{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3960687.svg)](http://dx.doi.org/10.5281/zenodo.3960687) [![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: Naphthalene S1 component Orb 34 > 42 (B3u) ionization, 1.0 - 30.1 eV\n", "\n", "- *electronic structure input*: naphthalene_aug-cc-pVTZ_E_orbLT76_240619.molden\n", "- *ePS output file*: naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34-42_S1.html\n", "- Dataset: https://zenodo.org/record/3960687\n", "- DOI (dataset): [10.5281/zenodo.3960687](http://dx.doi.org/10.5281/zenodo.3960687)\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 naphthalene, batch naphthalene_wf_1.0-30.1eV, orbital orb34-42_S1\n", "- Naphthalene S1 component Orb 34 > 42 (B3u) ionization, wavefn test run on AntonJr\n", "- E=1.0:1.0:30.1 (30 points)\n", "- Thu Jun 27 18:02:27 EDT 2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS naphthalene, batch naphthalene_wf_1.0-30.1eV, orbital orb34-42_S1\n", " Naphthalene S1 component Orb 34 > 42 (B3u) ionization, wavefn test run on AntonJr\n", " E=1.0:1.0:30.1 (30 points)\n", " Thu Jun 27 18:02:27 EDT 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -11.2404 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2392 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2327 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2326 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2324 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2323 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2312 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2311 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -11.2304 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -11.2304 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.1831 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.1161 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -1.0537 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -1.0119 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.9880 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.8549 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.8402 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.8174 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.7077 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.7057 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.6823 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.6254 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.6157 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5877 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5868 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5689 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.5385 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.5241 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4896 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4785 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.4529 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.3870 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.3215 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.2944 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = 0.0295 Spin =Alpha Occup = 0.000000\n", "36 36 Ene = 0.0309 Spin =Alpha Occup = 0.000000\n", "37 37 Ene = 0.0316 Spin =Alpha Occup = 0.000000\n", "38 38 Ene = 0.0424 Spin =Alpha Occup = 0.000000\n", "39 39 Ene = 0.0447 Spin =Alpha Occup = 0.000000\n", "40 40 Ene = 0.0579 Spin =Alpha Occup = 0.000000\n", "41 41 Ene = 0.0625 Spin =Alpha Occup = 0.000000\n", "42 42 Ene = 0.0794 Spin =Alpha Occup = 0.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = -0.7023900000 0.0000000000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7023900000 0.0000000000 0.0000000000\n", "Z = 6 ZS = 6 r = -1.3892300000 1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = 1.3892300000 1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = -1.3892300000 -1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = 1.3892300000 -1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = -0.7068400000 2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7068400000 2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = -0.7068400000 -2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7068400000 -2.4097890000 0.0000000000\n", "Z = 1 ZS = 1 r = -2.4629990000 1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = 2.4629990000 1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = -2.4629990000 -1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = 2.4629990000 -1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = -1.2359200000 3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = 1.2359200000 3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = -1.2359200000 -3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = 1.2359200000 -3.3433990000 0.0000000000\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", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out\n", "Expecting 30 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out\n", "Expecting 30 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 90 DumpIdy segments.\n", "Found 90 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 90 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 naphthalene, batch naphthalene_wf_1.0-30.1eV, orbital orb34-42_S1\n", " Naphthalene S1 component Orb 34 > 42 (B3u) ionization, wavefn test run on AntonJr\n", " E=1.0:1.0:30.1 (30 points)\n", " Thu Jun 27 18:02:27 EDT 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/naphthalene/electronic_structure/naphthalene_aug-cc-pVTZ_E_orbLT76_240619.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 0 0 0\n", " 0 0 0 0 1]\n", "Final state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 0 0 0\n", " 0 0 0 0 0]\n", "IPot (input vertical IP, eV):\t\t 8.144\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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 0 0 0 0 1]\n", "Ionizing orb sym:\t\t ['B3G']\n", "Orb energy (eV):\t\t [2.16058405]\n", "Orb energy (H):\t\t\t [0.0794]\n", "Orb energy (cm^-1):\t\t [17426.28573124]\n", "Threshold wavelength (nm):\t 573.845749704094\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[ 3. 0.91375834]\n", " [ 4. 0.91961138]\n", " [ 5. 0.94192943]\n", " [ 6. 0.93528526]\n", " [ 7. 0.90773097]\n", " [ 8. 0.91770688]\n", " [ 9. 0.90059297]\n", " [10. 0.8914772 ]]\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 naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out, pType=a, thres=4.4681548085692855, 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 naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out, pType=phaseUW, thres=4.4681548085692855, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out_BLM-L_2020-02-13_16-33-16.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 naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out_BLM-V_2020-02-13_16-33-16.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": "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 naphthalene_wf_1.0-30.1eV_orb34-42_S1.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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wwGxZ6Qahsg4cOICEhAR89913pmUiAoPBgKSkJLRu3RoAbnmRWjqOO4klLy+vTOMAlBS2uZmIlLv8VqrymZu3l+vFwG61n6p8xtL93G4flnzGwcEBubm5lYqFGi62KTdirI02pSpee+010787duwIAHj77bfNlhutWrUKV69exSOPPFJmXWXalMWLF2P8+PFm31/btm2xdOlSTJs2DTNmzIBKpcLzzz8PLy8vqFQqACUXwIWFhfj0009x7733AgCWL18Ob29vbN26FQMHDjTtb+XKlbh69SoOHz6Ml19+GR9//DGmT59eJpaPPvoIy5cvx7Zt20zxGAwGAMCIESMwdepU03ezZ88efPnll+jTp4/ZPvLy8rBs2bIyCc+9996L2bNnY/LkyZgwYQI0Gg1ef/117Nq1y3ROVDcZb/6V9sorr1SY1N5O6Zt/ABAcHIxPP/0Uffr0wYIFC0y/e8abf7cyefJkPPjgg7fcxs/Pr8J15d38q6rBgwfjgQceQFBQEJKSkvD666+jX79+OHDgADQaTZnty7vRVN4NODc3N6jV6nJvwqWmpmLdunVYtmyZaZmzszPCw8PxzjvvoHXr1vDy8sLy5cvx119/ITg4GID5jbF3330XH374IdavX4+RI0di69atZv9ff/HFF5g+fTpycnIQEhKCTZs2Qa1Wl/sd7N27F99//z3WrFljWnby5Ens2rULWq0WP//8M9LT0/H000/j8uXLWLx4cZl97Nu3DzExMYiMjDQtCwkJQVBQEGbMmIGvvvoKOp0Oc+bMQVpamtkNuKlTp6Jnz54YMWJEufE5Oztj27ZtGDFihOkGdsuWLbFhwwbY2ZWkfwMHDsTUqVMxadIkREREICEhAXPnzjV9302aNLHonE6ePIktW7Zg/PjxWLt2LeLj4/HMM8+gqKgIb7zxRrnx1XdMoAk6na7C3hqlsmSQgjFhA2BW1bQ8BoMBTz75JJ5//vky6wIDA82OezuzZs2qsFfEaN26dejVq1e56zw8PBAdHW22zNvbG+fPny+z7cWLF8s05qU/Y+wdKd1jdOHCBbM/CLfj7e1d5g/DhQsXYGdnh0aNGlXqM0DZHuVbHRco+YPl4+Njtp+K9uHh4QGVSlXusW/+zOXLl9G4cWOLYqGGj21KidpoU6pLWFgYsrKycP78+TIx//e//8XQoUPL9HJU1DaVd847d+7E8ePHsXLlyjLrxo0bh3HjxuH8+fPQ6XRQKBSYM2cOmjZtCgCmNqtNmzamzzRu3BgeHh6m6thGxt6iNm3aoLi4GE888QRefPFFs8T1448/xqxZs7B582a0b9/etNzDwwN2dnZmxwGA1q1bm/X8GP3444/Izc0t98bCtGnTMHXqVKSmpsLNzQ3JycmYMWOG6ZyobrLFm39V8dBDD5n+HRoaiq5duyIoKAhr1qwxG2FiPG55N5qAyt14/Prrr+Hq6or77rvPbPm3336LRx99FH5+flCpVOjcuTPGjRuHgwcPAqjcjbHx48djwIABSE1Nxccff4wHH3wQu3fvLvO9xcbGYsSIEXjjjTcwYMAA03KDwQCFQoHvvvsOer0eADBnzhyMHj0an3/+ORwcHMz2ExkZidDQUHTv3t20zN7eHj/99BP+9a9/wd3dHSqVCv3798fgwYNN2/z666/YsmULoqKiynxPRnl5eXj00Udx1113mUbDfPzxxxgyZAj+/vtvODg44PHHH0diYiKGDh2KwsJCuLi4YMqUKZg5c6bZDczbnZPBYICnpycWLlwIlUqFLl264Ny5c5g9e3aDTaA5hJtuyZgUlb7rdejQoVt+pnPnzoiNjTUNoyz9quhOXkXudLhlp06dcOzYMbOL9fDwcFy5csVs+pK//voLV65cqfDCtUuXLrC3t8emTZtMy1JTUxETE1Opi93w8HCzfQDAxo0b0bVrV9jb21f4mR07dpgNVdy4cSN8fX3RpEkTi47btGlTeHt7mx27oKAA27dvrzB+tVqNLl26lIl306ZNZT4TExODTp06WRQL2Ta2KSWqq02pLlFRUdBqtXB1dTVbnpSUhK1bt5YZvg1U3J6VF39kZCS6dOmCDh06VBiDl5cXnJycsHLlSmi1WtOFqXG6sOPHj5u2vXz5MtLT001DEcsjIigsLDT7Wc2ePRvvvPMO1q9fX+bnrFar0a1bN7PjAMCJEyfKPU5kZCSGDx9e4c1DhUJhmjZw+fLlCAgIQOfOnSuMl6zPePOv9MuYtN7Jzb/S7cvhw4cRHx+P5s2bmx33du50CLeHhwcyMjJue5yq8PHxQVBQEOLj48usq+hGU3k34DIyMlBYWFjmJpyIYPHixZgwYUKZNr958+bYvn07srOzcfr0aezbtw+FhYWmm1W3ujF28w04vV6P4OBg9O7dGz/++COOHTtWZmq+uLg49OvXD48//niZETs+Pj7w8/MzJZrG44hImSkKc3NzsWLFCjz22GNlvrMuXbrg0KFDyMzMRGpqKtavX49Lly6ZzmnLli1ITEyEq6sr7OzsTD3Ko0aNQt++fQEAy5YtQ3JyMpYsWYJu3bohLCwMy5YtQ1JSEn755RcAJW3Uhx9+iOzsbKSkpCAtLc2UzBuvLy05Jx8fH7Rs2dLsRmXr1q2RlpZW5jGbBqMWn7emOqiiqpMXL140bWOsBhgbGyvbt2+X7t2737JoxuHDh8XBwUGefvppiYqKkhMnTsgvv/xiVlkxKChIPvnkkxo/P+MUS9HR0WbLBw0aJO3bt5e9e/fK3r17pV27dmZTzpw5c0ZatWolf/31l2nZ5MmTxd/fXzZv3iwHDx6Ufv36VXkaq6lTp0pcXJxERkaWmcbq5mkmMjMzxcvLS8aOHSvR0dGyatUqcXFxqdI0Vnq9XlatWiXR0dEyduzYMtNY9evXz6z6onEaq8jISImLi5MXXnhBdDqdqYCHUVBQkHzzzTeViocaJrYptdumiJRUrY6KipIuXbrIuHHjJCoqSmJjY03rV61aJa1atTK9//XXX2XhwoUSHR0tCQkJsmjRInFxcSlT4FBE5LXXXhNfX99yY9q9e7eoVCr54IMP5OjRo/LBBx+UmcZKpGQqPkdHR1mwYEG58c+fP18OHDggx48fl88++0wcHBxk3rx5ZtuMGDFC2rZtK7t375bo6GgZOnSotGnTxlS05n//+5+sXLlS4uLiJDExUb7//nvx8/OT8ePHm/bx4Ycfilqtlh9//NHsd9NYFdj4Xdnb28vChQslPj5e5s+fLyqVSnbu3GkWT3x8vCgUClm3bl255/TRRx/JkSNHJCYmRt5++22xt7c3K/BT3u/DhAkTzGY4uPnnRjXrdoWxcnNzBYDZ1DwbN268Zds1bty4MtNG3czStuvSpUumAokVvUpPRXezH374Qdzc3CqcvaMyRcRulp6ebir0d7M+ffqUmZZO5EYRsXPnzpmWrVixotwiYsbv9eZ2tzyXL18WvV4vX331lWlZeHh4mSJi9913n4wdO7bC/eTn54uDg4OpmKGISExMjHh6esrLL79c7me++uorcXBwMGtTVq9eLUqlsszPZsmSJaLRaCQ9Pf2253TixAlRKpWyYcMGESmZHjA6OtrsBUDmzZtnKi776aefire3t9nPu7CwUHQ6nVkhx5tNmDBBwsPDK3VOM2bMkKCgILNClHPnzhUfH5/bnlt9xQTaxlU0x17pP9pxcXESFhYmDg4O0rFjx9v+wRApmXtuwIAB4uTkJDqdTtq3by/vvfeeaX1tXeyKiIwZM6bMtEuXLl2S8ePHi7Ozszg7O8v48ePN4jdW2yxdMTUvL0+effZZcXd3FwcHBxk6dGiZKrBBQUFm0yuUZ9u2bdKpUydRq9XSpEmTMheVb775pgQFBZktO3LkiPTq1Us0Go14e3vLzJkzzRpF488gKSmpwuMaDAZ58803TXP09e7du8wfo/Li//zzzyUoKEjUarV07txZtm/fbrZ+z5494urqess/3GQ72KbUfptS3vddug1ZsmSJlL5fvm7dOunYsaM4OTmJo6OjhIaGyty5c6WwsNBsv8XFxeLv7y+vvvpqhcf+4YcfpFWrVmJvby8hISHy008/ldnGeAGWmZlZ7j4mTJgg7u7uolarpX379uXejLty5Yo8+uij4urqKu7u7nL//febfVcrVqyQzp07m34/2rRpI7NmzZK8vDzTNkFBQeV+Vzd/v5GRkdKiRQvRarXSoUMHWb16dZl4ZsyYIf7+/hVWLo+IiBC9Xi9arVZ69Ogha9euNVtf3u9Dnz59zObZvvnnRjXLVm/+paSkSFRUlLz11lvi5ORkuiFXOmFq1aqVaUaOq1evyosvvih79uyRpKQk2bp1q4SHh4ufn1+ZadpudaPJOI3VPffcIwcPHpTNmzeLv7+/2Xdj9PDDD5vNM13a+vXrZd26dXLy5EnZuHGjdOjQQbp3725WEfp2N8YSExNl1qxZsn//fklJSZE9e/bIiBEjxN3d3TTVVUxMjDRu3FjGjx9v9vtx4cIF03GuXr0q/v7+Mnr0aNPvSHBwsDz22GNl4r777rvloYceKvecvv/+e9m6daskJibK6tWrJSgoSEaOHFnutka4qQr30aNHRaPRyFNPPSVxcXESExMjDz/8sOj1etNNi4sXL8qCBQvk6NGjEhUVJc8//7xotVqzG3uWnNOpU6fEyclJnn32WTl+/Lj8/vvv4unpKe+++65pm5s7hyy5iViXsWWmBu/IkSPi6elZ4/Nv5ubmilarlS1bttToccqzZMkSadGihVWmEBg9erRZIkPU0NlCm0Jka2z15l9F51365g5KTSuXm5trmubN3t5eAgMDZeLEieVOK3e7G00pKSnyj3/8QxwcHMTd3V2effZZuXbtmtk2mZmZ4uDgIAsXLix3HytXrpRmzZqJWq0Wb29veeaZZ8q9WXerG2Nnz56VwYMHi6enp9jb24u/v7+MGzdOjh07ZtrmzTffvO3NSpGSxLV///7i4OAg/v7+Mm3atDIdDMapqjZu3FjuOc2bN0/8/f1N3+9rr7122/nBb06gRUpGSNx1112i1+vFzc1N+vXrJ3v37jWtv3jxooSFhYlOpxNHR0e55557yowgsvSc9uzZIz169BCNRiPNmjWT9957z2zk0s2dQ5bcRKzLFCKlHuYgaqCWLl2Kzp07o127djV2jPXr12P+/PlmFRlry5gxYzBq1Cg88MADtXrc/Px8zJ49Gy+++GKZ4hhEDVlDb1OIqOGJjo5G//79kZCQAGdnZ2uHQ1RvMYEmIiIiIrIBtXHzj6ihYwJNREREREREZAFOY0VERERERERkASbQRERERERERBZgAk1ERERERERkATtrB1DTDAYDzp07B2dnZygUCmuHQ0Q2SERw9epV+Pr6Qqm88/uWbNeIyNqqs11jm0ZE1laZNq3BJ9Dnzp1DQECAtcMgIsLp06fh7+9/x/thu0ZEdUV1tGts04iorrCkTWvwCbRxnrvTp0/DxcXFytEQkS3KyspCQEBAtc27yXaNiKytOts1tmlEZG2VadMafAJtHArk4uLCRpmIrKq6hiayXSOiuqI62jW2aURUV1jSprGIGBEREREREZEFmEATERERERERWYAJNBEREREREZEFmEATERERERERWYAJNBEREREREZEFGnwVbiIiW5dbUISDKZkoNBgQ0crT2uEQERER1VvsgSYiauBSr1zDw5F/4fnlUdYOhYiIiKheYwJNRNTAOWlKBhvl5BdBRKwcDREREVH9xQSaiKiB011PoA0C5BcZrBwNERERUf3FBJqIqIFztFeZ/p2dX2TFSIiIiIjqNybQREQNnFKpgKO6JInOYQJNREREVGVMoImIbICj2vgcdLGVIyEiIiKqv5hAExHZACfN9R7oAvZAExEREVUVE2giIhugK1WJm4iIiIiqhgk0EZEN0HEINxEREdEdYwJNRGQDdBoWESMiIiK6U0ygiYhsgKNxCDefgSYiIiKqMibQREQ2wEnNZ6CJiIiI7hQTaCIiG+BoqsLNZ6CJiIiIqooJNBGRDXBiFW4iIiKiO8YEmojIBhinscpmAk1ERERUZUygiYhsgE5dMoQ7l9NYEREREVWZVRPoHTt2YNiwYfD19YVCocDq1S9Ou3QAACAASURBVKvN1k+aNAkKhcLsFRYWZqVoiYjqLx2rcBMRERHdMasm0Dk5OejQoQM+++yzCrcZNGgQUlNTTa+1a9fWYoRERA2DI6twExEREd0xO2sefPDgwRg8ePAtt9FoNPD29q6liIiIGqYbRcQ4hJuIiIioqur8M9Dbtm2Dp6cnWrZsiccffxwXLlywdkhERPWOzjSNFXugiYiIiKrKqj3QtzN48GA88MADCAoKQlJSEl5//XX069cPBw4cgEajKfcz+fn5yM/PN73PysqqrXCJiGpEdbRrOk5jRUR1BK/ViKg+q9M90A899BD+8Y9/IDQ0FMOGDcO6detw4sQJrFmzpsLPvP/++9Dr9aZXQEBALUZMRFT9qqNd03EINxHVEbxWI6L6rE4n0Dfz8fFBUFAQ4uPjK9xmxowZuHLliul1+vTpWoyQiKj6VUe7ZpzGqqDYgIIiQ3WHSERkMV6rEVF9VqeHcN/s0qVLOH36NHx8fCrcRqPRVDi8m4ioPqqOds3YAw0AuQVFUNup7zQsIqIq4bUaEdVnVk2gs7OzkZCQYHqflJSEQ4cOwd3dHe7u7pg5cyZGjRoFHx8fJCcn49VXX4WHhwfuv/9+K0ZNRFT/2KuUUNspUVBkQE5BMVwdrR0RERERUf1j1QR6//79iIiIML2fNm0aAGDixIlYsGABoqOj8c033yAzMxM+Pj6IiIjAypUr4ezsbK2QiYjqLZ1aVZJAs5AYERERUZVYNYHu27cvRKTC9Rs2bKjFaIiIGjadxg4ZuYXIZgJNREREVCX1qogYERFVnU5dcs80l5W4iYiIiKqECTQRkY3QaUoqcbMHmoiIiKhqmEATEdkIYyXu3AIm0ERERERVwQSaiMhGGIdws4gYERERUdUwgSYishHGHuhsPgNNREREVCVMoImIbITxGWgO4SYiIiKqGibQREQ24kYPNBNoIiIioqpgAk1EZCN06us90BzCTURERFQlTKCJiGyEqQeaQ7iJiIiIqoQJNBGRjTAm0KzCTURERFQ1TKCJiGyEcRorDuEmIiIiqhom0ERENsJYhZtFxIiIiIiqhgk0EZGNMA7h5jRWRERERFXDBJqIyEYYh3Bncwg3ERERUZUwgSYishFO7IEmIiIiuiNMoImIbITj9WegcwuKYTCIlaMhIiIiqn+YQBMR2QhjDzQA5LAXmoiIiKjSmEATEdkIjZ0SSkXJv3ML+Bw0ERERUWUxgSYishEKhcJUiZtTWRERERFVHhNoIiIbYiokxkrcRERERJXGBJqIyIY4qksKibEHmoiIiKjymEATEdkQYw90DhNoIiIiokpjAk1EZEMc1dcTaFbhJiIiIqo0JtBERDZEZ+qB5jPQRERERJXFBJqIyIboNCXPQOeyB5qIiIio0phAExHZEE5jRURERFR1TKCJiGwIi4gRERERVR0TaCIiG2KcxiqngM9AExEREVUWE2giIhvCHmgiIiKiqmMCTURkQ0zTWLEKNxEREVGlMYEmIrIhxirc7IEmIiIiqjwm0ERENsQ0hJvTWBERERFVGhNoIiIbcmMINxNoIiIiospiAk1EZENuFBHjM9BERERElcUEmojIhjgan4HmEG4iIiKiSmMCTURkQ0pPYyUiVo6GiIiIqH5hAk1EZEN01xNogwD5RQYrR0NERERUvzCBJiKyIY72KtO/s1lIjIiIiKhSmEATEdkQpVIBRzXngiYiIiKqCibQREQ25sZUVqzETURERFQZTKCJiGyMEytxExEREVUJE2giIhtzoweaCTQRERFRZTCBJiKyMTemsuIQbiIiIqLKYAJNRGRjdBoWESMiIiKqCibQREQ2xtHYA81noImIiIgqhQk0EZGNceIz0ERERERVYtUEeseOHRg2bBh8fX2hUCiwevVqs/UigpkzZ8LX1xcODg7o27cvYmNjrRQtEVHD4Giqws1noImIiIgqw6oJdE5ODjp06IDPPvus3PUfffQR5syZg88++wx///03vL29MWDAAFy9erWWIyUiajhuFBFjDzQRERFRZdhZ8+CDBw/G4MGDy10nIpg7dy7+/e9/Y+TIkQCApUuXwsvLC8uWLcOTTz5Zm6ESETUYuusJdDYTaCIiIqJKqbPPQCclJSEtLQ333nuvaZlGo0GfPn2wZ88eK0ZGRFS/6dQlQ7hzOY0VERERUaVYtQf6VtLS0gAAXl5eZsu9vLyQkpJS4efy8/ORn59vep+VlVUzARIR1ZLqbtd0rMJNRFbEazUiqs/qbA+0kUKhMHsvImWWlfb+++9Dr9ebXgEBATUdIhFRjaruds2RVbiJyIp4rUZE9VmdTaC9vb0B3OiJNrpw4UKZXunSZsyYgStXrphep0+frtE4iYhqWnW3azeKiHEINxHVPl6rEVF9VmeHcDdt2hTe3t7YtGkTOnXqBAAoKCjA9u3b8eGHH1b4OY1GA41GU1thEhHVuOpu13TXp7FiETEisgZeqxFRfWbVBDo7OxsJCQmm90lJSTh06BDc3d0RGBiIF154AbNmzUJwcDCCg4Mxa9YsODo6Yty4cVaMmoiofjM+A53LZ6CJiIiIKsWqCfT+/fsRERFhej9t2jQAwMSJE/H1119j+vTpyMvLw9NPP42MjAz06NEDGzduhLOzs7VCJiKq93Qcwk1ERERUJVZNoPv27QsRqXC9QqHAzJkzMXPmzNoLioiogTNOY1VQbEBBkQFquzpbDoOIiIioTuFVExGRjTFW4QY4jJuIiIioMphAExHZGLWdEmpVSfOfU8Bh3ERERESWYgJNRGSDjJW4ORc0ERERkeWYQBMR2SBjITFOZUVERERkuTsqInbt2jWsXLkSOTk5GDBgAIKDg6srLiIiqkG6689B57ISNxEREZHFLE6gX375ZRQUFGDevHkAgIKCAoSHhyM2NhaOjo6YPn06Nm3ahPDw8BoLloiIqodxCDd7oImIiIgsZ/EQ7nXr1uGee+4xvf/uu++QkpKC+Ph4ZGRk4IEHHsC7775bI0ESEVH1Mg7hZhVuIiIiIstZnECfOnUKbdq0Mb3fuHEjRo8ejaCgICgUCkyZMgVRUVE1EiQREVUv4xBuFhEjIiIispzFCbRSqYSImN7/+eefCAsLM713dXVFRkZG9UZHREQ14kYRMT4DTURERGQpixPokJAQ/PbbbwCA2NhYnDp1ChEREab1KSkp8PLyqv4IiYio2hmfgeYQbiIiIiLLVaqI2NixY7FmzRrExsZiyJAhaNq0qWn92rVr0a1btxoJkoiIqhensSIiIiKqPIt7oEeNGoW1a9eiffv2mDp1KlauXGm23tHREc8++2y1B0hERNVPp77eA80h3EREREQWs7gH+o033sAbb7yB/v37l7t+0qRJeOyxx9CnT59qC46IiGqGqQeaQ7iJiIiILGZxD/TXX3+N7t27Izo6usy6hQsXon379rCzszgfJyIiKzIm0KzCTURERGQ5ixPomJgYhIaGolu3bnj//fdhMBhw6tQp9O/fH9OnT8d//vMfrFu3riZjJSKiamKcxopDuImIiIgsZ3GXsYuLC7755huMGjUKTz75JFauXImkpCSEh4cjOjoaAQEBNRknERFVI2MVbhYRIyIiIrKcxT3QRj169EC7du1w5MgRGAwGTJ8+nckzEVE9YxzCzWmsiIiIiCxXqQR6+fLlaNu2LQwGA44ePYqnnnoKgwcPxpQpU5CXl1dTMRIRUTUzDuHO5hBuIiIiIotZnECPHj0aTzzxBGbOnIk//vgDrVq1wkcffYRt27Zh/fr16NChA/bu3VuTsRIRUTVxYhExIiIiokqz+Bno1NRUREVFoUWLFmbLw8PDcfjwYbzyyivo06cPCgoKqj1IIiKqXo7Xn4HOKyxGsUGgUiqsHBERERFR3WdxAr1z504oleV3WGu1WsybNw+jRo2qtsCIiKjmGHuggZLnoJ219laMhoiIiKh+sHgId0XJc2m9e/e+o2CIiKh2aOyUMHY65xbwOWgiIiIiS1S6CjcREdV/CoXCVImbU1kRERERWYYJNBGRjTJW4s5lJW4iIiIiizCBJiKyUbrrhcTYA01ERERkGSbQREQ2ilNZEREREVUOE2giIhvleH0Id04BE2giIiIiSzCBJiKyUTpTDzSfgSYiIiKyBBNoIiIbZXwGOpc90EREREQWYQJNRGSjOI0VERERUeUwgSYislEsIkZERERUOUygiYhslKO6ZAh3TgGfgSYiIiKyBBNoIiIbxR5oIiIiosphAk1EZKNM01ixCjcRERGRRZhAExHZKGMVbvZAExEREVmGCTQRkY0yDeHmNFZEREREFmECTURko24M4WYCTURERGQJJtBERDbqRhExPgNNREREZAkm0ERENsrR+Aw0h3ATERERWYQJNBGRjSo9jZWIWDkaIiIiorqPCTQRkY1yVJf0QBsEuFZosHI0RERERHUfE2giIhulu15EDOAwbiIiIiJLMIEmIrJRSqXC1AvNStxEREREt8cEmojIht2YyoqVuImIiIhuhwk0EZENc2IlbiIiIiKLMYEmIrJhN3qgmUATERER3Q4TaCIiG3ZjKisO4SYiIiK6nTqdQM+cORMKhcLs5e3tbe2wiIgaDJ2GRcSIiIiILGV3+02sq23btti8ebPpvUqlsmI0REQNi6OxB5rPQBMRERHdVp1PoO3s7NjrTERUQ5z4DDQRERGRxep8Ah0fHw9fX19oNBr06NEDs2bNQrNmzSrcPj8/H/n5+ab3WVlZtREmEVGNqcl2zdFUhZvPQBNR7eC1GhHVZ3X6GegePXrgm2++wYYNG7Bo0SKkpaWhZ8+euHTpUoWfef/996HX602vgICAWoyYiKj61WS7dqOIGHugiah28FqNiOozhYiItYOwVE5ODpo3b47p06dj2rRp5W5T3l3NgIAAXLlyBS4uLrUVKhGRSVZWFvR6fZXboZps177cnogP1h3DyM5+mPNgxzvaFxHZjjtp13itRkR1TWXatDo/hLs0nU6Hdu3aIT4+vsJtNBoNNBpNLUZFRFSzarJd06lLhnDnchorIqolvFYjovqsXiXQ+fn5OHr0KHr16mXtUIiIGgQdq3ATEVWawSBIz8nHucxrOJeZh3OZeTibmQcXrT3uDvZAxwBX2Kvq9JOSRFRFdTqBfumllzBs2DAEBgbiwoULePfdd5GVlYWJEydaOzQiogbBkVW4iYhuKbegCCv/Po3Yc1mmRDk18xoKig3lbj/vj3jo1CqENWuEu4M90CvYA80bO0GhUNRy5ERUE+p0An3mzBmMHTsW6enpaNy4McLCwvDnn38iKCjI2qERETUIN4qIcQg3EVFpRcUG/HDgDD7ZdAIXruaXWa9UAF4uWvi6OpS89FqcyczDnoR0ZOQW4o9jF/DHsQsAAG8XLe4O9sDdLTzQu2VjuOvUtX06RFRN6nQCvWLFCmuHQETUoBmnscpmDzQREQBARLAx7jw+Wn8MiRdzAAAB7g54oEsAAtwd4KsvSZi99dpyh2kbDIK41CzsjE/HroSL+Ds5A2lZ1/DjgTP48cAZaO2V+NfdTTG5T3M4a+1r+/SI6A7V6QSaiIhqlrEHOpfPQBMR4UDKZby/9hj2p2QAANwc7fFcv2CMDwuExk5l0T6USgVC/fQI9dPjqb7Nca2wGH8nX8au+HRsO34Rx89fxedbE7Fi32lM6R+Msd0D+bw0UT3CBJqIyIbpOISbiAgJF7Ixe8MxbIg9DwCmXuIn+zSHyx32EmvtVegV3Bi9ghvj/waHYENsSe/2yfQcvPFLLJbsTsYrg1phYFtvPidNVA8wgSYismHGaawKig0oKDJAbcdeECKyHdcKi/Humjgs33caxQaBUgE82DUAL/RvCW+9ttqPp1AoMCjUG/e09sSKfacwd3M8ktJzMPl/B9E1yA0zhrRGlyC3aj8uEVUfJtBERDbMWIUbKBnGrbZjYRsisg3XCovxxLcHsOPERQBA/9ZeeGVQKwR7Odf4se1VSkwIb4L7Ovlh4Y6TWLTzJPanZGDUgj0YHOqN6YNC0NRDV+NxEFHlsauBiMiGqe2UUF9/9o6FxIjIVuQXFeOp/5Ukzw72Knz9z27478SutZI8l+astceL97bCtpci8FDXACgVwLqYNAz8ZAcWbEtEsUFqNR4iuj0m0ERENk53vRJ3bgGfgyaihq8keT6IrccvQmuvxOJJ3dC3ladVY/LWa/Hh6PZYO6UXegV7oKDYgA/XH8PoL/cg8WK2VWMjInNMoImIbJyxkBh7oImooSsoMuCZ7w5iy7EL0NgpETmxG8KbN7J2WCYh3i745tHu+Gh0ezhr7BB1KhND5u1E5K4kGNgbTVQnMIEmIrJxuuvPQeeyEjcRNWCFxQY8u+wgNh+9ALWdEv+d2BV3tfCwdlhlKBQKPNg1ABum9kavYA/kFxnwzu9xGLPwT6RcyrF2eEQ2jwk0EZGNMw7hZg80ETVUhcUGPLcsChvjzkNtp8SiR7qiV3Bja4d1S76uDvjm0e547/5QOKpV2Jd8GYPn7cS3e5PZG01kRUygiYhsnHEId24BE2giangKiw2YsiIK62PToFYp8dWELujTsm4nz0YKhQLjewRhwwu9EdbMHbkFxXj9l1hMWPwXzmbmWTs8IpvEBJqIyMYZh3DnsAeaiBqYomIDXlh5CGuj02CvUuDLCZ0RYeWCYVUR4O6IZY+FYeawNtDaK7E74RIGfrIDK/8+BRH2RhPVJibQREQ27kYRMT4DTUQNR7FBMO37w1hzJBX2KgUWjO+CfiFe1g6rypRKBSbd1RTrpvRGlyA3ZOcX4ZWfovHPr/9G2pVr1g6PyGYwgSYzIoKjqVk4lpbF3igiG3FjGiv+P09EDcenf8Tj18PnYKdU4PNxndG/Tf1Nnktr6qHD90+G49UhIVDbKbHt+EXc+8l2rDp4hr3RRLXAztoBkPUVFRuwL+kyNsSmYWPceaSWuovZSKeGv7sjAt0dEeDmUPLf6+99XR2gUiqsGDkRVQdOY0VEDc3+5MuYvyUeAPDhqPa4t623lSOqXiqlAk/0bo6IVp546YfDOHzmCqZ9fxjrYtIw6/52aOyssXaIRA0WE2gbda2wGLvi07E+Ng1/HD2PjNxC0zpHtQr2KiWu5BXiUk4BLuUU4PDpzDL78HLRYFRnfzzQNQBNPXS1GT4RVSOd+noPNIdwE1EDkHWtEFNWHIJBgPs7+WFUF39rh1Rjgr2c8dNTPfHVjpOYu/kENsWdx/7ky3h7RCiGdfC1dnhEDRITaBty9Vohthy7gI2x57H1+AXkFty4WHZztMeANl4Y2NYbd7XwgNZehSt5hTh9ORdnMnJx6nIuTl/OK/lvRi7OZOThfFY+vtiWiC+2JaJ7E3c82C0AQ9p5w1HNXyui+sTUA80h3ETUALy+OgZnM/MQ4O6At0e0tXY4Nc5OpcQzES3QL8QTL35/GHGpWXhueRTWx6ThnftC4a5TWztEogaFmU4Ddyk7H5uPnsf6mDTsTriEgmKDaZ2PXouBbb0xsK03ujVxg53K/JF4vYM99H56hPrpy+y3oMiAP46ex8r9p7HjxEXsS76MfcmXMfPXWAxt74MHuwWgU4ArFAoO8Saq64wJNOseEFF993PUGfxy6BxUSgXmPtQJzlp7a4dUa1r7uGD1M3fh860J+HxrAtZEp+KvpEv49z9a476OfrwmI6omTKAboHOZedgYm4b1sWnYl3QZhlL1JJp56DAw1BuD2nqjvb++yo2p2k6Jwe18MLidD1Kv5GHVwbP4fv9ppFzKxYq/T2PF36fRwtMJ47oHYmz3QDhcHyJKRHWPcRorDuEmovrs1KVcvL46FgDwfL9gdAlys3JEtU9tp8TUAS0xoI0Xpn1/CCfOZ2PqysNYse803rkvFC29nK0dIlG9xwS6jrhWWIyLV/NxMTu/5L/XX+nX32fkFkClVEBrr4LWTgWtvbLk3/YqaOyV0NqpICLYHp9e5nnltr4uGNTWG4NCvdHC06na70D66B3wTEQLPN23Of5Kuozv95/G2uhUJFzIxtu/x+HzrQl4rFczTAgPgpOGv3JEdY2xCjeLiBFRfVVYbMCUlVHIzi9CtyZueCaiubVDsqpQPz1+e+5u/HdnEuZvicdfSZcxZN5OPHp3U0y5J9g08oiIKo//99SyvIJiHEvLwtHUq4hLvYKjqVdx4vxVXL1WfReuCgXQNcjNNDw7wN2x2vZ96+MqENasEcKaNcLM4W3xy6FzWLTjJE5dzsWH64/hy+2JePSupph0VxPoHWxnSBVRXWe8kOI0VkRUX83/Ix5RpzLhrLXDJw91LPNYmi3S2KnwTEQLDO/gi7d/j8OmuPNYuOMkfjt8Dq8PbYPBod4c1k1UBUyga1BuQRH2JV1GXGoW4s5l4WhqFpLSc8yGVJemtlOisZMGjZ1LXh6l/u3uqEaxCK4VFiO/sBjXCg24VliMa0U3/l1YbECHAFcMaOMFT2dt7Z7sTVy09pgQFoSx3QLwy6Fz+HxrAk6m5+CTzSfw350n8UjPIPzr7mYsbEFUBxiHcGdzCDcR1UP7ki7js60JAID37m8Hf7fa6TioLwLcHbHoka7Ycuw83vw1Fqcv5+Hp7w6iV7AH3h4RyplUiCqJCXQ1MxgEfyZdwqqDZ7EuOhU5BWUvSD2cNGjj64LWPs5o4+OCEG8X+Lhq4ayxa3B3Au1USozq4o/7OvlhTXQqPtsSjxPns/H51kQs2Z2Mh8OC8FivplZP+IlsmXEIN4uIEVF9cyWvEFNXlkxZNbKzH4Zz6qYK9QvxQs/mHvhiWyK+3JaInfHpGPjJDjzZpxkm92nOYd1EFuL/KdXk5MVsrDp4Fj9HncXZzDzTcj9XB3QJckNrHxdT0myLyaJKqcDwDr4Y2s4HG+POY/6WeMSey8LCHSfxzd5kPBLeBE/2boZGThprh0pkc4wXTXmFxSg2CFTKhnUjj4gaJhHBv3+OxtnMPAS6O+LtEaHWDqnO09qrMG1AS4zs5Ic3f43F9hMXMX9LApb9dQqT+zTHhPAgaO1Z+JXoVphA34HM3AL8diQVqw6eQdSpG4W7nLV2GNreB6M6+6NLkFuD61W+E0qlAoNCvTGwrRe2Hr+AT/9IwKHTmVi44yT+92cKJvVsgid6N4OrI4d2E9WW0sX9cguKbGraFyKqv346eBa/H0mFSqnAvDEdWai0Epp46PD1P7thQ2waPlh3DMmXcvHe2qNYtPMknologTHdA6CxYyJNVB62NFVgMAg+3ngc/92ZZJpXWaVUoHewB0Z18Uf/1l68e3cbCoUC/UK8ENHKE9uOX8ScTScQffYKvtiWiG/3puDRu5viX72awoUX8kQ1TmOnhFIBGATILShmAk1EdV5yeg7e/CUGADC1fzA6BdrelFV3SqFQYFCoD/q39sKqg2cx7494nM3Mw5u/xuKr7Yl47p5gjO7iD3sWZCMywwS6kq4VFmPa94ewNjoNQMmk9aM6+2F4R1+bHJp9pxQKBSJCPNG3VWNsjDuPTzadwLG0q5j3Rzy+3pOMJ3o3w6SeTfhcDlENUigU0GnscPVaEbLzi+Bl7YCIiG5j4c6TyCkoRvem7niqbwtrh1Ov2amUeLBbAO7r5IeV+0/jsy3xOHflGmasisaCbYmYck8w7uvkx8d7iK5jVlIJGTkFePyb/difkgF7lQIfjW6P+zv5WzusBkGhUGBgW28MaO2FdTFp+GTzCSRcyMbsDccRuSsJT/ZuhofDgphIE9UQnbokgWYhMSKqD94a3haezho80DWAiV01UdspMSEsCA908cd3f53Cgm0JOHU5Fy/+cBifb0vA472a4b6OfnBQc5Ql2TaOybBQyqUcjFywB/tTMuCitcM3j/Zg8lwDlEoF/tHeBxte6I25D3VEUw8dLucU4P11x3D3h1vw+dYEXL1WaO0wiRqcG5W4OZUVEdV99iolXujfEn6uDtYOpcHR2qvwr7ubYsf0CLwyKASujvY4eTEHM1ZFo8eszXhvTRxOXcq1dphEVsME2gJRpzIw8os9SErPgZ+rA356qifCmzeydlgNmkqpwH2d/LBpam/MHt0eTRo5IiO3ELM3HMddH2zB3M0ncCWXiTRRdTEW32EPNBERAYCj2g5P9W2OndMj8O8hrRHg7oCsa0VYtDMJfT7eiseW/o0dJy5CRKwdKlGt4njY29gYm4bnV0ThWqEBoX4uWDyxGzxd+KxzbbFTKfFA1wDc38kPvx9Jxfwt8Ui8mIO5m+MRuTMJj/QMwr/ubgZ3Hat2E90JR/X1BLqACTQREd3grLXH472b4dG7m2Lb8Qv4ek8ydsanY/PRC9h89AKaNdZhYngTjOzsxyKUZBOYQN/C17uT8NbvcRABIlo1xmfjOvMZXCuxUylxXyc/DOvgi3UxqfhsSwKOpV3F51sTsWR3MiaEBeGxXs3Q2JnzSBNVhc7UA80h3EREVJZKqcA9rb1wT2svJF7Mxrd7U/DjgTM4eTEHb/4ai9kbjmNQqDeGd/BFz+aNYMfq3dRAMRssh8EgeH/dUSzamQQAGNs9EO+MaMuGoA5QKRUY2t4XQ0J9sDHuPOZviUfsuSx8teMkvt6TjPs7+eGfdzVFK29na4dKVK8Yn4HOZQ80ERHdRvPGTpg5vC1eGtgKqw6ewdI9yUi8mIMfD5zBjwfOwF2nxpB23hjW3hfdmrhDyUJv1IAwgb7JzdNUTR/UCk/1aQ6Fgv/j1yVKpQKDQr0xsK0Xth6/gE//SMCh05lY8fdprPj7NO5q0Qj/7NkU/UI82WgTWcDYA53NZ6CJiMhCTho7PBLeBBPCgvB3cgZ+O3wOa6NTcSmnAP/78xT+9+cpeLloMLS9L4Z18EUHfz2vqaneYwJ9E4MIzmbkQa1SYvYD7TGio5+1Q6JbUCgU6BfihYhWnjiQkoHFu5OwPiYNuxMuYXfCJTRp5IhJPZtgdNcAU5EkIiqLRcSIoi+cDAAAGb1JREFUiKiqFAoFujd1R/em7nhzWBvsSbyE3w6fw/rYNJzPykfkriRE7kpCgLsD+rf2Qu+WjdGjqbup/gZRfcLf2ps4qu3w34ndkJSeg+5N3a0dDllIoVCgaxN3dG3ijjMZufh2bwqW7zuF5Eu5mPlbHP6z8QQe7BaAieFNENjI0drhEtU5jtfn9cwp4DPQRERUdXYqJXq3bIzeLRvj3ftDseNEOn47fA6b4s7j9OU8LNmdjCW7k6FWKdGtqRt6BzdGr+DGaO3jzN5pqheYQJejsbOGxajqMX83R8wY0hpT+gfjp4NnsWR3Ek5ezEHkriQs3p2EsKaNcH8nPwxq5w0XVoskAsAeaCIiqn4aOxUGtPHCgDZeyC0owvbjF7Ej/iJ2nEjH2cw804jB99cdQ2NnDXq18CjpnW7mDh895/imuokJNDVYjmo7TAgLwvjugdgRfxGLdydjx4mL2HvyEvaevITXfonBgNZeuK+TH/q0bAy1HYvEke0yTWPFKtxERFQDHNV2GNzOB4Pb+UBEkHgxBzvjL2LHiYv48+RlXLyaj1VRZ7Eq6iwAwEevRadAV3QOdEOnQFe09dVDa6+y8lkQMYEmG6BUKtC3lSf6tvLEmYxc/HLoHH6OOouEC9lYE52KNdGpcHW0x9D2Pri/kx86B7pxCBHZHGMVbvZAExFRTVMoFGjh6YQWnk74511NkV9UjAPJGdgefxG74tNxNDULqVeuITU6zVTY116lQBtfPToFuKJToCva+ekR1EgHFYvFUi1jAk02xd/NEc9EtMDTfZsj9lwWVkedxS+Hz+Hi1XxTtUh/NwdEtPLE3cEeCG/eiMO8ySbojD3QnMaKiIhqmcZOhZ4tPNCzhQcwuORmbvTZKzh4KgNRpzIRdSoD6dkFOHw6E4dPZ+LrPcbPKRHs5YRWXi5o5e2EVt4uCPF2hqezhp0hVGOYQJNNUigUCPXTI9RPjxlDWmNPYjp+jjqL9TFpOJORh2//TMG3f6ZApVSgg78edwc3Rq9gD3QMcIU95wOnBkjHZ6CJiKiO0GnsENasEcKaNQIAiAjOZOTdSKhPZ+J4WhauFRoQczYLMWezzD7v6miPll7O+P/27j02iuveA/h3Hju767W9YDt47RgIDYE0kHIDJFw30LxuCKnyILlIaRJB2v5FU5DcNKqS9o+iNLqgVs1tbyk0VSukmz9wVAVQVbU0TiAkhKQNL4WUCw0JYELsOraxvX7sa+bcP+axuzaPBXZn9vH9SKuZOTuzPhzs385vzpkzM6dUY3pdFabXV2F6fQjT6qqc7zuiK8XfIKp4iixhiTUD5IvLU3jn417s/bgX757oxae9IzjYOYCDnQP4nzc/RkhT8O9fqsftMxtwc0sYsxprEA6yh5pKX3oSMd4D7baUbiCesl864sn0eiJlIGUIpHSBlGGkl06ZgGEIGEJAABACEBDW0iwQ1s+RJAmKJEGWAFmSIFlLRTbXFVmCKktQZRmqIsGnyOa2ki7TFBk+RYammi+/tdQUmb09RFQwkiRhal0VptZVOY+Y1Q2BM/2jONYdxfHuKP75ryiOdQ/hZO8IBkaT+PvJfvz9ZP+Ez2qo9uO6+ipMq6/C9LoQptYFEQkH0BQOIlIbQFDjfdZ0cUygiTJUaSrumxPBfXMiAIDPzo3i3RO9eMdKqM+NJvHmsR68eazHOaY5HMDsSA1mRWpwY6QGsxtrcf2UEPwqAzCVjir7HmgO4b4gwxAYSaQwEtcxHE9iOK5jJJ7CcDzlLO31kbiOsYSO0aSO0XgKo+PWx5I6Ykkd8ZQB3RCX/uElQMtIrAOqjIBPgd+nIOAzE+2AT0FANbeDmoKAT0HQfmVua+YyYK1XWdtVmoIqTUXAx2SdiMyLftc1hHBdQwjL5kac8lhSxydfDON4dxQne0dwum8Up/tHcbrPTKx7h+PoHY5j/+lz5/3cSVU+RGoDaAoH0DQpiKbaAKbU+tFQ7Ud9tR/1IQ0N1X4m2hWMCTTRRbRMrsJjt07DY7dOg2EIHO0awt4Tvfjbp3043h3F54Mx57X7+BfOcYosYUZDCE3hAK6p9qOhxo+Gag3X1JgBuKHafFTa5CqtKCa/EEJANwR0YfVcjevFEhm9WzZZMq8I271ZZpmUVc6T3NKR+RirkXiq7Ia42clvNJbCUCxpLsfMZTSWxFBGuV02nLEejaUwnEhl/Q0UgqaYyabfJzsJqSKbvcGKLEG1e4UzeoYze5QBcykB1tIuN/9+zb9xAUMAhrU0t80ebd0QSBoCKd3s7U5avd66IZDUDSR1A4mUgYRuIKlnN0ZCN8sRL2wbAXAS6qCmIKSpTqJdpanWMr1u7mNt++2EXEXIP/4YlU9jICoDAZ+COc1hzGkOT3hvcCyJzr5RnO63Euu+EXw+EEPX4Bi6BmMYTegYGE1iYDSJY93Ri/6cKk2xkmoN9SEzsZ5U5UNt0IdJVT5MCprb4aD5mlTlQ7Vf5blRGSivMySiApLl9H3Tq++4HoAZiM0hQ1H80xpCdKx7CEOxFE70DONEz/DFP1MyA33mUEi/qjgnznaZJElmEmsltoaRkeBaZSnDPMlNnwQbznbKXrf2Max1w0qcC9UBJkuAKpsn/vZLzVi3EwOflQj4lHSC4JRnvW+Xmduamr2vT5EnrqsyfNY+zhDUrOPS+9vDVn3WcFVVkeCTZchFcJGj0GoDPsgSYAhg0X+9if+cfy1Wtk7HzCk1XlcNgDlUb9hKcgfHkhiKJTE0lrKWZgIcHVdmJ8tDY0kMx1N5+z1XZAnVfhXVfjMJM5dqRpmdnKkI+hSE/AqCmoqqjKTPfs+f0TurKaX1u2YYwkma40lzmcgYhh5L6oilDKenPZbUEU/qiDnv6RhLGE5v/JjVM29vjybSZaOJFGJJw/nZ9n4Yye+/SZUlVGkKQn41Kzm3E3B7PXiBRL1KSyfozrq1TzFcLCWqdOGgDze3hHFzy8TkWgiBaDyF7sEYugZj6LaS6q6BGL6weq37hhP4YjiORMrAaEJHZ/8oOvtHc/75smResK4J+FATUK11FdUBM7muDZjfIXYcGn9hMORXsy4gBlSlpL43yoUkRKGvp3traGgI4XAYg4ODqK2t9bo6VAGEEOgeiuFEzzB6huJm0I2agddcT6B3OI7+0UTBe7MoP+zE3062b5tRh5dXLsz5+HzHoULFtW0HP8PGXSfwaW86K2n9Uj1WtU7Hf9zUmJcJ9OIpHf0jCfQNJ8yr/GMJDI6ZV/uHrOXgmF1u9hIPjSURzdPkZj5FQq114lIbNJc1fmsZ8KE2qFonMemy6oBqrZv7cgixNwxDWMl0OsEeTaQwltAxMm59LGENm7fKx6+PxDP31c2e8wLTVNkZju4k2z41a5i6s25dYAmOH+4+bni7XR7wya6fSOczDvFcjUqJEALD8RT6hhPoG4mjd9g6rxs2v8/M77AkBjO+z86NJpFIFSbOaKrs3A4T8Fm3y1jb9kVav5rurPGr6XJ7Dgu/mp7fInOeCy2jTJWlCeuqLMFn7Wd3kJTq9+PlxCH2QBPlmSRJaAoH0RQOXnS/lG6gfzRhTRikO5MIJbKW5iRCQsCZ8MeOS/a6PUTTmQAoI4j5FAmKnN5WZQmyvZSyyxTJXNpDr883BNTeHt/7bQ8HFc5wUFg929bQcLt33Bi/bU6GlEwZzrDRpDU0NGWYy6Q9lFS3J04ykNCtIaYZw0pTutkbZu9rf44z7FTP/vzxx9nl57sf1a5v3PryK9eJth6d34Ll/3Yt9n3Sh/997xTe+L9/4b1P+/Dep31orPXjidum4/HbpmJKbcA5JpbU0TeSQL91ImEnx30jCfTb2yMJ9Fv7XG0iHPDJqA2YQ+RqnSQ4vV5rJcGZ+2S+71eZ/JYqWZas3v38n7okdSM72Y7rGHEScrssZd3HbvWOJycm5mPOtpXEJ3XnQmnCiusDSOa9/jb7RDrgk51E2+9TnHvSnZNrNb1u3jKg4PaZ5pMmiOjiJEmyepB9uK4hlPNxsaSOQWtEVDSWwnAsheG4OYLKXE9Z7yWtC31mnLHn1HBi0bgROXZsGRwrXGy5HOMnn7RHGGbdjmTto8jmKEElYzvznHXiCEYZigzr9iX7GPMcVjnP/isWtGBSlZb/f2PeP7EANm3ahJ/97Gfo6urCnDlz8Itf/AJLlizxulpEV0VVZEypCVx6R3KVECIrgc9O1M3tcp4gTpYlLL6hAYtvaMDZgTFs/Vsn2j/oxL+G4vjvN/6JX+36GDc21WBwLIm+4QRGE5d/MUGVJUwOaair0hC27g+blHGPWDjoQ7hKc+4bC2ckwrxHlQrBp8gIB+W8P1VBCPPCW/qkNzPB1p0e9bFEKmM9ozypI5YxtH3M6n1PrxtZvefpE+nLr6tflZlAExWQ3TPcmIfPMi/qp+OFc2tMMr09Zt02Y99m4zzpIaOTJpZMz22RtJ4IkTXXRSqzkyG7A+JCnQ4pq8MEKPzInku568YplZlAv/rqq2hra8OmTZtw++234+WXX8b999+Po0ePYtq0aV5Xj4jKjCRJ0FQJGpioXTspiGfvm42198zEzo+68cp7p7H/9LkJz9vUFBl1IQ11IQ311Vp6PaShLuTPKm8I+VEb5CQqVBkkSXJOmutC+T+JA8wT6fEnzva2fRLtbKcMxDPuSY9l7D87UhzzHRDRpSmyZN0b7W0qZ1hz7iR1AT1j4smkbjgjDc3Oh+y5eZxRiHrGHD7WvvY8PboQ0K1ODN3ZFtnbE0Y2Zs/zUxMoTPsU/T3QixYtwvz587F582an7Mtf/jKWL1+O9evXX/J43ldDRF4rlXugc3G8O4oz/aOYbCXI9dUaZxUlqkC8B5qIyknZ3AOdSCRw4MABPPfcc1nlS5cuxb59+zyqFRFR5ZodqWFPFREREVWsok6ge3t7oes6Ghuz7xZobGxEd3f3eY+Jx+OIx9MPoRwaGjrvfkREpYJxjYjKCWMaEZWykrjJb/zQQCHEBYcLrl+/HuFw2HlNnTrVjSoSERUM4xoRlRPGNCIqZUWdQDc0NEBRlAm9zT09PRN6pW3PP/88BgcHndeZM2fcqCoRUcEwrhFROWFMI6JSVtRDuDVNw4IFC9DR0YFHHnnEKe/o6MDDDz983mP8fj/8fr9bVSQiKjjGNSIqJ4xpRFTKijqBBoBnnnkGK1euxMKFC9Ha2orf/va36OzsxOrVq72uGhEREREREVWQok+gH3vsMfT19eGFF15AV1cX5s6diz//+c+YPn2611UjIiIiIiKiClL0CTQAPP3003j66aev6Fj7Mdec4ZGIvGLHHzseXS3GNSLyWj7jGmMaEXntcmJaSSTQVyMajQIAZ3gkIs9Fo1GEw+G8fA7AuEZE3stHXGNMI6JikUtMk0S+ukSKlGEY+Pzzz1FTUwNJkjA0NISpU6fizJkzqK2t9bp6ZY1t7R62tXuupK2FEIhGo2huboYsX/3DDxjXvMO2dg/b2h1X2s75jGvjY9rV1IsuD9vZPWxr9xT6XK3se6BlWUZLS8uE8traWv7yuoRt7R62tXsut63z0fNsY1zzHtvaPWxrd1xJO+crrl0opgH8/3cL29k9bGv3FOpcraifA01ERERERERULJhAExEREREREeVAWbdu3TqvK+E2RVFw5513QlXLfgS759jW7mFbu6cY27oY61Su2NbuYVu7o1jbuVjrVW7Yzu5hW7unkG1d9pOIEREREREREeUDh3ATERERERER5YAJNBEREREREVEOmEATERERERER5aDiEuhNmzZhxowZCAQCWLBgAd555x2vq1Ty3n77bTz44INobm6GJEnYsWNH1vtCCKxbtw7Nzc0IBoO488478Y9//MOj2pau9evX49Zbb0VNTQ2mTJmC5cuX4/jx41n7xONxrF27Fg0NDQiFQnjooYfw2WefeVTj0rV582Z85StfcZ4f2Nrair/85S/O+8XUzoxp+ceY5h7GNfcwrlU2xjV3MKa5x8uYVlEJ9Kuvvoq2tjb86Ec/wqFDh7BkyRLcf//96Ozs9LpqJW1kZATz5s3Dxo0bz/v+T3/6U7z00kvYuHEjPvjgA0QiEdx7772IRqMu17S07dmzB9/97nfx/vvvo6OjA6lUCkuXLsXIyIizT1tbG7Zv34729nbs3bsXw8PDeOCBB6Druoc1Lz0tLS3YsGED9u/fj/379+Puu+/Gww8/7JxMFEs7M6YVBmOaexjX3MO4VtkY19zBmOYeT2OaqCC33XabWL16dVbZjTfeKJ577jmPalR+AIjt27c724ZhiEgkIjZs2OCUxWIxEQ6HxW9+8xsvqlg2enp6BACxZ88eIYQQAwMDwufzifb2dmefs2fPClmWxc6dO72qZtmYPHmy+N3vfldU7cyYVniMae5iXHMX41plYlxzD2Oau9yKaRXTA51IJHDgwAEsXbo0q3zp0qXYt2+fR7UqfydPnkR3d3dWu/v9ftxxxx1s96s0ODgIAKirqwMAHDhwAMlkMqutm5ubMXfuXLb1VdB1He3t7RgZGUFra2vRtDNjmjcY0wqLcc0djGuUiXGtcBjT3OF2TKuYp3j39vZC13U0NjZmlTc2NqK7u9ujWpU/u23P1+6nT5/2okplQQiBZ555BosXL8bcuXMBmG2taRomT56ctS9/x6/MkSNH0Nrailgshurqamzfvh033XQTDh8+XBTtzJjmDca0wmFcKzzGNTofxrXCYEwrPK9iWsUk0DZJkrK2hRATyij/2O75tWbNGnz44YfYu3fvJfdlW1+Z2bNn4/DhwxgYGMBrr72Gp556Cnv27Lng/l61M/+2vMF2zz/GtcJjXKOLYbvnF2Na4XkV0ypmCHdDQwMURZlw1aGnp2fCFTfKn0gkAgBs9zxau3Yt/vjHP2L37t1oaWlxyiORCBKJBM6dO5e1P9v6ymiahpkzZ2LhwoVYv3495s2bh1/+8pdF086Mad5gTCsMxjV3MK7R+TCu5R9jmju8imkVk0BrmoYFCxago6Mjq7yjowNf/epXPapV+ZsxYwYikUhWuycSCezZs4ftfpmEEFizZg22bduGXbt2YcaMGVnvL1iwAD6fL6utu7q68NFHH7Gt80AIgXg8XjTtzJjmDca0/GJc8xbjGgGMa/nEmOYt12LaVU9DVkLa29uFz+cTv//978XRo0dFW1ubCIVC4tSpU15XraRFo1Fx6NAhcejQIQFAvPTSS+LQoUPi9OnTQgghNmzYIMLhsNi2bZs4cuSIePzxx0VTU5MYGhryuOal5Tvf+Y4Ih8PirbfeEl1dXc5rdHTU2Wf16tWipaVFvPHGG+LgwYPi7rvvFvPmzROpVMrDmpee559/Xrz99tvi5MmT4sMPPxQ//OEPhSzL4vXXXxdCFE87M6YVBmOaexjX3MO4VtkY19zBmOYeL2NaRSXQQgjx61//WkyfPl1omibmz5/vTCtPV2737t0CwITXU089JYQwH4/w4x//WEQiEeH3+8XXvvY1ceTIEW8rXYLO18YAxJYtW5x9xsbGxJo1a0RdXZ0IBoPigQceEJ2dnd5VukR9+9vfduLENddcI+655x4nIAtRXO3MmJZ/jGnuYVxzD+NaZWNccwdjmnu8jGmSEEJcfT82ERERERERUXmrmHugiYiIiIiIiK4GE2giIiIiIiKiHDCBJiIiIiIiIsoBE2giIiIiIiKiHDCBJiIiIiIiIsoBE2giIiIiIiKiHDCBJiIiIiIiIsoBE2giIiIiIiKiHDCBJroASZKwY8cOr6tBRJQXjGlEVG4Y18gLTKCpYn3zm9+EJEkTXsuWLfO6akREl40xjYjKDeMaFSPV6woQeWnZsmXYsmVLVpnf7/eoNkREV4cxjYjKDeMaFRv2QFNF8/v9iEQiWa/Jkyefd98XXngBjY2NOHz4MAAgkUjgBz/4Aa699lqEQiEsWrQIb731lou1JyLKxphGROWGcY2KDXugiS5BCIG2tjbs2LEDe/fuxQ033AAA+Na3voVTp06hvb0dzc3N2L59O5YtW4YjR444+xARFRvGNCIqN4xr5Cb2QFNF+9Of/oTq6uqs109+8hPn/VQqhVWrVuH111/Hu+++6wTbTz75BFu3bsUf/vAHLFmyBNdffz2effZZLF68eMIwIyIitzCmEVG5YVyjYsMeaKpod911FzZv3pxVVldX56x/73vfg9/vx/vvv4+Ghgan/ODBgxBCYNasWVnHxuNx1NfXF7bSREQXwJhGROWGcY2KDRNoqmihUAgzZ8684Pv33nsvtm7dir/+9a948sknnXLDMKAoCg4cOABFUbKOqa6uLlh9iYguhjGNiMoN4xoVGybQRBfx0EMP4cEHH8QTTzwBRVHwjW98AwBwyy23QNd19PT0YMmSJR7XkogoN4xpRFRuGNfIbUygqaLF43F0d3dnlamqmjUE6JFHHsErr7yClStXQlVVrFixArNmzcKTTz6JVatW4ec//zluueUW9Pb2YteuXbj55pvx9a9/3e1/ChERYxoRlR3GNSo2TKCpou3cuRNNTU1ZZbNnz8axY8eyylasWAHDMLBy5UrIsoxHH30UW7ZswYsvvojvf//7OHv2LOrr69Ha2sqATESeYUwjonLDuEbFRhJCCK8rQURERERERFTs+BgrIiIiIiIiohwwgSYiIiIiIiLKARNoIiIiIiIiohwwgSYiIiIiIiLKARNoIiIiIiIiohwwgSYiIiIiIiLKARNoIiIiIiIiohwwgSYiIiIiIiLKARNoIiIiIiIiohwwgSYiIiIiIiLKARNoIiIiIiIiohwwgSYiIiIiIiLKwf8D/IaRka9h/tgAAAAASUVORK5CYII=\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 (0.8839876575796374+2.0152864038783483e-17j)\n", "Plotting data (No filename), pType=a, thres=0.0008839876575796374, 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" ] }, { "data": { "image/png": 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\n", 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cnGBtbQ0DAwP89ddf2L59O0JCQrBp0ya4ubnVYU+IiIiIiIiIiIiI/v0Y5CCt01RPjtTU1HqXUV5eDgAwNDRUWGZkZCSXpzr37t3D119/jYkTJ8La2rrWba5YsULu/97e3vDx8UFgYCA+/fRTHDhwQNXqExEREREREREREb1UGOQgrRNrqCdHTXNtqMrY2BgAUFFRobDsyZMncnmqs2TJErRu3RpTp06tcz1sbW3h5eWF+Ph43LlzBx07dqxzWURERERERERERET/Vo1nnCB6aVUKOhr5aIKFhQUAICcnR2GZNE2aR5lDhw7hxIkTmDRpEnJycnDr1i3cunULeXl5AIC8vDzcunULjx8/rrUuVlZWAICCggK194OIiIiIiIiIiIjoZcCeHKR1YqHxxNrs7e2xa9cupKamok+fPnLLpMNh9ezZs9r17969C+Bpbw5lVq5ciZUrV2LLli3o3bt3jXW5desWAKB169Yq15+IiIiIiIiIiIjoZcIgB2mdpBF1KBowYACWL1+OyMhIjB8/HmZmZgCe9uKIi4tDr169ZENHlZeX4969e2jatCnatm0LAPD09FQ6aXlSUhLCw8MRFhYGFxcX2VwdJSUlMDExgZ6enlz+5ORkHDt2DDY2Nmjfvn1D7jIRERERERERERHRC4tBDtI6MTQz1JQmmJubY968eViyZAlCQ0MRHBwMsViM7du3QxAELFq0SJY3PT0dY8eOhb+/v2zy8E6dOqFTp04K5ZaVlQF42gtk8ODBsvSzZ8/iiy++gKenJzp27AgDAwNcvHgRe/bsgZGREZYtW9bAe0xERERERERERET04mKQg7ROotN4ghwAEBwcDHNzc2zatAmrVq2CgYEBevXqhZkzZ8LGxkaj2+rSpQvs7Ozw+++/4+HDhxCLxWjbti2GDRuG9957T2nAhIiIiIiIiIiIiIie0hEEQdB2JejlFtVutEbKGZkdrpFyiIiIiIiIiIiIiOjFwJ4cpHXixtWRg4iIiIiIiIiIiIheEAxykNZVNqI5OYiIiIiIiIiIiIjoxcEgB2ldY+zJkZCQgI0bN+Lq1auyOTk+/PBDlebk+P3337Fr1y5cuXIFBQUF0NXVRfv27TF48GCMHTsWTZs2VVjn7t27+Oabb/DHH3+grKwMnTt3xpgxYxAUFNQQu0dERERERERERET0r8AgB2ldRSMLckRGRmLRokUQiUSYPXs2KioqsGPHDoSGhiIiIqLWQMe1a9cAAAEBAWjbti3EYjH+/PNPrF+/HgcOHEBUVBSMjY1l+XNychAcHIySkhKMGzcOHTp0wJEjR7B48WLcu3cPH374YYPuLxEREREREREREdGLihOPk9at7zhGI+VMubOj3mUUFRXBy8sLZmZmiI2NhZmZGYCngQhfX1/Y2toiPLxuE5xv2LABX3/9NVauXInhw4fL0ufOnYs9e/Zg7dq18Pb2lqVPmzYNR44cwYEDB9C5c+d67RcRERERERERERHRv5GutitAJNbRzKesrEylT00SExNRWlqKwMBAWYADACwtLeHj44Pk5GRkZWXVaT87dOgAACguLpallZeXIz4+Hh06dJALcADA+PHjUVlZiX379tVpe0RERERERERERET/dhyuirROrKFynJycVMp35cqVapelpaVVW5aTkxOioqKQnp4uC1jU5NGjR3jy5AnKyspw6dIlfPXVVzAwMECfPn1kea5evYrHjx/D0dFRYX0HBwfo6ekhPT1dld0iIiIiIiIiIiIieukwyEFa15gmHs/NzQXwtOfG86Rp0jy1WbZsGWJiYmT/f+2117B+/Xp07dpVlpaTk1Pt9gwMDNCyZUtZHiIiIiIiIiIiIiKSxyAHaZ0EmpkWJjU1td5llJeXAwAMDQ0VlhkZGcnlqc0777yDt99+G4WFhTh//jySk5NRWFio8vak23z8+LHK9SciIiIiIiIiIiJ6mTDIQVqnqZ4cJiYm9S7D2NgYAFBRUaGw7MmTJ3J5atOtWzd069YNAODr64v4+HjMmDED+vr68PX1rXV70m22aNFCvZ0gIiIiIiIiIiIieklw4nHSOjEEjXw0wcLCAgCUDhElTZPmUZe3tzdMTU0REREhS5MOU6Vse2KxGPn5+UqHsiIiIiIiIiIiIiIiBjmoEaiEoJGPJtjb2wNQPvSVNK1nz551KruyshJisRhFRUWyNJFIhCZNmuDChQsK+dPS0lBZWSmrExERERERERERERHJY5CDtK4x9eQYMGAATE1NERkZidLSUll6Tk4O4uLi0KtXL3Ts2BHA0/k0MjMzcf/+fbkyHjx4oLTsiIgIVFRUwNHRUZZmbGyMgQMHIisrCwkJCXL5t27dCj09Pfj5+Wlk34iIiIiIiIiIiIj+bTgnB2mdpgIUmmBubo558+ZhyZIlCA0NRXBwMMRiMbZv3w5BELBo0SJZ3vT0dIwdOxb+/v5YsWKFLH3IkCFwcnKCnZ0dLCwsUFRUhKSkJPz++++wsrLCtGnT5Lb50Ucf4fTp05g7dy4uXryIDh06IDExEUePHsX777+PV1999R/bfyIiIiIiIiIiIqIXCYMcpHWaGmpKU4KDg2Fubo5NmzZh1apVMDAwQK9evTBz5kzY2NjUuv7YsWNx6tQpREREoLCwEIaGhujUqROmTJmC8ePHw9zcXC5/+/btsWvXLqxevRq7du1CWVkZOnfujM8++wzBwcENtZtERERERERERERELzwdQRAa1xNmeum803mkRsrZeDNKI+UQERERERERERER0YuBPTlI6xrTcFVERERERERERERE9OJgkIO0TixUabsKRERERERERERERPQC0tV2BYgqIWjko0kJCQkICgqCo6MjXF1dMXnyZFy+fFmldf/++2+sXLkS48ePx+uvvw5ra2ssXLiw2vzz58+HtbW10s+OHTs0tUtERPU2d+5ceHh4oKysTNtVUermzZuYOnUq+vTpA2tra7i4uAAA1q5dC2tra5w9e1Yuv7W1NcLCwrRR1RdKbm4u7O3t8e2332q1HmFhYbC2ttZqHahhvEjX4tmzZ2FtbY21a9dquyoq+e2332BtbY3ffvutUW1Dev+blZXVYPX6N/Py8oKXl5e2q0EvoJftt1QikcDa2hrjx4/XdlWq9SLU8UU1c+ZMWFtb48GDB9quChH9A9iTg7ROjMbVkyMyMhKLFi2CSCTC7NmzUVFRgR07diA0NBQRERG1Tj5+4cIFbN68GR06dICdnR1Onjyp0na//PJLhTR7e/s67QMRkab9+eef2Lt3L+bNmwcTExNZelZWFt566y0AT7+zfv31V+jo6Cisb21tDQsLCxw/frxB6ldZWYmpU6fi1q1bGDZsGCwtLWFkZNQg23rZWFhYICQkBFu2bEFwcDDatWun7SrVi7W1Ndzc3LB9+3a11gsLC0NSUhKuXLnSQDWjxkD6nebv748VK1Zouzr0D4qJiUF4eDgyMzOhq6uL7t27Y+LEifD09FS7rKNHj2Lz5s24dOkSqqqq0K1bN4waNQr+/v4NUHOi/zN//nzExMQgMTERHTp00HZ1VCL9fa0Ov48bTlFRESIjI5GRkYGMjAzcuHEDVVVV2LZtG15//fVq15NIJNi2bRtiYmJw69YtGBsbw9HREVOmTIGDg4PK25c+e6mOnp4eLl26pNY+EdHLi0EO0rrGNFxVUVERVqxYAUtLS0RERMDMzAwA4OvrC19fXyxbtgzh4eE1luHp6YmkpCSYm5vLPfyrzbBhw+pdfyKihrJ69WqYmZkhNDS02jzp6ek4cOAA/Pz8/sGaPZWVlYXr168jKCgIy5Ytk1s2evRo+Pr6on379v94vf4tJk2ahB07dmD9+vUKx5eI6EW3cuVKbN68GZaWlggMDIRYLMaBAwcwefJkLF68GGPGjFG5rB07dmDZsmVo3rw53n77bRgYGCA+Ph7z58/H1atXMW/evHrXd+vWrfUug15OK1euRHl5ubaroZS/vz+srKwU0m1tbbVQm5fD7du3sWrVKgBAu3bt0KJFC+Tl5dW4jiAI+PDDD3Ho0CF07doVY8aMQUFBAeLi4nDy5EmsW7dO7eBw9+7dlfZOU/biFBFRdRjkIK2r1FBPDlWHT3n2DeTnJSYmorS0FBMmTJAFOADA0tISPj4+iIqKQlZWVo1vxbRo0UL1Sj9DEAQ8evQIxsbG0NPTq1MZREQN4caNGzh16hQCAwPRpEkTpXnat2+PBw8e4JtvvsHAgQNhaGj4j9bx/v37AIC2bdsqLGvZsiVatmz5j9bn38bCwgK9e/fGvn37MHfuXDRt2lTbVSIi0ojz589j8+bNeOWVVxAVFQVzc3MAT4O7I0aMwMqVK9G/f3+V3orPysrCypUr0bx5c0RHR8vWmTp1KkaOHInNmzfD29sbTk5O9arzK6+8Uq/16eXVmF/48Pf3r7H3AGlehw4dsHXrVtja2qJ58+aYPXs29u3bV+M6e/bswaFDh+Di4oItW7bI7vmDg4MxZswYLFq0CAkJCTA1NVW5Ht27d8f06dPrtS9ERJyTg7ROIlRp5OPk5KTSpyZpaWkAoDSfNC09PV3zBwGAi4sLevXqBXt7e4wZMwanT59ukO0QEakrOjoagiDA19e32jyWlpYIDQ1FVlaWWvMJVVVVISIiAiNGjICTkxMcHR0xYsQI7Ny5E1VVqgXBra2tZW/Zrlu3TjavkXTM/Orm5KiORCJBeHg4goKC4OzsDAcHBwwfPhw7duxQqFNWVhasra0xf/58ZGVlYebMmXj99dfRs2dPBAQE4OjRowrll5SUYOPGjRg7diz69esHOzs7uLu7Y/Lkybhw4UK1+xgWFoaHDx9iwYIF6N27NxwdHRESEoLk5GQAT4P9K1euhKenJ+zs7ODn54e4uLhq93P//v0ICwuDq6srevbsCR8fH6xfvx4VFRVK8/v5+aG8vByxsbEqHceaPHtOYmJiMHz4cNjb28PDwwMLFixQa+xkVduQdN4AAEhKSpKbA6um+RWk51g6lMaz64WFhaGyshJvvvkmnJ2d8ejRI6VlLF26FNbW1oiPj5elSdfPzc3FnDlz4OHhAXt7ewQEBNT4gOHEiRN499138frrr8POzg4DBgzAypUrUVxcrPIxa0h1ad9Sqh4LQRAQExODkJAQuLu7o2fPnnjzzTcxadIkHDhwoM51X7t2rawHbkxMjNy5VjbfREZGBt577z24uLjAwcEBY8aMwfnz55WWK23v+/btQ2BgIJycnBTeWk1LS8OMGTPQp08f2NnZ4c0338SSJUuQm5urUOadO3ewePFiDBw4EPb29nBzc8PQoUOxZMkSFBQUKN2/M2fOICwsDE5OTnB2dsZ7772HzMxMpXnv37+Pzz77DF5eXrJzOG3aNPz111+1HsdnnTp1CqNGjYKjoyPc3NwwZcqUarepLbt27QIATJ48WRbgAJ4+/Bs1ahQqKipUnm8kOjoaFRUVGD16tFxQxNzcHO+//77c9upD2Zwcz86Nos65Li8vx4YNGxAQECD7e8nHxweff/45Hj58WO+6ZmZmYsGCBbK25OHhgVGjRmHnzp1y+aTfiQ8ePMDChQvRt29f2Nrayh17ddplRUUFtm3bBn9/f7i6usLBwQFeXl74z3/+g1OnTsnlTU5OxuTJk2XfWX369EFQUBDWrVun8n6qsz3pcZk/fz7efPNN2NnZoXfv3pg1axb+/vtvpeWrcp6sra0RExMDAHjrrbdk31/PtpXq5uRQ935Mer7y8/OxePFivPHGG7J7j+joaJWPm7qKi4vx008/ISwsDH379pW1qSlTpqj1d3ppaSnWrVuHIUOGyI7nwIED8dFHHykdHik1NRXTp09X+H6WvmTTUIqLi7Fq1SoMGjQIPXv2hJubGyZNmlTts4InT55gzZo18PLyQs+ePfHWW29hzZo1KC8vVzrvR4sWLeDh4YHmzZurXCfpd9jMmTPlXmpydHTEoEGD8PDhQxw6dEj9nVXBwYMHMWvWLHh7e8PR0RFOTk4YMWIEwsPDIQiqz9OakJCAsLAw9OnTBz179kTfvn0RFhaGX3/9VSFvfn4+vvzyS9k5cHFxwcSJE/m8hqgRYk8O0jqxUKntKshI/4i0tLRUWCZNU/aHZqejQVcAACAASURBVH20atUKYWFh6NmzJ0xNTXHt2jX8/PPPmDBhAlatWoWhQ4dqdHtEROo6deoU9PT0ah1jd+rUqdi9ezd++OEHBAQEqPQH05w5c7B//360a9cOI0eOhI6ODg4fPozPPvsMKSkp+Prrr2stY9q0abh79y5iYmLg5uYGNzc3AJD9qw6xWIzJkyfj5MmT6NKlC4YMGQIjIyOcPXsWy5YtQ1pamqxb/7Pu3r2LwMBAdOzYEcOGDUNRUREOHDiAKVOmYMuWLXB3d5flzczMxLfffgsXFxf0798fzZo1Q3Z2No4cOYITJ07g+++/R79+/RS2UVxcjNDQUJiamsLPz0+2jUmTJuGXX37BkiVLUFRUhP79+0MikWD//v2YOXMm2rVrB0dHR7myPv74Y0RHR8PS0hIDBw5Es2bNcOHCBaxZswanT5/Gli1boK8vf5vo7OwM4Gl7CAkJUfvYKrN161b88ccf8PX1Rd++fZGSkoLffvsNSUlJiIyMVKkHjqptyNbWFtOmTcO6detgZWUlNzZ+TW2lWbNmmDZtGmJiYnD37l1MmzZNtszKygp6enoIDAzE2rVrERsbi6CgILn1Hz9+jH379qFNmzYKDyWLiooQGhqKpk2bIiAgACUlJYiLi8Ps2bORm5uLd955Ry7/unXrsHbtWjRv3hz9+/dHy5YtcfXqVWzevBnHjx/HL7/8ItcTVRvq2r7VORarV6/Gjz/+iA4dOsDHxwdNmzbFgwcP8Oeff+LgwYM1BmRr4ubmhrFjx2Lbtm2wsbHBgAEDZMueHy7lr7/+wsaNG+Ho6IjAwEDcu3cPCQkJGD9+PHbv3o1XX31VofwtW7bgjz/+gKenJ15//XWUlJTIlkVHR2Px4sUwNDSEl5cXLC0tcevWLURGRuLIkSP49ddfZW9g379/HyNHjkRpaSn69esHb29vPHnyBFlZWdi7dy/GjBmj0LP42LFjSExMRN++fRESEoLMzEz8/vvv+PPPPxEbGyt3rd25cwejRo3C/fv34e7uDj8/P2RnZ+PgwYM4duwY1q5dq9JQJAcPHsTMmTNhYGAAX19ftGnTBikpKQgJCWlUEx+fOXMGANC3b1+FZf369cP69etx5swZzJgxo95lPZunoahzrouKijB27FhcvnwZXbp0wYgRI2BgYIA7d+4gOjoaAwcOROvWretVlw8++AAVFRXo27cv/Pz8UFxcjCtXrmDjxo0YNWqUXP7CwkIEBwfDxMQE3t7e0NHRQatWrQCo3y4XLFiA/fv3QyQSYdiwYWjSpAnu37+PlJQUnDhxAr179wYAHD9+HO+//z7MzMzg5eUFCwsLFBYW4u+//8bOnTvlvvNrour2pNucPn06JBIJPD098corryA3NxcJCQk4duwYtm3bhh49eqh9nqZNm4bDhw/j8uXLGDt2LJo1awYAKvW+rMv9mPS+xNDQEIMGDcKTJ08QHx+Pjz/+GLq6ug0yB83Vq1exZs0auLq6wtPTE82aNcO9e/dw5MgRHD9+HBs2bJA71soIgoCJEyciLS0NTk5OCAoKgq6uLnJzc3H27Fm4urqie/fusvy//vorPvnkEzRp0kTWRm7evInIyEgcO3YMkZGRsLCw0Pi+FhYWIjQ0FH///Tfs7e0xcOBA5OfnIy4uDhMmTMCyZcsQGBgoy19VVYWpU6fixIkT6Ny5M8aMGQOxWIyoqChcvXpVI3UqLy9HWloaTE1NZfeFz+rbty/279+Ps2fPYvjw4RrZ5rO+/PJLmJqawtHREW3btkVxcTFOnz6NpUuXIiMjA59//nmtZWzbtg3Lly9H27Zt8dZbb6F58+Z4+PAhLl++jN27d8vdx92+fRtjx45FdnY23Nzc0L9/f5SWluLo0aOYOHEivvjiiwbZTyKqI4FIy/q299LI59GjRyp9ajJ27FhBJBIJt2/fVliWlJQkiEQi4X//+5/K+3bnzh1BJBIJH3/8sVrHJCcnR3B1dRXc3NyE8vJytdYlItKkR48eCba2tsKQIUOULpd+z4WEhAiCIAgbN24URCKR8N///lcun0gkEvr27SuXtm/fPkEkEgnDhw8XSktL5bbp7+8viEQiYe/evSrV88yZM4JIJBK+++47hWXfffedIBKJhDNnzijUacyYMUrzLl26VJBIJLJ0iUQiLFiwQBCJRMKhQ4cU9l8kEglr166VK+v48eOCSCQS3nnnHbn04uJiIS8vT6Ge2dnZQp8+fYTBgwcrLJNuY/HixUJlZaUsPSYmRhCJRIKrq6vw/vvvC48fP5YtO3funCASiYQpU6bIlRUdHS2IRCJh6tSpCr8x0v3funWrQh0EQRBcXFwEd3d3pcvUId1Ojx49hIsXL8otW758uSASiYQFCxbIpY8ZM0YQiURyaXVpQ8rOuyqUbV8qNzdX6N69u+Dv76+wTHq8v/nmG4V6iEQiYcaMGXLn9Pbt24Krq6vQo0cPufuR06dPCyKRSAgODhaKioqUbmP58uUq7cudO3eE7777Tq3PnTt3VCq7Pu1b1WPh5uYm9O3bVygrK1MoS9m21SG9pufNm6d0ufS7RiQSCdHR0XLLIiIiBJFIJHzyySdy6dL27uDgoNDeBUEQ/v77b6FHjx7CgAEDhJycHLllp06dEmxsbOSu423btlV7nT569Ejuupa2DVtbW+HUqVNyeb/66itBJBIJGzZskEufOHGiIBKJhPXr18ulp6SkCLa2toKbm5vc9SbdxrPHo7S0VHBzcxO6d+8upKeny5UjvcZFIpHK7erMmTNqt1lVPHr0SBCJRIKjo6PS5Xl5eYJIJBI8PDxUKu/1118XRCKRkJ+fr3S5o6OjIBKJlLZddXh6egqenp5yaXU51x999JEgEomEJUuWyF17giAIJSUlQnFxcZ3rmJeXJzg7Ows9evQQzp49q7A8Oztb7v/SNjFnzhxBLBYr5FenXRYXFwvW1taCv7+/3G+51LPnZ9q0aYJIJBIyMjKU7oMq1NleYWGh4OLiIri5uQnXrl2Ty3f16lXB0dFRGD58uFy6Oudp3rx5NV5bmvwtlf6d++w+X7t2TbC1tRV8fHyUbr+mOs2bN6/Wa7moqEjp9ZWVlSX07t1b4X5VLBYLIpFIGDdunCzt4sWLgkgkEqZPn65QjkQiEQoLC2X/v379utCjRw/B29tbyM3Nlct74sQJwcbGRmk56lBWR0EQZPedz/+mXL9+XXB0dBTs7OyEe/fuydKjoqJk9zhPnjyRpRcWFgoDBw5Uuo3nzZo1S+k9s1RGRoYgEomEYcOGKV2empoqu1dRxa+//ipre8rO/fPX5a1btxTKkEgkwocffqj0Opam379/X5bm6+srODg4CAUFBQplPX/NBwYGCjY2NkJCQoJcekFBgeDj4yM4OjpW+31PRP88DldFWidGlUY+JiYmKn1qYmxsDABKh+p48uSJXJ6GZGFhgREjRqCwsLDWoR2IiBpSbm4uKisr0aZNG5Xyh4WFwcrKCuHh4bhz506NeaXDGcyaNUtu3F4TExPMmTMHABAZGVnHmquvqqoKO3bsQJs2bbBgwQK5+ZH09PQwf/586OjoKB0+x8rKCv/5z3/k0vr27Yv27dsrDJ/QtGlTpT0ULC0tMXjwYPz999+4d++ewnJjY2PMnTsXurr/d/s2dOhQ6Ovro6ioCAsXLoSRkZFsmYuLC6ysrJCRkSFXzrZt26Cvr4///ve/CnOsTJkyBc2bN692uKTWrVsjPz9f9ptYX2+//bbc25IAMH36dDRt2hT79++vdugsqcbShqRvA168eFFh2JRffvkFurq6cm9bSunp6WH27Nly57Rjx44ICwuDWCzGnj17ZOnbt28HACxbtkz2dq5UQEAAbG1tax1HW+ru3btYt26dWp+7d++qVHZd27c6xwIA9PX1lc5h9k/Nv+Ps7IyAgAC5tBEjRkBfX7/aIVOCgoIU2jsAREREQCwWY+HChQpvA3t4eMDLywtHjx5FaWmp3DJlcySZmJgoTff19YWHh4dCfQDgzz//lKXl5OTg5MmTaN++vUJPImdnZ/j5+aGwsLDWoUgSExNRWFiIIUOGoGfPnnLLpNe4OpKSktRus6qQ9qaprj7SdFWHg5Oeo+rKk/a0erYXj6apeq7z8vJw4MABtGnTBvPmzZO79qR1rc/8S7t370ZpaSlCQkKU9pZT1nPewMAA8+bNU+hJqG671NHRgSAIMDQ0VNgvQPkcis/+fkqp+n2izvZ2796N4uJizJgxA926dZPL99prryEwMBCXLl3C9evXATT8eQLq/ltqbGyscL/UrVs3ODs7IzMzU+E7qzYxMTG1XsvNmjVTev6srKwwcOBAXL16VeWRF5R9V+rp6ckNW7dz506IxWIsWrRIYd63N954A2+++SYSExNVnh9UVRUVFdi/fz/MzMzw0UcfyS2TTvZdUVEh99u4e/duAIrDSJmbmyvco9aVqt+Z6n7HXbp0Sem5v3Llilw+ZfMR6enpISwsDMDTIT1Voa+vr/A9A8hf82lpaUhLS8OQIUMwcOBAuXzNmzfHtGnTUFZWhsTERJW2SUQNj8NVkdZJGtFwVdI/LHNyctC1a1e5ZTk5OXJ5Gpp0HN/8/Px/ZHtERMoUFhYCgMJD1eoYGhrio48+wqxZs/DVV19hzZo11ea9dOkSdHV1lT78cHV1hZ6ensID+oZ048YNFBYWonPnzvj++++V5mnSpInS8bJtbGyUPnC1tLRUGqxOSUnBtm3bcOHCBeTl5UEsFsstz83NVZgctHPnzgpDEenp6aFVq1YoLy9Hx44dFbZjYWEh98C1vLwcly9fRosWLfDzzz8r3UdDQ8Nqx26X/uFfUFCg9AGVupSd+6ZNm8LW1hZJSUnIzMxUGCboWY2pDY0aNQrx8fH45ZdfYGdnBwC4cuUKLly4gH79+imdtLhdu3ZKz5t0f54dF/zChQswMDDAwYMHcfDgQYV1xGIx8vPzUVBQoPQB0LNef/11hQcHmlSX9q3OsRg6dCi2b98OPz8/DB48GK6urnBycqr3gz51SM/xswwMDNCqVatqH4jb29srTZd+RyQlJck9hJbKy8tDZWUlbt68CTs7O3h5eeGbb77B0qVLcfLkSbzxxhtwdnZGt27doKOjo3J927VrB+DpUDhS0uPcq1cvGBgYKKzj7u6OvXv34tKlSzUO0SEtx9XVVWHZs9e4qqZPn67VSWmrO67qEv7/mPGaKk8ZVc/1n3/+iaqqKri6utb6IlhdSNu1suHpqmNlZSUbnupZ6rZLMzMzeHp64ujRoxg2bBi8vb1lc+c8/8La0KFDkZCQgKCgIPj4+MDd3R3Ozs4Kv3Fnz55VaLNWVlYICAhQa3vS43L58mWl80HdvHkTwNOh/7p169bg5wmo+29pp06dlA6RKD12JSUlag2huG3bNpUmHk9OTsa2bduQlpZW7W9MTX+zi0QiiEQi7NmzB1lZWfDy8kKvXr1gZ2en0L5SU1MBPD3/yu7nCgoKIJFIcPv2bdjY2Kiymyq5fv06njx5AgcHB6X34O7u7tiwYYPcb+OlS5egr6+vMEQp8PTa+SfU9Ttu5MiRWL58ea358vLysHHjRpw4cQJ3795VCC6pEuAaOnQoVq9eDV9fX/j6+sLV1RXOzs4K907Sc19YWKj0WpXOH9fY5pkiepkxyEFaJ6lqPEEOe3t77Nq1C6mpqejTp4/cMumP3PNvozUU6Q2uqm9PExE1BOlbbuq8ue/n54etW7fi4MGDuHDhgtI/toCnf/yam5vLvW0mpa+vjxYtWiAvL69uFa8DaUDn5s2bNb4FrGxy6eqCQPr6+goTdh46dAgzZsyAkZERevfujVdeeQXGxsbQ1dVFUlISkpKSlPZgqO4Brr6+fo3LJBKJ7P/FxcUQBAH5+flqTagqJW0Hyt54rQtlD7MAyMaAr+1NwMbUhtzd3dG1a1fs378f8+bNg5mZGX755RcAQHBwsNJ1qhvrXtn+FxYWQiKR1HreysrKag1yNKS6tm91jsWCBQvQsWNHREdHY8OGDdiwYQP09fXRr18/zJ8/H506dWqYnXuGOte8VHX7KP3u2bRpU43blD7MsbKyQlRUFNauXYsTJ04gISEBwNMH2RMnTsTYsWNVqq/0LdZn6ys9ztXdf0rTVbk2gdrPq7bV9tZxbW8tP8/MzAwFBQUoKSlReh1Kfz8acu4cVc+1NBjXUC9wSY+dOuVX1+7q0i6//fZb/PTTT9i/f7/sAaWRkREGDRqEefPmydqgt7c3fvzxR2zevBm//fab7Hu7R48emDVrluxvQmlvome5ubnJenSpuj3p9a5sguNnSa/3hj5PQN1/S2v6HgSAykrN/50fFxeHjz76CE2aNEHv3r3RsWNH2W/MmTNnkJycXGsvUH19fWzfvh3r1q1DQkKCbK41MzMz+Pv746OPPpIFlKTn66effqqxTGX3hvVRlzb/6NEjtG7dWmlvourut9RV23emtPdOQ3zH5efnY8SIEcjOzoajoyOGDx+OZs2aQV9fHwUFBQgPD6/13APA+++/j9atW2PXrl3YunUrtmzZAl1dXbi7u2Pu3Lmyl2uk5/748eM4fvx4teVpuhcPEdUdgxykdZVQ/oegNgwYMADLly9HZGQkxo8fL/txzsnJQVxcHHr16iV7y7C8vBz37t1D06ZNFbquqqqsrAx6enoKD4tu3LiBqKgotGrVqtaJfomIGpK027b0Rl8VOjo6mDdvHsaMGYOVK1ciIiJCab6mTZuiqKgIYrFY4c05iUSCgoKCf3QSZekfbgMHDqxTAEBVa9asgYGBAaKjoxV6DS5ZskStt5vVJT2e3bt3R0xMjNrrFxYWQl9fX6VJ5VVRXQDi4cOHAGp/sNjY2lBISAiWL1+Offv2wd/fH/v27YOFhUW1kzRL97O69Gf338zMDIIgaKR9ZGVlqX3+/f39lfZGeV5d27c6x0JPTw/jxo3DuHHjkJeXh5SUFMTGxuLgwYO4fv06YmNjlT6s07bq3myVttGUlBSV22vXrl3x7bffQiKR4PLlyzh16hR27NiB5cuXw9jYWOnwaKqQHufqzof0zdXa6llbOdWlV0fZW/S1UaXnh4mJCSwsLJCbm4v79+8r3NPfunULwNOedKro0qULCgoKcPPmTYUgx/3791FWVgZLS8t/ZPjb2kgfUKs6tI+6pG0gNzdX5Ynmq7tG6tIumzRpIusBlJ2djXPnziEmJgZ79+7F3bt3sXPnTlne/v37o3///igrK0NaWhqOHTuGiIgIvP/++9i9eze6detWa28iVbcn3Zc9e/ao9OZ/Q58naZ0a029pTdasWQMjIyNER0fj1VdflVuWnZ2N5ORklcpp3rw5Fi1ahEWLFuHmzZtISkrCrl27sH37djx69AhffPEFgP87XxcuXPhHr1vpdqVt+3nS9Gd/G01MTFBQUICqqiqFQIemXvjo1KkTdHV1cfv2baXbkb6o2aVLF41s71m7du1CdnY2Zs2ahffee09u2ZkzZxAeHq5SOTo6Ohg5ciRGjhyJoqIinD9/HgkJCYiJicGkSZMQFxcHc3Nz2bFdunRptS+rEFHjwiAHaZ24EfXkMDc3x7x587BkyRKEhoYiODgYYrEY27dvhyAIWLRokSxveno6xo4dC39/f6xYsUKWXlJSIhs3W/qGQ0ZGBtavXw/g6ZAmXl5eAJ7+4fTuu+/Cy8sLnTt3homJCa5fv47o6GhUVFRg1apVjfKPdCJ6ebRt2xYtW7bEjRs31FrP1dUVb731FhITExEfH680j62tLU6fPo3k5GSF8cPPnTuHyspKpePXN5RXX30VzZo1w4ULF5T+oa8pt27dwmuvvabwALiqqgopKSkNsk0pU1NTvPbaa7h27RoKCwvVClaUlZUhNzcXNjY2GhtqJSkpSWHIm5KSEmRkZMDIyEjhGD2vLm1IV1e3Tm+XSv+Qr6ysVDo0GfA0ELB69Wr88ssvMDIyQnFxMcLCwqrNn52djaysLIXggfRh7rN1d3R0xLFjx3Dt2jW89tpratf/WdI5OdTh5uamUpCjru1bnWPxrFatWsHb2xve3t4YN24czpw5g6tXryodskcV0nPVEG8gV8fR0REXL15EcnIy+vfvr9a6+vr6sLOzg52dHZydnTF69GgkJibWOcghPc4pKSmQSCQKY5afPXsWwNO33FUp59y5cxg5cqTcMuk1rg5lb9HXRtXhrdzd3bFnzx6cOHECI0aMkFsmfXvX3d1d5bLOnz+PEydOwMnJqV5lNTR7e3vo6uri3LlzKCsr0/hQSI6OjoiPj8fx48fVGrJKmfq2y3bt2uHtt9/GkCFD4OPjg5SUFKVD+5mYmMDDwwMeHh5o1qwZvvvuOxw/flxh7oza1LQ9BwcHxMfHIyUlRaUgh7rnSfpbVV2PMmUa2/1YTe7cuYPu3bsrBDgqKytx/vz5OpXZuXNndO7cGUOGDIGHhwcOHz4sC3I4ODjg8uXLSE5ORt++fetdf1V169YNRkZGyMjIQGlpqUKQSdrmnz0v3bt3x7lz53DhwgU4OzvL5dfU/aWxsTEcHByQmpqK8+fPw8XFRW65dE4MVYYdU9ft27cBPO199bxz587VqUxzc3N4enrC09NTNg9Kamoq+vfvL3vZNDk5mUEOohcEJx4nrZMIlRr5aEpwcDDWrFmDJk2aYNWqVfjf//6H1157DRERESrd3BUVFWHNmjVYs2YNNm/eDAC4ePGiLE06pADwtKu+h4cHzp07h//9739YtmwZ4uPj4enpiV9//RUDBgzQ2H4REdWFjo4OXF1dUVBQIHujVVVz5syBvr4+vv76a6XLpQ+Tvv76a5SXl8vSy8vLZes8/3CsIenr62PMmDF48OABPv/8czx+/Fghz/3792WTgdaVlZU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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 2.8434266929848953e-16\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2019-06-27 19:37:12.124 (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
Thu Feb 13 21:24:59 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|}{Thu Feb 13 21:24:59 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", "Thu Feb 13 21:24:59 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-13_16-33-16\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 (2019). *ePSproc: Naphthalene S1 component Orb 34 > 42 (B3u) ionization, 1.0 - 30.1 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3960687. URL: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34-42_S1.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Naphthalene S1 component Orb 34 > 42 (B3u) ionization, 1.0 - 30.1 eV,\n", " title = {ePSproc: Naphthalene S1 component Orb 34 > 42 (B3u) ionization, 1.0 - 30.1 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3960687},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34-42_S1.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.3960687.svg)](http://dx.doi.org/10.5281/zenodo.3960687) [![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 }