{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3627353.svg)](http://dx.doi.org/10.5281/zenodo.3627353) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: ABCO HOMO-1 (orb 30) ioinzation (E) 1-50eV\n", "\n", "- *electronic structure input*: ABCO_E_cc-pVDZ_C3v.molden\n", "- *ePS output file*: ABCO_1-50eV_orb30_E.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/ABCO/ABCO_1-50eV_orb30_E.html\n", "- Dataset: https://zenodo.org/record/3627353\n", "- DOI (dataset): [10.5281/zenodo.3627353](http://dx.doi.org/10.5281/zenodo.3627353)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS ABCO, batch ABCO_1-50eV, orbital orb30_E\n", "- ABCO 1st attempt, orb 30 ioinzation (E), symm testing\n", "- E=1:1:50 (50 points)\n", "- Thu Mar 2 19:20:37 EST 2017" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS ABCO, batch ABCO_1-50eV, orbital orb30_E\n", " ABCO 1st attempt, orb 30 ioinzation (E), symm testing\n", " E=1:1:50 (50 points)\n", " Thu Mar 2 19:20:37 EST 2017\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5353 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2430 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2430 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2429 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2241 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2168 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2168 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2167 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.2429 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.0707 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.0075 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.0075 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8456 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.8456 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.8277 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.6959 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6642 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.6568 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.6568 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5606 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5493 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.5493 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.5227 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5227 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5087 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5087 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.4942 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.4581 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4260 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4260 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3347 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.7200440000 -1.2471530000 -0.7760050000\n", "Z = 6 ZS = 6 r = 0.7200440000 1.2471530000 -0.7760050000\n", "Z = 6 ZS = 6 r = -1.4400880000 0.0000000000 -0.7760050000\n", "Z = 6 ZS = 6 r = 0.6888330000 -1.1930940000 0.7763550000\n", "Z = 6 ZS = 6 r = 0.6888330000 1.1930940000 0.7763550000\n", "Z = 6 ZS = 6 r = -1.3776660000 0.0000000000 0.7763550000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -1.3082360000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 1.2562080000\n", "Z = 1 ZS = 1 r = 1.7478860000 -1.2735970000 -1.1475060000\n", "Z = 1 ZS = 1 r = 0.2290240000 2.1505120000 -1.1475060000\n", "Z = 1 ZS = 1 r = -1.9769100000 0.8769150000 -1.1475060000\n", "Z = 1 ZS = 1 r = 0.2290240000 -2.1505120000 -1.1475060000\n", "Z = 1 ZS = 1 r = 1.7478860000 1.2735970000 -1.1475060000\n", "Z = 1 ZS = 1 r = -1.9769100000 -0.8769150000 -1.1475060000\n", "Z = 1 ZS = 1 r = 1.6989000000 -1.1920400000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.1828870000 2.0673110000 1.1893670000\n", "Z = 1 ZS = 1 r = -1.8817870000 0.8752710000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.1828870000 -2.0673110000 1.1893670000\n", "Z = 1 ZS = 1 r = 1.6989000000 1.1920400000 1.1893670000\n", "Z = 1 ZS = 1 r = -1.8817870000 -0.8752710000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.0000000000 -2.4001850000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb30_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb30_E.inp.out\n", "Expecting 50 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 5 CrossSection segments.\n", "Found 5 CrossSection segments (sets of results).\n", "Processed 5 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb30_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb30_E.inp.out\n", "Expecting 50 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 200 DumpIdy segments.\n", "Found 200 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 200 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS ABCO, batch ABCO_1-50eV, orbital orb30_E\n", " ABCO 1st attempt, orb 30 ioinzation (E), symm testing\n", " E=1:1:50 (50 points)\n", " Thu Mar 2 19:20:37 EST 2017\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/ABCO/electronic_structure/ABCO_E_cc-pVDZ_C3v.molden'\n", "Initial state occ:\t\t [2 4 2 2 4 2 2 2 4 4 2 2 2 4 2 4 4 4 2 2 4 2]\n", "Final state occ:\t\t [2 4 2 2 4 2 2 2 4 4 2 2 2 4 2 4 4 4 2 2 3 2]\n", "IPot (input vertical IP, eV):\t\t 7.5\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0]\n", "Ionizing orb sym:\t\t ['E']\n", "Orb energy (eV):\t\t [-11.59205044]\n", "Orb energy (H):\t\t\t [-0.426]\n", "Orb energy (cm^-1):\t\t [-93496.19296609]\n", "Threshold wavelength (nm):\t 106.95622658804007\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[1. 0.97915547]\n", " [2. 0.9730177 ]\n", " [3. 0.9730177 ]\n", " [4. 0.97381546]\n", " [5. 0.986817 ]\n", " [6. 0.96991866]\n", " [7. 0.96991866]\n", " [8. 0.97040106]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data ABCO_1-50eV_orb30_E.inp.out, pType=a, thres=1.437815476089165, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data ABCO_1-50eV_orb30_E.inp.out, pType=phaseUW, thres=1.437815476089165, with Seaborn\n" ] }, { "data": { "image/png": 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QiUTYvn270vObmJioJeBx+vRpLF68GB999BF27NiBGjVqVHidRERERERERERERPQGAx6kUfkoquwiyDA0NHzr43z4+/vj22+/hampKXbv3o0GDRq81e0TERERERERERERVXUMeJBGcQwPwM/PD9999x3Mzc3x119/oV69epVdJCIiIiIiIiIiIqIqhwEP0qh88bvXw+NtOn78OBYvXoy2bdvCw8MDderUqewiEREREREREREREVVJWpVdAKraCiFW29+7IDY2Flu3bsXWrVtx7tw5AEBQUJBkWmxsrGTe4OBgLFq0CLq6uhg2bBjOnTuH48ePS/0REdHbs2nTJpiZmSE8PLyyi1LpkpOTYWZmhkWLFlV2Uf6TeC5WXUeOHIGZmRmOHDlS2UXRmIULF8LOzg4ikaiyi0LlJK8OSk1NRfv27fHbb7+9tXIsWrQIZmZmSE5OfmvbrIiJEyfCzMzsnduGmZkZJk6cqKESUUnc31Re9vb2sLe3r+xi/Cft3bsXZmZmCAgIqOyiVClZWVkwMzPDrFmzKrsoMtjDgzTqXRzDoyJu376NjRs3Sk07ffo0Tp8+DQBo0qQJzM3NAQC3bt1CUVERRCIRVqxYIXd9Tk5Omi0wUSXZtm2b5IH577//RqtWreTOd+TIESxevFhmur6+Plq0aIEBAwZg8uTJqFmzptzlRSIRDh06hODgYNy7dw/Z2dnQ09NDixYt0L17d4wcORLNmjWTWe7FixfYs2cPzp8/j8TERLx69QoNGzZEx44dMXr0aHTv3r0C3x6IiYnB2bNncefOHdy5cwfPnj2DkZERLl68WK71LVq0CEePHlX4ub+/P0xNTWWmP336FBs3bkRISAgyMzPRuHFj9O3bF7Nnz0bdunXLVRYA8Pb2xg8//ICBAweW+WJEOBcmTZqE77//vtzbrCyBgYE4efIkYmNjkZ6ejtevX6NJkyawsrLC559/jnbt2sldLjMzE1u2bEFQUBD+/fdf1KtXDz179sTcuXPRpEmTcpfH3t4eKSkppc6zevVqjBgxotzbqOqEB83g4OBKLknFTZw4ERERESqPTbZp0yZs3rwZXl5e+PjjjzVUOqqKbty4gRMnTuC7776Dvr5+ZReH1MjIyAjOzs7YtWsXxowZgw8++KDC62Rd899z6dIlhISESO6BX7x4ARsbGxw4cKDC646MjMSkSZNQVFSEmTNnwtXVtcxllixZAl9fXwDAmTNnYGJiUuFyEClS3vuyyqDMM0Vxs2fPhouLiwZLVHVdvXoV586dk9SLGRkZaNmyZZnBl6SkJPz+++8ICwvDixcv0KRJE/Tv3x+zZs2CgYGB0tsfMWIEbt26pfDz8ePH44cfflB6fe8LBjxIo6paSqsRI0Yo/RLJxcWFFwT6TxKLxfDx8UG1atUgFotx+PBhfPfdd6UuY25ujn79+gEAioqK8OzZM5w7dw4bNmxASEgIvLy8UL16dall/vnnH8yZMwepqalo0qQJevfujcaNG0MkEuHOnTv4448/4OHhAW9vb7Rt21ayXGRkJFxcXPD8+XOYmprC0dERtWrVQmJiIi5cuICAgAAMHToU7u7uqFGjRrn2gZ+fH7y8vKCjo4NWrVrh2bNn5VpPSZMmTZKbGq9+/foy0x49egRnZ2ekp6ejb9++aNWqFWJiYuDl5YWQkBAcOHBA7nLKGDJkCNasWYPAwEBkZGSgQYMGcucTi8WSh8zRo0eXa1uVLSgoCDdu3EC7du3QuHFj6Ojo4NGjRzh79iz8/f2xcuVKjBo1SmqZ58+fw9nZGQ8fPkTXrl0xaNAgPHjwAEeOHMGFCxfg7e0tNxCnCkXnAgBYWFiUubyRkRH8/f1Ru3btCpWDiP5bNmzYAAMDA4wdO7ayi0IaMG3aNOzduxdbt27FypUrK7s49B7at28fgoKCoKurCxMTE7x48UIt683JycF3330HPT09pXuXBQcHw9fXF/r6+mrtkebv76+wMRZRaXbv3l3ZRZCYNGkSsrOzpaYdPXoUKSkpGD58OIyNjaU+69Kly9ssXpVy9OhR+Pj4SN4NZGRklLnM/fv3MW7cOGRnZ+PTTz9F8+bNce3aNXh4eCA0NBT79+9XKegBvHkeb9y4scz09u3bq7Se9wUDHqRRhVWshwcRlS00NBTJyckYMWIELl68iKNHj8LV1bXU4IGFhYVMgDArKwtDhw7F1atXcfXqVamWgfHx8Zg2bRpEIhEWLFiAqVOnQltb+pKWlJSE9evXIycnRzLt/v37+OKLL5Cbmws3NzdMmDAB1apVk3z+5MkTfP311zhx4gR0dHSwatWqcu2DESNGYPjw4WjdujVq1KihtvQHkydPRtOmTZWad/ny5UhPT4ebm5tUt/vVq1dj9+7d2LBhg8LeZ2WpVasWhgwZgkOHDuH48eP4/PPP5c535coVJCUlwdraGm3atCnXtirbsmXLoKurKzM9Li4OI0eOxNq1a+Hk5CR1fm/YsAEPHz7ElClTpHoweXl5wd3dHcuWLYOHh0eFyqXKuSCPjo6O3F5BRESKJCQkICwsDKNGjYKenl5lF4c0wMjICN26dYOfnx8WLlzIoDipbMaMGXB1dUWrVq3w5MkT9O3bVy3rdXd3R05ODr788kts2LChzPkzMjKwdOlSDBo0CM+ePUNERIRaygGA909Ubs2bN6/sIkhMmTJFZlpERIQk4MFeeerj7OyMiRMnwtTUFHl5ebCxsSlzGTc3N7x48QKrVq3CZ599Jpn+ww8/wNvbG1u2bCmzUWlJo0ePVpidoCriGB6kUQXiIrX9EdH74fDhwwCAUaNGwdHREc+fP0dgYKDK66lTp47kglyyFcRPP/2EnJwczJgxA1988YVMsAMAmjVrho0bN8La2lpqOZFIhOnTp2PixIlSwQ4A+OCDD7B9+3bUrVsXvr6+iIqKUrncwJsAjqWlZbl7iFRUUlISQkNDYWxsjPHjx0t95uLiAn19fZw4cUJua7eQkBDMmDEDH3/8MaysrNCvXz+sXbsWWVlZUvMJPTaE4y3PoUOHAABjxowp93fx9/fH+PHjYWtri/bt28PR0RE7duxAXl6ezLxCXtycnBysXr0a9vb2aNu2LTZt2iQz79GjRzFs2DC0b98ednZ2WLx4MdLS0mTmkxfsAN7kbzY1NUV2djaeP38umS4SiXD8+HHo6+vLBPEmTJgAY2NjhIaGIikpSdVdoVaKxvAonk/94MGDcHR0RLt27dCtWzcsXbpUpiUY8L/9np2djRUrVqBnz55o164dBg0aBC8vL4jFqo3DdfPmTbi4uMDOzg5WVlbo06cPli1bhn///Vdm3tJynZccSyE8PBxmZmZISUlBSkoKzMzMJH8VGctEWO+mTZsQHR2NKVOmwNbWFtbW1pg2bRpu3Lih0vouX76MadOmoUuXLmjXrh0GDBiA9evXS+174fgJL3CKf5ey8orb29tj8+bNAN607iu+LAC4urrCzMwMkZGRcpcPCAiAmZmZVOtv4Tjk5eVhw4YNsLe3l9Qfmzdvlvt7Bd4ErxctWoTevXvDysoK3bp1w4IFC/DgwQPld5gGFf+dxMfHY9asWejSpQs6duyIsWPHIjQ0tNTlr1y5gokTJ8La2ho2Njb44osvEB8fLzNfQkIC1q9fjxEjRqBr166S837p0qV4+vSpzPxisRhHjx6Fs7Mzunbtinbt2qF3796YNm0a/P39ZeZ/+vQpVqxYgb59+8LKygoff/wxZs6ciZiYGJX2h6+vL8RiMQYNGiTzWVljl8g7N4uPIxEQEICRI0eiQ4cO6NKlC1xdXZGamio1//z582FmZoaHDx9KTV+4cCHMzMwwefJkqek5OTlo27at1HWweDkvXryIiRMnwtbWVqoeCQwMxDfffIMBAwagY8eOsLa2xogRI+Dl5YWiItlnEqHeTEpKwq5du+Dg4IB27dqhV69eWLVqlVTDC0F5683r169jzpw56N69O6ysrNC7d2/88MMPMvtKcPPmTUybNk1yDk6ZMgXR0dFy5xUMHjwYr169wqlTp0qdryxl1TUlqXrNKe1aX1BQgH379mH06NGwsbFBhw4dMGzYMOzdu1fuMQwKCsLkyZPRo0cPWFlZoUePHpgwYQL27dsnt6wFBQXYvn07+vfvLzkO69atU1jXKVOvlyUvLw9btmxBv379YGVlBXt7e2zYsEHhNiuL0MilZM/siggMDMSRI0fw/fffy22dLM/SpUsBQCNpWtRRnwkyMzOxYcMGDBkyBB06dICtrS2GDh2K9evXq6VXSkxMDObNm4eePXtKzu2pU6dKXSuKX+sSEhIwb9482NnZwdzcXGqcn4cPH2LhwoVS61q4cKFMnQy8qX+3bNmCIUOGwMbGBtbW1ujXrx/mzZuHmzdvSs2r6u9PHlW2B6hel5Z1nJS9L1M0hkdeXh527twJR0dHdOjQATY2Nhg3bpzca3rx45WcnAxXV1d8/PHHaNeuHUaMGCEZa1ZT5syZAzMzMzx79gx//fUXBg8ejHbt2uHLL78EUPpYGS9fvoSZmZlk3uLy8vLg6emJzz77DNbW1ujQoQNGjBgheZ7UpOjoaHz11VeS59++ffvC3d1dYU+Me/fuYebMmejUqROsra0xbtw4hIWFKfzu7dq1g7m5OXR0dJQqT2xsLKKjo9GmTRupYAcAzJs3Dzo6OvDx8dFI/Z+RkYHt27djwoQJkt9k9+7dMWfOHNy+fVvp9Qi/mYEDB0ruQfr3749vvvkG9+/fl5k/MjISX331ldTz38qVK5XqDaMIe3iQRuWLCyu7CGp16dIlnDlzBnfu3EFcXBxyc3Px888/lzoWR15eHry8vODn54fExERUr14dTZs2xfDhw+VG1YneZ8+ePUNwcDBatGgBGxsbGBgYYNeuXfD29pb7gqQ02dnZuHHjBrS0tGBpaSmZnpSUhLCwMOjq6mL69OllrkcIOiQlJeHy5cuoUaNGqcs1btwYI0eOhIeHBw4dOgRbW1uVyq1JFy9eRE5ODqpXrw4TExN07dpVblfWK1euAAB69OgBLS3ptg0GBgawsbFBaGgorl+/Djs7O8lnmzdvxqZNm1CvXj188sknaNCgAe7evYu//voLFy9ehLe3t2R77dq1g6WlJW7fvo2oqCiZ/SQEumrXrg0HB4dyfd9ff/0VO3bsQP369TFkyBDo6+sjJCQEv/76K0JDQ/HXX3/J3Djm5eVh0qRJePHiBbp37w4DAwOZnhC7d+/GpUuXMGjQIPTs2RNRUVE4cuQIIiIicPjwYYUpuopLSEhAQkIC6tevD0NDQ8n0f/75B7m5uejRo4fMsdHS0kKPHj3g7e2NK1euVDitlSatW7cOoaGh6NOnD7p3747w8HAcOnQIiYmJ8PLykpk/Ly8PU6ZMQXZ2NgYPHoz8/HycPn0a7u7uSEhIwI8//qjUds+dOycJFA0YMAAffvghbt26hQMHDiAoKAgHDhwod88WY2NjzJ49G56engAg9XJUmTRgZbl+/Tp27NiBbt26Yfz48UhMTMTZs2cRGRmJv/76C506dSpzHQcPHsSyZctQs2ZNODg4oGHDhoiIiMAff/yBc+fO4cCBA6hTpw7q1KmD2bNnS1IPzJ49W+p7lmbSpEkICgpCRESE3JQFwgP2wYMH0blzZ5nlhQdPeWnq5s6dixs3bsDBwQHa2toICgrCpk2bcPPmTWzbtk0qyHzx4kW4uLigoKAAffr0QfPmzZGamoozZ87g/Pnz8PLykkpHWJmSk5Ph7OyMNm3aYMyYMUhLS4O/vz9mzJiBX375Re717fz58wgKCkLPnj3h7OyM+Ph4XLhwATdu3MCpU6ek6pmzZ8/i4MGD+Pjjj2FjYwMdHR3cu3cPhw8fxrlz5+Dr6wsjIyPJ/Bs2bMCOHTvQtGlTDBw4ELVr10ZaWhpu3LiBgIAAqfLcunULU6dOxYsXL9CjRw/0799fUj+PGzcOW7ZsQe/evZXaD2FhYahevTo6dOhQgb0pa//+/QgODoa9vT06d+6MmJgY+Pv7IzY2FsePH5dcx+3s7HDq1ClcvnwZLVq0kCwvvJCLjo7G69evJYHqyMhIFBQUSF3nBKdPn0ZISAh69eoFZ2dnqTzm69evh5aWFtq3b8U4uLsAACAASURBVA8jIyNkZ2fjypUrcHd3x40bN7Bu3Tq532PVqlW4evWq5JiEhobC09MTV69exYEDB2QC6KrWm76+vli6dClq1KgBe3t7NGnSBImJiTh8+DCCg4Nx6NAhfPjhh5L5r127hs8//xz5+fn49NNPYWJigjt37mDixIno2rWrwuMhtDwNCwuDs7OzwvnKUlZdU1x5rjmKrvX5+fmYOXMmQkND0bJlSwwZMgS6uroIDw/HypUrcf36daljKIxLZmhoiD59+qB+/fpIT09HXFwcjhw5ItNwBAAWLFiAqKgo9OzZE71798bFixfx559/IiMjA6tXr5aaV9l6vTRisRjz5s1DUFAQmjdvjgkTJiA/Px++vr64e/duqcu+79LT07F06VL069cPTk5OCoOqxR05cgSBgYHYsmVLudO3lpey9Rnw5tlk8uTJSElJQdu2bTF27FgUFRXh4cOH2L17N5ydnSs0VtKhQ4ewbNkyaGlpwd7eHi1atEB6ejpu3ryJAwcOyFy7Hj16hNGjR6NFixZwdHREbm6u5F42JiYGn3/+OV6+fAl7e3u0bt0aDx48gJ+fH4KCgrB7925JQzWxWIzp06cjOjoa1tbWGDVqFKpXr46nT58iIiICnTp1gpWVFYDy/f5KUmV7gOp1qTLHqSL3ZXl5eZg2bRoiIiLQqlUrjBs3Drm5uTh9+jRcXV0RGxuL+fPnyyyXkpKCUaNGoVmzZnBycsKLFy/g7++PWbNmYdeuXaXW8+rg5uaG6Oho9OrVC3369KlQz8/c3FxMnz4dkZGRaNOmDZycnKCtrY3Lly9j6dKluHnzZrkzE5TF398f3377LbS0tODg4IAmTZrgn3/+gZeXl+TZo/g9WGxsLMaNGweRSIS+ffvC1NQUDx8+xIwZM9CrVy+1lKn4s3xJDRo0gJWVFaKjo3Hnzh2135PdvHkTW7ZsQZcuXdC3b1/Url0bSUlJCA4Oxrlz57B79+4y348UFBRg0qRJiIuLQ5cuXdC7d29Uq1YNT548QWhoKHr27InWrVtL5t+9ezfWrFmDWrVqoU+fPmjcuDHi4+Oxb98+nD9/Xunn85IY8CCNKqxiPTP8/Pzg5+cHU1NTfPTRR2W2jMvJycG0adMQGxsLJycnjB8/Hvn5+UhKSkJycvJbKjXR23PkyBHk5+dLxrr56KOP0LZtW4SHhyMxMVHhQIF37tyRtMwrKipCeno6zp07h5ycHLi5uUktJ/S6aNu2bZkPiMUVX66sAbu7d+8ODw8PXLt2Ten1vw3Lly+X+n+tWrWwYMECmYcBoXV08RdCxZmYmCA0NBQJCQmSF0FXrlzBpk2bYG1tjZ07d0rtW2Fw+d9//x1LliyRTB81ahSWL1+Ow4cPy9z4HD9+HHl5eRg1alS58hxHR0djx44d+OCDD3D48GFJUGHBggWYPXs2zp07Bw8PD8ycOVNqubS0NLRu3Rp79+5V+JAYEhKCQ4cOSQXSVq1aBU9PT6xfv15uKrOwsDBERUUhPz8fycnJktZTP/30k1RQKSEhAUDp+x6A3NZwqvD09FR4/n/xxRcKe6Yo6/r16/Dz85M88BUUFGDy5MkIDw9HTEyMTK7XtLQ0NGvWDCdPnpQ8zLu4uGDkyJHYv38/Bg0aJPfleXEvX77EokWLUFhYiD179kgFCHbu3IlffvkFP/zwA/76669yfaemTZvCxcUFR48elZRPnUJCQrB06VJMmDBBMi0wMBBff/01lixZgoCAAJkAZHEpKSn46aefoK+vj8OHD0ulzFi2bBkOHDiAdevWYeXKlahTpw5cXFwkqQdU+S7CC1bhJWTJlAWdO3dGmzZtcObMGZkxeoSAs7W1tdxW2g8ePMCpU6ckdayrqysmTZqEc+fO4fjx4xg2bBgA4MWLF1iwYAH09PSwb98+qYeee/fuYfTo0XBzc5Mcq7LI68VVmi5duqiUqiEyMhJTp06VSh0wfvx4ODs748cff0SvXr1kApyBgYHw8PCQetn+yy+/YOfOnfD19cWMGTMk052cnDBlyhSZXoGhoaGYMWMGtm7dKlX/e3t7w8jICCdPnpSpX4u3hCsoKMC8efMgEong5eUllX87NTUVI0eOxPfff4/g4OAyeySKRCLExsbC1NRU7YOVh4SEwMfHR+qcWrBgAU6ePInAwEDJSznh5c3ly5clY4g8ePAAT58+Rffu3XHp0iVcu3ZNss8vX74stVxxFy5cwM6dO+W+nNi5c6dM2pGioiIsXrwYx44dw4QJE+S+YLh27RqOHTsmebm1YMECzJ07F2fOnMGff/6Jr7/+Wmp+VepNIQBibGyMvXv3Sr18uXz5MqZOnQp3d3ds2bIFwJsXgEuWLEFubq6kV4DA09Oz1JSdJiYmqFOnjsJeXsoqq64prjzXHEXX+u3btyM0NBQTJkzAkiVLJD0NCgsLsXTpUvj6+mLAgAGSfeLt7Q0dHR0cP34cDRs2lFqXopalSUlJOHnyJOrVqwfgTV3n5OSEY8eOYf78+ZJ7FlXq9dKcPHkSQUFB6NixI7y8vCTXeOF8UdXu3btV6l1iYWEhdQ69TUuXLkVRUZHMPbAiKSkpcHd3x9ChQyulzMrWZwDw7bffIiUlBfPnz5dp8Z6RkYFatWqVuxz379/H8uXLYWBggH379smklpXXezAqKgpffvmlzMt1sViM7777Djk5OVi3bh2GDh0q+czf3x+urq749ttv4e/vDy0tLdy9exfR0dHo16+fpE4SFBUVSZ175fn9laTK9lStSwHljpOurm6578t27dqFiIgI9OrVC9u2bZNkLpg9ezZGjRqFHTt24JNPPpFJgxQREQEXFxep4MqQIUMwffp0eHh4aDzgce/ePRw/fhxNmjSp8Lo2btyIyMhIzJgxA/Pnz5fcLxcUFGDhwoXw9vbGwIED5TZgqIjMzEy4ubmhWrVq2L9/v1S6p99++w3btm3DypUrJb0VgTd10suXL7F27VrJfS3wpgf03Llz1VKusp4nW7RogejoaCQkJKgU8Dh06BDOnz8vNU1HR0fqebp9+/a4dOmSzHPmw4cPMXr0aPz888/w9vYudTv//PMP4uLiMGLECJlGAAUFBXj16pXk/zdv3sTatWvRpk0beHp6Sj13CM9R69atk1mPMpjSijQqH0Vq+3sXuLq64tq1azhx4oRSgzWuWrUKd+/excGDB7FixQqMHj0a48ePx6JFi+Dm5vYWSkz09ggDlGtpaUld/IcPHy75TJHY2Fhs3rwZmzdvxtatW+Ht7Y1///0X9vb2MjdrQtohVW+uhOU++OCDMucV1i0vhU5l6NSpEzZs2IBz584hJiYGgYGBkhdvK1askLnpENJnKMq9LUwv/gCwZ88eAJC8TC1uxIgRsLCwgJ+fn9T0oUOHQl9fHwEBATIPzj4+PgDKP1i5MNj5V199JdWDQltbG9999x20tLQUnlOLFi0q9YXc0KFDpYIdwJuXBrVr18bJkyfldg8OCwvD5s2bsWPHDpw6dQq1atXC5s2bZR6mhf2gaBA5efu+PLy8vCS/mZJ/r1+/rtC6AeDrr7+Wat2mra0tCWQqCvYvWLBA6qVpvXr1MGvWLABQqkVmUFAQMjMzMWjQIJneEFOnToWxsTEuXbqEx48fq/x93gYTExOMGzdOalq/fv3QpUsXJCYm4urVq6Uuf+LECeTn52PChAky+cFdXV1Rq1YtSSBR08aOHYu8vDwcO3ZMavqhQ4cgFosVtvr+6quvpALKurq6khcnwm8aAI4dO4asrCzMmTNHKtgBAG3atMGoUaNw+/ZtuV3e5VH0W1D0p2ou99q1a8u8rG7Xrh0cHR2RlZWFs2fPyiwzaNAgmQdzoT4smebMyMhIbsChR48eaN26tdzUWdra2nJTxhR/UDx//jwePXqECRMmyAw2amRkhOnTpyMtLU0SGChNamoqCgsLpepjdZGXmm7UqFEApPdVs2bNYGxsjPDwcEnKJ6Hsc+bMQfXq1aW+y+XLl6Gvry93MM6+ffsqbIkpL8e6lpYWJk2aBODNC015Jk2aJNWSV0tLCwsXLoSWlpbU+V+csvXmgQMHkJ+fj++//17qBR3wpueLvb29pKEI8Cb4kpCQgM6dO8tcpyZMmFBmHvlGjRohIyNDLdcTZZTnmiPvWl9UVIS9e/fC0NAQixcvlvqNVK9eHYsWLUK1atVk7me0tbXlpkdV1KL0m2++kQQ7AEBfXx+Ojo4oKiqSSp+jrnpdOBdcXV2lGjQUP19UUdo9hLy/8qSmVQcfHx8EBQXhxx9/RKNGjcqcv6ioSHJeVNaztrL12c2bNxEdHQ0LCwupALigQYMGFWq8cuDAARQUFGDWrFlyx9GT9xzVqFEjqZfngmvXruHBgwewtraWCnYAb651tra2SEhIkEkFLK/Fv5aWlkzDM1V/f4oosz1V61JNHyfgzf1RtWrVsGjRIqn90LBhQ3z11VcA5KcQNjY2lnwu6NmzJz788EOVU1aWx8yZM9US7MjLy8PBgwfRrFkzqWAH8L/nPuBNfapuAQEBePnyJYYPHy4ztoXwDBoUFCQJvsXHxyMmJgZmZmZS7zsAwMHBQW29Lcp6lheeM1V9njx06JBM/b5jxw6peerVqye3UV2LFi3wySef4Pr160pvV95vQ1tbW+p77du3D0VFRVi2bJnMb154jvr777+Rn5+v1DaltqXyEkQqKKhiKa1KXhRL8/jxYxw7dgzjx4+HhYUFioqKIBKJFL4EI3rfXblyBY8ePUKPHj2kfitDhgzB2rVrcfToUcydO1du7srhw4djzZo1kv8/e/YMYWFhcHd3x7lz57Bnzx5JahPhJUfJ8TfKUp7lVN1GeclrnTx8+HBJeoaSrfeaNWuGqVOnomXLlpg5cyY2bNiAkSNHKp0vWd6++Oeff6Cjo4OAgAC5OVfz8/ORkZGB58+fS9IDGBgYwMHBAUeOHIGfn5/kZe+1a9dw7949dOjQAebm5kqVqSQhR6i81kktW7ZEkyZNkJycjKysLKmbMl1d3TIHiS/54g94c0NpYWGBiIgIxMfHy6Q4+uabb/DNN99AJBLh4cOH8PDwwIwZMzB37lyZh43SqDqehSJBQUEVGrS8LMW7/guEYOGLFy9kPtPW1pYaL0cg7Gtlcr6Wdsy1tbXRuXNnpKSk4Pbt21Ivxt4Vtra2cntwdOnSBREREbh9+7bcc09Q2vevW7cuLC0tERkZiQcPHpT7d6UsJycnrF+/Ht7e3pg6dSqAN3XA0aNHUbduXQwcOFDucvK+X6dOnaCtrY07d+5Ipv3zzz8A3gS75dV/Qg+o+Ph4mYCIPHFxcWXOUxGWlpZy79+6dOmCo0eP4vbt2xg+fLjUZ6r8hsRiMU6cOIGjR48iNjYWWVlZKCz83z10yeumo6Mj9uzZg8GDB8PBwQGdO3eGtbW1zIOxsJ8fP35c5n4uK61VZmYmAKjUs1JZ8gbQVLSvunbtCl9fX9y5cweWlpYIDw+HoaEhOnbsiLZt20oCHhkZGbh37x66d+8uN5gkLwgieP78OTw8PHDhwgUkJyfL5NFX1BhC3vnfrFkzfPDBB0hJSZG5XqlSbwrHMiIiQu64QOnp6SgsLMTDhw9hZWUlWVZez7rq1avD1tYWjx49kvs9AEheED5//lwtL7TKouo1R9G1PiEhAZmZmWjRogW2bdsmd1t6enpS4wQ5OjpizZo1GDx4MAYNGoQuXbrAxsam1JetypZXXfX67du3oaWlJTeNSGnXFUWCg4NVXuZtS05OxqpVq+Dg4KB0Wtzdu3cjIiICO3fuLLM3t6YoW59dv34dgPz0s+og1Bk9e/ZUehlzc3O59aVwHivqpdW1a1dERUXh9u3b6Ny5M1q3bg0LCwucPHkSKSkp6Nu3L2xtbWFlZSWzfmV/f4GBgVL3EcD/eh6psj1V61JNH6ecnBwkJibCyMhIJigK/K/uKPndgTfHS96zn5CSSdNKu46qIi4uDiKRCMbGxjI9dATa2toaGd+ttDpaV1cX1tbWOHPmDOLi4mBnZyc5DooGHbe1tZWcM2+Dqu8qfHx8lBq0/PLly9i7dy9iYmLw/PlzmWDDv//+qzAYA7ypB1u0aIEDBw7gwYMHsLe3h42NDSwtLWWCm9HR0ahWrRpCQkIQFhYms66XL1/i1atXePLkSZmNNUpiwIM0qqBIfQEPZQftUnc3+/IKCQlBYWEhzMzMsGTJEpw6dQq5ubmoV68ehg8fLtNCh+h9J/QyEFrkCerXrw97e3ucPn0aQUFBSo3n0KhRIwwdOhSvX7+Gm5sbfv31V3h4eACAZLBCeV2xSyMsp0zrcGHdmmjJKk/xbrKCLl26lPlCu0+fPjAyMkJqairu378vefgvq9WH0Gqk+Au8zMxMFBQUyC1LcSKRSCof8pgxY3DkyBH4+PhIAh7FB64vL6Hsio6BoaEhHj9+jOzsbKkXSA0bNizz5q9kl3mB0HqwtFYr+vr6sLS0xC+//IIXL15g48aN6N69u+SmX7j5kzdIbfHppd0kvgvklU94qJI34Gv9+vXlPnQJx0+ZlkDKHHNl11UZFLU+FaYrOicEyn7/rKys8hZRaQYGBhg6dCgOHjyIK1euoGvXrggKCkJaWhomT56s8P5F3j6oXr066tWrh/T0dMk04eV5WQNRqmPAVnUoz7GVFxgQHvJK/oZWr14NT09PGBoaShoNCC1VhXzgxS1evBjNmjWDr68vdu7ciZ07d0JbWxu9evXCokWLJKnzhP0sL4hdnDL7WSiPJlr8q1Lf2NnZwdfXF5cvX5YMqCv01LCzs8Off/4pGXNDLBYrTH+h6JhmZWVh5MiRSE5ORvv27eHk5IS6detCW1sbWVlZ8PLyUtgav7RrS0pKisz1SpV6UziWwr2QIsKxFJYt69xVRDjOb+tZRdVrjqJrvbCfHj58WOr9zMuXLyX//vzzz1G/fn3s378fe/bsgaenJ6pVq4bOnTtj4cKFcl8Oyft9yyuvuur17Oxs1K1bV26jobd1r/q2LVmyBHp6ekqPAfbw4UNs2LABI0aMUHpcIk1Q9lwWjrkqDSpVIZx7qqxfUb0grEvRgPEl66zq1avD09MTW7ZswenTp7F+/XoAb1LxDh8+HPPnz5ek61L29xcYGCiT5nL48OHo16+fSttTtS7V9HES7h8U/Y6FfS6vjlDUAEFbW1tuvalu6qp7hGNy79493Lt3T+F8mrgnVLWOrui1VVnleZZXl6NHj2LRokUwMDBA9+7dYWxsjJo1a0qCEtevXy+zV6Kuri7279+PTZs2ITAwUDLWWt26dTFy5EjMnTtXcn+RmZkJsVissJGCoDzHnwEP0qhCNaaiktcCSh5Nt/JTVnx8PIA3+Zrr1q0LNzc3SbflXbt24f79+/jzzz8ruZRE6pGRkSHp7j5//ny5A6sBb15uqTKAtfASuXi3XKF1282bN5Gdna30i2NhuVu3bsm0sixJaF2gqPWGulWk3mrQoAFSU1OlcmG2atUKgOJxIhITEwG86SkhMDAwgFgsVjnVS8eOHWFmZoZbt27h1q1bMDExQUBAAAwMDDB48GAVv83/CMf12bNncltzCCnKSh5/ZVq6FH/xWtyzZ8/krlORnj17IiQkBJGRkZJzVdinZe17RTlZ31fPnz9HYWGhzMs7RcdJHmEeYZmS5K1LON4FBQUyLYbeRmCgOOH8UTS9rIeS4ue8vPQTquxLdRg7diwOHjwIb29vdO3aVRKcGDNmjMJlnj17JtP7prCwEJmZmVLfX/gOx48fV0tvFU2P4VHRY1ua9PR07NmzBx999BEOHDggs66TJ0/KLFO9enVMnjwZkydPRnp6OqKionDq1CkEBATg/v37OHXqFGrUqCHZz1u3bkXfvn3LXUbgf6lFhBcTJQktX4v3TBGo87cotMIMCwtD165dkZmZKQlqdO3aFTt27EB4eHip43cAiq8Vhw8fRnJyMmbPni2Tgz06OlruANqC9PR0yfW3OEXXFlXqTeG8iIqKUup8K16fyKNouiAzMxPa2tpSaZveJYqOn/C9P/300zIbcBQ3bNgwDBs2DFlZWYiOjsbZs2fh6+uL6dOnw9/fX2Ewqyzqqtdr166NFy9eID8/XybooeiaWZr3YQyP27dvIzs7W2HQcvv27di+fTv69u2LrVu34v79+8jLy8ORI0cUptHs378/AMiMa1MZhOeQ1NRUjaxfOKdSU1OVvkaV9bsq6/6s+Hbq1q2LJUuWYMmSJUhMTERERAS8vb2xd+9eZGVlYd26dZJ5lfn9rVmzRiobQEnKbk/VulTTx0kog6I6WehR+K43lCpOOI/k3Q/Iq3eE7+bk5ISff/5Zs4VTsG1F+79kHV3W8Srr2qqssp4nhenFn+XVZcOGDahTpw6OHj0q0/gyPj5e6R4sDRs2xLJly/Djjz/iwYMHiIiIwP79++Hh4YHXr19j6dKlAN7s26ysLNy8eVPtvagY8CCNyldjDw91efnyJXbu3Kn0/AMGDJDJ9a7sdoA3OQkPHDggaRE9aNAgTJw4ESEhIbh06RK6d++u8rqJ3jVHjx5Ffn4+2rZtK5MKSBAcHIywsDAkJSWhWbNmSq1XeElSvJVKs2bN0K1bN4SFheHPP/+Eq6trqevIy8tDjRo10KxZM3z88ccIDw+Hh4eHwuWePXtW4fEn3pbs7Gw8ePAA1apVk8obLrzICw0NRVFRkdTNQ05ODq5duwY9PT2pPKMdO3bE+fPnce/ePbkP5aUZPXo0Vq5cicOHD8Pc3BwikQjOzs4V6nFnYWGBW7duITw8XCbgkZiYiKdPn6Jp06blSq8SEREhk3c1Ozsbd+7cga6urtwu5fIIDz/FX1Z16NABenp6uHbtGnJycqQepoqKiiS5+DU9kODbVlBQgOjoaJmxN4QAmjLXUaHuiIiIkOkdVFBQIMkNXXxdQsqKJ0+eyNQrxfOoF6elpVWuPLBluXbtmszvDVB+H1hYWODMmTMIDw+XecGTlZUl9/ws/pJZ2ZR2xZcrrQWgubk5bGxscPbsWVy/fh1hYWHo3Llzqb8Peb+tq1evoqCgQOra0KFDB5w+fRpRUVFqCXio8mITeDMQqCoBj9u3b8v8ngHVzm9FkpKSUFRUhO7du8us/+nTp0hOTi51+YYNG6J///7o378/Jk+ejCtXruDu3buwsrKS1PFXr16tcMCjcePGaNCggWQgzZKEuvjJkycynyn6LZaHoaEhWrdujaioKMlYGkJ9amNjgxo1auDy5cu4cuWKJGWQKoSgtPBitLiyBvGOiIiQSSGVlJSEJ0+ewNjYWOZ6pUq92bFjR9y6dQtXr17FJ598Uub3EJaVV+bCwkKZXPvFiUQipKamwtzcvMKpPZWpa9SpVatWqFOnDv755x+5wYGy1KlTB71790bv3r1RVFQEX19fXL16FQMGDChXecpTr8tjaWmJsLAwREVFydw/qNpQBXgzhkfJnmOlEVrSv03Dhg2TaswjSExMRGRkJCwsLNC2bVvJuW5sbKxwAPcLFy4gLS0NDg4OMDAwkLpnrixC/RwaGiozboE6dOzYETdv3kRISIjS97WKFL8/k0eYLqQfLsnExAQmJiZwdHSEnZ0dgoKC5M6nrt9fadtTtS5V9Tipel9mYGCA5s2bIykpCQ8fPpRpECW0jK/IfcbbVvzevCR59wPm5uaSZyd599GaJJzb4eHhMqnz8vLyJOmWhHtV4Thcu3ZN7voUTVeVUM/LG8MtIyMDN2/eRJ06dRS+dymv169fIzU1FV27dpUJduTl5ZUrXVe1atVgamoKU1NTyfh2gYGBkoBHhw4d8OjRI0RHR8tN21gRHLScNKpAXKi2v+joaKX+yiISiSQtQpT5i42NLdd3F7r+9+nTRyr9CwDJywBlBokkeh8IKYyWLVsGd3d3uX9jxoyBWCyWBBPKUlhYKGlJWTI/sZubGwwMDLBz50789ddfKCgokFn+8ePHcHV1laoXvv/+e9SsWRN//PEH9u/fL7NMamoqvvzyS2RmZmLEiBFqv+iWR1pamuQFTHEvX77EokWL8Pr1a3Tr1k2qK27z5s3Ro0cPpKSkYN++fVLLbdq0CSKRCE5OTlIBiSlTpgAAli5dKrcVk0gkUpgPdujQodDT04Ofn59kv1Y0WPTZZ58BALZt2yYZKA54c16sXbsWRUVFCh9sy3LixAmZMSU2bdqE7OxsDB48WJLvNy8vT+GNa0xMDA4ePAgtLS2p/Mi1atWCk5MTRCKRzEvYvXv3IiUlBT169FA66FdR+fn5iI+PLzVXu7r88ssvUl2cMzMzJd2TS6a6e/ToEeLj46UCD/369UO9evVw6tQpmXPN09MTSUlJ6Natm1QPAiHVQcnBHC9fvoxTp07JLWe9evWQkZGB3NxcuZ9v2rQJZmZmKvcaePjwoUy9EhgYiIiICJiYmMi81Cxp6NCh0NHRwd69e2V+8xs3bkROTg6GDh0qM8AxoFyqvuKUXW7s2LHIz8+Hi4tLqYOVC7Zt2yaVo/z169f49ddfAfzvNw28OR/q1KmDzZs3yx1Ys6ioSPKQr4y4uDiV/kq23C9Ldna2TF7pGzduwM/PD7Vr18ann36q0vqKE168RUVFSbWGfPnyJdzc3GSub3l5ebh8+bLMeED5+fmSfV+zZk0Abwbmbt68Ofbv348LFy7I3X50dLTcl4olCSlGnj9/LveaZGVlBS0tLZw8eVJqfZmZmVItedWha9euePXqFby8vNCiRQtJnaCnp4eOHTvi77//xqNHj9ClSxeVX5wID/glX+zdvn1bZmDPkkq+RC4qKsLPP/+MoqIimTpQoGy9OX78eOjo6GD16tVyg055eXm4evWq5P82NjZo2bIlIiMjZQac3rt3b6nXhJiYGBQWFsoNCgoDMiv7+yxvHVVe2tramDBhAtLS0vDTTz/Jref//fdf3L9/X/L/ixcvyr2PFO495A2EQM970gAAIABJREFUrKzy1OvyCOfCb7/9JpVWrvj5oorg4GCV6szSWtarQ3x8vCQ7gsDNzU3u84SwL3r37g13d3eMHz8ewJsXl4qeQYRW0PPnz4e7u7vUS8Lw8HCYmZlh4sSJGv2OJVlZWcHa2hp37tzBH3/8IfP58+fPpY51RkYG4uPjpe6JSzN27Fhoa2tLer+UpEpqYFtbW7Rs2RJRUVEyKRIDAgIQGRmJFi1aSJ6bkpKS5KYmEnopFf9NqeP3p8r2VK1LVT1O5anzPvvsM4jFYvz8889S9wEZGRnYunWrZJ73hdDr/fjx41LXt/T0dMk9YXF6enpwdnZGUlIS1q5dKzdd0pMnT2TG8JgzZw7MzMzKTNtZmoEDB0JfXx9HjhyRee+3Y8cOpKWloW/fvpJerqamprCyskJcXByOHTsmNX9AQIDaxk4xNzeHtbU17t27B19fX6nPfvvtN+Tn52PkyJFlXjtUpauri0aNGuHu3bt4/vy5ZHphYSHWrVun9Hn94MEDub1ThJ6txX+TkyZNgpaWFlasWCG3kc/r16/LHUhiDw/SqEKx+lrzqGtsDkNDw7eS9koY4E9ePkBhmrxB+IjeN+Hh4UhISMBHH31U6uBlI0eOxPbt2+Hr6wsXFxep9DN37tyRermYnp6OK1euICEhAfXr18e3334rtS5TU1N4eHjAxcUFa9euhZeXF+zs7NC4cWOIRCLExsZKAh0zZsyQLGdmZobt27dj7ty5WL58Ofbv34+PP/4YtWrVQmJiIi5cuIBXr17B0dERy5cvL/c+iY+Pl7kpzsrKwqJFiyT/X7hwYakDYgoePHiASZMmwdraGq1atULDhg2RmpqKsLAwpKWloVmzZvjpp59klvvxxx/h7OyMn376CZcvX4apqSmuX7+O8PBwtGjRQqaHi52dHRYsWIBff/0VAwYMQK9evdC0aVOIRCI8fvwYkZGRsLGxkZvztk6dOnBwcMCxY8cQFxeHtm3bKmzlpSwbGxtMnz4df/75J4YMGYIBAwagZs2aCAkJwd27d2Fra4tp06aVa909e/bE2LFjMXDgQBgaGiIqKgpRUVEwNjbGN998I5kvNzcXY8eORatWrWBpaYkmTZogNzcX8fHxuHLlCoA3x7FkyzlXV1eEh4dj165duHPnDtq3b4/4+HgEBQWhYcOGSuejLo2np6fC3i3F0/WkpqZi0KBBMDY21uggpYaGhsjLy8OQIUNgb2+PgoICBAQEIC0tDePGjZNp9TxlyhSkpKRIDb5eq1YtuLu7Y968eZgwYQIcHBzw4Ycf4tatWwgNDYWhoSFWrFghtZ7PPvsMHh4e2LFjB2JjY2FqaoqHDx8iJCQEn376KU6fPi1TVjs7O9y4cQPTp09Hp06dUKNGDZibm8Pe3h7A/1oiq9JjAnhzXq1ZswYXL16Eubk5EhMTcfbsWejq6sLd3b3MF69NmzbF4sWLsWLFCgwfPhwDBw5EgwYNEBkZiejoaLRq1Urq/BS+S0BAAFxcXNC7d2/o6uriww8/lOllUVLXrl2hpaWFX3/9Fffu3ZOcS7NmzZKaz8HBAatXr0Zqairq168vt9V7ca1atZIMpK2trY2goCA8evQIn3zyCZycnCTz1a9fH7///ju+/vprjB49GnZ2dmjdujW0tLTw5MkTREdHIzMzU+6AopWhc+fO8PHxQUxMDGxsbJCWlgZ/f38UFRVhxYoVFUppZWhoiMGDB+PUqVMYNmwYunfvjuzsbISFhaFGjRqwsLCQGqw0NzcXU6ZMgbGxMTp06IAPP/wQr1+/RlhYGOLj42Fvby+pk3R0dLBp0yZMnz4dX3zxBaytrWFhYQE9PT08ffoUN27cQFJSEkJDQyVBktL0798fp0+fRmhoqGScEEHjxo3h6OiI48ePY9iwYejduzdycnJw8eJFdOrUSSbIXBF2dnbYu3cv0tPTZYJNdnZ2kmCFolQ4pXFycoKHhwdWrVqF8PBwmJiYIDExEefPn8enn34Kf39/hcva2Nhg2LBhGDhwIGrXro3Q0FDExsaibdu2UvciAlXqTVNTU7i7u+P777/HkCFD0LNnT7Ro0QIFBQV4/PgxoqKiUL9+fcmLn2rVqsHd3R1Tp07FnDlz8Omn/8fenQdGWd37H//MTDYWI2sQFSwKLqhg61WpVqwotbYoSCv1atGKdUWtou1tvS60xZ+tVXpF617UCl5tLYK7V1lEbAXEfQHFKlZRoggkZJ+Z5/dHJJgESID5zOTA+/WXWfjO8cx5npnJOedzhmq33XbT4sWL9Y9//KMhknFDnn/+eUkb3uWyuffH1t5rMum8887T4sWLdf/992v27NkaNGiQevTooZUrV2rZsmV66aWXdPHFF6tv376S6v8IXlhYqAMPPFC77LKLoijSiy++qNdff1377ruvDj300C1uy5bc1zdk2LBhevzxxzVr1iwNGzZMRx11VMN42X///bOyqKG1XnzxxYbFTesy15ctW9boPXDTCZR1K6tzEU29pa/5mfCHP/xBp556qiZOnKinnnpKhxxyiKIo0gcffKDnn39eTzzxRMN7pKlTp+qmm27aYNzehvTt21dXXXWVrrrqKo0YMUJHHXWUvva1r2nVqlV644031KFDB917772tamcsFtPvf/97nX766br44ov16KOPavfdd9f777+vZ555Rh06dNC1117b8D5nyZIlGjt2rPbdd1/tueeeKikp0RdffKGZM2eqrq6u0f0wE9ff5jze5t5LN/d52pL3ZWPGjNHcuXM1c+ZMDR8+XIMHD1Z1dbWefPJJrVy5suH9aih69+6toUOH6umnn9aIESN0+OGHq6ysrOF+3HRyU5IuueQSvfvuu7r77rv19NNP6+CDD1b37t31+eef6/3339err76q//7v/24UG7nu2m0aabs5OnXqpN/+9rf6xS9+oR/96Ef67ne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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": [ "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb30_E.inp.out_BLM-L_2020-01-22_16-41-16.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data ABCO_1-50eV_orb30_E.inp.out, pType=a, thres=0.1, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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cAX/+bsoBf4+ui6Oy+spHg4QQQoi2RMJNK3JHjzuw0lgRkx3DkYIjV/Va7k7KAX/2Nlp2HMnln1/EY5QTjIUQQnQAEm5akc7OnRkTNAZQ1t5crYgAV96+ewDWWg2b40+z8OuDjb7mQQghhGhrJNy0MjPCZwDwzbFvyK/Iv+rXu66HN69OV3ZQrdmdxqs/Xt2IkBBCCGFJUVkVh7OLVa1Bwk0r08+rH308+1BpqmyS0RuAm/v5sWRyHwDe+Pko7/12vEleVwghhMgvreT7g1ks+voQE5b/RuSSH3hsXZyqNVmr+u7iIhqNhnsj7uXxXx9nbfJaZobPxNXO9apf9+4hwRSVV/Hy1sMs/TYZnYMNt0UHNkHFQgghOpKc4gpijuez50Q+MSfyOHLm4sNnq00mKqqM2NtYqVChhJtWaXTQaHq49+BwwWE+OvQRj0U91iSv+/C1XSksq2TVbyd4ekMCrg42jOvt2ySvLYQQon06XVhOzIk8Jcwcz+f42dKL+nT3cWZwqCeDu3gwKNQDbxd7FSo9T2NuJStMly1bxoIFC5gzZw6vv/56vX1Wr17N7NmzL2ovLy/H3r5h/yH1ej2urq4UFRWh0+muqubm9FPaT/zjl3/gaO3I1mlbcbN3a5LXNZvNPLUhgc/3ZWBrpeXD2QMZ3q1Tk7y2EEKIts1sNpOWX0bM8XxiakZmMgrqXsas0UAvXx2Du3gwONSDgSEeeDrbNXttjfn53SpGbvbu3cu7775L3759L9tXp9Nx+PDhOm0NDTZtyejA0fT06ElKfgofJX3EnKg5TfK6Go2GF6dEoC+v5vtD2dz/8T4+vX8IkYFNE56EEEK0HWazmaM5JcScUKaZ9pzIJ1tfUaePlVZDHz8dg7t4MihECTOujjYqVdwwqoebkpIS7rrrLlatWsXSpUsv21+j0eDr2/6nUjQaDQ/1e4g5v8zh0+RPmRk+E3d79yZ5bWsrLcvviOSe1Xv5/Wgef/1wD1/8bShhPi5N8vpCCCFaJ6PJTHKWvjbI7DmZT35pZZ0+NlYa+gW41UwxeTIg2B1nO9XjQqOoXu0jjzzCjTfeyNixYxsUbkpKSggODsZoNBIZGcmSJUvo37//JfsbDAYMBkPt53p927lr6brA6+jl0Yvk/GRWH1rN4wMeb7LXtrO24p0Z0dz1Xgzx6YXc+V4MH98ziF6dW+9UnRBCiMaprDaRmFnE3pP5xBzPY9/JAooN1XX62NtoiQpyZ2CIB4O7eBAV5K7aQuCmomq4Wb9+PbGxsezdu7dB/Xv27Mnq1auJiIhAr9ezfPlyhg8fTnx8PGFhYfU+Z9myZSxevLgpy24xGo2GhyMf5tGfH2Vdyjpm9Z6Fh71Hk72+s501q/86kDtW7SYlu5jb3tnFqpnRDOni2WTvIYQQouWUVxqJSytgz0llZCY2rYCKqrrX7zjbWRMd4s7gUE8GhXoQ4e+KrXX7OhlGtQXF6enpREdH88MPP9CvXz8Arr32WiIjIy+5oPjPTCYTUVFRjBo1ihUrVtTbp76Rm8DAwFa/oPgcs9nMHd/ewaG8Q8zuPZu50XOb/D2Kyqq4/+N97DmZj621lhW3RzK+T+cmfx8hhBBNq6i8iv2n8tlzooA9J/JIzCyiylj3x7q7o03NqIwng0M96NVZh5VWo1LFV64xC4pVCzdfffUVU6ZMwcrq/NCX0WhEo9Gg1WoxGAx1vnYp999/PxkZGWzZsqVB79tWdktdaEfGDh756REcrB3YMnULng5NP7JSUWXksXVx/JB0Bq0G/jW5D3cPCW7y9xFCCHHlcoor2FsTZPacLCAlW8+ff4r76uwZ3EVZ+Ds41IOuXs5o22CY+bM2sVtqzJgxJCYm1mmbPXs2PXv25KmnnmpQsDGbzRw4cICIiIjmKrNVGOk/kj6efTiYd5DVh1bzz+h/Nvl72NtY8d+7onhu0yHW7Unj2a8OcrbEwJwxYWg0bf8fhRBCtDXntmXvOZHP3pppppN5ZRf1C+3kxKAQ5XyZQaEeBLg7dPjv26qFGxcXF/r06VOnzcnJCU9Pz9r2mTNn4u/vz7JlywBYvHgxQ4YMISwsDL1ez4oVKzhw4ABvvfVWi9ffkjQaDQ9FPsQjPz3C+pT1zOo9i04OTX82jbWVlhen9MHbxY7lP6Xy+rZUcooNLJncp00OYQohRFtiNJk5nF2sBJmT+ew7mc8ZvaFOn3NnzAyqOV9mYKi76gfmtUaq75ayJC0tDa32/CKnwsJCHnjgAbKzs3F1daV///7s2LGDQYMGqVhlyxjpP5K+nfqScDaBDw9+yBMDn2iW99FoNDx+fXe8XOx4btNBPo1JI7+kktdvj2zzq+eFEKI1MVQbScgoqh2Z2X+qgOKKujuZbK209A1wZWCoB4NCPIgKdsfVoXWfMdMatJoTiltKW1xzc87OzJ08tO0h7K3s2TJtS7OM3lxoS2IWc9YfoNJoYlCoB6tmRss/KiGEuEJF5VXEnipg70klzMRnFFFZffFOpqhgdwaFuBMd4kFkoJv8YlmjTay5EY033G84fb36kpCbwPuJ7/PUoKea9f0mRHTG3cmW+z/ax54T+Ux/ZxfvzBhAsKdTs76vEEK0B5mF5eyrCTL7ThZw+EzxRYt/OznbKtNLNWtmevq6YG3VvrZlq0FGbtqY3zN/58FtD2JnZceWqVvwcvRq9vdMOq1n1od7yC024GJvzcu39mN8n/Z/SrQQQjSU0WTmyJli9p3MZ9+pAvaeyOd0UcVF/UI7OREd7F6zXsaDEE/HDr/4t6HaxFZwtbT1cGM2m5mxZQbxufHc3evuZh+9OSerqJy/fxrH/lMFANw3IpSnJvTERn7DEEJ0QOWVRg6kF9aGmdhTF5/8a6XV0NtPR3SwB4NC3RkQ7IGXS/NfMNleSbixoK2HG4A/Tv/B3378G7ZaW7ZM24K3o3eLvG+V0cR/vk9h1W8nAIgKcuPNO6Pwc3NokfcXQgi15BRXEHuqgH0nC9h7qoBDmUVUm+r++HSytaJ/kDsDgt0ZFKqsl3FqY3cytWYSbixoD+HGbDYz6/tZxOXEcVv323hu6HMt+v5bD2Uz74t4iiuqcXe04fXb+3NN9+afHhNCiJZgMplJzSlh36l89p8sYN+pAtLyLz5fxkdnR3SIBwODlcW/sl6meUm4saA9hBuAvdl7uWfrPWg1Wr6Y9AXd3bu36Pun5ZXx0Nr9HDqtR6OBv1/XjX+M7S7n4Qgh2pyyymoOpBfWBpnYtIu3ZGs00MPHhQHB7kSHuBMdLIfltTQJNxa0l3AD8Pgvj7MtbRuDOw9m1fWrWvwfWUWVkSXfJLE2Jg2AYV09WX57f5lTFkK0WmazmczCcvbXrJPZn1ZAclYxxj9NMTnaWhEZ6EZ0sDtRwe70D5LzZdQm4caC9hRu0ovTmfzVZKpMVay4bgXXBV2nSh2bDmQy/8tEyiqNeLvYsWxqBGN6+ahSixBCXKiy2sSh00XEphWy/5RyUN6fT/0F8HO1p3+wO9HByqhMr84yxdTaSLixoD2FG4DX97/O+wffJ8gliI2TN2JrZatKHUdzinloTSypOSUA3NS3Mwsn9ZZRHCFEi8rRVxCbVlATZgpIzLz4oDzrml1MUcHK4t+oIHfZGNEGSLixoL2Fm9KqUm7aeBNny8/yzwH/5K99/qpaLeWVRl7bdoT3fjuOyQyuDjY8c2Mv/jIgQOalhRBNrspoIjlLXzO9VEjsqQIyC8sv6ufuaENUkDsDQtwZEORO3wA3HGzl1N+2RsKNBe0t3ABsTN3I8388j7ONM99M+QZPB09V60nMKOLpLxM4dFoPKGtxlk2NkJONhRBXJbuogrg0ZcFvXFohiZlFGP40KqPVQPeahb9RQcp6GTkor32QcGNBeww3JrOJO769g6S8JKaFTWPRsEVql0S10cT7O0/w6o9HMFSbsLPW8vj13blvRKjMYwshLquiysjBzCLi0gqJS1fCTFY9J/66OtgQFeRWG2T6BbrhLGfLtEsSbixoj+EGIPZMLLO+n4UGDZ9P+pyeHj3VLgmAk2dLWbAxkT+O5QEQ3lnHv6f1JSLAVeXKhBCthclk5kReKXFphRxIL+BAeiEpWcUXHZJnpdXQ09eF/kFu9A90p3+QG6GdnGRUpoOQcGNBew03APO2z2Prya1E+0TzwbgPWs0/eLPZzP/2Z7D022SKyqvQauCOQUHMGROGt85e7fKEEC0sr8RAfEYhB9IKiUsvJD69EP2fzpUB6ORsR1SQG/2DlCDTN8AVR1sZlemoJNxY0J7DzemS09z81c0YjAZeu/Y1xgaPVbukOnKLDfzrmyQ2x58GwMHGintGhPDAqK5yfoQQ7VRZZTWHTuuJTy/kQHoh8RmFpOdfvOjXzlpLhL8rkYFuRNYEGj9X+1bzS5pQn4QbC9pzuAF4I+4N3k14F39nfzbdsgk7q9a3FXv38Tz+/X0KcWmFALg52vDwtV2ZOTQEexvZwSBEW1VlNJF6poT4DGU0Jj6jiCNnLj4gD6CLlxORgW70D1SCTA9fF7mIV1gk4caC9h5uyqrKmLRxEjnlOcyJmsN9EfepXVK9zGYzPySd4eWthzlaczZOZ1d7Hh/bnalR/rLoWIhWzmQyc/xsKQkZhSRkFJGQUcih0/qLdi8BeLvYERnoRr9ANyID3ejj7yqjtaLRJNxY0N7DDcDmY5tZsHMBjtaOfDPlG7wcW++llkaTmQ2xGbz+4xFO1+yE6ObtzBPjenBDuI8MSQvRCpjNZtLyy0jMLCIxo4j4jEIOZuopMVy8TsbFzpqIAFf6BbrRL0AJM76usrZOXD0JNxZ0hHBjMpu4+7u7STybyC3dbmHJ8CVql3RZFVVGPtl1ird+PUphWRUAvf103D+yCxMjOmNrLSM5QrSEPweZxMwiDmYW1bvg195GSx8/VyXMBCgLfkM8ndDKBbqiGUi4saAjhBuA+Nx47v7ubjRoWHfTOnp79la7pAbRV1Tx7vbjvL/zBOVVRgB8dfbMGhbCnYOCcHWUoWwhmorJZOZkXikHT+s5lGk5yNhaaenZ2YUIfyXIRAS4EubtLFPIosVIuLGgo4QbgKd2PMV3J76jr1dfPh7/MVbatrNYN7+0kk9jTvHRrlPkFiuX3DnYWHFbdACzh4cS0klOOxaiMc4t9j10uohDp/UcOl1E0mk9pZXGi/qeCzJ9/F3p6+9KH39Xuvu4yAiqUJWEGws6UrjJLs3mlk23UFpVytODnuauXnepXVKjGaqNbI7P4r3fjpOSXQyARgPX9/Lh3hGhDAr1kHU5QvxJiaGalCw9SVl6kk4rH1Oyiy+6QBKULdi9Ouvo7acjQoKMaMUk3FjQkcINwPqU9bwQ8wIO1g58Nfkr/Jz91C7pipjNZv44lsd7vx3nl8O5te29OuuYFuXP5Eh/uYFcdDhms5lsfYUSYGpCTFKWnlN5ZfX2d7GzJtxPRx9/V3rXfOzSyUmmlkSbIOHGgo4WbkxmE7O/n01sTizD/Ybz9ti32/xIx9GcYt7feZIvYzNqt51aaTVc092LqVH+jO3lI+fliHanrLKaI2dKSKkZhUnJVj6eW4D/Z746e8L9dIR31tGrs44+/joC3R1lsa9osyTcWNDRwg3AiaIT3Pr1rVSaKnlhxAvc3PVmtUtqEgWllWxOOM2G2Ezi0wtr213srbmprx/TovwZEOze5sOc6FiMJmW30uHsYg5fEGJO5pVS33drK62Gbl7OtUEm3E8JMx5Oti1fvBDNSMKNBR0x3AC8l/gey2OX42rnyleTv6KTQye1S2pSR3NK2BiXwcbYzNrzcgCCPR2ZHOnPDeE+9PbTSdARrYbZbCazsJwjZ4o5cqaEI9nFHD5TzNGcknoPwgPlrqWevi7Ko7OOnr4udPN2lpFK0TqYzZCxFxK/AI0VTHipSV9ewo0FHTXcVJmquPPbO0nJT2FcyDheueYVtUtqFiaTmd0n8vgyNpMtiVl1doL46OwY3dOHsb28Gd6tk/xAEC3CaDKTWVBOao4SXFJzSjha86jvEDxQzo8J83ahu48LvTq70NNXRw9fF1lXJlqnnGQl0CR+AYVpSpuNEzyRCrZNt7NVwo0FHTXcACTlJXHnt3diNBtZft1yRgeNVrukZlwTpsAAACAASURBVFVWWc3WQ9l8fzCb31LPUnZB0LG30TKiWydG9/RhTC9vfOR2cnGVKqqMnMor43huSZ0Qcyz30iMxNlYaunRypruvCz18nOnuowSaQA9HrGRtjGjNCtPh4P8g8X9w5uD5dhsn6HUTRPwFulwHVk13i7uEGws6crgBeG3/a3xw8AO8HbzZeMtGdLYd479BRZWR3cfz+Ck5h5+Sz9SZugLo469jaBdPBoV6MjDEHTdHWa8gLmYyKbuTjueWcuJsCcdySzl+tpTjuSVkFpbXuyYGwNZaS5dOTnTzdibMW5lK6u7jTEgnJ7ksUrQdZflwaKMSaNL+ON+utYGw6yHiVug+AWwdm+XtJdxY0NHDTUV1BbduvpVT+lNMC5vGomGL1C6pxZnNZlKyi/kp+QzbknOIzyi86IdSDx8XBoV61D5kZKfjOBdgTuaVciqvTPl4tqz283MnZ9fHxd6aLp2c6HpBiAnzdpaRGNF2VZbBkS2Q8AUc/RFM56ZSNRAyQgk0vW4GR49mL0XCjQUdPdwA7M3eyz1b7wHg/RveZ1DnQSpXpK7cYgM7j+ay50QBe07kcSy39KI+wZ6ODAzxoF+AK+F+rvT0dcHJrumGW0XLKjVUk15QRnp+Oen5ZWQUlJOWX8apvFJO5ZfVe9jdOdZaDUEejnTxcqKLlzNdOjkR2kn5cydnW1m0Lto+YzWc2K6soUneDJUl57/mG6FMOfWZBq4BLVqWhBsLJNwoluxawudHPifQJZANN2/AwdpB7ZJajbMlBvadzCfmRD57TuSTlKW/aGRHo4HQTk61W297+7kS3lknCz5bAbPZTFF5FZmF5WQVVpBVVE5GYTkZ+eU1gaaMgkucDXPOuQAT7OlIsKcTITUfgz0dCfRwlKkk0f6YzXA6VhmhObgBSnPOf80tSAk0EbeBd0/VSpRwY4GEG0VJZQmTN00mpyyH2b1nMzd6rtoltVpF5VXEnipg36n8mjt59LX3Xf2Zt4sd3byVtRShnk7Kx07KD0Q7a9mddbWMJjN5pQZy9AZyiw2c0VdwuqiCrMJysooqOF2kBBpLU0fnuDnaEOjuSKCHAwHujgS6OxDSyYkQTyc6u9rLqb2iY8g/rgSahM8g/9j5dgcP6D0F+t4GgYOV3+hUJuHGAgk35/2a/iuP/vwoWo2WTyd+Su9ObePm8NYgp7iC5Kzi2ssHk07rOXGJQ9ZA+b7g5+pAaCcnQjo5EuDuiK/OHm+dHb46e3x09h12mstoMlNQVkl+aSV5JcrH/FIDeaWV5BQbyNFXkFMTZM6WVGI0NexblqeTLZ3d7PFzdcDPzYFADyXABHo4EuDugIu93DAvOqjSPDj0JSR8Dhl7zrdbO0DPicoITbcxYNW6/o20yXCzbNkyFixYwJw5c3j99dcv2W/Dhg0899xzHDt2jK5du/LCCy8wZcqUBr+PhJu6ntz+JFtObiHMPYz1N67H1kp2CV2pUkM1KdnFHM8t4VReGSfySjl5VnnUd/PynznbWdcJO14udrg62KBzsMG1nofO3rpVjC6YTGYqqo2UVRoprzRSYqhGX16FvqKaovKqmj9X1fy5WvlzWRV5pQbySyspLK+6ZCisj0YDnk52eLvY4a2zo7OrEmA6uzng52qPn5sDvq72co6REBeqKofD3ymB5ui28wuDNVroci30nQ49bwQ7FzWrtKgxP79bxa+Ke/fu5d1336Vv374W++3atYvp06ezZMkSpkyZwsaNG7ntttvYuXMngwcPbqFq25enBz/N7qzdpBak8tr+13hq0FNql9RmOdlZMyDYnQHB7nXazWYzZ0sqOXku7OSVcrqwgjN65ZGjN1BsqKbEUE1JbjXH61nQfMn3tLXC3kZ52Nlosbe2wt5Gq3xura39mlajQaMBrQY0aNBqATTK5xrQajRUm8xUG01UG81U1fy5ymim2qS0VRpNGKpNlFdW1waZskpjg6aAGsLN0QYPJ1s8nWzxcLLF44IA4+1ij0/Nx07Otq0i1AnR6pmMcHKnMuWU9DVUFp//Wud+SqDpMw1cfNWrsZmoPnJTUlJCVFQU//3vf1m6dCmRkZGXHLmZPn06er2eLVu21LaNHz8ed3d31q1b16D3k5Gbi21P387ff/47AG+NeYtRAaNUrqjjKTFUk6Ov4IzeUBt6zpYYKCqvuuChjIgUllU2aCRIDQ42VjjZWaFzsEFnb1Pz0bp2BEpnXzPq5GBdE2Ts8HCyxd3RRgKLEE3lTBIkrFfW0hSfPt/uGqSsoel7G3j1UK++K9SmRm4eeeQRbrzxRsaOHcvSpUst9t21axePP/54nbZx48ZZnMYyGAwYDOcXf+r1+qsruB26JvAa7ux5J5+mfMpzvz/H/yb9Dy9HL7XL6lCc7axx9nKmi5dzg/pXGU3oy6sorqimotpIRZWJiiojhmrlY0WVEUOViYpq5aPJbMZkBjNmzGZlNMlkVjZImMxmzICVRoO1lQYbKw3WWq3y0UqLtVaDjZUWaysNdtZWONpa4WCrfHSyta79s721ldw4LYRairOVrdsJn0F24vl2e9eahcHTIXAINcO27Z6q4Wb9+vXExsayd+/eBvXPzs7Gx8enTpuPjw/Z2dmXfM6yZctYvHjxVdXZEcyNnsu+M/s4UnCEZ3Y+w8rrV6LVdIx/BG2RjZUWT2c7PJ1l67kQHVZlKSR/o4zSHP8VzDXnM2ltoPs4ZYQmbBzYdLxDSFULN+np6cyZM4cffvgBe/uG/4f/8wFZZrPZ4qFZ8+fPZ+7c89uc9Xo9gYGBjS+4nbOzsuM/o/7D7d/czq6sXXx86GP+2uevapclhBDiQiYjnPwN4tcr62iqLlijFzAI+k2H3lNb5MTg1ky1cLN//35ycnIYMGBAbZvRaGTHjh28+eabGAwGrKzq7nbw9fW9aJQmJyfnotGcC9nZ2WFnJ7/dNkRXt648OehJ/rXrXyyPW87AzgPp7Snbw4UQQnU5yUqgSfi87joa91Dod7sySuPRRb36WhnVFhQXFxdz6tSpOm2zZ8+mZ8+ePPXUU/Tp0+ei50yfPp3i4mK+++672rYJEybg5uYmC4qbiNlsZu6vc9mWto1gXTCf3/Q5jjbNcwmaEEIIC0pylZu349dBVvz5dntXZZdT39shcFCrOGCvJbSJBcUuLi4XBRgnJyc8PT1r22fOnIm/vz/Lli0DYM6cOYwaNYp///vfTJ48mU2bNrFt2zZ27tzZ4vW3VxqNhkXDFpF4NpFT+lO8GPMiS0dYXugthBCiiVRVKBdVHlinnEdjrtkZqbWBsBuUUZru48BaZiQsUX23lCVpaWloL1jZPWzYMNavX8+zzz7Lc889R9euXfnss8/kjJsm5mrnyksjX+LeH+5l07FNDPcfzoTQCWqXJYQQ7ZPZDOl7lBGaQ19CRdH5r/kPgH53KOtonDzVq7GNUf2cm5Ym01IN92bcm7yT8A7ONs58MekLAlxa9gZYIYRo1wpOKVu349cpdzydowtQFgb3uwM6halXXyvTJqalROv3YL8HicmK4UDuAZ767SlWj1+NjbZ13TUihBBtiqEYkjYp006nLlhSYeME4ZOVaaeQkR3mPJrmIuFGXJK11pqXRr3EX77+Cwm5Cbx94G0ei3pM7bKEEKJtMZng5A448Ckkb4aqspovaKDLNcoITc+bwK5hh3iKy5NwIyzyd/bn+aHP88SOJ3gv8T0G+AxguP9wtcsSQojWL++YEmji14M+43y7ZxhE3qGcGuwq0/3NQcKNuKzxoePZnbWbDakbeGLHE3x242cE6uQgRCGEuEh5IRzaqKyjSY85335u+3a/OyEgusNs31aLhBvRIAsGLyC1IJWEswk89stjrJ24Vs6/EUIIUE4NPv6rMkqT8g1UVyjtGi10G6tMO/WY2CGvQVCL7JYSDXam9Ay3f3s7Z8vPcn3w9fzfNf9n8eoLIYRo184ehfhz006Z59u9ekHkncqpwS6+6tXXzjTm57eEG9EoB3IOMHvrbKpN1cyJmsN9EfepXZIQQrSciiJl2unAp3+adnKDiL9A/7ugc6RMOzUD2Qoumk2kdyTzB81nye4lrIhdQQ/3HowMGKl2WUII0XzO7XaKW6vsdqouV9rPTTtF3gU9Jsipwa2IhBvRaLf1uI3k/GT+d+R/PPXbU6y7cR3BumC1yxJCiKZVcEoZoTnwKRSlnW/v1EMZoek7XaadWikJN+KKzB80n9SCVOJz45nz8xzW3rgWJxsntcsSQoirU1mmjM4cWAMndpxvt9Mpu536361ciSDTTq2arLkRVyy3LJfp30wntzyXsUFjefXaV2WBsRCi7TGbIXM/xH0CB78Eg77mCxoIHQX9Z0Cvm8DGQdUyOzpZUGyBhJumdeEC40f7P8oDfR9QuyQhhGiYklxIWA9xayA35Xy7W7CyjibyDnALUq8+UYcsKBYtJtI7kmcHP8uiXYt4M+5Nenr0ZFTAKLXLEkKI+hmr4eg2ZZTmyPdgqlbarR0g/GZllCZ4uNzt1MZJuBFXbVr3aSTlJfH5kc95asdTrL1xLV1cu6hdlhBCnHf2qLKO5sA6KMk+3+4frayj6TNVOUVYtAsSbkSTeHrQ06QWphKXE8fD2x5mzcQ1dHLopHZZQoiOrLJUuYE79mNI23W+3bGTcvt25F3gE65efaLZyJob0WTyK/KZ8d0M0orT6OXRi9XjV8sVDUKIlmU2Q2YsxH0MiRugslhp12ih2/UQNQPCxoG1rbp1ikaTBcUWSLhpXmn6NO7+7m4KDAUM9x/OG6PfwEZro3ZZQoj2riwfEj5TRmlyks63u4cqgabfHaDzU68+cdUk3Fgg4ab5JeQmcO/We6kwVjA1bCqLhi6SLeJCiKZnMsGJX5VAk/ItGCuVdmt7CJ8si4PbGdktJVTV16svL1/zMnN+mcOXqV/i6+jLQ5EPqV2WEKK9KMqEA2sh9pO6Jwd37qcEmoi/gIObevUJ1Um4Ec3i2sBreWbwMyzZvYT/xv8XXydfpoRNUbssIURbZayC1B9g/0dw9Ecwm5R2O1fo+xeImqmEGyGQcCOa0W09biO7NJtViatYvGsxXo5ejPAfoXZZQoi2JP+4MkJzYC2UnDnfHjwcomYpZ9PIycHiTyTciGb1aP9HyS7NZvPxzcz9dS6rx68m3FO2XgohLKg2KPc77V8NJ3873+7YCSLvVEZpOoWpVp5o/STciGal0WhYPGwxueW57M7azcPbHmbtjWvxd/ZXuzQhRGuTewRiP1Ju4S7Pr2nUQLcxSqDpPkG2cIsGkd1SokWUVJYw6/tZHCk4QoguhE8mfIKbvSz4E6LDqypXDtrbv7ruQXs6f+Xk4P53y/1OApCt4BZJuFHPmdIz3L3lbrJLs+nj2YdVN6zC2dZZ7bKEEGo4c0hZHJywHiqKlDaNFXQfBwP+Ct3GgtZK1RJF6yLhxgIJN+o6WnCU2VtnU2gopL93f1aOXSmnGAvRUVSWwaGNyihNxp7z7a5ByrRT/7vkoD1xSRJuLJBwo76kvCTu++E+iiuLGeQ7iLfGvIW9tb3aZQkhmsuZJNj/IcR/BoaaURqtNfSYoIzSdLlORmnEZUm4sUDCTeuQkJvAAz8+QGlVKcP9hrNi9ApsrWShoBDtRlU5HPpKCTXpMefb3YJhwCyIvBtcfNSrT7Q5Em4skHDTesSeieXBbQ9SXl3OtQHX8uq1r2JjJfdQCdGm5aTUjNKsq7uWpudEGDC7ZpRGrkMQjSfhxgIJN61LTFYMj/z0CAajgeuDr+c/o/6DtVZOKBCiTak2QNLXsO8DSPvjfLtbkHLQXv+7wcVXvfpEuyDhxgIJN63PzsydPPbzY1SZqrixy428MPwFrGT+XYjWL++Ysjj4wFooy1PaNFbKWpro2dBltIzSiCYjF2eKNmWE/wheueYV/vnrP/n2+LfYWdmxcOhCtBr5pihEq2OsgsPfKaM0x389367zVxYH958Bus5qVScEIOFGtBKjg0bz0qiXeHLHk3yZ+iU2WhueGfwMGo1G7dKEEABFGcooTezHF9zxpIGw6yH6Huh2PVjJjxTROsj/E0WrMS5kHJXGSp7Z+QyfHf4MG60NTw58UgKOEGoxmeDYz7DvfTjy/fmbuJ28IWqGsp7GPVjdGoWoh6rj/m+//TZ9+/ZFp9Oh0+kYOnQoW7ZsuWT/1atXo9FoLnpUVFS0YNWiOU3qOolFwxYBsCZ5DYt3LcZoMqpblBAdTelZ2Pk6vNEf1k5TpqHMJggdBX9ZDY8fgjHPS7ARrZaqIzcBAQG89NJLdOvWDYCPPvqIyZMnExcXR+/evet9jk6n4/Dhw3Xa7O3lALj2ZGrYVDRoWLRrERtSN1BeXc7SEUux0co2cSGajdmsnEez931I+gqMlUq7vSv0u1OZevLqrm6NQjSQquFm0qRJdT5/4YUXePvtt9m9e/clw41Go8HXV7YUtndTwqbgYOPA/B3z+e7Ed5RXl/PyNS9jZ2WndmlCtC+GYkj4XAk1OYfOt/v1h+h7oc80sJUrUkTb0qhpqaCgIPLy8mo/f/PNN9Hr9U1SiNFoZP369ZSWljJ06NBL9ispKSE4OJiAgABuuukm4uLiLL6uwWBAr9fXeYi2YXzIeJaPXo6t1pZf0n/h7z/9nbKqMrXLEqJ9yEmB756A/+sF385Vgo21g3Imzf2/wAO/KutqJNiINqhR59xotVqys7Px9vYGlCmiAwcO0KVLlysuIDExkaFDh1JRUYGzszOffvopEydOrLfv7t27OXr0KBEREej1epYvX853331HfHw8YWFh9T5n0aJFLF68+KJ2Oeem7diTtYe///x3yqvLifSK5K2xb6Gzlf/thGg0YxWkfAt734OTv51v9+gKA++DyDvAwV29+oSwoNkO8ftzuHFxcSE+Pv6qwk1lZSVpaWkUFhayYcMG3nvvPbZv3054ePhln2symYiKimLUqFGsWLGi3j4GgwGDwVD7uV6vJzAwUMJNGxOfG89D2x6iuLKYXh69WHn9SjzsPdQuS4i2QZ8FsR8pW7mLs5Q2jRZ6TFRCTeg1ctieaPXa1CF+tra2tQuKo6Oj2bt3L8uXL+edd9657HO1Wi0DBw4kNTX1kn3s7Oyws5N1Gm1dP69+fDjuQx748QGS85OZ/f1sVt2wCm9Hb7VLE6J1Mpvh1B+w511I+QZM1Uq7k7dyceWAv4JrgKolCtFcGh1u3nvvPZydnQGorq5m9erVdOrUqU6fxx577IoLMpvNdUZaLtf3wIEDREREXPH7ibajh0cPVo9fzf0/3M/xouPM2jKLVTesIsBFvkELUauyVFkgvGdV3QXCQcNg4L3Q62awtlWvPiFaQKOmpUJCQi57oJpGo+H48eMNer0FCxYwYcIEAgMDKS4uZv369bz00kt8//33XH/99cycORN/f3+WLVsGwOLFixkyZAhhYWHo9XpWrFjBJ598wu+//86gQYMa9J5yt1Tbl1mSyX1b7yOjJANvB2/eGvsWPT16ql2WEOrKO6aspYlbC4aa27htHKHvbTDwfvDto259QlylZpuWOnny5NXUdZEzZ84wY8YMsrKycHV1pW/fvrXBBiAtLQ3tBfPAhYWFPPDAA2RnZ+Pq6kr//v3ZsWNHg4ONaB/8nf35aMJH/O3Hv3G08Ciztszi1WtfZbj/cLVLE6JlmYyQ+qMy9XTsp/PtHl2UQBN5Jzi4qVefECpp1MhNTEwM+fn5TJgwobbt448/ZuHChZSWlnLLLbfwxhtvtOo1LjJy037oK/U8/svj7Mneg5XGioVDFzIlbIraZQnR/MoLIG6NMvVUeKqmUQPdxymhpqvcxi3an8b8/G7U//sXLlxIQkJC7eeJiYnce++9jB07lqeffprNmzfXTiEJ0dx0tjpWjl3JTV1uwmg28vwfz/Nm3Js0Iq8L0bacSYLNc+DVcPjhWSXY2LvBsEfhsTi48zMIGyvBRnR4jRq56dy5M5s3byY6OhqAZ555hu3bt7Nz504AvvjiCxYuXEhSUlLzVNsEZOSm/TGbzbwR9warElcBMKnLJBYPW4yNlVzXINoBY7Vyt9Oed+ueTePdGwY/ABG3yUF7okNotjU3BQUF+Pj41H6+fft2xo8fX/v5wIEDSU9Pb2S5QlwdjUbDY1GP4e/sz5LdS9h8fDM5ZTm8dt1ruNi6qF2eEFemLF85l2bfB1BU831VYwU9b4TBf4Pg4XCZDR5CdFSNGrv08fHhxIkTgHL4XmxsbJ2rEoqLi7Gxkd+WhTqmdZ/Gm2PexNHakZjsGGZumUl2abbaZQnRONkHYdPf4dVe8NNiJdg4esKIufCPBJj+CYSMkGAjhAWNCjfjx4/n6aef5rfffmP+/Pk4OjoycuTI2q8nJCTQtWvXJi9SiIYa4T+C1eNX4+XgxdHCo9z17V2k5KeoXZYQlpmMkPwNrL4JVg6HuE+gugI694PJ/4XHk2DsQjl0T4gGatSam9zcXKZOncrvv/+Os7MzH330EVOmnN+dMmbMGIYMGcILL7zQLMU2BVlz0zFklWTx8E8Pc7TwKI7WjiwbuYzRQaPVLkuIusoLIPYT2LsKCtOUNo0VhN8Mgx+EwMEyQiNEjWa7W+qcoqIinJ2dsbKyqtOen5+Ps7Mztrat9/RLCTcdh75Sz9xf5hKTHQPAw5EP87e+f0OrkZ0kQmW5hyFmJcSvh3M33Tt4KFciDLxXRmiEqEezh5u2TMJNx1JlquKVva/wacqnAIwJGsMLI17AycZJ5cpEh2MywbGfYfd/6x64590bhjwIEX8BGwf16hOilZNwY4GEm45pY+pGluxeQpWpim5u3Vhx3QoCdYFqlyU6gspSZYQmZiWcPVLTqKnZ9fSgLA4WooEk3Fgg4abjis+N5/FfHie3PBedrY5XrnmFoX5DL/9EIa5EUYZygvD+1VBRqLTZukDUTBh0P3iEqlqeEG2NhBsLJNx0bDllOTz+y+MknE1Aq9Eyd8BcZobPvOyFsEI0WPpeZeopaROYjUqbe6gyShN5J9jL9x0hroSEGwsk3AiD0cDS3Uv56uhXANzU5SYWDl2IvbW9ypWJNstYDclfK6EmY+/59pCRMORh5c4nrdWlny+EuCwJNxZIuBGgXNnwacqnvLz3ZYxmI709e/Pata/R2bmz2qWJtqSiCGI/hph3zp8ibGWrLA4e8hD4RqhbnxDtiIQbCyTciAvFZMUwb/s8Cg2F6Gx1vDjiRa4JvEbtskRrl39CCTRxn0BlidLm2AkG3qds5Xb2Vrc+IdohCTcWSLgRf5ZZksm8X+dxMO8gALN7z+bRqEex0cpVIuICZjOkx8CuNyHlWzCblHavnjD0EeUCSxuZ2hSiuUi4sUDCjahPlbGKV/e/yprkNQBEekXy8jUv4+vkq3JlQnXn1tPsehMy959v7zpGCTVdR8tWbiFagIQbCyTcCEu2ndrG878/T3FVMW52brww4gVGBYxSuyyhBkOxcjXC7rehqOZqBCs76DddWSTs3Uvd+oToYCTcWCDhRlxOenE687bPIykvCYB7+tzDo/0fxVprrXJlokUUZSoH7u3/CAxFSpujJwy8X1lT4+ylbn1CdFASbiyQcCMaotJYySv7XmFdyjoAoryj+Peof8s0VXuWlaBMPR3cAKZqpc0zTJl66ne7XI0ghMok3Fgg4UY0xg8nf2DhHwspqSrB3c6dpSOWyjRVe2I2w9Gf4I8VcGL7+faQkTD07xB2A2jlolUhWgMJNxZIuBGNlaZPY972eSTnJwMwvcd0/hn9Txys5Tf5Nqu6Uhmh+eMNyDmktGmsoM9UZaTGr7+69QkhLiLhxgIJN+JKGIwGlscu55OkTwAI0YXw0siX6N2pt8qViUapKFLuetq9EopPK222zjDgr8r1CG5ymaoQrZWEGwsk3Iirsev0Lp79/VlyynKw1ljzUORD3NPnHlls3NoVZULM27BvNVQWK23OvjDkQRgwGxzcVC1PCHF5Em4skHAjrlaRoYglu5ew9eRWQDkT58WRLxLoIr/1tzpnkpT1NIlfnF8k7NUThj2qXJFgbadufUKIBpNwY4GEG9EUzGYz3xz/hhdjXqSkqgRHa0fmD57P5K6T5YZxtZnNcOoP+H05pG493x48AoY/Bt2ul0XCQrRBEm4skHAjmlJmSSYLfltAbE4sAGODxrJw6ELc7GWao8WZTHD4WyXU1N7MrYHwm2H4HPAfoGp5QoirI+HGAgk3oqkZTUY+PPQhbx14i2pTNZ72njw75FnGBo9Vu7SOodoA8euV6ae8o0qblR1E3qlMP3l2Vbc+IUSTkHBjgYQb0VyS8pJY8NsCjhUdA+CG4BtYMHgBng6eKlfWTlXoYd8HsPu/UHJGabN3VU4RHvyg3MwtRDsj4cYCCTeiOVUaK3kn4R3eT3wfo9mIm50bTw96momhE2UtTlMpyVHue9r7/vnrEVz8lPNpBswCOxd16xNCNAsJNxZIuBEtITkvmed+f47DBYcBuDbgWp4d8iw+Tj4qV9aGFZyE31dA3BowGpS2Tj2U9TQRfwFrW1XLE0I0Lwk3Fki4ES2lylTFB4kfsDJhJdWmalxsXHhi4BPc0u0WGcVpjDOHYOdrcPBLMBuVNv9oGDkXuk+QnU9CdBASbiyQcCNa2tGCozz3+3MczDsIwNDOQ1k0bBF+zn4qV9bKndqlhJoLt3N3HQMjHoeQESABUYgORcKNBRJuhBqqTdWsSVrDmwfexGA04GDtwMP9Huau8Luw0dqoXV7rce4iy9/+D9L+qGnUQO9bYPg/wC9S1fKEEOqRcGOBhBuhppNFJ1n4x8Lac3HC3MN4fsjzRHp38B/aJhOkbFZCTVa80mZlC/1uV0KNbOcWosNrzM9vVSer3377bfr27YtOp0On0zF06FC2bNli8TkbNmwgPDwcOzs7wsPD2bhxYwtVK8TVC3EN4cPxH/KvYf/Czc6N1IJUZmyZwaI/ID0nwAAAIABJREFUFlFYUah2eS3PWAUH1sF/B8PnM5VgY+MIQ/8Oc+Lh5jck2AghGk3VcBMQEMBLL73Evn372LdvH6NHj2by5MkcOnSo3v67du1i+vTpzJgxg/j4eGbMmMFtt91GTExMC1cuxJXTarRMCZvC5ls2MzVsKgAbUjdw81c389XRr+gQg6lVFbD3PXgjCr56EM4eUc6oGfUk/OMgjHsBdLImSQhxZVrdtJSHhwcvv/wy995770Vfmz59Onq9vs7ozvjx43F3d2fdunUNen2ZlhKtTeyZWJbsXsLRQuV03QE+A3huyHN0dWuHIxaGEtj/IfzxxvmD95y8lDNqou8Fe/k3KYSoX5uZlrqQ0Whk/fr1lJaWMnTo0Hr77Nq1ixtuuKFO27hx4/jjjz/q7Q9gMBjQ6/V1HkK0JlE+UXw+6XPmDpiLg7UD+8/s59avb+W1/a9RVlWmdnlNo6IIdrwMr0fAD88qwcY1ECa+Av9IVHZASbARQjQR1cNNYmIizs7O2NnZ8eCDD7Jx40bCw8Pr7ZudnY2PT91D0Hx8fMjOzr7k6y9btgxXV9faR2BgYJPWL0RTsNHaMLvPbL6a/BXXBl5LtbmaDw5+wKSNk9h8bDMms0ntEq9MWT78/AK8FgE/L4XyfPDoAje/CY/GwqD7wcZB7SqFEO2M6uGmR48eHDhwgN27d/PQQw8xa9YskpKSLtn/z4efmc1miweizZ8/n6KiotpHenp6k9UuRFPzc/bjjdFvsPy65fg7+5NTnsOCnQuYsWUGibmJapfXcCU58OPzykjNjv8o1yR49YSp78EjeyFqhpwoLIRoNtZqF2Bra0u3bt0AiI6OZu/evSxfvpx33nnnor6+vr4XjdLk5ORcNJpzITs7O+zs7Jq2aCGa2eig0Qz3H84nSZ/wbsK7JOQmcOd3dzK562TmRM3By9FL7RLrpz+tXJGwfzVUlyttvn1h1BPQ8yY5TVgI0SJa3Xcas9mMwWCo92tDhw7lx/9v787jqqzz/o+/DouAqCyi7CkJ4r7hhgVuaVqa2TTT4mQ198w9zaQ/zZqZlmmyqcac+562abamRifnTppybXEtxUhNVEgUQQQVFxAREERkvX5/XHmKUY9awMU5vJ+Px3no9b2u4/l4PXwc3n6v77JhQ6O29evXM2rUqJYoTaRFebl78eP+P+bD6R9yW4/bAFiVu4opK6bwVsZb1NTXWFzhN5QdhQ/nwasD4Yu/mMEmfCjc+2/46Rboc5uCjYi0GEt7bp588kkmT55MZGQkFRUVJCUlsXnzZtauXQvAzJkzCQ8PZ8GCBQDMmTOHxMREFi5cyLRp01i1ahUbN24kJSXFyr+GSLPq2r4rL9z4Aj+I/QELdywkoziDV3a/wrKcZTw29DHGRo61bq+q0iOQ8hKk/R801Jpt142C0b+E68doiwQRsYSl4ebkyZPcd999FBQU4Ofnx4ABA1i7di0TJkwAID8/H7dv/G9v1KhRJCUl8etf/5qnn36aHj168O677zJixAir/goiLWZgl4H865Z/8WHeh7y862WOVhxlzqY5DAsZxry4efQL6tdyxZQcMlcT/nIpNNSZbd0TYMzj5r5PIiIWanXr3DQ3rXMjrqCytpK/7/k7SzKXUNNgPp6a3H0ys4fMJrJjM84IPJ37VahJ+nqH7uvHmj013fR4WESaj/aWckDhRlxJwdkCXk9/nQ9yP8DAwMPNg7tj7+a/B/w3Ad4BTfdBxQfNdWoy/g0XpqVH3wSjfwWRw5vuc0RELkPhxgGFG3FFWSVZvLzrZbaeMBe07ODZgf/q/1/8sPcP8fbw/vZ/8OlcM9TseffrUBNzsxlqIuKaoHIRkaujcOOAwo24sq0ntvLyrpfJKskCILh9MLMGz2Lq9VNxd3O/+j+oJA+SL4Sarx4/9ZxkhprwIc1QuYiIYwo3DijciKtrMBr4KO8j/pj2RwoqCwC43u96Hh70MDd1uwk3m4Mp2SWHYMv/mgOFL4SamJthzK8gXD01ImIdhRsHFG6kraiur2bp/qX8PePvlNeYe6r1DuzNrMGzSAhPaDx9vPSw+fgp/RuhJnoCjHlCj59EpFVQuHFA4UbamoqaCt7OfJslmUuorK0EYECXAcwePJuRPuFfhZr/+3pKd/RNMPpxiBxmYdUiIo0p3DigcCNtVen5UhbtW8TS/Us5X38egOHnq5lVUsrg6hroMc7sqdHsJxFpha7l57fWQxdpIwK8A5gXex9rAhKYUXEOT8Ngh7cXM8NC+FncLeyd/JyCjYi4BPXciLQF50rg81dhxxtQew6Awsih/C0ihpUnv6DOMB9J3RB+Aw8NeIhBXQdZWa2IyEX0WMoBhRtpU86fgW1/gm1/hpoKsy1sMIz9NUSPB5uNo+VH+euev/JR3kfUfzWYeHjIcB4a+BBDg4dat2+ViMg3KNw4oHAjbULNOdjxN0h5Bc6XmW3B/WHskxA7+ZIbWh6tOMpbGW+xKncVdV8NLh7SdQg/HfBT4sPiFXJExFIKNw4o3IhLq6uB3f80Z0CdPWm2BcWaoab3beB25WF2BWcLeGvvWyzPWU7tVzt99w/qz08H/JTEiESFHBGxhMKNAwo34pLq68zVhJNfhLJ8s82/mzn7acAP4FpWJ/5K0bkiFu1dxPsH3rfPruoV2IsH+z7IxO4T8XDzaMq/gYiIQwo3DijciEtpaID9q2DT76D4gNnWIQRG/wIGzwSPdt/5I4qrink7822SspKoqqsCILxDODP7zGR6zHR8PHy+82eIiFyJwo0DCjfiEgwDDn4CnzwLhXvMNp8AuHEeDPsxtGvf5B9Zdr6MpOwk3tn/DqXVpQAEeAVwT+97uCf2Hvy9/Zv8M0VELlC4cUDhRpze0R2w8Vk4kmIet+sIo2bByJ+Dd/P/m66qq2LlwZX8c98/OX72OAA+Hj7cEXMHM/vMJKxDWLPXICJtj8KNAwo34rSK9sMnz0H2R+axuxcM/wkkPArtA1u8nLqGOjYc2cA/9v7Dvgu5u82dSVGTmNlnJn0692nxmkTEdSncOKBwI06nLB82v/jVTt0NYHODQTNgzOPgF2F1dRiGwbaCbfxj7z/4ouALe3tccBz39bmPMRFjcP8WA5pFRL5J4cYBhRtxGpXF8NkfIPVNqK8x23rfBuOehi49ra3tMvad3sfb+95m/eH19lWPIzpEMKP3DKbHTMfX09fiCkXEWSncOKBwI61e9VlzVeGtr0HNWbMtKhHGz4eIOEtLu1qFlYUkZSXx3oH3KK8pB6CDZwfuiLmDe3vfS3iHcIsrFBFno3DjgMKNtFr1teYCfJsXQmWR2RY6EG6aD9ePveSqwq3dudpzfJj3IUsyl3C4/DAAbjY3xl83nnt73UtccJwWBRSRq6Jw44DCjbQ6hgH7V8Mnv4XTB822gCgY/zT0mX5Vqwq3dg1GAynHU1iSuYTtBdvt7dH+0dzT6x6mXD+F9p5NP31dRFyHwo0DCjfSqhzZCht+A8dSzeP2QTD6VxD3QJMswNcaHSg9wNKspXyU95F9UcAOnh2YFj2Nu2LvIsovyuIKRaQ1UrhxQOFGWoWiLNg4Hw6sMY8920P8LBg1u0XWqmkNymvKWXVwFUlZSeRX5Nvb40PjuafXPSRGJGqWlYjYKdw4oHAjliovgM2/g7R/fTWt2x2GzDSndXcMsbo6SzQYDWw7sY2krCSSjyVjYH4lhfmGcWfPO7k9+na6tO9icZUiYjWFGwcUbsQS1Wdh6x/NGVC158y2XlNg/DOtdlq3FY5VHOPfB/7N8pzlnKk+A4CHzYMxkWO4s+edxIfF42Zz/jFIInLtFG4cULiRFtVQb/bSbHoBzp402yKGwcTn4bqR1tbWip2vO8+6w+t4/8D7pJ9Kt7eHdwjnezHfU2+OSBukcOOAwo20mJyNsOFpKMo0j/27wYRnoc/tTjmt2yo5pTksy1nG6tzVVNRUAOY2D2Mix/D9nt9Xb45IG6Fw44DCjTS7wgxY/zTkbTKPvf1h9C/N3bo9vKytzYlV1VWx4cgG3st+r1FvTphvGNOipzEtepoWBxRxYQo3DijcSLOpKDQ3tkz/P8AAN08Y8VPLNrZ0ZZfqzQEYETKC22Nu56brbsLbw9vCCkWkqSncOKBwI02utgq2vg4pL0NtpdnW53a46RkIvN7a2lzc+brzfJr/KSsOruCLgi/sM606enZkctRkpsdMp2/nvloFWcQFKNw4oHAjTcYwYO8y2PAMlB8z28KHwqQFEDnc2traoBNnT7AqdxWrDq7i+Nnj9vZo/2huj76dW6+/lSCfIAsrFJHvQuHGAYUbaRJHU2HdE1+vLNwpwhws3O97GixssQajgdTCVFYcXMHGIxuprq8GzD2t4sPimXr9VMZdNw4fDx+LKxWRa6Fw44DCjXwnZUfNlYX3vm8ee/pCwiPm6sKe+mHZ2pTXlLP20Fo+yP2g0SDk9h7tmdBtArf1uI2hIUM120rECThNuFmwYAHLly8nKysLHx8fRo0axcKFC4mNjb3sexYvXsyDDz54UXtVVRXe3lceQKhwI99K9Vn4/BVzIb6684ANBs+AcU+32ZWFnU1+eT4f5n3I6tzVjR5bhfiGcGvUrUztMZUe/j0srFBEHHGacDNp0iTuvvtuhg0bRl1dHU899RQZGRlkZmbi6+t7yfcsXryYOXPmkJ2d3ag9JOTqfsAo3Mg1MQzIeM/c3LKiwGzrdiNM+h2EDrS2NvlWDMMgrSiND/I+YN2hdVTUfj3bqldgLyZHTWZy98mEdgi1sEoR+U9OE27+06lTp+jatSvJyckkJiZe8prFixczd+5cysrKvtVnKNzIVTu+G9b8Co7tMI8DupsrC/eaonE1LqK6vprko8l8kPsBKcdTqDPq7OeGdB3C5KjJTOw+kUBvTeUXsdq1/Pz2aKGarsqZM+ZeMoGBjr9Izp49S7du3aivr2fQoEE899xzDB48+JLXVldXU11dbT8uLy9vuoLFNVWchE9++/V6NZ6+kPgojHwYPLV2iivxcvdiYveJTOw+kbLzZWzI38DHeR+z6+QudhftZnfRbl7c8SIjw0Zya9StjLtuHL6el+5VFpHWo9X03BiGwbRp0ygtLeWzzz677HXbt2/n4MGD9O/fn/Lycl599VU+/vhjvvzyS2JiYi66fv78+Tz77LMXtavnRi5SVwNf/BWSfw8XFoYbcDfcNB866RFFW1JYWci6w+v4+NDHZJ7OtLd7uXuREJ7Azd1vJjEikfae7S2sUqRtccrHUg8//DAfffQRKSkpREREXPX7GhoaGDJkCImJibz22msXnb9Uz01kZKTCjTR2YB2sfQJKcs3jsCEweaHWqxEOnznMmkNr+PjQxxwuP2xv93b3JiHCDDoJ4QkKOiLNzOnCzezZs1m5ciVbtmwhKirqmt//k5/8hGPHjrFmzZorXqsxN9LI6VxY+zjkrDePfbuaPTUD7wE3TQ+WrxmGQVZJFuuPrGfd4XUcrThqP+fj4WPv0UmISNAaOiLNwGnCjWEYzJ49mxUrVrB58+ZLPla6mj9j+PDh9O/fn3/84x9XvF7hRgCoqYTPXoKtr0F9jbkP1MifQeIvwFv/LsQxwzDYX7KfdYfXsf7weo6dPWY/dyHo3NTtJhLCE+jQroOFlYq4DqcJNz//+c955513WLVqVaO1bfz8/PDxMf/nM3PmTMLDw1mwYAEAzz77LCNHjiQmJoby8nJee+01lixZwueff87w4Vd+hKBw08YZBmSugnVPfb1lQo9xMPn3EHTt4VrEMAwySzLtQeeba+h4unkyKmwU468bz9jIsfh7+1tYqYhzc5pwc7nN7BYtWsQDDzwAwJgxY+jevTuLFy8G4JFHHmH58uUUFhbi5+fH4MGDmT9/PvHx8Vf1mQo3bdipbFjzS8jbbB77XWfuA9XrVk3tliZhGAaZpzPZmL+RjUc2Nhqj425zZ2jIUCZcN4Fx142jS/su1hUq4oScJtxYQeGmDaqugOSFsP0v0FAH7l5w41y4YS600yBQaR6GYZBblsvG/I18kv8JWSVZ9nM2bAzoMoCxkWMZe91YrvfT7vEiV6Jw44DCTRtyYdfudU/B2UKzredks7cm8NoHrot8F0fLj/JJ/idszN/Il6e+bHSue6fu9qAzIGgA7m7uFlUp0nop3DigcNNGnDoAHz8Kh7aYxwFR5tTunjdbW5cIcLLyJMnHkvn06KfsKNhBbUOt/VygdyCjI0YzNnIs8WHxeHto4UgRULhxSOHGxdWcg8/+Fz5/DRpqwcMbEh6DUbO1urC0SmdrzpJyIoVN+Zv47Nhnjfa68nb3ZmToSBIjE0kMTyTYN9jCSkWspXDjgMKNC8teAx//Es7km8cxE81ZUHoEJU6itqGWXSd3sSl/E5uObqKgsqDR+d6BvUmMSGR0xGj6BvXFzaa1mKTtULhxQOHGBZUeMRfiy/7YPO4UYT6C0iwocWKGYXCg9ABbjm0h+Vgye07tweDrr+tA70ASIxJJjEgkPjRe6+mIy1O4cUDhxoXU1cC21829oOqqwM0D4h+G0b+CdtrcUFxLyfkSUo6nkHw0ma0ntnK29qz9nIfNg0FdB5EQkcCN4TcS4x9z2aU2RJyVwo0DCjcu4shW+GAuFGebx91ugFv/AF17W1uXSAuora9ld9FuNh/dTMrxlEbr6QAEtw/mxvAbSQhPYEToCPXqiEtQuHFA4cbJnSuBDb+BtCXmcfsguPkFGHCXHkFJm3W0/CifHf+MlOMppBamcr7+vP2ch82DwcGDGRU2ihvCbiA2MFZjdcQpKdw4oHDjpAwDMt4zd+4+V2y2Dbnf3OSyfaCVlYm0KufrzrPr5C572DlSfqTR+UDvQOLD4rkh7Abiw+IJ8gmyqFKRa6Nw44DCjRMqyYOPHoXcT83jLr1gyivQ7eq23BBpy/LL80k5nsK2E9v4ovALquqqGp2PDYhlVPgoRoWNYkjXIbRzb2dRpSKOKdw4oHDjROprzV27k38PdefNbRNG/wJGzQEPfQGLXKva+lrST6Wz9cRWPj/+OftL9jc67+3uzZDgIYwMHcnI0JF6hCWtisKNAwo3TuLoDvhgDhRlmsdRiWZvTece1tYl4kJKzpew7cQ2tp7YyrYT2zhVdarReX8vf0aEjmBk6Ejiw+IJ7xBuUaUiCjcOKdy0ctUVsPFZSH0TMKB9Z7j5dxowLNLMDMMg70we2wu2s+3ENlILUzlXd67RNZEdIxkROoLhIcMZFjJM43WkRSncOKBw04odWA8fPgLlx8zjQTNg4vMaMCxigdqGWvYW72X7ie1sL9jOnlN7qDPqGl0T7R/NsJBhjAgZwdCQofh5+VlUrbQFCjcOKNy0QpWnzRWGM/5tHvt3g6mvQo+x1tYlInaVtZXsLNzJF4VfkFqYSlZJVqPzNmz0CuzF8JDhDA8dzuCug+nYrqNF1YorUrhxQOGmFTEMyHgf1v4Kzp0GmxuM/DmMfVIrDIu0cqXnS9l5cic7Cnawo3AHeWfyGp13s7nRK7AXw4KHMTRkKEOCh9Cpnb5z5dtTuHFA4aaVOHPMfASVs9487toXbvsjRMRZW5eIfCunzp0itTCVHYU7SC1MJb8iv9H5Cz07Q0OGMjR4KHHBcXqMJddE4cYBhRuLNTTAzrdg43yoOQvu7SDxF3DDXE3vFnEhJytPsvPkTlILU9l1ctdFW0TYsBEdEE1c1zjiguMYEjyEru27WlOsOAWFGwcUbixUkgerZsGRz83jyBEw9TXo2svaukSk2RWdK2LXyV2kFqaSWph6UdgBczbWkK5DiAs2A09kx0htACp2CjcOKNxYoKEBdrwBnzwLtefA0xduegaG/QTctECYSFtUXFVMWlEau0/uZtfJXWSXZtNgNDS6JsgniMFdB9tfsYGxeLp5WlSxWE3hxgGFmxZ2Otfsrcnfah53TzDH1gRGWVuXiLQqFTUVfHnqS3ad3MXuk7vJKM6gtqG20TU+Hj70D+pvDzsDugzQjKw2ROHGAYWbFtLQADv+Zi7IV1dl9tZM/C3E/Ui9NSJyRdX11WScyiD9VDppRWmkF6VTXlPe6BobNnoG9GRQ10EM7DKQQV0GEdExQo+yXJTCjQMKNy3gP3trohLhttchoJu1dYmI02owGsgryyPtVBppJ9NIK0rj2NljF10X6B1oBp2vAk/fzn3x9vC2oGJpago3DijcNKP/7K1p1wEmPgdxD2rrBBFpcqfOnSKtKI0vT31J+ql09p/ef9GjLA+bB70CezGw60AGBA1gQJcBhHcIV++OE1K4cUDhppmUHoaVP/96JlTUaHNsjXprRKSFVNdXs//0fjPsFKWTfiqd4qrii64L9A60B50BXQbQL6gfvp5aOLS1U7hxQOGmiRkG7H4b1j1prlvTroO5H1TcA+qtERFLGYbBicoTpBelk1GcwZ5Te9hfsp+6hsZ7ZNmw0cO/BwO7DKRfUD/6B/Wnh38PPNw8LKpcLkXhxgGFmyZUcRJWz4acdeZxtxvg9j9DQHdLyxIRuZzq+mqySrLYc2oPe07tIaM4g+Nnj190nbe7N30697GHnX5B/fQ4y2IKNw4o3DSRfSvN7ROqSsDdC8b/xtwXSjOhRMTJFFcVs+fUHvYW7yWjOIO9xXs5W3v2ousCvALoG9SXfkH96Ne5H32D+hLkE2RBxW2Two0DCjffUVUpfPwLyHjPPA4ZAHe8AV17W1uXiEgTaTAaOFx+2Aw7p8ywk1WaddHjLIDg9sH07dzXDD2d+9Gncx/8vf0tqNr1Kdw4oHDzHRz8xJziXXECbO6Q8Ki5L5T2hBIRF1dTX0N2STYZxRnsO72PzNOZ5JblYnDxj9DwDuH06dzH/urbua82CW0CCjcOKNx8CzXnYMNvIPXv5nHnaJj+N4gYam1dIiIWOld7jv0l+9lXvI+9p/eSeTqTI+VHLnlto8AT2Ec9PN+Cwo0DCjfXqGAPLPsxFGebx8N/CjfNh3btraxKRKRVKq8pJ/N0JvtP7yfzdCaZpzPJr8i/5LWhvqH0CuxF78De9O7cm16BvQhuH6xBy5ehcOOAws1VamiA7X8yF+RrqIUOIeZMqOjxVlcmIuJUymvKyTqdZQ87mSWX7+EJ9A6kV2AvM/R07k3vwN5EdozEzabJGgo3DijcXIXyE7DiITiUbB7H3mouyOfb2dq6RERcREVNBdkl2WSVZLG/ZD/7S/aTV5ZHvVF/0bU+Hj7EBsQSGxhrDz7R/tFtblsJpwk3CxYsYPny5WRlZeHj48OoUaNYuHAhsbGxDt+3bNkynn76aXJzc+nRowcvvPAC06dPv6rPVLi5gv0fmGvXVJWCZ3uYtACG3K8F+UREmtn5uvMcLDtohp3T5iunLIfq+uqLrnWzuRHVKYrYQDP0XAg/rjw13WnCzaRJk7j77rsZNmwYdXV1PPXUU2RkZJCZmYmv76WXwt62bRsJCQk899xzTJ8+nRUrVvCb3/yGlJQURowYccXPVLi5jOqzsO4Jc7VhgNBB8L03ISjG2rpERNqwuoY68svzySrJIqs0y97bU3K+5JLXB3oH0jOgJ7EBsfQMNH+93u96PN09W7jypuc04eY/nTp1iq5du5KcnExiYuIlr7nrrrsoLy9nzZo19rZJkyYREBDA0qVLr/gZCjeXcHy3OWi4JBewwQ1zYOxTmuItItIKGYZBcVWxGXhKssguzSa7JJv8inwajIaLrveweRDlH0XPgJ7E+MeYvwbEON3g5Wv5+d2qNs44c+YMAIGBgZe9Ztu2bTzyyCON2m6++WZeeeWVS15fXV1NdfXXXXrl5eVNUKmLsA8ang8NddAxDO74G0RdOliKiIj1bDYbXdp3oUv7LiREJNjbq+qqyC3LJbskmwOlB8guzeZAyQEqaivIKc0hpzSn0Z/TqV0nYgJizMATaAafmIAYl9hEtNWEG8MwmDdvHjfeeCP9+vW77HWFhYUEBwc3agsODqawsPCS1y9YsIBnn322SWt1CZXFsPJnkLPePO59G0x9FdpfPliKiEjr5ePhY24NEfT1z1DDMCisLCS7NJuc0hwOlB4gpzSHw+WHKa8pZ9fJXew6uavRnxPmG0Z0QDQx/jH2X6P8omjn7jy9+a0m3MyaNYs9e/aQkpJyxWv/sxvNMIzLdq098cQTzJs3z35cXl5OZGTkdyvW2R36DJb/BCoKzH2hJi2AoT/SoGERERdjs9kI7RBKaIdQxkSOsbdX11dz6Mwhe9i58OupqlOcqDzBicoTbDm2xX69u82dbp26Ee0fTbR/ND38exDtH01kp0g83VrfeJ5WEW5mz57N6tWr2bJlCxEREQ6vDQkJuaiXpqio6KLenAu8vLzw8vJqslqdWkM9JP8etvwejAYI6gl3LoKQy/eUiYiI6/Fy97JPK/+msvNlHCw7aH/llOaQU5ZDRU0FeWfyyDuTx/oj6+3Xe7h50L1T90aBp4d/DyI7RuLhZl3EsHRAsWEYzJ49mxUrVrB582ZiYq48M+euu+6ioqKCjz/+2N42efJk/P39NaDYkfITsOwncOSrnrFBM+CW/4F2zv9sVUREmo9hGBSdK7KHnYNlB8ktyyX3TC5VdVWXfI+vpy+f3/057m7uTVaH0wwofvjhh3nnnXdYtWoVHTt2tPfI+Pn54ePjA8DMmTMJDw9nwYIFAMyZM4fExEQWLlzItGnTWLVqFRs3bryqx1lt1oH1sPIhOHca2nWAW1+CgXdZXZWIiDgBm81GsG8wwb7B3BB+g729wWigoLKA3LJce+A5WHaQQ2cOEeob2qTB5pprtrLn5nLjZBYtWsQDDzwAwJgxY+jevTuLFy+2n3///ff59a9/TV5enn0RvzvuuOOqPrNN9dzU15ozoba9bh6HDIDvL4bOPaysSkREXFiD0UBZdRmB3k07QcVp17lpCW0m3Jw5Du8/CEe/MI9HPAQTfgseGn8kIiLOx2lqf77CAAAO9klEQVQeS0kzyd0Ey/7LfAzl5WdueNl7itVViYiItAiFG1fS0ACf/S9s+h1gQEh/+MHbEHi91ZWJiIi0GIUbV3GuBJb/NxzcYB4Pvs+cDeXpY21dIiIiLUzhxhUc2wXv3Q9njoKHN9z6Bxj8Q6urEhERsYTCjTMzDEh9E9Y+AQ21EBBlPoYKHWB1ZSIiIpZRuHFWNZXwwRzIeM887jXFHDjs7WdtXSIiIhZTuHFGJYcgaQYU7QObO0x4FuJnaW8oERERFG6cT+6n8N6DcL4MfLuai/J1v+GKbxMREWkrFG6chWHA1j/CxmfMTS/D4+AHS8Av3OrKREREWhWFG2dQcw5Wz4a975vHg35ozojy9La2LhERkVZI4aa1Kz0C786Awgxw84BJL8KwH2t8jYiIyGUo3LRmeZvN8TVVJdA+yJzmrfE1IiIiDinctEaGAdv/DOt/bY6vCRsMd/0L/CKsrkxERKTVU7hpbeqqzfVrvlxqHg+8F6a8pG0URERErpLCTWtSWWyuX3N0u7l+zc0vwIiHNL5GRETkGijctBZF++Gdu6DsCHj5wQ8WQ49xVlclIiLidBRuWoOcjfD+g1Bdbu4Pde+70CXW6qpEREScksKN1b54A9b+yhw43O0Gc+Bw+0CrqxIREXFaCjdWqa8zQ03qm+bxoB/ClJfBo521dYmIiDg5hRsrVJXBew9A3ibAZm58Oer/aeCwiIhIE1C4aWkleebA4eID4Nkevvcm9LrV6qpERERchsJNSzq2E975AZw7DZ3C4Z6lEDrQ6qpERERcisJNS8leY26lUFcFoYPMGVEdQ6yuSkRExOUo3LSEnf+Ajx41Z0RFT4DvLwavDlZXJSIi4pIUbpqTYcCmF2DL/5jHg38IU14Bd09r6xIREXFhCjfNpb7W3CMq/f/M49GPw5jHNSNKRESkmSncNIfqCvj3/ZD7iblH1JSXIe5+q6sSERFpExRumlrFSXjn+1DwpTnV+/uLoefNVlclIiLSZijcNKXiHPjXHVCWD+2DYMa/ITzO6qpERETaFIWbpnIiDZZMh6pSCLwefrjM/FVERERalMJNU/GLBJ8AM9Dc+2/wDbK6IhERkTZJ4aap+AbBzNXmjt7tfK2uRkREpM1SuGlK/pFWVyAiItLmuVldgIiIiEhTsjTcbNmyhalTpxIWFobNZmPlypUOr9+8eTM2m+2iV1ZWVgtVLCIiIq2dpY+lKisrGThwIA8++CDf+973rvp92dnZdOrUyX7cpUuX5ihPREREnJCl4Wby5MlMnjz5mt/XtWtX/P39m6EiERERcXZOOeZm8ODBhIaGMn78eDZt2uTw2urqasrLyxu9RERExHU5VbgJDQ3ljTfeYNmyZSxfvpzY2FjGjx/Pli1bLvueBQsW4OfnZ39FRmpGk4iIiCuzGYZhWF0EgM1mY8WKFdx+++3X9L6pU6dis9lYvXr1Jc9XV1dTXV1tPy4vLycyMpIzZ840GrcjIiIirVd5eTl+fn5X9fPbqXpuLmXkyJHk5ORc9ryXlxedOnVq9BIRERHX5fThJi0tjdDQUKvLEBERkVbC0tlSZ8+e5eDBg/bjQ4cOkZ6eTmBgINdddx1PPPEEx48f5+233wbglVdeoXv37vTt25eamhr+9a9/sWzZMpYtW2bVX0FERERaGUvDzc6dOxk7dqz9eN68eQDcf//9LF68mIKCAvLz8+3na2pqeOyxxzh+/Dg+Pj707duXjz76iFtuuaXFaxcREZHWqdUMKG4p1zIgSURERFqHNjWgWEREROSb2tyu4Bc6qrSYn4iIiPO48HP7ah44tblwU1FRAaDF/ERERJxQRUUFfn5+Dq9pc2NuGhoaOHHiBB07dsRms131+y4s/nf06FGN1WkBut8tS/e7Zel+tyzd75bVXPfbMAwqKioICwvDzc3xqJo213Pj5uZGRETEt36/FgJsWbrfLUv3u2Xpfrcs3e+W1Rz3+0o9NhdoQLGIiIi4FIUbERERcSnu8+fPn291Ec7C3d2dMWPG4OHR5p7mWUL3u2Xpfrcs3e+Wpfvdsqy+321uQLGIiIi4Nj2WEhEREZeicCMiIiIuReFGREREXIrCjYiIiLgUhZur8Oc//5moqCi8vb2Ji4vjs88+s7okl7FlyxamTp1KWFgYNpuNlStXNjpvGAbz588nLCwMHx8fxowZw759+yyq1rktWLCAYcOG0bFjR7p27crtt99OdnZ2o2uqq6uZPXs2QUFB+Pr6ctttt3Hs2DGLKnZuf/nLXxgwYIB9IbP4+HjWrFljP6973bwWLFiAzWZj7ty59jbd86Yzf/58bDZbo1dISIj9vNXf3Qo3V/Duu+8yd+5cnnrqKdLS0khISGDy5Mnk5+dbXZpLqKysZODAgbz++uuXPP/73/+el156iddff53U1FRCQkKYMGGCfY8wuXrJyck8/PDDbN++nQ0bNlBXV8fEiROprKy0XzN37lxWrFhBUlISKSkpnD17lilTplBfX29h5c4pIiKCF198kZ07d7Jz507GjRvHtGnT7F/wutfNJzU1lTfeeIMBAwY0atc9b1p9+/aloKDA/srIyLCfs/y72xCHhg8fbjz00EON2nr16mU8/vjjFlXkugBjxYoV9uOGhgYjJCTEePHFF+1t58+fN/z8/Iy//vWvVpToUoqKigzASE5ONgzDMMrKygxPT08jKSnJfs3x48cNNzc3Y+3atVaV6VICAgKMN998U/e6GVVUVBgxMTHGhg0bjNGjRxtz5swxDEP/vpvaM888YwwcOPCS51rDd7d6bhyoqalh165dTJw4sVH7xIkT2bp1q0VVtR2HDh2isLCw0f338vJi9OjRuv9N4MyZMwAEBgYCsGvXLmpraxvd77CwMPr166f7/R3V19eTlJREZWUl8fHxutfN6OGHH+bWW2/lpptuatSue970cnJyCAsLIyoqirvvvpu8vDygdXx3a6lGB4qLi6mvryc4OLhRe3BwMIWFhRZV1XZcuMeXuv9HjhyxoiSXYRgG8+bN48Ybb6Rfv36Aeb/btWtHQEBAo2v17/3by8jIID4+nvPnz9OhQwdWrFhBnz59SE9P171uBklJSezevZvU1NSLzunfd9MaMWIEb7/9Nj179uTkyZM8//zzjBo1in379rWK726Fm6tgs9kaHRuGcVGbNB/d/6Y3a9Ys9uzZQ0pKyhWv1f3+9mJjY0lPT6esrIxly5Zx//33k5ycfNnrda+/vaNHjzJnzhzWr1+Pt7f3Vb9P9/zbmTx5sv33/fv3Jz4+nh49evDPf/6TkSNHAtZ+d+uxlANBQUG4u7tflOqLioouSqTS9C6MvNf9b1qzZ89m9erVbNq0iYiICHt7SEgINTU1lJaWNrpe9/vba9euHdHR0QwdOpQFCxYwcOBAXn31Vd3rZrBr1y6KioqIi4vDw8MDDw8PkpOTee211/Dw8CA4OFj3vBn5+vrSv39/cnJyWsV3t8KNA+3atSMuLo4NGzY0at+wYQOjRo2yqKq2IyoqipCQkEb3v6amhuTkZN3/b8EwDGbNmsXy5cv59NNPiYqKanQ+Li4OT0/PRve7oKCAvXv36n43EcMwqK6u1r1uBuPHjycjI4P09HT7a+jQocyYMcP+e93z5lNdXc3+/fsJDQ1tHd/dLTJs2YklJSUZnp6exltvvWVkZmYac+fONXx9fY3Dhw9bXZpLqKioMNLS0oy0tDQDMF566SUjLS3NOHLkiGEYhvHiiy8afn5+xvLly42MjAzjnnvuMUJDQ43y8nKLK3c+P/vZzww/Pz9j8+bNRkFBgf117tw5+zUPPfSQERERYWzcuNHYvXu3MW7cOGPgwIFGXV2dhZU7pyeeeMLYsmWLcejQIWPPnj3Gk08+abi5uRnr1683DEP3uiV8c7aUYeieN6VHH33U2Lx5s5GXl2ds377dmDJlitGxY0f7z0arv7sVbq7Cn/70J6Nbt25Gu3btjCFDhtinzsp3t2nTJgO46HX//fcbhmFOKXzmmWeMkJAQw8vLy0hMTDQyMjKsLdpJXeo+A8aiRYvs11RVVRmzZs0yAgMDDR8fH2PKlClGfn6+dUU7sR/96Ef2740uXboY48ePtwcbw9C9bgn/GW50z5vOXXfdZYSGhhqenp5GWFiYcccddxj79u2zn7f6u9tmGIbRMn1EIiIiIs1PY25ERETEpSjciIiIiEtRuBERERGXonAjIiIiLkXhRkRERFyKwo2IiIi4FIUbERERcSkKNyLi9Gw2GytXrrS6DBFpJRRuRKTVe+CBB7DZbBe9Jk2aZHVpItIKeVhdgIjI1Zg0aRKLFi1q1Obl5WVRNSLSmqnnRkScgpeXFyEhIY1eAQEBl7z2t7/9LcHBwaSnpwPmjsS//OUvCQ8Px9fXlxEjRrB58+YWrF5EWpJ6bkTEZRiGwdy5c1m5ciUpKSnExMQA8OCDD3L48GGSkpIICwtjxYoVTJo0iYyMDPs1IuI61HMjIk7hww8/pEOHDo1ezz33nP18XV0dM2fOZP369Xz++ef20JKbm8vSpUt57733SEhIoEePHjz22GPceOONFz3mEhHXoJ4bEXEKY8eO5S9/+UujtsDAQPvvH3nkEby8vNi+fTtBQUH29t27d2MYBj179mz03urqajp37ty8RYuIJRRuRMQp+Pr6Eh0dfdnzEyZMYOnSpaxbt44ZM2bY2xsaGnB3d2fXrl24u7s3ek+HDh2arV4RsY7CjYi4hNtuu42pU6dy77334u7uzt133w3A4MGDqa+vp6ioiISEBIurFJGWoHAjIk6hurqawsLCRm0eHh6NHkFNnz6dJUuWcN999+Hh4cGdd95Jz549mTFjBjNnzuQPf/gDgwcPpri4mE8//ZT+/ftzyy23tPRfRUSamcKNiDiFtWvXEhoa2qgtNjaWrKysRm133nknDQ0N3Hfffbi5uXHHHXewaNEinn/+eR599FGOHz9O586diY+PV7ARcVE2wzAMq4sQERERaSqaCi4iIiIuReFGREREXIrCjYiIiLgUhRsRERFxKQo3IiIi4lIUbkRERMSlKNyIiIiIS1G4EREREZeicCMiIiIuReFGREREXIrCjYiIiLgUhRsRERFxKf8fJwTXF2niBP0AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/ABCO/ABCO_1-50eV/ABCO_1-50eV_orb30_E.inp.out_BLM-V_2020-01-22_16-41-16.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data ABCO_1-50eV_orb30_E.inp.out, pType=a, thres=0.1, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLMv:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (0.4257982946799556+2.897732370579118e-17j)\n", "Plotting data (No filename), pType=a, thres=0.042579829467995566, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 0.6391212100038612\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2017-03-13 11:44:25.745 (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 22:55:03 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 22:55:03 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 22:55:03 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-01-22_16-41-16\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2017). *ePSproc: ABCO 1st attempt*. Dataset on Zenodo. DOI: 10.5281/zenodo.3627353. URL: https://phockett.github.io/ePSdata/ABCO/ABCO_1-50eV_orb30_E.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ ABCO 1st attempt,\n", " title = {ePSproc: ABCO 1st attempt}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3627353},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/ABCO/ABCO_1-50eV_orb30_E.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.3627353.svg)](http://dx.doi.org/10.5281/zenodo.3627353) [![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 }