{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3629715.svg)](http://dx.doi.org/10.5281/zenodo.3629715) [![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 wavefn run, HOMO ionization (orb 31 A1P), 0.05 - 5.01eV high res\n", "\n", "- *electronic structure input*: DABCO_Jmol_E_cc-pVDZ_D3h_manual-third_c.molden\n", "- *ePS output file*: DABCO_0.01-5.01eV_orb31_A1P.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/DABCO/DABCO_0.01-5.01eV_orb31_A1P.html\n", "- Dataset: https://zenodo.org/record/3629715\n", "- DOI (dataset): [10.5281/zenodo.3629715](http://dx.doi.org/10.5281/zenodo.3629715)\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_0.01-5.01eV, orbital orb31_A1P\n", "- DABCO wavefn run, HOMO ioinzation (A1P), D3h symmetry, 0.5:1:10.5, sph grid\n", "- E=0.01:0.1:5.01 (51 points)\n", "- Sat May 6 16:51:02 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_0.01-5.01eV, orbital orb31_A1P\n", " DABCO wavefn run, HOMO ioinzation (A1P), D3h symmetry, 0.5:1:10.5, sph grid\n", " E=0.01:0.1:5.01 (51 points)\n", " Sat May 6 16:51:02 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_0.01-5.01eV/DABCO_0.01-5.01eV_orb31_A1P.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/DABCO/DABCO_0.01-5.01eV/DABCO_0.01-5.01eV_orb31_A1P.inp.out\n", "Expecting 51 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_0.01-5.01eV/DABCO_0.01-5.01eV_orb31_A1P.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/DABCO/DABCO_0.01-5.01eV/DABCO_0.01-5.01eV_orb31_A1P.inp.out\n", "Expecting 51 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 102 DumpIdy segments.\n", "Found 102 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 102 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_0.01-5.01eV, orbital orb31_A1P\n", " DABCO wavefn run, HOMO ioinzation (A1P), D3h symmetry, 0.5:1:10.5, sph grid\n", " E=0.01:0.1:5.01 (51 points)\n", " Sat May 6 16:51:02 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_0.01-5.01eV_orb31_A1P.inp.out, pType=a, thres=1.4810190463795345, 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_0.01-5.01eV_orb31_A1P.inp.out, pType=phaseUW, thres=1.4810190463795345, 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": [ "# 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_0.01-5.01eV/DABCO_0.01-5.01eV_orb31_A1P.inp.out_BLM-L_2020-01-22_16-43-06.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 DABCO_0.01-5.01eV_orb31_A1P.inp.out, pType=a, thres=0.13908770097722933, with Seaborn\n" ] }, { "data": { "image/png": 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e2QRRXTExMThz5gxWrlypzBMR2Gw2JCUloX379gBw3RPZsnH8mVgKCwvLJQvAPpjPtUSkwvnXczOfuXZ9KRkQ7XrbuZnPVHU7N9pGVT5jMBhQUFBQrVio8WCO+SPGusgxN+PFF19U/t2lSxcAwGuvveYwv9S6deuQm5uL//u//yu3rDo55tNPP8XEiRMdvr/bbrsNK1aswOzZszFv3jyo1WrMnDkTQUFBUKvVAOwnyMXFxfjwww8xbNgwAMDq1asRHByMbdu2Yfjw4cr21q5di9zcXBw9ehTPPfcc3n33XcydO7dcLO+88w5Wr16N7du3K/HYbDYAwJgxYzBr1izlu9mzZw/+85//YMCAAQ7bKCwsxKpVq8oVRMOGDcOiRYswdepUTJo0CTqdDi+99BJ27dqlHBM1HKUXEct6/vnnKy2Eb6TsRUQAaN26NT788EMMGDAAS5cuVX4fSy8iXs/UqVPxwAMPXHed0NDQSpdVdBHxZo0cORL3338/IiIikJSUhJdeegmDBw9GTEwMdDpdufUrumBV0YU8Pz8/aLXaCi/mpaSkYOPGjVi1apUyz9vbG1FRUXj99dfRvn17BAUFYfXq1di/fz9at24NwPEC2xtvvIG3334bmzZtwtixY7Ft2zaH/+v//ve/MXfuXOTn56Ndu3bYsmULtFpthd/B3r178dVXX2HDhg3KvLNnz2LXrl3Q6/VYv349rl69iqeeegoZGRn49NNPy23jwIEDiIuLQ3R0tDKvXbt2iIiIwLx58/Dxxx/D09MTixcvRmpqqsOFvFmzZqFv374YM2ZMhfF5e3tj+/btGDNmjHIhvE2bNvj555+h0dhLxeHDh2PWrFmYMmUKBg0ahDNnzuD9999Xvu9bbrmlSsd09uxZ/PLLL5g4cSJ++uknJCQkYNq0abBYLHj55ZcrjM9VsOgmhaenZ6WtQG5u9k4RpUUeAIfRXytis9nw5JNPYubMmeWWNW/e3GG/N7JgwYJKW1tKbdy4Ef369atwWUBAAGJjYx3mBQcH4/Lly+XWvXLlSrnkXvYzpa0uZVui0tLSHP5A3EhwcHC5PxRpaWnQaDRo0qRJtT4DlG+5vt5+AfsfsJCQEIftVLaNgIAAqNXqCvd97WcyMjLQtGnTKsVCjQ9zjF1d5Jia0qdPH+Tk5ODy5cvlYv5//+//YdSoUeVaTirLVRUd86+//opTp05h7dq15ZZNmDABEyZMwOXLl+Hp6QmVSoXFixejRYsWAKDksA4dOiifadq0KQICApRRxUuVtkB16NABVqsVTzzxBObMmeNQ7L777rtYsGABtm7dik6dOinzAwICoNFoHPYDAO3bt3doTSr1zTffoKCgoMKLEbNnz8asWbOQkpICPz8/nDt3DvPmzVOOiRqOxngR8WY8+OCDyr8jIyPRo0cPREREYMOGDQ69W0r3W9EFK6B6FzA/++wz+Pr64p577nGY/8UXX+CRRx5BaGgo1Go1unXrhgkTJuDQoUMAqneBbeLEiRg6dChSUlLw7rvv4oEHHsDu3bvLfW/Hjx/HmDFj8PLLL2Po0KHKfJvNBpVKhZUrV8JoNAIAFi9ejPvuuw//+te/YDAYHLYTHR2NyMhI9OrVS5nn7u6Ob7/9Fo8++ij8/f2hVqsxZMgQjBw5Ulnnhx9+wC+//ILDhw+X+55KFRYW4pFHHsHtt9+u9MR59913cdddd+G3336DwWDA448/jsTERIwaNQrFxcXw8fHB008/jfnz5ztcCL3RMdlsNgQGBmLZsmVQq9Xo3r07fv/9dyxatMjli252L6cqKS2kyl45O3LkyHU/061bNxw/flzp0ll2quxqYGX+bNfPrl274uTJkw4n9FFRUcjOznZ4NMz+/fuRnZ1d6clt9+7d4e7uji1btijzUlJSEBcXV60T4qioKIdtAMDmzZvRo0cPuLu7V/qZnTt3OnSb3Lx5M5o1a4ZbbrmlSvtt0aIFgoODHfZtNpuxY8eOSuPXarXo3r17uXi3bNlS7jNxcXHo2rVrlWIhKos5xq6mckxNOXz4MPR6PXx9fR3mJyUlYdu2beW6lgOV57eK4o+Ojkb37t3RuXPnSmMICgqCl5cX1q5dC71er5y4lj6a7dSpU8q6GRkZuHr1qtIlsiIiguLiYoef1aJFi/D6669j06ZN5X7OWq0WPXv2dNgPAJw+fbrC/URHR2P06NGVXoBUqVTKIxtXr16N8PBwdOvWrdJ4qX4qvYhYdiotdP/MRcSyOefo0aNISEjArbfe6rDfG/mz3csDAgKQmZl5w/3cjJCQEERERCAhIaHcssouWFV0IS8zMxPFxcXlLuaJCD799FNMmjSp3N+BW2+9FTt27EBeXh6Sk5Nx4MABFBcXKxe9rneB7doLeUajEa1bt0b//v3xzTff4OTJk+UejRgfH4/Bgwfj8ccfL9dbKCQkBKGhoUpxWrofESn3iMiCggKsWbMGjz32WLnvrHv37jhy5AiysrKQkpKCTZs2IT09XTmmX375BYmJifD19YVGo1FarseNG4eBAwcCAFatWoVz585h+fLl6NmzJ/r06YNVq1YhKSkJ33//PQB73nr77beRl5eH8+fPIzU1VbkAUHoOWpVjCgkJQZs2bRwueLZv3x6pqanlbgtyOXV4/zjVY5WNxHnlyhVlndIREo8fPy47duyQXr16XXdQkKNHj4rBYJCnnnpKDh8+LKdPn5bvv//eYbTJiIgIee+992r9+EofZxUbG+swf8SIEdKpUyfZu3ev7N27Vzp27OjwOJ+LFy9K27ZtZf/+/cq8qVOnSlhYmGzdulUOHTokgwcPvulHhs2aNUvi4+MlOjq63CPDrn1cR1ZWlgQFBclDDz0ksbGxsm7dOvHx8bmpR4YZjUZZt26dxMbGykMPPVTukWGDBw92GJGy9JFh0dHREh8fL88884x4enoqA5SUioiIkM8//7xa8VDjwBxTtzlGxD7a9+HDh6V79+4yYcIEOXz4sBw/flxZvm7dOmnbtq3y/ocffpBly5ZJbGysnDlzRj755BPx8fEpN+ijiMiLL74ozZo1qzCm3bt3i1qtlrfeektOnDghb731VrlHhonYH4Po4eEhS5curTD+JUuWSExMjJw6dUo++ugjMRgM8sEHHzisM2bMGLnttttk9+7dEhsbK6NGjZIOHToog/R8+eWXsnbtWomPj5fExET56quvJDQ0VCZOnKhs4+233xatVivffPONw+9m6cjJpd+Vu7u7LFu2TBISEmTJkiWiVqvl119/dYgnISFBVCqVbNy4scJjeuedd+TYsWMSFxcnr732mri7uzsMaFTR78OkSZMcnhRx7c+N6t6NBgcrKCgQAA6PQdq8efN189mECRPKPaLrWlXNZ+np6crAkZVNZR8FeK2vv/5a/Pz8Kn0ySnUGUrvW1atXlQEQrzVgwIByjwUU+WMgtd9//12Zt2bNmgoHUiv9Xq/NxRXJyMgQo9EoH3/8sTIvKiqq3EBq99xzjzz00EOVbsdkMonBYFAGeRQRiYuLk8DAQHnuuecq/MzHH38sBoPBIc9899134ubmVu5ns3z5ctHpdHL16tUbHtPp06fFzc1Nfv75ZxGxP54xNjbWYQIgH3zwgTII74cffijBwcEOP+/i4mLx9PR0GODyWpMmTZKoqKhqHdO8efMkIiLCYYDO999/X0JCQm54bA0di24Skcqfb1j2D3t8fLz06dNHDAaDdOnS5YZ/QETsz/0bOnSoeHl5iaenp3Tq1EnefPNNZXldnRCLiIwfP77cI67S09Nl4sSJ4u3tLd7e3jJx4kSH+EtHIC07smxhYaFMnz5d/P39xWAwyKhRo8qNlhsREeHwmIqKbN++Xbp27SparVZuueWWcieer7zyikRERDjMO3bsmPTr1090Op0EBwfL/PnzHZJk6c8gKSmp0v3abDZ55ZVXlOcj9u/fv9wfp4ri/9e//iURERGi1WqlW7dusmPHDofle/bsEV9f3+v+IafGizmm7nNMRd932ZyyfPlyKXvtfePGjdKlSxfx8vISDw8PiYyMlPfff1+Ki4sdtmu1WiUsLExeeOGFSvf99ddfS9u2bcXd3V3atWsn3377bbl1Sk/QsrKyKtzGpEmTxN/fX7RarXTq1KnCC3rZ2dnyyCOPiK+vr/j7+8u9997r8F2tWbNGunXrpvx+dOjQQRYsWCCFhYXKOhERERV+V9d+v9HR0dKqVSvR6/XSuXNn+e6778rFM2/ePAkLC6t0xPdBgwaJ0WgUvV4vvXv3lp9++slheUW/DwMGDHB4Dvq1Pzeqe431IuL58+fl8OHD8uqrr4qXl5dyYa9skdW2bVvlaSe5ubkyZ84c2bNnjyQlJcm2bdskKipKQkNDyz0m73oXrEofGXbnnXfKoUOHZOvWrRIWFubw3ZT661//6vAc8LI2bdokGzdulLNnz8rmzZulc+fO0qtXL4eRtG90gS0xMVEWLFggBw8elPPnz8uePXtkzJgx4u/vrzxWLC4uTpo2bSoTJ050+P1IS0tT9pObmythYWFy3333Kb8jrVu3lscee6xc3HfccYc8+OCDFR7TV199Jdu2bZPExET57rvvJCIiQsaOHVvhuqVwzejlJ06cEJ1OJ3/7298kPj5e4uLi5K9//asYjUblQseVK1dk6dKlcuLECTl8+LDMnDlT9Hq9wwXCqhzThQsXxMvLS6ZPny6nTp2SH3/8UQIDA+WNN95Q1rm20akqFyMbAmZtajSOHTsmgYGBtf481IKCAtHr9fLLL7/U6n4qsnz5cmnVqpVTHsVw3333ORQ7RI1NY8gxRNR4LyJWdtxlLxKhzGP9CgoKlMfsubu7S/PmzWXy5MkVPtbvRheszp8/L3/5y1/EYDCIv7+/TJ8+XYqKihzWycrKEoPBIMuWLatwG2vXrpWWLVuKVquV4OBgmTZtWoUX/a53ge3SpUsycuRICQwMFHd3dwkLC5MJEybIyZMnlXVeeeWVG170FLEXu0OGDBGDwSBhYWEye/bscg0XpY8F27x5c4XH9MEHH0hYWJjy/b744os3fH77tUW3iL0nxu233y5Go1H8/Pxk8ODBsnfvXmX5lStXpE+fPuLp6SkeHh5y5513luu9VNVj2rNnj/Tu3Vt0Op20bNlS3nzzTYdeU9c2OlXlYmRDoBIpc8MJkYtbsWIFunXrho4dO9baPjZt2oQlS5Y4jFJZV8aPH49x48bh/vvvr9P9mkwmLFq0CHPmzCk3+AdRY+LqOYaIGofY2FgMGTIEZ86cgbe3t7PDIWrwWHQTEREREZGDuriISNRYsOgmIiIiIiIiqiV8ZBgRERERERFRLWHRTURERERERFRLWHQTERERERER1RKNswOobTabDb///ju8vb2hUqmcHQ4REUQEubm5aNasGdzc/vy1T+Y5IqpvmOeIyNVVJ8+5fNH9+++/Izw83NlhEBGVk5ycjLCwsD+9HeY5IqqvmOeIyNVVJc+5fNFd+mzB5ORk+Pj4ODkaIiIgJycH4eHhNfbsU+Y5IqpvmOeIyNVVJ8+5fNFd2gXJx8eHSZqI6pWa6iLJPEdE9RXzHBG5uqrkOQ6kRkRERERERFRLWHQTERERERER1RIW3URERERERES1xKlF99KlS9GpUyfl/pyoqChs3LhRWW4ymTBjxgwEBATA09MTo0ePxsWLF50YMREREREREVHVObXoDgsLw1tvvYWDBw/i4MGDGDx4MMaMGYPjx48DAJ555hmsX78ea9aswa5du5CXl4dRo0bBarU6M2wiIiIiIiKiKnHq6OV33323w/s333wTS5cuxb59+xAWFobo6Gh88cUXGDJkCADgyy+/RHh4OLZu3Yrhw4c7I2QiIoWI4OuDF9Etwhe3NvWqsVF6iYiIiMh11JtHhlmtVnz99dfIz89HVFQUYmJiUFxcjGHDhinrNGvWDJGRkdizZ0+lRbfJZILJZFLe5+Tk1HrsRNQ4nU8vwNxvj8FdrcKxV4bDoFXXyX6Z54jI1THPEZErcfpAarGxsfDy8oJOp8PUqVOxfv16dOjQAampqdBqtfDz83NYPygoCKmpqZVub+HChTAajcoUHh5e24dARI3U/qR0AECXcN86K7gB5jkicn3Mc8HminEAACAASURBVETkSpxedLdt2xZHjhzBvn378Le//Q2TJ09GfHx8peuLyHW7cM6bNw/Z2dnKlJycXBthExFh39kMAECflk3qdL/Mc0Tk6pjniMiVOL17uVarRatWrQAAPXr0wG+//YYPPvgADz74IMxmMzIzMx1au9PS0tC3b99Kt6fT6aDT6Wo9biJq3EQE+87aW7rruuhmniMiV8c8R0SuxOkt3dcSEZhMJnTv3h3u7u7YsmWLsiwlJQVxcXHXLbqJiOrChYwCpGQXwV2tQrfmfjf+ABERERE1Sk5t6X7hhRcwcuRIhIeHIzc3F2vWrMH27duxadMmGI1GPProo5gzZw6aNGkCf39/PPvss+jYsaMymjkRkbPsL+la3jmsbu/nJiIiIqKGxalF9+XLlzFp0iSkpKTAaDSiU6dO2LRpE4YOHQoAeO+996DRaPDAAw+gsLAQd955Jz777DOo1TzBJSLnclbXciIiIiJqWJxadEdHR193uV6vx5IlS7BkyZI6ioiI6MaceT83ERERETUs9e6ebiKi+i45oxC/l97PHeHr7HCIiIiIqB5j0U1EVE2lrdydw3zhoXX6QyCIiIiIqB5j0U1EVE37kuxFd++W/k6OhIiIiIjqOxbdRETVICLKyOW8n5uIiIiIboRFNxFRNVzMLMSlrEJo3FToHsHncxMRERHR9bHoJiKqhr2l93OH835uIiIiIroxFt1ERNXwR9dy3s9NRERERDfGopuIqBpKRy7v3YL3cxMRERHRjbHoJiKqouSMAt7PTURERETVwqKbiKiKSlu5O4UZ4anj/dxEREREdGMsuomIqmh/Eh8VRkRERETVw6KbiKiKSlu6WXQTERERUVWx6CYiqoLkjAJczOT93ERERERUPSy6iYiqoLRreUfez01ERERE1cCim4ioCvYkXgXAruVEREREVD0suomIbkBEsOeM/X7uO1oFODkaIiIiImpIWHQTEd1A4pV8pOYUQadx4/3cRERERFQtLLqJiG5g9xl71/Ket/hD7652cjRERERE1JCw6CYiuoFdJUV331a8n5uIiIiIqodFNxHRdVisNuxL5P3cRERERHRzWHQTEV3HsUvZyDVZYDS447ZmRmeHQ0REREQNDItuIqLr2FPatfzWJlC7qZwcDRERERE1NE4tuhcuXIiePXvC29sbgYGBuOeee3Dq1CmHdQYOHAiVSuUwjR8/3kkRE1FjU3o/9+3sWk5EREREN8GpRfeOHTswbdo07Nu3D1u2bIHFYsGwYcOQn5/vsN7jjz+OlJQUZfr444+dFDERNSYFZgsOnc8CwKKbiIiIiG6Oxpk737Rpk8P75cuXIzAwEDExMejfv78y38PDA8HBwXUdHhE1cr+dy4TZakOorwG3NPFwdjhERERE1ADVq3u6s7OzAQD+/v4O81euXImAgADcdtttePbZZ5Gbm1vpNkwmE3JychwmIqKbsVvpWt4EKlX9uZ+beY6IXB3zHBG5knpTdIsIZs+ejTvuuAORkZHK/IkTJ2L16tXYvn07XnrpJXz77bcYO3ZspdtZuHAhjEajMoWHh9dF+ETkgnbX0/u5meeIyNUxzxGRK1GJiDg7CACYNm0aNmzYgF27diEsLKzS9WJiYtCjRw/ExMSgW7du5ZabTCaYTCblfU5ODsLDw5GdnQ0fH59aiZ2IXE9GvhndXt8CAPjtH0PQ1FtXY9vOycmB0Wi86bzEPEdE9R3zHBG5uurkOafe011qxowZ+OGHH7Bz587rFtwA0K1bN7i7uyMhIaHColun00Gnq7mTYyJqnPYk2lu52wV712jBXROY54jI1THPEZErcWrRLSKYMWMG1q9fj+3bt6NFixY3/Mzx48dRXFyMkJCQOoiQiBqr+tq1nIiIiIgaFqcW3dOmTcOqVavw/fffw9vbG6mpqQAAo9EIg8GAxMRErFy5EnfddRcCAgIQHx+POXPmoGvXrrj99tudGToRubjS53PfwaKbiIiIiP4Epw6ktnTpUmRnZ2PgwIEICQlRprVr1wIAtFot/ve//2H48OFo27YtZs6ciWHDhmHr1q1Qq9XODJ2IXNiF9AIkZxRC46ZCrxb+N/4AEREREVElnN69/HrCw8OxY8eOOoqGiMhud8n93N2a+8FTVy+GviAiIiKiBqrePDKMiKi+KO1a3rdVEydHQkREREQNHYtuIqIyrDZRBlHj/dxERERE9Gex6CYiKuNIchayCorho9egS7ivs8MhIiIiogaORTcRURnbT6UBAPq3aQqNmimSiIiIiP4cnlESEZWxraToHtQ20MmREBEREZErYNFNRFQiLacIcZdyAAAD2jZ1cjRERERE5ApYdBMRldh++goAoHOYEQFeOidHQ0RERESugEU3EVGJ0vu5B7JrORERERHVEBbdREQAiq02/Hra/qiwQe1YdBMRERFRzWDRTUQEIOZ8JnJNFjTx1KJTqNHZ4RARERGRi2DRTUSEP0YtH9CmKdzcVE6OhoiIiIhcBYtuIiIA20/aB1EbyK7lRERERFSDWHQTUaN3KasQpy7nwk0F9G8d4OxwiIiIiMiFsOgmokavdNTybs394OuhdXI0RERERORKWHQTUaO3raRrOUctJyIiIqKaxqKbiBo1k8WK3Wfsjwob2Lapk6MhIiIiIlfDopuIGrUDSRkoLLYi0FuHDiE+zg6HiIiIiFwMi24iatSUruVtA6FS8VFhRERERFSzWHQTUaNWOojaoHbsWk5ERERENY9FNxE1Wueu5uPs1Xxo3FS4vRUfFUZERERENY9FNxE1WpvjUwEAvVr4w1vv7uRoiIiIiMgVsegmokZrU5y96B4ZGezkSIiIiIjIVTm16F64cCF69uwJb29vBAYG4p577sGpU6cc1jGZTJgxYwYCAgLg6emJ0aNH4+LFi06KmIhcxeWcIhy6kAUAGHYbi24iIiIiqh1OLbp37NiBadOmYd++fdiyZQssFguGDRuG/Px8ZZ1nnnkG69evx5o1a7Br1y7k5eVh1KhRsFqtToyciBq6zcftrdzdmvsiyEfv5GiIiIiIyFVpnLnzTZs2Obxfvnw5AgMDERMTg/79+yM7OxvR0dH44osvMGTIEADAl19+ifDwcGzduhXDhw93RthE5AI2lRTdI9i1nIiIiIhqkVOL7mtlZ2cDAPz9/QEAMTExKC4uxrBhw5R1mjVrhsjISOzZs6fCottkMsFkMinvc3JyajlqImpoMvPN2Hc2AwAwvAF2LWeeIyJXxzxHRK6k3gykJiKYPXs27rjjDkRGRgIAUlNTodVq4efn57BuUFAQUlNTK9zOwoULYTQalSk8PLzWYyeihmXricuw2gTtQ3wQ0cTT2eFUG/McEbk65jkiciX1puiePn06jh07htWrV99wXRGBSqWqcNm8efOQnZ2tTMnJyTUdKhE1cKWjlo9ogK3cAPMcEbk+5jkiciX1onv5jBkz8MMPP2Dnzp0ICwtT5gcHB8NsNiMzM9OhtTstLQ19+/atcFs6nQ46na7WYyaihinPZMGvCVcBNNz7uZnniMjVMc8RkStxaku3iGD69OlYt24dfvnlF7Ro0cJheffu3eHu7o4tW7Yo81JSUhAXF1dp0U1EdD3bTqbBbLWhZYAn2gR5OTscIiIiInJxTm3pnjZtGlatWoXvv/8e3t7eyn3aRqMRBoMBRqMRjz76KObMmYMmTZrA398fzz77LDp27KiMZk5EVB2lo5YPjwyu9DYVIiIiIqKa4tSie+nSpQCAgQMHOsxfvnw5pkyZAgB47733oNFo8MADD6CwsBB33nknPvvsM6jV6jqOlogauqJiK7adTAPQcO/nJiIiIqKGxalFt4jccB29Xo8lS5ZgyZIldRAREbmyXQlXUWC2IsSoR6cwo7PDISIiIqJGoN6MXk5EVNuUruW3sWs5EREREdUNFt1E1CgUW23YeuIygIY7ajkRERERNTwsuomoUTiQlIGsgmI08dSi5y3+zg6HiIiIiBoJFt1E1ChsiE0BAAxpHwS1G7uWExEREVHdYNFNRC7PZLFiwzF70T26SzMnR0NEREREjQmLbiJyedtOXkF2YTGCfHTo07KJs8MhIiIiokaERTcRubzvDl8CANzTJZRdy4mIiIioTrHoJiKXll1QjF9OpgEA7uka6uRoiIiIiKixYdFNRC5tQ2wKzFYb2gV7o32Ij7PDISIiIqJGhkU3Ebm09YcvAgDuZSs3ERERETkBi24iclnJGQX47VwmVCpgTBcW3URERERU91h0E5HL+v6IfQC1vrc2QbBR7+RoiIiIiKgxYtFNRC5JRLCuZNTye7uGOTkaIiIiImqsWHQTkUuKvZSNs1fyoXd3w4jIYGeHQ0RERESNlObPfLioqAhr165Ffn4+hg4ditatW9dUXEREf8q6Q/ZW7mEdguGl+1OpjoiIiIjoplX5TPS5556D2WzGBx98AAAwm82IiorC8ePH4eHhgblz52LLli2IioqqtWCJiKqi2GrDf4/+DoCjlhMRERGRc1W5e/nGjRtx5513Ku9XrlyJ8+fPIyEhAZmZmbj//vvxxhtv1EqQRETVsSvhKtLzzWjiqUW/1gHODoeIiIiIGrEqF90XLlxAhw4dlPebN2/Gfffdh4iICKhUKjz99NM4fPhwrQRJRFQd60sGULu7czNo1By6goiIiIicp8pno25ubhAR5f2+ffvQp08f5b2vry8yMzNrNjoiomrKKjDj5+OpAICx3di1nIiIiIicq8pFd7t27fDf//4XAHD8+HFcuHABgwYNUpafP38eQUFBNR8hEVE1fBNzESaLDR1CfNAx1OjscIiIiIiokavWQGoPPfQQNmzYgOPHj+Ouu+5CixYtlOU//fQTevbsWStBEhFVhc0mWLn/AgBgUpT91hciIiIiImeqckv3uHHj8NNPP6FTp06YNWsW1q5d67Dcw8MD06dPr9bOd+7cibvvvhvNmjWDSqXCd99957B8ypQpUKlUDlPZLu1ERGXtTryKpKv58NZpMKZLM2eHQ0RERERU9Zbul19+GS+//DKGDBlS4fIpU6bgsccew4ABA6q88/z8fHTu3BkPP/wwxo0bV+E6I0aMwPLly5X3Wq22ytsnosbly33nAdjv5fbQ8tncREREROR8VW7p/uyzz9CrVy/ExsaWW7Zs2TJ06tQJGk31TnJHjhyJN954A2PHjq10HZ1Oh+DgYGXy9/ev1j6IqHFIyS7E1hNpAICJfSKcHA0RERERkV2Vi+64uDhERkaiZ8+eWLhwIWw2Gy5cuIAhQ4Zg7ty5+Oc//4mNGzfWeIDbt29HYGAg2rRpg8cffxxpaWk1vg8iavhWH0iG1Sbo3cIfbYK8nR0OERERERGAanQv9/Hxweeff45x48bhySefxNq1a5GUlISoqCjExsYiPDy8xoMbOXIk7r//fkRERCApKQkvvfQSBg8ejJiYGOh0ugo/YzKZYDKZlPc5OTk1HhcR1S/FVhvWHLAPoPbXRtDKzTxHRK6OeY6IXEmVW7pL9e7dGx07dsSxY8dgs9kwd+7cWim4AeDBBx/EX/7yF0RGRuLuu+/Gxo0bcfr0aWzYsKHSzyxcuBBGo1GZais2Iqo/tsZfRlquCQFeOgy/LdjZ4dQ65jkicnXMc0TkSqpVdK9evRq33XYbbDYbTpw4gb/97W8YOXIknn76aRQWFtZWjIqQkBBEREQgISGh0nXmzZuH7OxsZUpOTq71uIjIub4oGUBtfM9waDXVvpbY4DDPEZGrY54jIldS5e7l9913H37++WcsWLAAM2bMAAC88847uPfeezFlyhRs3LgRK1asQFRUVK0Fm56ejuTkZISEhFS6jk6nq7TrORG5nsQrediTmA43FfBQ7+bODqdOMM8RkatjniMiV1LlojslJQWHDx9Gq1atHOZHRUXh6NGjeP755zFgwACYzeYq7zwvLw9nzpxR3iclJeHIkSPw9/eHv78/5s+fj3HjxiEkJATnzp3DCy+8gICAANx7771V3gcRubaV++z3cg9uF4hQX4OToyEiIiIiclTlovvXX3+Fm1vF3Tb1ej0++OCDSp+1XZmDBw9i0KBByvvZs2cDACZPnoylS5ciNjYWn3/+ObKyshASEoJBgwZh7dq18PbmyMREBBSarfgmxt7lsDEMoEZEREREDU+Vi+7KCu6y+vfvX62dDxw4ECJS6fKff/65Wtsjosblm5hk5BRZ0NzfA/1bN3V2OERERERE5bj+iENE5JIsVhs+3nkWAPDoHS3g5qZyckREREREROWx6CaiBunHYym4mFmIJp5aPNCDj5IhIiIiovqJRTcRNTg2m2Dp9kQAwCN3tIBBq3ZyREREREREFWPRTUQNzi8n03Dqci68dBoOoEZERERE9RqLbiJqUEQE/95uf9TgxD7NYTS4OzkiIiIiIqLKsegmogZlf1IGDl3IglbjhkfvaOHscIiIiIiIrotFNxE1KKX3ct/fPQyB3nonR0NEREREdH0suomowYi7lI0dp6/ATQU82f9WZ4dDRERERHRDLLqJqMFYusPeyj2qUzM0b+Lh5GiIiIiIiG6MRTcRNQhJV/OxMTYFAPC3gWzlJiIiIqKGgUU3ETUI/9p2BjYBBrcLRPsQH2eHQ0RERERUJSy6iajeO5Wai3WHLgIAZgxu5eRoiIiIiIiqjkU3EdV7b286CZsAIyOD0bW5n7PDISIiIiKqMhbdRFSv7Tubjl9OpkHjpsJzw9s6OxwiIiIiomph0U1E9ZaIYOHGkwCAh3o1R8umXk6OiIiIiIioelh0E1G99VNsKo4mZ8FTq8bMO1s7OxwiIiIiompj0U1E9VKx1YZFP9tbuR/v3xJNvXVOjoiIiIiIqPpYdBNRvbT6wAWcSy9AgJcOj/dr6exwiIiIiIhuCotuIqp38kwWfLA1AQDw9JDW8NRpnBwREREREdHNYdFNRPXOsh2JSM83o2WAJ8b3DHd2OEREREREN41FNxHVK8kZBVj261kAwHPD28JdzTRFRERERA0Xz2aJqN4QEbz0fRyKim3o09IfIyKDnR0SEREREdGf4tSie+fOnbj77rvRrFkzqFQqfPfddw7LRQTz589Hs2bNYDAYMHDgQBw/ftxJ0RJRbfvxWAq2n7oCrdoNb97bESqVytkhERERERH9KU4tuvPz89G5c2d89NFHFS5/5513sHjxYnz00Uf47bffEBwcjKFDhyI3N7eOIyWi2pZdUIxX/xsPAJg2qBVuberl5IiIiIiIiP48pw4JPHLkSIwcObLCZSKC999/H//4xz8wduxYAMCKFSsQFBSEVatW4cknn6zLUImolr3980lczTPh1qaemDqQjwgjIiIiItdQb+/pTkpKQmpqKoYNG6bM0+l0GDBgAPbs2ePEyIioph08l4FV+y8AABbc2xE6jdrJERERERER1Yx6+/Db1NRUAEBQUJDD/KCgIJw/f77Sz5lMJphMJuV9Tk5O7QRIRDXCbLFh3rpYAMCDPcLRu2UTJ0dU/zHPEZGrY54jIldSb1u6S107kJKIXHdwpYULF8JoNCpTeDif8UtUny3bmYiEtDwEeGkx7652zg6nQWCeIyJXxzxHRK6k3hbdwcH2RwWVtniXSktLK9f6Xda8efOQnZ2tTMnJybUaJxHdvMQrefjwlzMAgJdGdYCvh9bJETUMzHNE5OqY54jIldTb7uUtWrRAcHAwtmzZgq5duwIAzGYzduzYgbfffrvSz+l0Ouh0uroKk4hukslixczVh2G22NC/TVOM7tzM2SE1GMxzROTqmOeIyJU4tejOy8vDmTNnlPdJSUk4cuQI/P390bx5czzzzDNYsGABWrdujdatW2PBggXw8PDAhAkTnBg1EdWEdzadwvHfc+DvqcWi+zrxmdxERERE5JKcWnQfPHgQgwYNUt7Pnj0bADB58mR89tlnmDt3LgoLC/HUU08hMzMTvXv3xubNm+Ht7e2skImoBmw7mYboXUkAgHfv74QgH72TIyIiIiIiqh1OLboHDhwIEal0uUqlwvz58zF//vy6C4qIalVaThHmfH0UAPDw7bdgcLvKx2ggIiIiImro6u1AakTkemw2wayvjiAj34wOIT74+0iOVk5EREREro1FNxHVmY93nsXuM+kwuKvx4UNdodOonR0SEREREVGtYtFNRHXi8IVM/HPzKQDAq6NvQ6tALydHRERERERU+1h0E1GtS80uwtQvY2CxCUZ1CsH9PcKcHRIRERERUZ1g0U1EtarAbMFjn/+GyzkmtA70woKxHfl4MCIiIiJqNFh0E1GtsdkEs9YeQdwl+/O4P53SEz56d2eHRURERERUZ1h0E1GtWbT5FH4+fhlatRuWTeqOcH8PZ4dERERERFSnWHQTUa34+mAylm5PBAC8fV9H9LjF38kRERERERHVPRbdRFTj9p9NxwvrYwEAMwa3wr1dOXAaERERETVOLLqJqEbF/56DJ76IQbFV8JeOIZg1pI2zQyIiIiIichoW3URUY05fzsVfo/cju7AYXZv74t37O8PNjSOVExEREVHjxaKbiGrEmbQ8TPhkPzLyzegUZsRnD/eCQat2dlhERERERE7FopuI/rSkq/mY8Mk+XM0zoUOIDz5/pBeMBj4ajIiIiIiIRTcR/SkX0gsw4ZN9SMs1oW2QN758rDd8PbTODouIiIiIqF7QODsAImq4zqfnY8In+5GSXYRWgV5Y+Xhv+Huy4Ka6ZbUJ0vNNuJJrn7QaN9za1AuB3jqoVBxTgIgaPptNkFFgVvKcm0qFlk09Eeyj59gpRA0Ai24iuilHk7PwyGe/IT3fjBYBnlj1WG8EeOmcHRY1AmaLDesPX8Sa35JxMbMQ6Xkm2KT8el46DVoEeOLWpp5oHeSNnrf4o3O4EToNxxogovrNahP8eOx3rNx3Aecz8nE1zwxrBYnO4K5GiwBPtGzqidaB3uhxix+6NffjmCpE9QyLbiKqtl9OXsa0lYdRWGxFhxAffPZwTwT66J0dFrm4omIrvjqYjP9sT8Tv2UUOy1QqoImnDk29dSg0W5CcWYg8kwWxl7IReylbWU+ncUP3CD/0adkEfVo2YRFez4gIiq0Ck8UKk8UGs8UGk8UGk8UKi1VQbLXBYit5tQqstpJJBLbSV3HcXimVSgUVADeVCm4q+++Mm0oFjVplf3Vzg9rN/l7jpoK72g3uajdo1CpoS/6t1ZRMaje4q1XsSUE1rthqw/rDl7B0eyKSruaXW97EU4um3jqYrTZcSC9AYbEV8Sk5iE/JAZACANCq3dAl3Bd9WvqjT8sm6BbhB70781x9UZrnzFYbTMWOua7YartunhMRWG2AtUxuq0qeU7vZp9I8p3ZTwV2tUnKcu9oN7m5lchzzXI1j0U1E1bJq/wW8+F0sbAL0b9MU/57YDV46phKqPQVmC1buu4Blv57FlVwTAKCptw5P9GuJqFubINBbB39PLTTqP4YpMVtsuJCRj8Qr+Ui8kofjv+dg/9kMXM0zYU9iOvYkpgMA9O72IjyqZRNE3doEncJ84a7mcCfVYbMJck0W5BQWI7uwGDlFxcgtspRMxcgrsiDXZEGeyYICkwV5JisKzBbkm60oNFtQWGxFoblkKrZW2GuhPlKp7MWN3l0NneaPV527GwzuaujLTIaSeQatBgZ3NTy0ahi09lf7pFFePXV/vBrc1TzhbSRMFiu++i0Z/9lxFpeyCgEAvh7ueOT2FhjUNhBNvXVo4qV1yE/FVhuSMwpw9ko+zl7NQ/zvOdh3NgOpOUU4cC4DB85l4MNfztiL8Oa+Sp7r2tyXFxurSUSQZ7IguzTPFdrzW26RPbeV/jvfbEG+yYp80x//LlDynA1FxfY8V1GvhfpKp3EryW1q6N3doNPYX/Uaex7TlbzqNW4wlOY2dw0MWjcYtBp4lOQ8D50GniXLPbUaeOjsrwZ3daO4RYJnykRUJSKCxVtOY8kvZwAA93UPw8KxHVmgUK26lFWIh5cfwOnLeQCAUF8Dpg5oift7hF+35UarcUOrQG+0CvRW5okIEq/kY9/ZdGW6mmfG7jPp2H3GXoR7aNXo1twPXcJ90TncF53DjQj0bjy9OEwWKzLzi5GRb0ZmgdnhNaugGFkFZmSWvGYVFiOroBi5RcW1VihrNW7QlbQwl22R0bipoCl5dXNTQV3SmuPmVtK6A/sJnKqkpQcARACbCET++HdpC7nF9kdrUtkWptJWp+IyreylRFDSCm+rnYMvid/DXQ1PnQaeOnth7lly4mp/tc/30v2xjlfJq7KOMs9+gtsYTm4bmvQ8Ex5dcRBHkrMAAAFeOjzRvwUm9o6A53Uuarur3dCyqRdaNvUCEATAnucuZBSU5LgM7E1MtxfhSRk4kJSBD/6XAJ3G3hLepbkvupbkumAffaO5wGO22JBVYEZGaY7LL0ZGgRmZJfkuq6BYeS3NdTmFtZjn1Pai9kZ5zk0FqCvJc6Wv18tzVhGl5dxiE1hsNhRb7K9mS8V5DiiT54ostfMFAA65zUNrz1keOsd8p+S20pynvea9kvs0UNfDPKeSsn0SXFBOTg6MRiOys7Ph4+Pj7HCIGqR8kwV/XxeL/x79HQAw887WmDWkdaP5A13TajovuWqeO/57Nh5e/hvSck1o6q3Dc8Pa4p6uodBqauZCj4jgTFoe9p5Nx95EexGeWVBcbr1QXwM6hRnROtALtwZ64dam9qm+3zNpswlyioqRWWAvou0nl2akl5xYpueVvOabkZFvQmZ+MfJMN39SpdO4wWhwh4/BHd56Dbz19lcfvf1kyUvn7tCK66nV/NEqorW36hrc1dCVtBhr1W71rkC02gTm0q6gVitMxX90fy8qtr+aiv9ozSoqtpW8/tGSX1Cmhb/AXHb6o1WswGyttWPwcDiBtf8cyp3MlinoS9fx0KnRu0WTKp/MMs9VTdLVfExZfgDn0wtgNLhj9tA2eLDn9S8qL1mxdwAAHclJREFUVoeI4Fx6AfYmpiu57mqeqdx6gd46dA73RZsgL7Qqk+euV/TXByKCnCKLUjBnlOa4kpynTCXLMvLMyP0TeU5bmucccpz91UungZdeo/x/8dJplF4shjI5zt4qrIbOvX7mOZutpOu70u3d3gXeVGxDUWmOs1hhKpvnzFaHXFdQpgdTvtlin2f+o5dTgcmCgmIraqsKNbirK70g6ViwX5PvtGp0v8Wvyj1BqpOXWHQT0XUlXM7F1C9jkHglH2o3Fd64JxIP9Wru7LAaNJ6M3tjO01fwty9jkG+2ok2QF5Y/3AuhvoZa3afNJjh1OReHLmTiyIUsHL2YhYS0vApPClQqezEe6mtAsFGPIB/7FOyjRxMvrXIi5qXTwFuvcej6XhUi9pOeIrO9aCssttq7aRcVI9dk77qdV1SM7EJ7d8esQjOyC+zdHsu21NxMy4zaTQU/Dy38Pd1LXrXw9dDCz8P+3tfDXXnv62Evsn307rxntAbZbIIii1UpwvNM9kI83/RH19U8k6WkC2vZrqz25cqy0vXMNdOd9cybI6v8u8w8d2OHLmTisRUHkZFvRpifASse6YVbm3rV6j7tPX7yEHM+E0eSs3EkOQunL+dW+vsRYtQj3M8DQUY9grx1Sr4L8NKVXFz7o/isbs+30nubyxZreSYLckpuS8kryXU5hcVKzxp7927H1uhrW2arwp7n7LnM30MLv5J85+epha/BMdf5erjDaLBPzHM1R0RQVGxDvtmCgpK8VVqUO+S4snmuTNf9P5b/kfNu5nfhWr/9YwiaeldtYODq5KX6ffmKiJzqu8OXMG9dLAqLrQjy0eGjCd3Q8xZ/Z4dFLu7rg8mYty4WFpugT0t/fDypB4wG91rfr5ubCu1DfNA+xAcTe0cAAPJMFhy7mIXjl3KQeCUPZ9LycOZKHrIKinExsxAXMwurtO3Sllu12j6QjaZkwC4ROAwEVtq1uagG72320mng6+GOJp72E0p/z9KTTO3/b+/ew6I6732Bf+fCDHeEQW5y8YLgDY2CUawkRg1bzSZXz9Zo0abNs2NrWqmx2d31tDGWHdPnnLZJj9HGdm+r6Y5kJ432ksRIqmLU2ihCRGJUvARBYECE4Tb39/wxw9QRVATGNWvx/TzPCsNaM+H3Pg9+md+8a60XBvf3hlAdokL0iArWITxIy7NYJKZWq9wzZFoAA18VQggBi93puubUq2H3buI7b36z63mja4fNIe76wyO6tY8r6/G9XWWw2J2YnBiB/1w5vc9v9AdCpVJ5Lr1ZMt21r9NqR+VVEypqWlHV2I4LxnZcaGxHU7sVda1m1N1048pbuV3OOYUr37pzzu5wDuo9HIJ1Gs+HhHfaDCE6hAcG+N0M81CjUqk8ZzthED5r6s657gxrt9x8fb37niIWO9pv+JDyH02865iv7lPk1033hg0b8PLLL3vti42NRX19vUQVEQ0NZpsDP/3LF/jvv1cDAGanRuO1pfdxSTDyKSEEfvXXKvzyk3MAgMfvS8DPFk+W9IY/oXotZo2Jxqwx0V77r7VbcLGpA1dbutBgMqPBZEG9yYyGVjOaO62em4iZba7rfQdy7a9WrUJQgAah7lkl1ymMAQjTaxEeFOCZhRnmnomJCA5AVIjOM1PDGyaRSqXy3NTtXjR2dHs7/3YZL/2pEkIAc8fFYPOyqe4PWKQRrNNi+sioHh+qt3RacaHxxpwzo95kQUOrGdc6LJ6biHVfDjGQnNN055z77KBQd9aFBWo9l60MC9K5ss6def84E4cz0OSdcwY/fL/q1003AEycOBGffPKJ53uNhv+oiHzpTJ0J6979HJVXTVCpgO/OHYs188b65U0pSFlubLi/M2cM1uWm++1MhCFU36c/6jaH03OaZPfsjuurgM3pdC3lcsNyLt3LuHRf/xcYoOHNCokU5K2/XcZP/lgJAFg2IxkbH53ot2cQDAvWITNFh8yUyNs+z+5wemYWbQ4Bh9N1U6475lyABoHurGPOkdL5fdOt1WoRFxcndRlEime1O7HlYBXeOFAFm0MgMjgAry+digfShktdGg0Bv/30oqfh/t+PjMezOaMlrmhwBGjUiHSf1k1EQ9t7pTX4sbvh/s6cMfjBP6Ur4lIOrUbtvvaZOUd0K37fdJ8/fx4JCQnQ6/WYMWMGXnnlFYwerYw3Y0T+4nRtK37w3imcqTMBAHInxKLwiUlDaqkkks7bf69G4QdnAAAvPJymmIabiKjbhxV1ePG9zwEAz3xtpGIabiLqG79uumfMmIGdO3ciLS0NDQ0NKCwsxKxZs1BZWQmDwdDraywWCyyWfyyFYDKZ7lW5RLJjtjnwxoEqbDl4AQ6na3b75ccmIW9yPN8M+DEl5dzushqs31MBAHjuwdF4fm6qxBURkT9QUs4d+NKI7+0qg1MAS7KS8JN/nsC/sURDjF9fQLFw4UI89dRTyMjIwPz58/HBBx8AAHbs2HHL12zatAkRERGeLSkp6V6VSyQbQgh8cKoO839Rgv+3vwoOp8AjGfEoXvsgHp2SwDcDfk4pObf3dD3WvXsKQgD5M1PwwwXj+LtHRACUk3NHLzRh1e9LYXcK5E1JwCtPZjDniIYg2a3T/fDDDyM1NRVbt27t9Xhvn4wmJSUpal1HooE4XduKjX/+Ap9dbgYAxIUH4id5E7AoI17iyoaOga43q4ScO3DWiH/deQI2h8BT0xLxfxZP9tubphHR3WPOAaVfNSP/Pz9Dp9WB+eNjsfXr03jDMCIFUew63RaLBWfOnEFOTs4tn6PX66HX+99t4omk1mAy4/9+fBbvnayBEEBggBrPPTAGzz04WtKlSujuyT3nDnxpxHNvlcLmEFiUEYefPZXBhpuIvMg9505cbsbK/3I13LNTo7F52VQ23ERDmF+/0163bh3y8vKQnJwMo9GIwsJCmEwmrFy5UurSiGSjvtWMX5dcwNufVcPqXj/zsfsS8G8LxiFhWJDE1dFQ89czDfj270/C6nBiwcQ4vL50qt8ul0NE1B+fXWrGN7a7Gu6vpRrwmxVZXEeaaIjz66a7pqYGTz/9NJqamjB8+HDMnDkTx44dQ0pKitSlEfm9+lYzth6swq7jVzzNdlZKJP590fg7rrlJ5AuffNGAb/+3a4Z74aQ4/OppzvwQkbL8/eI1PPO7454Z7t+syEKQjg030VDn1013UVGR1CUQyc6FxnZsP3IJ/3O8BlaHq9mePjISBfPTMGuMgTdwIUnsq6zH6rdPwuZw3bTvtaX3seEmIkU5dvEantl+HF02B3LGRnOGm4g8/LrpJqK+cToFSs434ndHLqPkXKNn//2jolAwbyyy2WyThD6qqMP3ispcDffkeLy+5D6eUk5EinKkqgnP7jiBLpsDD6QNx7b8TDbcROTBpptIxlq7bNhTVosdRy/jYlMHAEClAuaNi8WzOaMwc3Tv69kT3QtOp8Cv9p/Ha5+cBwDkTUnAL/9lChtuIlIMIQS2H7mM//jwDBxOgQfThuNNNtxEdBM23UQy43AKHK5qwnulNfi4st5zvXZYoBZLspKwInskkg3BEldJQ53JbMPad8rxyRkjAGBFdgp+8s8T2HATkWKYbQ786P0KvF9WCwB4/L4EvPrUZDbcRNQDm24iGRBC4LyxHbvLarH7ZC3qTWbPsfTYMHx9ZjKenJaIED3/SZP0qozt+Ne3TuBiYwd0WjX+4/FJ+F9ZSVKXRUQ0aGqud+K5t0pRedUEjVqF9YvG45mvjeSlXETUK75DJ/JTQgh8UWfCRxX1+PB0HS42dniODQsOwOP3jcDizERMTAjnH3nyGx9X1uOF//kc7RY74iMC8WZ+JiYnDpO6LCKiQXOkqgnPv30S1zttiArRYfOyqZg1JlrqsojIj7HpJvIjNocTJy5fx8GzRuytrMdX1zo9x3QaNR5Ii8ZT0xIxd3wM9Fqevkb+40pzJ1758Aw+Ol0PwHUTvy3LpyE6VC9xZUREg8NoMuNne8/iDydrAACTRoTjzfwsjBgWJHFlROTv2HQTSay+1YySc0Yc+LIRR6qa0Gaxe47ptWrMSR+ORRnxmDsuBmGBARJWStRTl9WBX5dcwK9LLsBid0KtAp7NGY0f/FM6lwQjIkWw2p343dFL+NVfq9Du/hv99P1JeClvIq/fJqI+YdNNdI8ZTWYcu9SMYxev4djFa16njQOAIUSHB9KGY974GDyUHsPrtMkvCSGw93Q9Cj84g9qWLgDAzNFR2PDoRIyLC5e4OiKigRNCoORcIzb++QvPCiFTEiOw4dGJmJocKXF1RCQnfDdP5ENOp0BVYzvKqq+jrLoFn11u7tFkq1TAlMRheCg9BnPShyNjRATUal6jTf6pw2LH+2W12Hn0Ms4b2wEACRGBWP/IBCzKiOP9BYhI9sw2B/78+VXs+NtlnK41AQCiQ3V4ccE4LJ6WyL/RRHTX2HQTDRIhBKqbO1F51YTKq634/EorPr/S4nW6OOBqsifEh2PmaANmjjbg/pFRiAjmaePk3y41dWDn3y7jvRM1nt/pYJ0Gz84ehW/PSUWQjqdYEpG81bZ04ffHvkLRZ9W43mkDAOi0auTPTMGa+WMRzku8iKif2HQT9UOb2YZzDe0439CGsw1tqLxqwpmrph4NNuBqTKYkDsPU5GGYmhzJJptkQQiByqsmlJxrxMGzRhy/fN1zbFR0CFZkp+CpzES+CSUi2epejvPgWSMOnm3EsYvX4BSuYyOGBeHrM1OwZHoSokJ00hZKRLLHppvoFpxOgTqTGZcaO3DpWgcuNXagqtHVaNe1mnt9jU6jRnpcGCYmhCMjMQLTkiORFhsGDU9FIz/ndAp81dyJUzUtOHSuCYfON6KxzeI5rlIBc9NjsGLWSOSkRvP0SiKSHSEEaq534VRNKw5XNaLkbCOu3vT3/GupBqzIHon542P5t5uIBg2bbhqyhBBo6bThamsXrjR3oeZ6J640d6LmeheuXO/EV9c6YbE7b/n62HA90mLDMDYmDBMSwjExIRypMaG8YzPJwpXmTpRdaUFFTQsqaltRWdvzTI1gnQazxkRjTvpwPDQuhsviEJGs1LV2oay6BadqWnG6thWnr7aixX3aeDe9Vo2Zow2unEuPwcjoEImqJSIlY9NNimS2OdDYZoGxzQyjyQKj+3F9qwX1pi7UtZhR12pGl81x2/+PVq1CsiEYo6NDMNIQgtHDQ5EWG4qxMWE8RZxk7ZefnMP7J2u99um0akyID8f0kZGYkx6DrJGRXA+eiGTrvw5fwm8+veS1L0Cjwri4cGSmROLB9OHIHm3gsl9E5HNsusmvOZ0CHVY72sx2mMw2tHR2b1a0dNlwvdOKlg4brnVYca3DgmvtVjR3WD3raPZFVIgOSZFBSIwKRmJkEJIig5EUFYyRhmCMGBYELWeuSYGyUqJwsbEDGSMikDEiApNGRGBsLM/UICLlmJociYwRzZjkzrmMERFIiwvlh4lEdM+x6aZ+E0LA5hCwOZywOZyw2p2w2J2wuh+bbQ6YbU6Y7Q5Y3I+7bA50Wh3ostrRaXW4Nzs6LA60W+zosNjR7t7azHa0mW2em5rcLZ1WjZgwvXsLREy4HrHhgYiPCERcRCASIoIQFxHIT7hpSFo2IxnLZiRLXQYRkc8syojHoox4qcsgImLT3ZtXP/oS+79sgFO4GksBAAK4Xe+n8vzH8wUqleqGx4AKKnQvYdt9TKXyPqZyP9lzDD2f7/oZ3j/sVrf6EDc8EBAQ7nE4hfuxe3wOp4DD6drnEAJOp4BDCNgdrv0O4fpqczhhdzfa9v52w/0QoFEhIigA4YEBGBYcgMhgHSLcXyODAxAVoochVAdDiA6GUD2iQnQID9RyzWAiIiIiIpIUm+5e1Ld24VxDu9RlyI5a5Zpd1mnU0Gk10GvVCAxQIzBA497UCArQIEinRXCABkE6DYLdW6heixC9FqF6LUIDXY/DA7UIDwxAeFAA9Fo1G2giIiIiIpIdNt29+M5DqfiXrCRABag9M8wqr5nnGwkAwj3pK9wPuvcJ9xT5jd97noubZ9K7Z5+9jwn3E258HW78mbeYg++eDVfdMBvumll3HVF3j8k9To1aBbWqewO0GhU0ajW0atcxjVoFrVqFAI0aARo1tJruxyroNGpe+0xERERERHQTNt29SIsNQ1psmNRlEBERERERkcxxapKIiIiIiIjIR9h0ExEREREREfmILJruLVu2YNSoUQgMDERmZiY+/fRTqUsiIiIiIiIiuiO/b7rfeecdFBQUYP369SgrK0NOTg4WLlyI6upqqUsjIiIiIiIiui2/b7p/8Ytf4Fvf+haeffZZjB8/Hq+99hqSkpKwdetWqUsjIiIiIiIiui2/brqtVitKS0uRm5vrtT83NxdHjx6VqCoiIiIiIiKivvHrJcOamprgcDgQGxvrtT82Nhb19fW9vsZiscBisXi+b21tBQCYTCbfFUpEdBe680gI0a/XM+eIyN8x54hI6e4m5/y66e6mUqm8vhdC9NjXbdOmTXj55Zd77E9KSvJJbURE/dXW1oaIiIi7fh1zjojkgjlHRErXl5xTif5+BHkPWK1WBAcH491338UTTzzh2b9mzRqUl5ejpKSkx2tu/mTU6XSiubkZBoPhlo36zUwmE5KSknDlyhWEh4cPfCB+QIljApQ5LiWOCVDmuPo7JiEE2trakJCQALX67q/yYc71ToljApQ5LiWOCVDmuJhz/keJ41LimABljotj+oe7yTm/nunW6XTIzMxEcXGxV9NdXFyMxx57rNfX6PV66PV6r33Dhg3r188PDw9XzC9TNyWOCVDmuJQ4JkCZ4+rPmPoz89ONOXd7ShwToMxxKXFMgDLHxZzzP0oclxLHBChzXByTS19zzq+bbgBYu3Yt8vPzkZWVhezsbGzbtg3V1dVYtWqV1KURERERERER3ZbfN91LlizBtWvXsHHjRtTV1WHSpEn48MMPkZKSInVpRERERERERLel2bBhwwapi7iT6dOno6CgAD/+8Y/x3HPP3ZOGW6PRYM6cOdBq/f5ziT5T4pgAZY5LiWMClDkuOY9JzrXfihLHBChzXEocE6DMccl5THKu/XaUOC4ljglQ5rg4prvn1zdSIyIiIiIiIpKzu7+dJBERERERERH1CZtuIiIiIiIiIh9h001ERERERETkI2y6b7JlyxaMGjUKgYGByMzMxKeffip1SQNy6NAh5OXlISEhASqVCnv27JG6pAHbtGkTpk+fjrCwMMTExODxxx/H2bNnpS5rwLZu3YrJkyd71gjMzs7GRx99JHVZg2rTpk1QqVQoKCiQupQB2bBhA1QqldcWFxcndVl9prScA5h1csGckw+55xygvKxjzskDc04+7mXOsem+wTvvvIOCggKsX78eZWVlyMnJwcKFC1FdXS11af3W0dGBKVOmYPPmzVKXMmhKSkqwevVqHDt2DMXFxbDb7cjNzUVHR4fUpQ1IYmIiXn31VZw4cQInTpzA3Llz8dhjj6GyslLq0gbF8ePHsW3bNkyePFnqUgbFxIkTUVdX59kqKiqkLqlPlJhzALNOLphz8iLXnAOUmXXMOXlgzsnLPcs5QR7333+/WLVqlde+cePGiR/+8IcSVTS4AIjdu3dLXcagMxqNAoAoKSmRupRBFxkZKX77299KXcaAtbW1ibFjx4ri4mLx4IMPijVr1khd0oC89NJLYsqUKVKX0S9KzzkhmHVyw5zzT3LOOSGUn3XMOXlhzvmne5lznOl2s1qtKC0tRW5urtf+3NxcHD16VKKqqC9aW1sBAFFRURJXMngcDgeKiorQ0dGB7OxsqcsZsNWrV+ORRx7B/PnzpS5l0Jw/fx4JCQkYNWoUli5diosXL0pd0h0x5+RNaVnHnPN/csw5gFknZ8w5/8ac6z/lrGg+QE1NTXA4HIiNjfXaHxsbi/r6eomqojsRQmDt2rWYPXs2Jk2aJHU5A1ZRUYHs7GyYzWaEhoZi9+7dmDBhgtRlDUhRURFOnjyJ48ePS13KoJkxYwZ27tyJtLQ0NDQ0oLCwELNmzUJlZSUMBoPU5d0Sc06+lJR1zDl5kGvOAcw6uWLO+Tfm3MCw6b6JSqXy+l4I0WMf+Y/nn38ep06dwuHDh6UuZVCkp6ejvLwcLS0t+MMf/oCVK1eipKREtkF95coVrFmzBvv27UNgYKDU5QyahQsXeh5nZGQgOzsbY8aMwY4dO7B27VoJK+sb5pz8KCnrmHPyIPecA5h1csOc81/MuYFj0+0WHR0NjUbT4xNQo9HY45NS8g/f/e538ac//QmHDh1CYmKi1OUMCp1Oh9TUVABAVlYWjh8/jtdffx1vvvmmxJX1T2lpKYxGIzIzMz37HA4HDh06hM2bN8NisUCj0UhY4eAICQlBRkYGzp8/L3Upt8WckyelZR1zTp7kknMAs06OmHP+jTk3cLym202n0yEzMxPFxcVe+4uLizFr1iyJqqLeCCHw/PPP4/3338f+/fsxatQoqUvyGSEELBaL1GX027x581BRUYHy8nLPlpWVheXLl6O8vFwRAQ0AFosFZ86cQXx8vNSl3BZzTl6GStYx5+RBLjkHMOvkhDknD8y5geNM9w3Wrl2L/Px8ZGVlITs7G9u2bUN1dTVWrVoldWn91t7ejqqqKs/3ly5dQnl5OaKiopCcnCxhZf23evVqvP322/jjH/+IsLAwzyfZERERCAoKkri6/vvRj36EhQsXIikpCW1tbSgqKsLBgwexd+9eqUvrt7CwsB7XZYWEhMBgMMj6eq1169YhLy8PycnJMBqNKCwshMlkwsqVK6Uu7Y6UmHMAs04umHPyIeecA5SZdcw5eWDOycc9zbl7co90GXnjjTdESkqK0Ol0Ytq0abJfsuDAgQMCQI9t5cqVUpfWb72NB4DYvn271KUNyDe/+U3P797w4cPFvHnzxL59+6Qua9ApYYmJJUuWiPj4eBEQECASEhLEk08+KSorK6Uuq8+UlnNCMOvkgjknH3LPOSGUl3XMOXlgzsnHvcw5lRBCDH4rT0RERERERES8ppuIiIiIiIjIR9h0ExEREREREfkIm24iIiIiIiIiH2HTTUREREREROQjbLqJiIiIiIiIfIRNNxEREREREZGPsOkmIiIiIiIi8hE23UREREREREQ+wqab6A5UKhX27NkjdRlERD7DnCMipWPOkZTYdNOQ941vfAMqlarHtmDBAqlLIyIaFMw5IlI65hz5M63UBRD5gwULFmD79u1e+/R6vUTVEBENPuYcESkdc478FWe6ieAK5Li4OK8tMjKy1+du3LgRsbGxKC8vBwBYrVa8+OKLGDFiBEJCQjBjxgwcPHjwHlZPRHRnzDkiUjrmHPkrznQT9ZEQAgUFBdizZw8OHz6MsWPHAgCeeeYZXL58GUVFRUhISMDu3buxYMECVFRUeJ5DRCQHzDkiUjrmHEmBM91EAP7yl78gNDTUa/vpT3/qOW6327FixQrs27cPR44c8YTvhQsXsGvXLrz77rvIycnBmDFjsG7dOsyePbvH6U1ERFJizhGR0jHnyF9xppsIwEMPPYStW7d67YuKivI8/v73vw+9Xo9jx44hOjras//kyZMQQiAtLc3rtRaLBQaDwbdFExHdBeYcESkdc478FZtuIgAhISFITU295fGHH34Yu3btwscff4zly5d79judTmg0GpSWlkKj0Xi9JjQ01Gf1EhHdLeYcESkdc478FZtuoj549NFHkZeXh2XLlkGj0WDp0qUAgKlTp8LhcMBoNCInJ0fiKomI+o85R0RKx5wjqbDpJoLr9KH6+nqvfVqt1uvUoyeeeAJvvfUW8vPzodVqsXjxYqSlpWH58uVYsWIFfv7zn2Pq1KloamrC/v37kZGRgUWLFt3roRAR9Yo5R0RKx5wjf8WmmwjA3r17ER8f77UvPT0dX375pde+xYsXw+l0Ij8/H2q1Gk8++SS2b9+OwsJCvPDCC6itrYXBYEB2djYDmoj8CnOOiJSOOUf+SiWEEFIXQURERERERKREXDKMiIiIiIiIyEfYdBMRERERERH5CJtuIiIiIiIiIh9h001ERERERETkI2y6iYiIiIiIiHyETTcRERERERGRj7DpJiIiIiIiIvIRNt1EREREREREPsKmm4iIiIiIiMhH2HQTERERERER+QibbiIiIiIiIiIfYdNNRERERERE5CP/HxspJXlU/ygXAAAAAElFTkSuQmCC\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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39GvUN/XWACmJCapZkqnVRdmBR7FNK4uylJ3GshyA2UOoYEEbGR/Rmc7AMtHR9qO64rwS8XpKQoo2FW7SjqId2lm8UytzVyoxgfvszMSYz69rXQO6GAyXC21uXWz3qH9kPOr+5fb0YLhka1VRtlYVZXGVXQD3jFBBXOkZ7tGx9mM62nZUx9qPqWso8tottlSbHljygHYU7dCOoh0qyyrjD+g9CF1h90KbJzgD49Gldo9aXdEP2s1OS9LK4MzLqqIsrSrKVk1hFjdnBHBHhAriVui+RMfajulo+1Gd7DipwbHIA0iLMoq0vWi7dhTt0Pai7cqz5sVotPHBNTQaDpeLwYi51jUQ9Sq7CRZpWX5meNZl1ZJsrSzK0pLsNOIRQBihgkVj3D+u8z3ndbT9qI63H9eH3R9GXHROkqpzqrW9aLu2L9murUu2KislK0ajjR+j44Glo0vtgVmXSx2BiHEOjUXd32ZN1solWeGAWbkkMPtiTWH2BViMCBUsWkNjQzrTdUbH24/rePtx1ffVy9Ctf8QTLYla41ijbUu26YGiB7SpYJOsSdYYjjh+GIahTo83HC717f2q7/DoevegfFFmXywWaakjQysKs7RiSZZWLsnSyqJsldvTlchp00BcWzCh8uKLL+pb3/pWxLbCwkJ1dHTc1fsJFdyJa8SlEx0nAuHScVw3PTcjXk9KSNKG/A3avmS7Hih6QOvz1nPhuVnmHffpWtdAOFwutffrUrtHvYOjUfdPS05QTWGWVhQGwmVFYZZqlmQqPzOV5SMgTiyoUPmP//gPvf322+FtiYmJys/Pv6v3EyqYqY7Bjlvh0n5cnUOdEa9bk6zamL9RDxQ9oG1Ltmm1Y7WSEwiXudDd79XljkC8BD7260pnv7zjU0+bliR7RopqCjOD4RKYgVleyKnTwEK0oELl9ddfV21t7T29n1DB/TAMQ839zTrecVwn2k/oRMeJKReeS09K1+bCzYGloiUPaJV9FadCzyGf39DN3kFd7ujXpY5+XQnGS2PvYNSL1klSsS1NNUuyVFMYemSquiBT6SlJ8zt4AHdtQYXK9773PdlsNqWmpmr79u3627/9Wy1btizq/l6vV16vN/zc4/GorKyMUMGsMAxD11zXdKLjhE52nNSpzlNye90R+2QmZ2pL4RZtW7JN25Zs04rcFYTLPBgZCywfXe7o1+XOfl0OBky7eyTq/hZL4NovywuytGJJpmoKs7S8IEvL8jM4fRowgQUTKm+88YaGhoZUU1Ojzs5OvfTSS6qvr9eFCxfkcEy9s260Y1okESqYE6Er5p5oP6GTnSd1uuO0+sf6I/bJSs4Kz7hsXbKVi8/NM/fQmK50BaIlMPsyoMud/eqb5viXBItU4cjQ8oJMLS8MBEx1Qaaq8jMJGGAeLZhQmWxwcFBVVVX66le/qhdeeGHK68yoIJZ8fp/qnfU62R6YbTndeVoDYwMR+4RmXLYWbg2Ei32lkhJYgphvPQPeW/HSNRBeQvJMc+XdhOAMTHVBlpYXZgZCpiBLVQUZLCEBc2DBhookPf7446qurtYrr7xyx305RgWxFAqXUx2ndLLjZNRwyUjO0MaCjYFwKdyqNY41nFUUI4ZhqLvfqyudA7raFZh9udp5+4CRpNJca3AGJjD7EnpwEC9w7xZsqHi9XlVVVenzn/+8/uZv/uaO+xMqMJPJ4XKm88yUpaK0xDRtKNgQnnVZn79eqYmpMRoxpMiAudbVr6tdA7oWfEx3CrUkFWSlRoRLdX7gY34Wp1EDd7JgQuUrX/mKnn76aZWXl6urq0svvfSSDh8+rLq6OlVUVNzx/YQKzMzn9+mq66pOdQSWiU53npbT64zYJzkhWevy1mlL4RZtKdyijQUblZGcEaMRY7LeAa+udQ1ExMu1rgF1eKIfxCtJWWlJqgpGS1V+pqryM1RVkKkKe7qSEhPmcfSAeS2YUPnkJz+pI0eOqKenR/n5+dqxY4e+853vaPXq1Xf1fkIFC4nf8KvB1aDTnad1qvOUTnWeUs9wT8Q+CZYErbSvDIfL5oLNyk3LjdGIMR3PyJiuh8KleyD8eVPf0LSnUScnWlThyAiES34wYgoytSw/g2UkLDoLJlTuF6GChSx0HZdQuJzpPKOWgZYp+y2zLdPmws3aXLBZWwq3qCijiKUFkxoZ86mxd1DXuwZ1vXvg1qNrUMNjvmnfl5+VqmV5gZmXqvxAvFTlZaok18rtBBCXCBVggeoY7NCZzjM63XlaZ7rO6Jrr2pR9CtMLtblws7YUbNGmwk2qzqlWgoUlBTPz+w21e0Z0vSsQLte6BtTQHYiZrn7vtO9LSUrQUke6luUF4mVZMGKW5WUoJz1lHn8CYHYRKkCccI44dbbrrM50ntGZrjO61HtJ40bkGSpZKVnaVLBJmwo2aXPBZq3JW8MBugtI/8iYGroH1dAzEJ6Jaege1I2eQY36ot9OQArcUmBZXoYq8zJUGYyXZfmZKrenc00YmB6hAsSpobEh1fXUhcPlw+4PNTw+HLFPckKy1jjWaFNhIFw25m9UTlpOjEaMe+XzG2pzDYfDpaHnVsBMd0VeKXBV3pIcqyrzAvGyNBQzeRkqybFyQC9MgVABFokx/5gu913W2a6z4ZmX3pHeKfstsy3TpoJN2liwURvzN6oiu4LjXBawQe+4bvQMqqFnUI09gXhpCAZNv3f6a8IkJ1pUZk9XpSMQLhMjZkl2mhI4HgbzhFABFinDMNTS36IzXWfC8dLgbpiynz3Nrg35G8LxstqxmuWiOGAYhnoHR3WjZ1A3ugMh09A9oMbeQTX2Dml0mjtTS1JqUoIqHOlaGoyYCkeGlualqzIvQ4VZRAxmF6ECIMw14tLZrrOq7a5VbVetzvec16g/8kJmoeWi0IzLhoINyrPmxWjEmAuhA3pvdA/qRm8gZBp7AzMyTX1DGp/uvGpJackJqrBnBEImLyMcNBWOdBXZODMJM0eoAJjWqG9UF3svqrarVrXdtTrbdVZ9I31T9ivNLNXGgo3akL9BGws2qjqnmvsWxalxn1+trmHdCC4lNfYOhSOm2Tks320iJiUxQWV2azBcAvFSHgyZkhyrUpI4JgZTESoA7lroei5nu87qw+4PVdtdq2vOazIU+Z+G9KR0rctfpw35G8IPW6otRqPGfBnz+dXqHNaN3kE1BQPmZvBjc9+QxnzT/wlJsEgluVZV2DOC8ZKu8uDMTLk9XRmphO9iRagAuC/9o/2q664Lh8u57nNTbrgoSUuzlwaipSAQLlW2KiUmcGrsYhE6M+nmhBmYm31Dauod0s2+QY2MTX9MjCTlZaao3J6uCkeGyuzpqrCnh2dk8jO5Z1I8I1QAzCqf36fr7uuq7arVh90f6lz3OTV6Gqfsl5GcobV5a8MzLuvz1nNq9CJlGIa6+r262Tukm72B42Aae4fU1BuIGdfQ2G3fn5acoHJ7YOalLPhx4nOuFbOwESoA5pxrxKVzPedU2xWYcanrqdPQ+NCU/SqyK7Q+b73W5wcey3OXKzmBe9ssdu7hMTX3DQVCpi+wrNQUfN7uHp72nkkhBVmp4Wgps6erLNcafl6YncYBviZHqACYdz6/T9dc1/Rh94e3nXVJS0zTasdqrc9fr3V567Q+f70K0wuZ5kfY6Lhfba7hQLj0Dak5uJzUFPz8dteKkQIH+JbkWlWaaw1GTLrK7Nbgx3Tlpifzz1uMESoATMHtdauup07nus8FHj3n1D/aP2W/fGt+RLiscaxRenJ6DEYMszMMQ66hsUC0OEPxMqzm4PNW5/BtT7WWpIyURJUG46U0GC+lwbApzU2XzcqM31wjVACYkt/wq9HTGFgq6q5TXU+drjivyGdE3lk4wZKgqpwqrc8LxMvavLWqyqni9Gjc0bjPrw7PiJr6htTSN6xm51AwYobV4hxSp2f6m0CGZKclqTQ3PTwjEwqYkhyrSu1WZacRMveLUAGwYAyPD+ti70XVddfpXE/gWJeOwY4p+1mTrFplX6X1+eu1Nm+t1uWtU1FGEVP4mJGRMZ9aXcO34qVvSC2u4EfnsHoHR+/4NUIhUzJhFqYkxxqelbFZWVq6E0IFwILWPdStcz3ndL7nvOq663S+97wGxwan7OdIc2ht3tpwuKxxrOEsI9yXodFxtToDMzEtzmG1OANR0+oKfN53FyGTkZKoklyrSnKswY+BWZnQtvzM1EV/SwJCBUBc8Rt+Nbobb8VLT52u9F3RuDH1oMqyrDKtdawNB8wqxypZk6wxGDXiUShkWoJLSS2u4XDQtDqH1TNw56Wl5ESLimyBaCkOx0yaSnLSVZyTpuIca9yffk2oAIh7I+Mjqu+r1/me8zrfe17ne87rpufmlP0SLYmqyqnS2ry1WuNYozV5a1STU6PkRI4zwOwbGfOpLRgvra5AvEz82OEZue0tCULyMlNUnGNVsS0QM8U5aeGwKc6xKi8zZUEvLxEqABYlt9etC70XAvESfHQPd0/ZLyUhRSvsK8LhstaxVpW2Sq6qizk37vOrs98bDJchtblG1OIcVpvrVtAMj/nu+HVSkhJUZEtTsc2qomDEFNms4RmZ4hyrMk18iwJCBQCCOgY7dKH3gi70BALmQu8FeUY9U/YLHay7Jm9NIGAca1SeXa4ECzfVw/wxDEPu4TG1uobV5hpRm+tWxIQ+dvV7dTd/ubPSklRss2qJLU3FOWkqslkDcZNz62OslpgIFQCYhmEYaulv0fne84F46T2vi70XNTw+PGXfzORMrXKsCofLGscalWaVLugpdyx8o+N+dXoCEdPuHlGra1jt7siw8Yzc/qJ4IbnpyVpis6rYlhYMGquWZKepaELYzEXMECoAMAM+v0+NnsbwzMuF3guq76uX1zf1wMislCyttq/WakfgQbzAjAa84+oIxkv7hI/t7luBMzR65yUmSfrIuiL9/89untXxESoAcJ/G/eO67rqui70XwwFz2XlZY/6pN9ObHC+rHatVmlXKshFMyzAMeYbH1e4JREu7ayQQNu4RdbhH1OYeVrtrRMNjPv3pA2U68PH1s/r9CRUAmANjvjFdc13Txd6L4ccV5xWN+qdeWyO0bLTKvkqrHKu02rFaFVkVHLCLBSMUM+N+vxyZqbP6tQkVAJgnY/6x8MzLxd6LutBzYdp4CR2wOzFgltmWcWsALDqECgDE0Jh/TA2uBl3qu6SLvRd1qfeSLjsvRz1gNyUhRTW5NVrlWKWV9pVa7Vit5bnLlZo4u/8PFjATQgUATCZ0wG5o5qW+r171ffUaGBuYsm+iJVHLcpZplT0QL6FHVkpWDEYOzD5CBQAWAL/hV0t/iy72XVR9b70u9V3Spd5LcnqdUfcvzSwNz7yEZl/yrHnzPGrg/hEqALBAGYahzqHO8KzLpb5Lqu+rj3pHaSlwY8aJsy4r7CtUnlXOQbswNUIFAOKMa8Slemd9eOalvq9ejZ5G+Q3/lH2tSVbV5NaEw2Vl7kpV51Zzc0aYBqECAIvA0NiQrrmuqb6vXpf7Lqu+r15XnFc04huZsm+CJUEV2RVambtSNfaa8AwMS0eIBUIFABYpn9+nm/03w+ESevSN9EXd35Hm0Ar7Cq3IXaEae41W5K7QUttSJSdwd2nMHUIFABChZ7gnPPNyue+y6p31uum5GXXpKDkhWdU51arJrVFNbk04ZHLScmIwcsQjQgUAcEfD48O65rymemcgYK44r+iK84oGxwaj7l+QXhAIl9wV4YhZalvKBeswY4QKAOCe+A2/WgdadaXvii47A7Mvl52X1TrQGnX/lIQUVeVUaXnu8vDy0fKc5XJYHfM8ciwkhAoAYFYNjA7oquuqrvQFZl0uOy/rqvOqhsaHou7vSHOoJrdGy3OXh2dfluUs44q7kESoAADmwcTZl4nx0tzfLENT/7QkWhJVkV2h5bnLtTxneThiijOLudP0IkOoAABiZmhsSNdd13XFeSUwCxM89sXtdUfdPz0pXdW51RHxsjxnOQfvxjFCBQBgKoZhqHu4OxAvzqu66gwETIO7QWP+sajvybPmaXnO8oiIWWZbpvTk9HkePWYboQIAWBDG/GNq8jSFw+WqKxAx0x28a5FFpVmlEQFTnVOtClsF135ZQAgVAMCCNjg2qOuu67dE/kcAABrxSURBVLrqvKprrmuBWRjX1WkvXJeUkKSl2UvDAVOVU6XlOctVklnCfY9MiFABAMSl3uHecLhcc10LP6a79ktaYpoqbZWqzqlWdW61qnMCEVOUUcQBvDFEqAAAFg3DMNQx2KGrrmC8OAPxct11XaP+0ajvSU9KV1VOlapyqsLxUp1TrcL0Qlkslnn+CRYfQgUAsOj5/D61DLREhMtV11U1eho17h+P+p6M5AxV2aqmRAwBM7sIFQAApjHmH1Ozp1lXXVd13XU9HDFNniaNG3cXMMtsy1SVU6UlGUtYQroHhAoAADM05hvTTc9NXXMHwiX0uOm5KZ/hi/oea5I1HC0TP3IQ7+0RKgAAzJJQwFx334qXBnfDbZeQUhJSVGmr1LKcZeGAqbJVqSy7jNOoRagAADDnxvxjau5vDi8f3XDdUIO7QTfcN6Y9iDfJkqSy7DItswUCJhQylbZKWZOs8/wTxA6hAgBAjPj8PrUOtKrB3RCefWlwNei6+7qGx4enfV9JZklgFiYYLqGYicdbCRAqAACYjGEY6hzqVIOrIRAx7utqcAVmYJxe57Tvy03NVaWt8la85ARCZiFfC4ZQAQBgAXGOOAMzL8HZlxvuG7rhvqG2wbZp35OWmKaK7IrwDEzoUZFdobSktHkc/cwRKgAAxIGhsSE1ehp1w33r+JcGV4Oa+pumvZmjRRYVZxZrqW2pKrMrIyLGkeYwxfVgCBUAAOLYuH9cbQNtEQET+twz6pn2fZnJmeFoWZq9NPyxPLtcKYkp8zZ+QgUAgEXIMAw5vU41uBrCMzGhj60DrfIb/qjvS7AkqDgjMAszMWAqbZXKs+bN+iwMoQIAACKM+kbV5GnSDc+N8AxMo7tRjZ5GDYwNTPu+vaV79fK+l2d1LDP5+500q98ZAACYUkpiSuAO0rnVEdsNw1DvSG949iUUL6FZmCUZS2I04gBCBQCARcxisSjPmqc8a562LdkW8dqob1QjvpEYjSyAUAEAAFGlJKbM60G20SzMK8UAAIBFgVABAACmRagAAADTIlQAAIBpESoAAMC0CBUAAGBahAoAADAtQgUAAJgWoQIAAEyLUAEAAKZFqAAAANMyTagcOHBAFotFzz//fKyHAgAATMIUoXLy5En98Ic/1Pr162M9FAAAYCIxD5WBgQE9++yz+tGPfqTc3NxYDwcAAJhIzENl//79+shHPqLHHnvsjvt6vV55PJ6IBwAAiF9JsfzmBw8e1JkzZ3Ty5Mm72v/AgQP61re+NcejAgAAZhGzGZXm5mZ9+ctf1r/+678qLS3trt7z9a9/XW63O/xobm6e41ECAIBYshiGYcTiG7/++uv62Mc+psTExPA2n88ni8WihIQEeb3eiNei8Xg8stlscrvdys7OnushAwCAWTCTv98xW/rZt2+f6urqIrZ99rOf1cqVK/VXf/VXd4wUAAAQ/2IWKllZWVq7dm3EtoyMDDkcjinbAQDA4hTzs34AAACmE9OzfiY7dOhQrIcAAABMhBkVAABgWoQKAAAwLUIFAACYFqECAABMi1ABAACmRagAAADTIlQAAIBpESoAAMC0CBUAAGBahAoAADAtQgUAAJgWoQIAAEyLUAEAAKZFqAAAANMiVAAAgGkRKgAAwLQIFQAAYFqECgAAMC1CBQAAmBahAgAATItQAQAApkWoAAAA05pRqJSXl6u3tzf8/OWXX5bH45n1QQEAAEgzDJWWlhb5fL7w82984xvq6emZ9UEBAABI97n0YxjGbI0DAABgCo5RAQAAppU00zf8+Mc/VmZmpiRpfHxcP/nJT5SXlxexz5//+Z/PzugAAMCiZjFmsH6zdOlSWSyW239Bi0UNDQ33PbC74fF4ZLPZ5Ha7lZ2dPS/fEwAA3J+Z/P2e0YxKY2Pj/YwLAABgRmZ0jMrx48f1xhtvRGz72c9+psrKShUUFOjzn/+8vF7vrA4QAAAsXjMKlW9+85s6d+5c+HldXZ0+97nP6bHHHtPXvvY1/dd//ZcOHDgw64MEAACL04xC5cMPP9S+ffvCzw8ePKjt27frRz/6kV544QX94z/+o/793/991gcJAAAWpxmFitPpVGFhYfj54cOH9eSTT4afb9u2Tc3NzbM3OgAAsKjNKFQKCwt148YNSdLo6KjOnDmjnTt3hl/v7+9XcnLy7I4QAAAsWjMKlSeffFJf+9rX9O677+rrX/+60tPTtWfPnvDr586dU1VV1awPEgAALE4zOj35pZde0sc//nHt3btXmZmZ+ulPf6qUlJTw6//8z/+sJ554YtYHCQAAFqcZXfAtxO12KzMzU4mJiRHb+/r6lJmZGREvc4kLvgEAsPDM2QXfQmw2W9Ttdrv9Xr4cAABAVNyUEAAAmBahAgAATItQAQAApkWoAAAA0yJUAACAaREqAADAtAgVAABgWoQKAAAwLUIFAACYFqECAABMi1ABAACmRagAAADTIlQAAIBpESoAAMC0CBUAAGBahAoAADAtQgUAAJgWoQIAAEyLUAEAAKZFqAAAANMiVAAAgGkRKgAAwLQIFQAAYFqECgAAMC1CBQAAmBahAgAATItQAQAApkWoAAAA0yJUAACAaREqAADAtAgVAABgWjENlVdeeUXr169Xdna2srOztXPnTr3xxhuxHBIAADCRmIZKaWmpvvvd7+rUqVM6deqUHn30UX30ox/VhQsXYjksAABgEhbDMIxYD2Iiu92u733ve/rc5z53x309Ho9sNpvcbreys7PnYXQAAOB+zeTvd9I8jemOfD6ffvnLX2pwcFA7d+6Muo/X65XX6w0/93g88zU8AAAQAzE/mLaurk6ZmZlKTU3VF77wBb322mtavXp11H0PHDggm80WfpSVlc3zaAEAwHyK+dLP6Oiompqa5HK59Ktf/Uo//vGPdfjw4aixEm1GpaysjKUfAAAWkJks/cQ8VCZ77LHHVFVVpR/84Ad33JdjVAAAWHhm8vc75ks/kxmGETFrAgAAFq+YHkz7jW98Q0899ZTKysrU39+vgwcP6tChQ3rzzTdjOSwAAGASMQ2Vzs5OPffcc2pvb5fNZtP69ev15ptv6vHHH4/lsAAAgEnENFT+6Z/+KZbfHgAAmJzpjlEBAAAIIVQAAIBpESoAAMC0CBUAAGBahAoAADAtQgUAAJgWoQIAAEyLUAEAAKZFqAAAANMiVAAAgGkRKgAAwLQIFQAAYFqECgAAMC1CBQAAmBahAgAATItQAQAApkWoAAAA0yJUAACAaREqAADAtAgVAABgWoQKAAAwLUIFAACYFqECAABMi1ABAACmRagAAADTIlQAAIBpESoAAMC0CBUAAGBahAoAADAtQgUAAJgWoQIAAEyLUAEAAKZFqAAAANMiVAAAgGkRKgAAwLQIFQAAYFqECgAAMC1CBQAAmBahAgAATItQAQAApkWoAAAA0yJUAACAaREqAADAtAgVAABgWoQKAAAwLUIFAACYFqECAABMi1ABAACmRagAAADTIlQAAIBpESoAAMC0CBUAAGBahAoAADAtQgUAAJgWoQIAAEyLUAEAAKZFqAAAANMiVAAAgGkRKgAAwLQIFQAAYFqECgAAMC1CBQAAmBahAgAATItQAQAApkWoAAAA0yJUAACAaREqAADAtAgVAABgWoQKAAAwrZiGyoEDB7Rt2zZlZWWpoKBAzzzzjC5fvhzLIQEAABOJaagcPnxY+/fv17Fjx/TWW29pfHxcTzzxhAYHB2M5LAAAYBIWwzCMWA8ipLu7WwUFBTp8+LAeeuihO+7v8Xhks9nkdruVnZ09DyMEAAD3ayZ/v5PmaUx3xe12S5LsdnvU171er7xeb/i5x+OZl3EBAIDYMM3BtIZh6IUXXtDu3bu1du3aqPscOHBANpst/CgrK5vnUQIAgPlkmqWf/fv367e//a3ee+89lZaWRt0n2oxKWVkZSz8AACwgC27p50tf+pJ+85vf6MiRI9NGiiSlpqYqNTV1HkcGAABiKaahYhiGvvSlL+m1117ToUOHVFlZGcvhAAAAk4lpqOzfv18///nP9etf/1pZWVnq6OiQJNlsNlmt1lgODQAAmEBMj1GxWCxRt7/66qv6zGc+c8f3c3oyAABzYHxUGnFJw04pKU3KrZjVL79gjlExyXG8AADEH8OQRgcCsTHslIZdEz533gqR8GsTno9NuPDqhj+TPvZKzH4MUxxMCwAApuEbl0bckZExJTSmCRH/+H18Y4uUZpMSk2ftR7kXhAoAAPNhbCRKXNzp4ZK893lx08QUyWqXrLmSNSf4MVdKy5m0bdJraTYpIXF2fvb7QKgAAHC3DEMaG7oVEkN9t4+Mic/Hh+/ve6faJKstEBHp9kmxkRsZG6F90nKkZKs0zTGhCwGhAgBYfAxDGh2UhqOERjg+Js9+BLf7Ru/9+1oSJoXFpMeU8Ahtt0mJi/NP9uL8qQEA8WHyAaPhyJgUG9FmPvxj9/59E5KjzGTYI5+n26dGSGq2lGCau9csCIQKACD2Ji6pTImN0DZXlG33GRwRx2/kBuMi2qzGpOhIyVjQyykLCaECAJhdYyO3gmJidEQEyOSZjr77W1IJBUe6Pfosx+TZjVB8LPDjNxYDQgUAEJ1vPPL4jMkzHUN9Ez6fsH1s6N6/Z2hJJRwWodCIMrsxcR+CI24RKgAQ7wwjcIrrxLgYihIfk8PD677372lJnLScMnF5JVpsBLexpIJJCBUAWEjGR6eGxZSPUcLjfi78lWa7FRITZzEiPp8028FBo5glhAoAxELobJWIyAjOeAz1Th8go/33/j2TrJEzGKGZjokzHhHbgmeqLNLTYmEO/NMHAPfL77t1RsptQ2PS5/d8torl1oGik2MjPXea7cHjOIAFhlABgIl8Y1NjI+LzUGj0TlhacUm6x5usJqVFzmCkO6JHxuRZDpZVsEgQKgDiV+g02YjY6A0soUQ8D73uvL/7qqRm3z42pmxzSCnps/fzAnGIUAGwMIwN3wqKybMd04XIxFvVz4jl1vEa6Y5bURFeVpkUIumOwP4xvsssEI8IFQDzLzzT0Tvh0RclRCZEyL1em8OSeCsmQkExJUDskZ+b5K6xAAgVAPdrfDRKdPROne2IiI57nOlISJoaGFOiY9L21GyuywEsYIQKgFtCZ69MiY7J8THh+b1eFMySOCEsgssqEc+jBAnRASw6hAoQr0LX6RjsiRIYPdHDY9gpGf6Zfy9LwvQzGlPiIxgkaTaiA8AdESrAQhFaYhnsmRAbwdAIbwvFR/D5vd7kLc0mpedNioyJsxt5kds5XRbAHCFUgFgI3XslPNvREyU4Jj2/19Nmk9KCYWGXMiYGRt6t+AhtD53FwtkrAEyCUAFmQ+gus0M9kTMeg71TIyT08V6uSjpxiSUjb8LsRvBjRt6kJZc8rtMBYEEjVIBoxkYmREdw1iP0+cRZjtC2e70yaXJ6MDAmznI4ojwPfmSJBcAiQ6gg/hmGNDooDXZHxkW04AhtGx24h28UvEjYxOWV8Od5k2ZAgq9x7xUAuC1CBQuPYUje/ltLK4PdkZEx2DNhW3DpZXxk5t8nIWlCYEwMj9AMSN6t5+Erk/KvFADMJv6ritgLhceUGY/uW6ERjo/g6z7vzL9P6KDSyZEx5XlomYXTZwEg1ggVzL4pSy3dk0IjyvN7OY02OSN6ZEQEx4QQSckgPABggSFUcHfGRiKXWAa7JwRHz9TX7mWpJTl9Qlzk35rZyAg+nxwinM0CAHGPUFmsfOPBi4d1R85wTI6P0PPR/pl/j6S0CcERig/HhOiY9JzwAABMQqjEi4kXEAsHRjAyBrqmxsiwUzM+nTYh+VZcpOdJmQWRsxwZ+cHoCMYHSy0AgPtEqJjZ+Oitg0oHuqcGyOCkAJnxcR6WW1ExMTSmhEfwOQeXAgDmGaEynybOeoRnObpuhcbAhM8Hu6SRe7grbUrW1OjILIhcggnNhKTbpYTE2f85AQCYJYTK/fL7glct7Zow8zHd590zP63WkngrOjLzJ8165E96cAExAEB8IVSi8Y0FZze6Jiy5dN0Kj/DMR1fg9FrDP7Ovn5IZDI2CKLMeoSgJPueS6QCARYxQiab259J//fkM3mAJ3pm2YEJ0FNya9Zj8nLNbAAC4K4RKNJkFgcunR5vhmBgdoc/THVw6HQCAOcBf12iWPyH9n26WXAAAiDFCJRrOhAEAwBSYMgAAAKZFqAAAANMiVAAAgGkRKgAAwLQIFQAAYFqECgAAMC1CBQAAmBahAgAATItQAQAApkWoAAAA0yJUAACAaREqAADAtAgVAABgWgv67smGYUiSPB5PjEcCAADuVujvdujv+O0s6FDp7++XJJWVlcV4JAAAYKb6+/tls9luu4/FuJucMSm/36+2tjZlZWXJYrHM2tf1eDwqKytTc3OzsrOzZ+3rIhK/5/nB73l+8HueP/yu58dc/p4Nw1B/f7+Ki4uVkHD7o1AW9IxKQkKCSktL5+zrZ2dn8y/BPOD3PD/4Pc8Pfs/zh9/1/Jir3/OdZlJCOJgWAACYFqECAABMK/HFF198MdaDMKPExEQ9/PDDSkpa0KtjpsfveX7we54f/J7nD7/r+WGG3/OCPpgWAADEN5Z+AACAaREqAADAtAgVAABgWoQKAAAwLUJlku9///uqrKxUWlqatmzZonfffTfWQ4o7R44c0dNPP63i4mJZLBa9/vrrsR5SXDpw4IC2bdumrKwsFRQU6JlnntHly5djPay488orr2j9+vXhi2Lt3LlTb7zxRqyHFfcOHDggi8Wi559/PtZDiSsvvviiLBZLxGPJkiUxHROhMsG//du/6fnnn9df//Vf6+zZs9qzZ4+eeuopNTU1xXpocWVwcFAbNmzQyy+/HOuhxLXDhw9r//79OnbsmN566y2Nj4/riSee0ODgYKyHFldKS0v13e9+V6dOndKpU6f06KOP6qMf/aguXLgQ66HFrZMnT+qHP/yh1q9fH+uhxKU1a9aovb09/Kirq4vpeDg9eYLt27dr8+bNeuWVV8LbVq1apWeeeUYHDhyI4cjil8Vi0WuvvaZnnnkm1kOJe93d3SooKNDhw4f10EMPxXo4cc1ut+t73/uePve5z8V6KHFnYGBAmzdv1ve//3299NJL2rhxo/7+7/8+1sOKGy+++KJef/111dbWxnooYcyoBI2Ojur06dN64oknIrY/8cQT+uCDD2I0KmD2uN1uSYE/opgbPp9PBw8e1ODgoHbu3Bnr4cSl/fv36yMf+Ygee+yxWA8lbl29elXFxcWqrKzUJz/5STU0NMR0PFzSL6inp0c+n0+FhYUR2wsLC9XR0RGjUQGzwzAMvfDCC9q9e7fWrl0b6+HEnbq6Ou3cuVMjIyPKzMzUa6+9ptWrV8d6WHHn4MGDOnPmjE6ePBnrocSt7du362c/+5lqamrU2dmpl156Sbt27dKFCxfkcDhiMiZCZRKLxRLx3DCMKduAheaLX/yizp07p/feey/WQ4lLK1asUG1trVwul371q1/p05/+tA4fPkyszKLm5mZ9+ctf1u9+9zulpaXFejhx66mnngp/vm7dOu3cuVNVVVX66U9/qhdeeCEmYyJUgvLy8pSYmDhl9qSrq2vKLAuwkHzpS1/Sb37zGx05ckSlpaWxHk5cSklJUXV1tSRp69atOnnypP7hH/5BP/jBD2I8svhx+vRpdXV1acuWLeFtPp9PR44c0csvvyyv16vExMQYjjA+ZWRkaN26dbp69WrMxsAxKkEpKSnasmWL3nrrrYjtb731lnbt2hWjUQH3zjAMffGLX9R//ud/6p133lFlZWWsh7RoGIYhr9cb62HElX379qmurk61tbXhx9atW/Xss8+qtraWSJkjXq9Xly5dUlFRUczGwIzKBC+88IKee+45bd26VTt37tQPf/hDNTU16Qtf+EKshxZXBgYGdO3atfDzGzduqLa2Vna7XeXl5TEcWXzZv3+/fv7zn+vXv/61srKywrOFNptNVqs1xqOLH9/4xjf01FNPqaysTP39/Tp48KAOHTqkN998M9ZDiytZWVlTjq/KyMiQw+HguKtZ9JWvfEVPP/20ysvL1dXVpZdeekkej0ef/vSnYzYmQmWCP/mTP1Fvb6++/e1vq729XWvXrtX//M//qKKiItZDiyunTp3SI488En4eWvf89Kc/rZ/85CcxGlX8CZ1m//DDD0dsf/XVV/WZz3xm/gcUpzo7O/Xcc8+pvb1dNptN69ev15tvvqnHH3881kMDZqylpUV/+qd/qp6eHuXn52vHjh06duxYTP8Och0VAABgWhyjAgAATItQAQAApkWoAAAA0yJUAACAaREqAADAtAgVAABgWoQKAAAwLUIFAACYFqECwFQsFotef/31WA8DgEkQKgDm1Wc+8xlZLJYpjyeffDLWQwNgQtzrB8C8e/LJJ/Xqq69GbEtNTY3RaACYGTMqAOZdamqqlixZEvHIzc2Nuu+3v/1tFRYWqra2VpI0Ojqqr371qyopKVFGRoa2b9+uQ4cOzePoAcwnZlQAmJJhGHr++ef1+uuv67333tPy5cslSZ/97GfV2NiogwcPqri4WK+99pqefPJJ1dXVhfcBED+YUQEw7/77v/9bmZmZEY/vfOc74dfHx8f1qU99Sr/73e/0/vvvhwPk+vXr+sUvfqFf/vKX2rNnj6qqqvSVr3xFu3fvnrKUBCA+MKMCYN498sgjeuWVVyK22e328Od/8Rd/odTUVB07dkx5eXnh7WfOnJFhGKqpqYl4r9frlcPhmNtBA4gJQgXAvMvIyFB1dfW0rz/++OP6xS9+of/93//Vs88+G97u9/uVmJio06dPKzExMeI9mZmZczZeALFDqAAwnT/+4z/W008/rT/7sz9TYmKiPvnJT0qSNm3aJJ/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"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_0.01-5.01eV/DABCO_0.01-5.01eV_orb31_A1P.inp.out_BLM-V_2020-01-22_16-43-06.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 DABCO_0.01-5.01eV_orb31_A1P.inp.out, pType=a, thres=0.1544513233705191, 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 (0.3047273833653777+3.10657503184664e-17j)\n", "Plotting data (No filename), pType=a, thres=0.03047273833653777, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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U0soalxqslHJ2796NuXPnolWrVvD09ERBQQGCg4Px6tUrhIaGlhvE6NSpE3R0dNCzZ0+0bNkSubm5OHLkCG7cuIHu3btjw4YNUGPqLCIiIiIiIiIiIqJKYQCDVGpjY+UFMP6TUvkARnZ2NlxcXKCvr48jR45AX18fAJCeng53d3e0bt0aISEhZZYRExODjh07igUpiouL4e3tjfj4eGzatAndunWrdF2JiIiIiIiIiIiIPmfqVV0B+rQVqynvpQwRERHIzc3F0KFDRcELADAxMUHfvn0RFxeHlJSUMstwdnaWGGGhoaGBPn36AADu3LmjnMoSERERERERERERfcaYrJ9USpmTeOfl5cm1na6ursx1165dAwDY2tpKrLO1tcWePXuQlJSExo0bK1y/jIwMAECdOnUU3peIiIiIiIiIiIiIxDGAQSpVqMSypAUdpClrBIQwyGBiYiKxTrhMuI0i0tPTERYWBkNDQ7i6uiq8PxERERERERERERGJYwCDVEqZIzCUIT8/HwCgra0tsU5HR0dsG3m9efMGkydPRm5uLtauXQsjI6PKV5SIiIiIiIiIiIjoM8cABqlUEZQ3R3xCQkKly6hZsyYAoKCgQGLd27dvxbaRx5s3bzBx4kTcunUL8+bNQ69evSpdRyIiIiIiIiIiIiJiAINUTJkjMMqa20JexsbGAN6lfDIzMxNbl56eLrZNeXJzc/HNN98gISEB8+fPh5eXV6XrR0RERERERERERETvqFd1BejTVgiB0l7KYG1tDUD6aA7hMisrq3LLycnJgY+PDxITE/Hzzz8zeEFERERERERERESkZAxgkEoVQ6C0lzK4urpCT08Pu3fvRm5urmh5eno6jh07hvbt26NJkyYA3s2F8eDBAzx//lysjJycHIwfPx7Xr1/HkiVLMGTIEKXUjYiIiIiIiIiIiIj+hymkSKWUNXJCWQwNDeHv74+AgAB4eXnB09MThYWFCAoKgkAgwNy5c0XbJiUlYfTo0fDw8MDSpUtFy8eOHYsbN26gZ8+eUFNTw4EDB8SOYW5uDgsLiw92TkRERERERERERESfIgYwSKWqWwADADw9PWFoaIgtW7ZgxYoV0NLSQvv27TF9+nS5Ag83btwAAERERCAiIkJi/dSpUxnAICIiIiIiIiIiIqokNYFAUP2eMNMnY9KXw5RW1h+PdimtLCIiIiIiIiIiIiKq3jgCg1SqECVVXQUiIiIiIiIiIiIi+ggxgEEqVR1TSBERERERERERERFR9ccABqlUoYAjMIiIiIiIiIiIiIhIcepVXQH6tBVDoLSXMp08eRLDhg2DjY0NHBwc4Ovri+TkZLn2ffjwIZYtW4axY8fCyckJ5ubmmDNnjlLrR0SkSj/88AM6duyIvLy8qq6KVI8ePcKUKVPQqVMnmJubw97eHgCwdu1amJub4/Lly2Lbm5ubw9vbuyqq+lHJyMiAtbU1fvvttyqth7e3N8zNzau0DqQaH9Nn8fLlyzA3N8fatWuruipy2bt3L8zNzbF3795qdYxZs2bB3NwcKSkpKqsX/U9KSgrMzc0xa9asqq4KfYQ+pjZaGWJiYmBubo7169dXdVVk+hjq+LHq1KkT+vTpU9XVICIl4QgMUqnqOAfG7t27MXfuXLRq1QozZsxAQUEBgoOD4eXlhdDQUFhYWJS5f2JiIrZu3YrGjRvD0tIS0dHRH6jmRESVd/36dRw8eBD+/v7Q1dUVLU9JSUHPnj0BANbW1ti1axfU1NQk9jc3N4exsTHOnTunkvoVFxdjypQpePz4Mb7++muYmJhAR0dHJcf63BgbG2P48OHYtm0bPD090bBhw6quUqWYm5vD0dERQUFBCu3n7e2N2NhY3LlzR0U1o+pA2KZ5eHhg6dKlVV0d+oD27duHkJAQPHjwAOrq6mjTpg3Gjx+PHj16KFxWVFQUtm7dilu3bqGkpAQtWrTAiBEj4OHhIbHtlStXsGvXLty+fRuZmZnIy8tD/fr10apVK4wZMwYdO3ZUxukRyeTi4gIAiIyMrOKayK+8Dg1LlizBoEGDPlBtPi/379/H0aNHcevWLSQnJ+PZs2cAUO7vo1evXmHdunWIiIhAZmYmateuja5du+Lbb7+FsbGx3MefMWMGDh06JHN9x44d8eeff8pdHhF92hjAIJWqbimksrOzsXTpUpiYmCA0NBT6+voAAHd3d7i7u2PRokUICQkps4wePXogNjYWhoaGYg/8iIg+BqtXr4a+vj68vLxkbpOUlISjR4+iX79+H7Bm76SkpOD+/fsYNmwYFi1aJLZu5MiRcHd3R6NGjT54vT4VPj4+CA4Oxvr16yXeXyKij92yZcuwdetWmJiYYOjQoSgsLMTRo0fh6+uLefPmYdSoUXKXFRwcjEWLFsHIyAhfffUVtLS0cOLECcyaNQt3796Fv7+/2PaXLl3CpUuX0K5dO3To0AE1a9ZEWloaIiMjERUVhUmTJmHatGmVOj9jY2McPXoUBgYGlSqHPk9Hjx5FzZo1q7oaUk2dOlXq8tatW3/gmnw+zp49i3Xr1kFDQwNffvkltLW1UVBQUOY+L1++xPDhw/H48WN07NgR/fv3x71797Bnzx6cPXsWO3fuROPGjRWqR69evaQGspo0aaJQOUT0aWMAg1SqWIkjMORNdVK6R/H7IiIikJubi3HjxomCFwBgYmKCvn37Ys+ePUhJSSnzS7d27dryV5qIqBr5+++/ERMTg6FDh6JGjRpSt2nUqBEyMzPx66+/olevXtDW1v6gdXz+/DkAoEGDBhLr6tSpgzp16nzQ+nxqjI2N4ezsjEOHDuGHH37gQzAi+mRcvXoVW7duxRdffIE9e/bA0NAQwLvA7eDBg7Fs2TJ0795drodrKSkpWLZsGYyMjBAeHi7aZ8qUKRgyZAi2bt2K3r17w9bWVrTPxIkT4efnJ1FWRkYGPDw8sHHjRowYMULq95u8tLS0YGZmVuH96fNWne8daZ8dUq3u3bvDwcEBrVq1Qo0aNdC1a1dkZGSUuc/KlSvx+PFj+Pj44IcffhAt37ZtG5YuXYpFixZh48aNCtWjV69e+Prrryt0DkT0+eAcGKRSRYISpb1sbW3lepXl2rVrACB1O+GypKQk5b8RRETVQHh4OAQCAdzd3WVuY2JiAi8vL6SkpCA4OFjusktKShAaGorBgwfD1tYWNjY2GDx4MHbs2IGSEvmC2ebm5qLesYGBgTA3NxfLUS9rDgxZioqKEBISgmHDhsHOzg7t2rXDwIEDERwcLFGn0nnFU1JSMH36dDg5OcHKygqDBg1CVFSURPk5OTnYvHkzRo8eja5du8LS0hIdOnSAr68vEhMTZZ6jt7c3/vnnH8yePRvOzs6wsbHB8OHDERcXB+BdwH7ZsmXo0aMHLC0t0a9fPxw7dkzmeR4+fBje3t5wcHCAlZUV+vbti/Xr18vsRdevXz/k5+fjyJEjcr2PZSl9Tfbt24eBAwfC2toaHTt2xOzZs5GZmSl3WfLeQ8I8/QAQGxsruk/Km89AeI1jY2MBQGw/b29vFBcXo1u3brCzs8ObN2+klrFw4UKYm5vjxIkTomXC/TMyMjBz5kx07NgR1tbWGDRoUJmpEc6fP49vvvkGTk5OsLS0hKurK5YtW4bXr1/L/Z6pUkXubyF53wuBQIB9+/Zh+PDh6NChA6ysrNCtWzf4+Pjg6NGjFa772rVrRSNk9+3bJ3atpc3vcPv2bUycOBH29vZo164dRo0ahatXr0otV3i/Hzp0CEOHDoWtra0obYvQtWvX8O2336JTp06wtLREt27dEBAQIPXB0NOnTzFv3jz06tUL1tbWcHR0xIABAxAQEIBXr15JPb9Lly7B29sbtra2sLOzw8SJE/HgwQOp2z5//hwLFiyAi4uL6BpOnToVN27cKPd9LC0mJgYjRoyAjY0NHB0dMXnyZJnHrCo7d+4EAPj6+oqCFwDQuHFjjBgxAgUFBXLP7xEeHo6CggKMHDlSLOBhaGiI//znP2LHE5KV7tDY2Bi2trYoKSnB06dPFTqn98maA6P0XCQ7d+7EgAEDYGVlBWdnZ8ybNw85OTlSy0tPT8fPP/+M3r17w8rKCo6OjhgyZAjWrVtXqXoKRUdHw9fXFx07dhR9FiZNmoSYmBjRNqXno0lKSsLEiRPh6OgoMbfKjRs34OfnJyqrR48e+Omnn0QdH0r7559/sGzZMri5ucHGxgb29vZwc3PDrFmzxK6BstogeY8npGj7X951Er6HqampSE1NFWvzSt8rsubAyMnJwapVq+Dm5gYrKys4ODjAx8dH7DoJlb5e8radyvLw4UOsWLECgwYNQocOHWBpaQkXFxeZ7assT548wZw5c+Dq6gpra2s4OTlhwIABmD9/PrKzsyW2P3jwILy9vWFvbw8rKyu4u7tjw4YN5Y5WqKyHDx9i5syZ6Ny5MywtLdG5c2f4+/vjyZMnUrfPyMiAv78/OnToAGtrawwcOBAHDhyQOc+GmZkZrK2tZXZqel9ubi4OHToEPT09iREzo0ePRsOGDXH27FmkpaVV7ITL8PbtW2zfvh0+Pj7o3r07LC0t4eTkBB8fH1y4cEGhcrZt24aBAwfC3t4eNjY2cHFxwZQpU6T+fXH37l3MnDlT9Duoc+fOmDlzpsxrQESqwxEYpFKFguKqroIY4Q8bExMTiXXCZYr8+CEi+pjExMRAQ0MD7dq1K3O7KVOmYP/+/diwYQMGDRoEIyOjcsueOXMmDh8+jIYNG2LIkCFQU1PD6dOnsWDBAsTHx2PVqlXlljF16lSkpqZi3759cHR0hKOjIwCI/lVEYWEhfH19ER0djWbNmqF///7Q0dHB5cuXsWjRIly7dg0rVqyQ2C81NRVDhw5FkyZN8PXXXyM7OxtHjx7F5MmTsW3bNnTo0EG07YMHD/Dbb7/B3t4e3bt3R61atfDs2TNERkbi/Pnz+OOPP9C1a1eJY7x+/RpeXl7Q09NDv379RMfw8fFBWFgYAgICkJ2dje7du6OoqAiHDx/G9OnT0bBhQ9jY2IiV9eOPPyI8PBwmJibo1asXatWqhcTERKxZswYXL17Etm3boKkp/nPPzs4OwLv7Yfjw4Qq/t9L8+eefuHDhAtzd3dGlSxfEx8dj7969iI2Nxe7du+UaOSPvPdS6dWtMnToVgYGBMDU1FctFX9a9UqtWLUydOhX79u1Damqq2B/fpqam0NDQwNChQ7F27VocOXIEw4YNE9v/33//xaFDh1C/fn2JB9bZ2dnw8vKCgYEBBg0ahJycHBw7dgwzZsxARkYGJkyYILZ9YGAg1q5dCyMjI3Tv3h116tTB3bt3sXXrVpw7dw5hYWFiI0WrQkXvb0Xei9WrV2Pjxo1o3Lgx+vbtCwMDA2RmZuL69es4fvx4mcHWsjg6OmL06NHYvn07LCws4OrqKlr3fjqSGzduYPPmzbCxscHQoUORlpaGkydPYuzYsdi/fz+aN28uUf62bdtw4cIF9OjRA05OTmIPh8PDwzFv3jxoa2vDxcUFJiYmePz4MXbv3o3IyEjs2rVLlAbv+fPnGDJkCHJzc9G1a1f07t0bb9++RUpKCg4ePIhRo0ZJjPw9c+YMIiIi0KVLFwwfPhwPHjzA2bNncf36dRw5ckTss/b06VOMGDECz58/R4cOHdCvXz88e/YMx48fx5kzZ7B27Vq55oU4fvw4pk+fDi0tLbi7u6N+/fqIj4/H8OHDy81f/yFdunQJANClSxeJdV27dsX69etx6dIlfPvtt5Uuq/Q25Xnx4gWuXbsGbW1tNGvWTK59KmrFihWIjo5Gjx490KlTJ1y+fBm7du3C48ePsX37drFtr1+/jgkTJiArKwsODg7o1asX/v33X9y/fx+BgYGYMmVKpery+++/Y926ddDV1YWrqysaNmyI58+fIyEhAQcPHoSzs7PY9omJidi4cSPat2+PwYMH49WrV9DS0gLwbi4SYQ99Nzc3NGrUCDdv3kRoaCgiIiIQGhoqCjTl5+fDy8sLT548QadOneDi4gKBQIC0tDRERETAzc1NlJpGGW2QIscDFG//5blOpqammDp1Kv766y8AwJgxY0T7l5eCSfib5P79+7CyssKYMWPw6tUrHDt2DOPHj8dPP0JPZRgAACAASURBVP0k9bdCRdrOyjp+/Dh27doFJycn2NnZQUtLC3fv3sWuXbsQFRWF8PDwckc4ZWRkYMiQIcjLy0PXrl3h5uYmancPHDiA0aNHiwVA/f39sX//fjRq1Ahubm4wMDBAQkICVq9ejUuXLmHLli3Q0NBQ+rkmJiZi/PjxyMvLQ8+ePdG8eXM8fPgQBw4cQGRkJP7880+0bdtWtH1mZiaGDx+OtLQ0ODo6wsbGBpmZmQgICEDnzp2VUqerV6+ioKAAHTt2lMh6oaGhAWdnZ4SHh+Py5ctS5wmqjMzMTCxZsgTt27dH586dUbt2bTx//hyRkZHw8fHBsmXL5BrF8f333+PUqVOwsLCAh4cHtLW1kZGRgfj4eMTExMDJyUm0bUREBKZNmwaBQAAXFxc0btwYz549w7Fjx3DmzBmEhISgVatWSj1PIpKNAQxSqWIlzoGRkJBQ6TLy8/MBQGpKFGGvKeE2RESfkry8PCQnJ8PMzKzMVHsAYGRkBF9fXyxfvhx//PEHZs+eXeb2hw8fxuHDh9GmTRsEBwdDT08PADBt2jSMGjUKhw8fRvfu3TFgwIAyy/Hz8xP15Hd0dKxUOoENGzYgOjoao0aNwo8//ij647K4uBjz5s1DeHg43NzcxB5sAu969Pv5+Yk93O7fvz8mTJiALVu2iAUwzMzMcO7cOYmH8+np6RgyZAiWLFki9QFvcnIyPD098dNPP0Fd/d1gWGdnZ/j7+2P06NGws7NDUFCQ6Hvp66+/xsiRI/Hf//5XrFfs3r17ER4ejl69emHlypViPejWrl2LwMBAhISEiD3IAICmTZuiVq1auHLlikLvaVnOnz+PXbt2oU2bNqJlv/zyC/766y+sXLkSv/zyS5n7K3IPtW7dGq1btxYFMOS9T2rVqgU/Pz/ExsYiNTVV6n7Dhg3DH3/8gZ07d0oEMI4ePYrXr1/D19dX9FBN6M6dO+jTpw9Wr14tuqbffPMNBg8ejN9++03sAdalS5ewdu1a2NraYtOmTahVq5aonL1792L27Nn4/fff8eOPP5Z7TikpKdi3b59c5y/k4eEhVwqdit7firwXYWFhMDY2xuHDhyXysr98+VKh8yrNyckJpqam2L59O1q3bl3mPXLmzBmJSWJ37tyJ+fPnY/v27fjpp58k9rl06RLCwsLE7nfgXZq++fPnw9TUFMHBwWKTmV68eBHjx4/H4sWLRZ/jEydOICsrCz/++KPE5zQvL0/0/pV2+vRpbNmyRWxC6FWrVmHTpk0IDw/HN998I1ou7J0+bdo0TJo0SbR8xIgRGDVqFGbNmoXIyEjR502aN2/eYP78+VBXV0dISAisrKxE64SfcUVcvnxZNApKXvJ8xvPy8pCRkQFdXV2pDzCbNm0KAHj06JFcx/z7778BAF9++aXEugYNGkBXVxfp6enIz8+XuHevX7+OM2fOoKioCBkZGYiMjERubi7mzp2r8jSI165dw6FDh0RBsqKiIowZMwaXL19GUlISrK2tAQAFBQX47rvvkJWVhZUrV0p8Pwsn862o6OhorFu3Do0bN8aOHTskJvZNT0+Xus+CBQskHpa/efMGs2bNQnFxMYKCgmBvby9at2nTJqxatQoBAQHYunUrgHeftSdPnmDMmDES7WhBQYFYr3lltEGKHE/R9l/e69S4cWP4+fmJvg8U+f20cuVK3L9/H56enliwYAHU1NQA/K/d/vnnn9G5c2eJ742KtJ1lkTaC0tTUVKz8QYMGYcKECRJ/y589exb/+c9/sHHjRsybN6/M4xw7dgzZ2dkICAjAyJEjxda9efNGrNPH7t27sX//fvTp0wfLly8XG2X122+/iX4vvF9OZZWUlMDf3x9v3rzB6tWrxQJpBw8exMyZM+Hv749Dhw6JrtfKlSuRlpYGX19fTJ8+XbS9t7c3PD09lVKvstrF0svlbWeFTp06JXVEQ+m03/Xq1cOZM2ck2pKsrCx4enpi2bJlcHd3l/h9VtqLFy9w6tQp2NraYseOHWLfsQKBAFlZWWLbzpw5EwYGBggJCRELPt+6dQvDhw/HvHnzEBYWptC5ElHFMYUUqVQhSpT20tXVletVFuEPU2nDPd++fSu2DRHRpyQjIwPFxcWoX7++XNt7e3vD1NQUISEh5aa8CA8PB/CuV1PpB2G6urqYOXMmgHd/BH4oJSUlCA4ORv369TF79myxnnEaGhqYNWsW1NTUpKa0MTU1FXvQB7zrgduoUSOJFIMGBgZSH0aZmJigT58+ePjwodRh9DVr1sQPP/wg9ofTgAEDoKmpiezsbMyZM0fsj2R7e3uYmpri9u3bYuVs374dmpqa+OWXXySG/0+ePBlGRkYyUxjVq1cPL1++FH33VdZXX30l8TDXz88PBgYGOHz4cLlpFqrLPdSgQQP07NkTN2/elEixExYWBnV1dQwdOlRiPw0NDcyYMUPsmjZp0gTe3t4oLCzEgQMHRMuDgoIAAIsWLRJ7eAW8ezjTunXrMlNPlZaamorAwECFXqmpqXKVXdH7W5H3AgA0NTWl9l79UPPd2NnZiT0gA4DBgwdDU1NTZlrRYcOGSdzvABAaGorCwkLMmTNH4iFLx44d4eLigqioKOTm5oqtk5a+Q1dXV+pyd3d3seCFsD7AuwfnQunp6YiOjkajRo0kRgDZ2dmhX79+yMrKwqlTp6Seo1BERASysrLQv39/seAF8L/PuCJiY2MVvmflIRwFI6s+wuXypmgTXiNZ5QkfqklLzXTjxg0EBgZiw4YN2LdvH4qKivDLL79gxIgRch27MqZMmSIKXgDvPl/C+7v0/RwVFYXU1FS4uLhI7VzQsGHDStVDmIJy1qxZEp8FQPpo+NatW0vt6S+8B93d3cWCFwAwfvx4mJqa4sKFCxLtkbTPj7a2tsToNmW1QfIcT9H2X9XXqbCwEAcPHoSuri7+7//+T/QwHHj3MFrYbu/fv19i34q0nWWR9tl/P0BvYmIitSNit27d0Lx5c0RHR8t9PGkp3/T09MSWb9++HVpaWli8eLHE9lOnTkWtWrXk/r5WRFxcHB49egR7e3uJUUBfffUVbGxscO/ePVEHz7dv3+Lo0aNiKe6E2rZtW24HInmV184K73VFU2GeOnVK6vUv/V1Zo0YNqW2JkZERPDw88OLFC4nfye8T3t86OjoSHQTU1NTERjyGh4fjzZs3mD59usTIuTZt2sDDwwOJiYmVTgtIRPLjCAxSqaJqlkJK+KWXnp4uMYmZsCeQtC9GIqKPnbBX0ft/MMuira2N//u//8P333+PlStXYs2aNTK3vXXrFtTV1aWm73FwcICGhka5f1Qo099//42srCx8+eWX+OOPP6RuU6NGDTx8+FBiuYWFhdQHGSYmJlLz/sfHx2P79u1ITEzEixcvUFhYKLY+IyND7GES8O6hwPsPUDQ0NFC3bl3k5+eLpZoQMjY2FnsgkJ+fj+TkZNSuXVtmD2htbW2ZOeqF6RFevXol9UGSoqRdewMDA7Ru3RqxsbF48OBBmWksqtM9NGLECJw4cQJhYWGwtLQE8G5UQWJiIrp27Sp19ELDhg2lXjfh+dy6dUu0LDExEVpaWjh+/DiOHz8usU9hYSFevnyJV69eSaQPep+TkxPu3Lmj0PkpoiL3tyLvxYABAxAUFIR+/fqhT58+cHBwgK2t7QedXF54jUvT0tJC3bp1ZT6EEfZif5+wjYiNjRULJgi9ePECxcXFePTokSh3+6+//oqFCxciOjoanTt3hp2dHVq0aCH2ILG8+gofYpbO3S58n9u3by+1R2qHDh1w8OBB3Lp1CwMHDpR6rNLlODg4SKwr/RmXl5+fX5VO1ivrfVWUQCCQWZ6Xlxe8vLxEaWlCQ0Ph7++Pq1evYuHChUo5vizy3h/Ce1XaKCplSExMhJqamtQUXLLI+lwJ78HSIyCFNDU14eDggNTUVNy6dQuNGjWCo6MjjI2NsWnTJty8eVM0t1Hr1q0lvt/lbYP27t0rEfx1dHSEk5OTQsdTtP1X9XV6+PAh8vPzYWdnJzVdaIcOHfDHH39I/f6tSNtZFnm+ywQCAQ4cOIB9+/bhzp07eP36NYqL//e8QZ6OiD179sSaNWvw008/4dy5c6J218zMTOzznJubi7t376JevXrYtm2b1LJ0dHRUMhdQWfe8cHliYiJu374NOzs7PHjwAAUFBbC1tZXaodPOzk7u+X8qo6x2sSzLly+XK/1TcnIytmzZgvj4eGRmZkp0jikvFXidOnXQqVMnXLhwAR4eHujVqxfs7e2lzgMi/OzdvHlT6ogx4fw8Dx48kPqbh4iUjwEMUqmikuoVwLC2tsbOnTuRkJCATp06ia0T9mB4v3cZEdGnQPjDXJEe9/369cOff/6J48ePIzExUWL+BaGcnBwYGhpK7RWnqamJ2rVr48WLFxWreAUIgzWPHj0qs/eutImaZQV4NDU1JSb+PnXqFL799lvo6OjA2dkZX3zxBWrWrAl1dXXExsYiNjZW6sgDWQ9nNTU1y1xXVFQk+v/r168hEAjw8uVLuXsolya8D2RNOquounXrSl1er149ANJ7KZdWne6hDh06wMzMDIcPH4a/vz/09fVFKQJkpWEQnqes5aXPPysrC0VFReVet7y8vHIDGKpU0ftbkfdi9uzZaNKkCcLDw7Fp0yZs2rQJmpqa6Nq1K2bNmiVK+6NKinzmhWSdo7Dt2bJlS5nHzMvLA/BuxNeePXuwdu1anD9/HidPngTw7oHz+PHjMXr0aLnqK0x5Urq+wvdZ1qg74XJ5PptA+de1qgnbTlnnU17P4ffp6+vj1atXyMnJkfo5FH5/lDVXjY6ODszMzDB37lwUFBQgLCwMzs7O6NOnj1x1qAhp5yd8iC7t/lBVxy1hmy7v5MCA7HtJ0XtZX18fu3btwu+//47IyEhRr/zatWtjxIgRmDRpkiioJ28btG/fPolA3dSpU+Hk5KTQ8RRt/z/EdQLKf2+lBSQq0nZW1s8//4zg4GA0aNAAXbp0gbGxseh3THh4uNQJ3d/XpEkT7Nq1C4GBgYiOjsaJEycAAI0aNYKPjw9GjRoF4H8Bv3/++afM6/X+PGPKoOh1+VDtdHntrLBdVEUnhCtXrmD8+PEQCARwdnaGq6sr9PT0oK6ujhs3buDMmTNyTaoeGBiIjRs34ujRo6LOWTVq1IC7uztmzpwpGnkl/D4PDQ0tszzh9zkRqR4DGKRSxVDNj5eKcnV1xeLFi7F7926MHTtW9EdHeno6jh07hvbt24si6Pn5+UhLS4OBgUG5k4EREVV37/8gl4eamhr8/f0xatQoLFu2TOaPeAMDA2RnZ6OwsFCip29RURFevXr1QSckFv7h1KtXrwo93JfXmjVroKWlhfDwcIlRfQEBAQrneVeE8P1s06aNwnMgAO/uA01NTbkmaJeHrODCP//8A6D8P2ar2z00fPhwLF68GIcOHYKHhwcOHToEY2NjmRMeC89T1vLS56+vrw+BQKCU+0OVc2BU9P5W5L3Q0NDAmDFjMGbMGLx48QLx8fE4cuQIjh8/jvv37+PIkSNSg1pVTVbvUuE9Gh8fL/f9amZmht9++w1FRUVITk5GTEwMgoODsXjxYtSsWVNqyjJ5CN9nWdcjMzNTrM4VLUfWcllUNQeGrq4ujI2NkZGRgefPn0v8dn/8+DEA2bnb39esWTO8evUKjx49kghgPH/+HHl5eTAxMZE79WzXrl0RFhaG2NhYlQYw5CW8ruX1WK5M+VlZWfj333/lDmLI+lwJ6yq8Z98nXF66bTExMcEvv/wCgUCA+/fv49KlSwgJCcG6detQUlKCadOmAZC/DRKmfpJF3uMp2v5/iOsElN9OfMhRcbI8f/4cISEhsLCwwI4dOyTm7nk/PWFZWrZsiTVr1oja3QsXLiAoKAiLFi2Cnp4ePDw8ROdsZWWFPXv2KPVcyqPodRG248pqp2URplKSNceFcLm87awi1q1bh4KCAuzcuRO2trZi637//XecOXNGrnJ0dXUxffp0TJ8+HWlpaYiNjUV4eDj27t2L9PR00Wgb4Xt7/PhxiRRSRFQ1GMAglSqsZiMwDA0N4e/vj4CAAHh5ecHT0xOFhYUICgqCQCDA3LlzRdsmJSVh9OjR8PDwwNKlS0XLc3JyRD9ihb0Pbt++jfXr1wN4l37ExcXlA54VEVH5GjRogDp16ogm4JOXg4MDevbsiYiICFEvtfe1bt0aFy9eRFxcnERu9itXrqC4uFhqvnhVad68OWrVqoXExESpD8SV5fHjx2jZsqXEw92SkhLEx8er5JhCenp6aNmyJe7du4esrCyFAhHCyW4tLCyUlk4lNjZWIg1NTk4Obt++LeqFXJaK3EPq6upiqSPkJcx7XFxcLDVdGPDuIf/q1asRFhYGHR0dvH79Gt7e3jK3f/bsGVJSUiQCA8KHVKXrbmNjgzNnzuDevXto2bKlwvUvTTgHhiIcHR3lCmBU9P5W5L0orW7duujduzd69+6NMWPG4NKlS7h7967UNCXyEF6ritwjFWVjY4ObN28iLi4O3bt3V2hfTU1NWFpawtLSEnZ2dhg5ciQiIiIqHMAQvs/x8fEoKiqS6CV8+fJlAO/yo8tTzpUrVzBkyBCxdcLPuCKEc2AoQt6UUx06dMCBAwdw/vx5DB48WGzduXPnRNvIW9bVq1dx/vx5iYdlipYF/O8BtKw25EMTjqg8d+4cvLy8VFJ+VFQUzp8/j169elWqLGH6wdjYWInPQ1FRkag9kta2qKmpoWXLlmjZsiVcXV3RvXt3REREiAIKpSmjDSrveIq2/4peJ3V1dYlUf2Vp1qwZatasidu3byM7O1uUXlJI2E58yN9wsjx58gQCgQCdO3eWCF6kpqYiNTVV4d80pdvddu3aYcyYMTh9+jQ8PDxQq1YtNGvWDHfv3sXr16/lTsGqDMJ7/vLly5g6darE+vevS4sWLaCtrY3k5GTk5eVJpJG6evWqUuplZ2cHbW1txMXFSRynuLgYMTExUFNTk5oOtLKePHmCBg0aSLTHwLvvp4po1KgRBg4ciAEDBsDV1RUXL17EmzdvoKenh3bt2uHMmTOIi4tjAIOomuAk3qRSRYJipb2UxdPTE2vWrEGNGjWwYsUKrFu3Di1btkRoaKhcP86ys7OxZs0arFmzBlu3bgXwLjeicJlw+D8RUXWipqYGBwcHvHr1StQTVV4zZ86EpqYmVq1aJXW98EHRqlWrkJ+fL1qen58v2uf9B1+qpKmpiVGjRiEzMxM///wz/v33X4ltnj9/jvv371fqOKampnj06JFYz0iBQIDAwMBKly2PsWPHorCwED/++KPU9A7Z2dm4efOmxPKkpCQUFxfDyclJYp23tzfMzc1FfxzLS5hLv7S1a9ciJycH/fr1K7cXfUXuISMjI6l5icsjDPZIm4BayMDAAP369cPt27fx22+/QUNDo8wHycXFxVi5cqVY2oynT58iKCgImpqa+Oqrr0TLx44dCwCYN2+e1F61eXl5UudbkUY4B4YiL2nXXZqK3t/yvhcFBQW4ePGiKGe2UGFhoSh1R+ne7Xv37oW5uTlmzZolV/1r1aoFNTU1PHv2TK7tlWHkyJHQ0tLCkiVLpAaLCwoKEBcXJ/p/UlKS1J6xwmWKpN95n4mJCTp16oTU1FSJeXKuXbuGw4cPw9DQEK6urmWW07NnTxgaGuLw4cMS83oIP+OK8PPzU/ielZdwAugNGzaIzfeQkpKCHTt2QFtbW2LS4ZcvX+LBgwd4+fKl2PJBgwZBW1sbISEholznwLt2dePGjWLHE4qNjZWaOufJkyfYsGEDAEgEthS9r5WlR48eMDU1RWRkJA4fPiyx/v226fnz53jw4IHc11uYhmfp0qVS2zlFRhS4urrCyMgIR44ckWgb//rrLzx9+hTOzs6i+Xju3r0rds2E3v9cKdoGySLv8QDF239Fr5ORkRFevnwp9XePNNra2hgwYADy8vLw+++/i6178uQJgoKCoKWlJdf8BKomDIrHx8eLBaZzc3MREBAgd9qqpKQkqaNGhctKX69x48bh7du3mDNnjtR7PysrS+K3z+rVq2Fubi7q3FgRDg4OaNq0KWJjY3H69GmxdUeOHEFCQgLMzMxED/N1dHTQp08fsfZJ6NatW0qbaFxfXx8DBgzAmzdvsG7dOrF127dvx7Nnz9CtWzeYmpoq5XilmZqa4sWLFxJzjoSEhMg9oikzM1Pq/FRv3rxBXl4eNDU1RcH+YcOGQU9PD2vWrJH6W7q4uFjh38pEVDkcgUEqVSyoXimkhPr06VPu8G1ZE2M2btxYpRNmEhGpSu/evXHixAlER0crlFu+WbNmGDZsGHbs2CF1/YABAxAREYFjx46hX79+cHV1hZqaGk6fPo2UlBT07dtX7AHuhzB58mQkJydj586diIqKQocOHWBsbIwXL17g8ePHuHr1KqZPn44WLVpU+Bhjx47F/Pnz4eHhgd69e0NTUxNXr17FgwcP0KNHD0RFRSnxjCQNGTIEN2/exI4dO9CrVy907twZDRs2RHZ2NlJSUnDlyhUMGjRIYtLYCxcuAHh3P7xP+ABA0V7CXbp0gZeXF/r27Yv69esjPj4e8fHxMDU1xYwZM8rdvyL3UMeOHXHkyBH4+vqibdu20NDQgIODg9TJht/f7/jx4/Dz80O3bt2go6Mj6oVX2ogRI7B7925kZGSgR48eoolwpTE3N0dSUhIGDRqETp06IScnB8eOHcPr168xc+ZMfPHFF2LH//777/Hrr7/Czc1NNDF4Xl4e0tLScOXKFdjZ2ZU7j4KqVfT+lve9+PfffzF27FiYmpqiXbt2aNSoEd6+fYuYmBg8ePAALi4uYqM/FL03hT0o4+Li8P3336NZs2ZQV1eHi4sLLCwsKvnuSGdmZobFixdjzpw56N+/P7p06YIvv/wSRUVFSEtLQ3x8PGrXri2avPfQoUPYsWMHHBwc8MUXX8DQ0BBPnjxBVFQUtLW1MWbMmErVZ8GCBfDy8sLy5ctx4cIFWFpa4tmzZzh+/DjU1dXxyy+/lJtCSk9PDwsXLsT06dMxcuRIuLu7iz7j9+7dg4ODQ4V7vyqbnZ0dxo0bh23btuGrr76Cm5sbCgsLcfToUWRlZWHevHkSI4NCQkIQGBiIqVOnio30aNKkCX744Qf8/PPPGDx4MNzd3aGlpYUTJ04gPT0d48ePl+gJPHnyZNSqVQvW1tZo2LAhioqK8PTpU5w/fx5FRUXw9vaWmIOvom1uZWlra2PNmjXw8fHB999/j7CwMLRr1w5v377Fw4cPcfHiRbEHs7/++iv27duHJUuWSASBpOncuTMmT56M9evXo2/fvnB1dUXDhg3xzz//ID4+HjY2NmIj3Muip6eHxYsXY9q0aRg1ahT69OmDRo0a4ebNm4iOjkb9+vXFvudiYmKwdOlS2Nraonnz5qhbty7S09MREREBdXV1+Pj4AFC8DZJF3uMBirf/il6njh074vr165gwYQLs7e2hra1dbnaA77//HnFxcQgODsb169fh5OSEV69e4dixY3jz5g3mzZtXLSYpNjExgZubG06cOAEPDw84OzsjJycHFy5cgK6uLlq1aiXXhNr79+/Hrl27RO1urVq18PjxY0RFRUFHR0es3fX09MTNmzdF6d9K/856+vQp4uLiMGzYMAQEBIj2EQbEKjM3hrq6OpYuXQofHx/4+fnB1dUVzZo1w8OHDxEREQF9fX0sW7ZMbMTJzJkzERsbiw0bNuDq1auwtbVFZmYmjh49im7duuH06dOiEahCL168wIoVK0T/F3aGKR1Q9fX1FUsJNWPGDMTFxWHz5s24efMmrKyscO/ePURFRaF+/fqYN29ehc+7LGPGjEFsbCw8PT3Rt29f6OrqIikpCUlJSaL7ojypqanw9PREy5Yt0bp1a5iYmOD169c4c+YMsrKyMGHCBNGcKvXq1cPq1asxbdo0DBkyBM7OzqL24NmzZ0hISMC///4r1imBiFSLAQxSqaKSovI3IiKiD6J3796oV68e9u/fj5EjRyq0r5+fHw4ePIjc3Fyp63/99Vc4ODggPDxcNOGxmZkZxo8fr5L0FOXR0tLC+vXrceDAAezbtw9nzpwRTYrZuHFjfPfddxgwYECljjF8+HBoa2vjr7/+wv79+6GjowN7e3ssWbIEJ0+eVHkAAwDmz5+Prl27YufOnYiJiRFNnNqwYUP4+PhIPPQvKSnBwYMHYWFhIfHwTZi729TUVOaE7bKMHTsWvXr1wl9//YWjR49CV1cXgwYNwvTp02VO8P0+Re+hOXPmQE1NDRcvXsTZs2dRUlKCqVOnlhvAGDp0KNLS0nDkyBFs3rwZRUVFcHR0lAhgtGnTBq1bt8bt27clelq/z9DQEP/973+xYsUK7N27F7m5uWjRogXGjx8v9T6bOHEi7OzsEBQUhPj4eERGRkJfXx/GxsYYNmwY+vfvX97bpXIVvb/lfS9q1qyJGTNm4PLly0hISMDp06ehp6eHL774Aj/99JNECqC7d+8CAPr16yf3OSxfvhxLlixBdHQ0jhw5AoFAABMTE5UFMADg66+/hoWFBbZt24bLly8jOjoaurq6aNCgAdzc3NC3b1/Rtv3790dBQQESEhJw69Yt/PvvvzA2Nka/fv0wbtw4tGrVqlJ1EU5OvH79epw7dw6xsbHQ09NDly5d4OvrC2tra7nK6dOnDwwMDBAYGIhjx45BW1sb9vb22LlzJ/773/9WmwAG8O7Bm7m5OYKDg7Fr1y6oqamhbdu28PHxkTmHjSze3t4wNTXF1q1bsX//fggEApiZmWHatGnw8PCQ2N7Pzw8XLlzAtWvXEBUVheLiYtSrVw89e/bE0KFD0aVLF4l9KnJfK4uVlRX279+PTZs24dy5c0hISBB9BuVN21WW7777DjY2Nti+fbvoO7hu3bqwtLRUuEe/q6srduzYgY0bNyI6xpljGgAAIABJREFUOhq5ubmoV68ehg8fjsmTJ4tNct2lSxc8e/YMV65cQUREBHJzc9GgQQN06tQJY8eOhZ2dHQDF2yBZ5D2ekKLtvyLXadKkSXj9+jWioqJw9epVFBcXw8PDo8wAhpGREcLCwrBx40acOnUK27ZtQ40aNWBtbQ0fHx907txZrvfhQ1i6dCmaNm2K48ePIyQkBHXr1oWLiwu+++47+Pr6ylXGgAEDUFRUhISEBNy8eVPU7vbv3x8+Pj4SHVsWLlyIbt26ISwsDBcuXEBOTg6MjIzQqFEjTJgwQeJ31t27d6GhoVHpuW7s7OywZ88erF+/HpcvX0ZkZCRq166N/v37Y8qUKRLzTDRo0ABhYWH49ddfcfbsWVy7dg3NmzfHggULoKWlhdOnT0sErHNzc6XOo1V62ZAhQ8SOVadOHYSFhSEwMBARERGIi4uDkZERBg8ejO+++05lE867urpi3bp12LBhAw4fPgxNTU1YW1sjKCgId+7ckSuA0bRpU0ydOhWxsbG4ePGiKAVr8+bNMWvWLLHvZwDo1q0bDhw4gC1btiAmJgaxsbHQ1tZGgwYN0LlzZ7i5uankXIlIOjXB+2MmiZSooZHy8mU+y7pV/kZERFSmjRs3inpSVoecxvRhRUZGYtKkSVi+fLnEA6Tk5GR8/fXXCAgIkDvAtXbtWgQGBmL79u1ypyb6WOTm5qJLly4wMjIS9aSVxtzcHI6OjuVO8kqV4+HhAQ0NjQ8+mSqRKvG+Jvp0lJSUwMnJCV27dpWZdrUqrFixAps3b8aff/4pMc8YEdHHgnNgkEqVCEqU9iIiosobO3YsGjVqJJHrmD59AoEAa9euhaWlpdSUXleuXEG9evU+6Hwl1VloaCjy8vLg5eUlM3hBH0ZOTg6Sk5Pl7mFL9DHgfU30aUlOTkZOTg4mTpxYJceXNq9KcnIyduzYgdq1a6N9+/ZVUCsiIuVgCilSqcIS5U2+TURElaejo4Ply5fj8uXLyMvLg66ublVXiT6QzMxMuLi4iOaXeJ+3tze8vb2roGbVR05ODkJDQ5GRkYFdu3ahfv36GDFiRFVX67NnYGCA27dvV3U1iJSK9zXRp6VNmzZITk6usuMPHDgQZmZmaNmyJWrUqIFHjx7h3LlzKCkpweLFi6GtrV1ldSMiqiwGMEilihjAICKqduSZ6Jg+PQ0aNFBKXvNPWXZ2NlatWgVtbW20bdsW8+bNK3eSYyIiIqKqNnz4cERGRuLw4cPIy8uDgYEBunTpAp//Z+9OA+Sq63QB/6q6O521Q9IJJJE1IYyEAMqWSEyAAEJYJCIog6ACAjI4jDp3uA6uOCIuqGMEAkECgsN14Ub25SKICMgygEDYBNkTsgxZuzvpparuByUSEtKdTv9zTiXP84XKOd3veTlVdaq6f33qnHKK9/1A1XMNDJLq02e7HstaseKVHssCAAAAACDfnIFBUq5dAQAAAABAdzgDAwAAAAAAyJ1i1gUAAAAAAADeyQADAAAAAADIHdfAgM1IYZtvJMmd89ppSXIjIlb+ZUWy7IiIkaNGrbo9dqvxSbe1Z5/3JM3vXeUz6SWV9qT5yyttafNLrUnzF3c0J81f0t6UNH/xyrT55cSfiDm4d/+k+YN6DUiaP7i2X7LsQTV9kmVHRAwu1ifNHxR1afMrNUnztygXkuYPTHw5s4ZS2g30q5SS5vctpM3vVZM2v642bX5NMe2xuVBIm1+ppH1+pf4w545S2veGbaW0x7e2ctr8lYmPzysKafd/SzHt43NlIW1+c+IfXVoS56+MtE/gFYmPbysj7etva+L81P3bE1/PtS11/yrfP6XE/UuJX4DT90+b/7vX70ia3x3V/dsuAAAAAABgk2SAAQAAAAAA5I4BBgAAAAAAkDsGGAAAAAAAQO4YYAAAAAAAALljgAEAAAAAAOSOAQYAAAAAAJA7BhgAAAAAAEDuGGAAAAAAAAC5Y4ABAAAAAADkjgEGAAAAAACQOwYYAAAAAABA7hhgAAAAAAAAuVObdQGg+r286OVk2S/O/UCy7IiIkaP+frujUkq6rVc6libNH1DsnTR/cLE+af6wQtr+/1DolzS/f6GQNL9P4j85qOmVNr+YdvdHR9r4aE1790ZLoZI0f3mhnCx7aeK9v6jSljR/Trk5af7iUkvS/CXtafsvb0/bf3nbiqT5rR3tSfPra+vS5tekze9Vk/bHwZpC2hev1PmsWznSvnaVyuleuyIiKon7VyqJ908l7f4pJ+6fev+kfnym7p9a6vu32qU+PsCGKETiH05zyDs+AAAAAAAgdwwwAAAAAACA3DHAAAAAAAAAcscAAwAAAAAAyB0DDAAAAAAAIHcMMAAAAAAAgNwxwAAAAAAAAHLHAAMAAAAAAMgdAwwAAAAAACB3DDAAAAAAAIDcMcAAAAAAAAByxwADAAAAAADIHQMMAAAAAAAgd2qzLgCwLscsuijxFj6XOB8AAAAA6A5nYAAAAAAAALljgAEAAAAAAOSOAQYAAAAAAJA7BhgAAAAAAEDuGGAAAAAAAAC5Y4ABAAAAAADkjgEGAAAAAACQOwYYAAAAAABA7hhgAAAAAAAAuWOAAQAAAAAA5I4BBgAAAAAAkDsGGAAAAAAAQO4YYAAAAAAAALljgAEAAAAAAORObdYFgOr30qKXkmUPGzslWXZExMi33X7s+wcm3VZx3w+nzR84NGl+FGvS5pdLSeMrHW1J82Nlc9L4yorlafNXps2PlsT9W5YmzY+WpsT5aR8/sSJdfqW5JVl2RESlKW1+tKxIGl9urkuaX2nunTS/vKwhaX7HsnLS/Lalaf9eq7U57Y9TK5p6Jc1vXpk2f1lH2vzlhbTvTZqKaR8/ixO/tVpSrCTNX15I+/xdGh1J85dV2pPmL62kfe/ZVGpNmr+8tDJp/rKOtK+/Te1p3z80tafdP+2ltI/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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 3.1999689846424726e-16\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2017-05-20 18:27:21.764 (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 16:59:07 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 16:59:07 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 16:59:07 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_16-43-06\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 wavefn run*. Dataset on Zenodo. DOI: 10.5281/zenodo.3629715. URL: https://phockett.github.io/ePSdata/DABCO/DABCO_0.01-5.01eV_orb31_A1P.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ DABCO wavefn run,\n", " title = {ePSproc: DABCO wavefn run}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3629715},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/DABCO/DABCO_0.01-5.01eV_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.3629715.svg)](http://dx.doi.org/10.5281/zenodo.3629715) [![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 }