLqXbTp48qenTpysmJkZvv/22du/erWeffVbJyclWl9Ztv/nNb/Tiiy9q5cqV2rNnj5555hn99re/1e9//3urSwtbc3Oz8vLytHLlyou+/8wzz+i5557TypUrtW3bNqWnp+vGG29UU1NTH1fafWRd9LBD1kn2yzuyLjrYKeske+cdWReZyLo+ZqLUNddcY+65554uY2PGjDFLly61qKLLp7a21kgymzZtsrqUHmtqajK5ubmmsLDQzJw50zz44INWl9QtjzzyiCkoKLC6jMtq7ty55oc//GGXsVtvvdXcfffdFlXUM5LM66+/Hvo+GAya9PR08/TTT4fGTp8+bbxer3nxxRetKLFbyLroYJesM8Z+eUfWRQc7Z50x9sk7si5ykXV9KyrPRLe1tam4uFizZs3qMj5r1ixt2bLFoqoun4aGBklSSkqKxZX03H333ae5c+fqhhtusLqUHlm7dq2mTJmi7373uxoyZIjy8/P1xz/+0eqyeqSgoED//Oc/tX//fknSjh07VFRUpDlz5lhc2eVx6NAh1dTUdMkJj8ejmTNnRk1OkHXRwy5ZJ9kv78i6yGf3rJPsk3dkXeQi6/pWZDyt+hLV1dUpEAgoLS2ty3haWppqamosquryMMZoyZIlKigo0Pjx460up0fWrFmj7du3a9u2bVaX0mMHDx7UCy+8oCVLluixxx7T1q1b9cADD8jj8WjhwoVWl9ctjzzyiBoaGjRmzBi5XC4FAgEtX75cd9xxh9WlXRZns+BiOXHkyBErSrpkZF10sFPWSfbLO7Iu8tk56yT75B1ZF9nIur4VlU30WQ6Ho8v3xpgLxqLN/fffr507d6qoqMjqUnqksrJSDz74oDZs2KC4uDiry+mxYDCoKVOm6KmnnpIk5efna9euXXrhhReiMmiljuvPXn75Zb3yyiu68sorVVpaqsWLF8vv92vRokVWl3fZ2CEn7DCHLyLrIpfd8o6six52mMPF2CHvyLrIR9b1rahson0+n1wu1wWfTtbW1l7w6UQ0+clPfqK1a9dq8+bNGjZsmNXl9EhxcbFqa2s1efLk0FggENDmzZu1cuVKtba2yuVyWVjhpcnIyNC4ceO6jI0dO1Z///vfLaqo537+859r6dKluv322yVJEyZM0JEjR7RixQpbhG16erqkjk8uMzIyQuPRlBNkXeSzW9ZJ9ss7si7y2TXrJPvkHVkX+ci6vhWV10THxsZq8uTJKiws7DJeWFioadOmWVRV9xljdP/99+u1117Txo0blZ2dbXVJPfbNb35TZWVlKi0tDb2mTJmiu+66S6WlpVEXtNOnT7/g0RT79+/X8OHDLaqo51paWuR0do0Al8sVVY9C+CrZ2dlKT0/vkhNtbW3atGlT1OQEWRf57JZ1kv3yjqyLfHbLOsl+eUfWRT6yro/1+a3MLpM1a9aYmJgY89JLL5ndu3ebxYsXm8TERHP48GGrS7tkP/7xj43X6zXvv/++qa6uDr1aWlqsLu2yiua7OG7dutW43W6zfPlyU15ebv785z+bhIQE8/LLL1tdWrctWrTIDB061Kxbt84cOnTIvPbaa8bn85mHH37Y6tLC1tTUZEpKSkxJSYmRZJ577jlTUlJijhw5Yowx5umnnzZer9e89tprpqyszNxxxx0mIyPDNDY2Wlx5+Mi66BPNWWeM/fKOrIsOdso6Y/pH3pF1kYWs61tR20QbY8wf/vAHM3z4cBMbG2smTZoUtY8NkHTR1+rVq60u7bKK9rB98803zfjx443H4zFjxowxq1atsrqkHmlsbDQPPvigycrKMnFxcWbEiBFm2bJlprW11erSwvbee+9d9P+dRYsWGWM6Hofwy1/+0qSnpxuPx2O+/vWvm7KyMmuL7gayLrpEe9YZY6+8I+uih12yzpj+kXdkXWQh6/qWwxhjevdcNwAAAAAA9hCV10QDAAAAAGAFmmgAAAAAAMJEEw0AAAAAQJhoogEAAAAACBNNNAAAAAAAYaKJBgAAAAAgTDTRAAAAAACEiSYaAAAAAIAw0USj33E4HHrjjTesLgMAeh15B6A/IOvQ12iiYTvf//735XA4LnjNnj3b6tIA4LIi7wD0B2QdIo3b6gKA3jB79mytXr26y5jH47GoGgDoPeQdgP6ArEMk4Uw0bMnj8Sg9Pb3La9CgQRc99oknnlBaWppKS0slSW1tbXr44Yc1dOhQJSYm6tprr9X777/fh9UDQPjIOwD9AVmHSMKZaPRbxhgtXrxYb7zxhoqKipSbmytJ+sEPfqDDhw9rzZo18vv9ev311zV79myVlZWFjgGAaELeAegPyDr0Fc5Ew5bWrVunAQMGdHn9+te/Dr3f3t6uhQsXasOGDfrwww9DAfrJJ5/o1Vdf1V//+lfNmDFDI0eO1M9+9jMVFBRcsIUIACIBeQegPyDrEEk4Ew1buv766/XCCy90GUtJSQl9/dBDD8nj8eijjz6Sz+cLjW/fvl3GGI0aNarLz7a2tio1NbV3iwaAbiDvAPQHZB0iCU00bCkxMVE5OTlf+v6NN96oV199Ve+++67uuuuu0HgwGJTL5VJxcbFcLleXnxkwYECv1QsA3UXeAegPyDpEEppo9Evz58/XvHnzdOedd8rlcun222+XJOXn5ysQCKi2tlYzZsywuEoA6DnyDkB/QNahL9FEw5ZaW1tVU1PTZcztdnfZ3nPLLbfoT3/6kxYsWCC3263bbrtNo0aN0l133aWFCxfq2WefVX5+vurq6rRx40ZNmDBBc+bM6eupAMBXIu8A9AdkHSIJTTRs6Z133lFGRkaXsdGjR2vv3r1dxm677TYFg0EtWLBATqdTt956q1avXq0nn3xSP/3pT3X06FGlpqZq6tSphCyAiETeAegPyDpEEocxxlhdBAAAAAAA0YBHXAEAAAAAECaaaAAAAAAAwkQTDQAAAABAmGiiAQAAAAAIE000AAAAAABhookGAAAAACBMNNEAAAAAAISJJhoAAAAAgDDRRAMAAAAAECaaaAAAAAAAwkQTDQAAAABAmGiiAQAAAAAI0/8HYXfQY28PkD4AAAAASUVORK5CYII=\n", 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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 1.8800907635728931e-16\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" ] }, { "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: 2017-04-05 16:06:27.551 (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 16:47:39 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 16:47:39 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 16:47:39 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_16-43-11\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: DABCO 1st attempt*. Dataset on Zenodo. DOI: 10.5281/zenodo.3629717. URL: https://phockett.github.io/ePSdata/DABCO/DABCO_0.5-10.5eV_orb31_A1P.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ DABCO 1st attempt,\n", " title = {ePSproc: DABCO 1st attempt}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3629717},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/DABCO/DABCO_0.5-10.5eV_orb31_A1P.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.3629717.svg)](http://dx.doi.org/10.5281/zenodo.3629717) [![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 }