{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660704.svg)](http://dx.doi.org/10.5281/zenodo.3660704) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: CH3I wavefn test run, orb 13 ioinzation (Iodine 3d, E xy), 1 - 60 eV\n", "\n", "- *electronic structure input*: CH3I_ref_opt_SPK-AQZP_C3v.molden\n", "- *ePS output file*: CH3I_1-60eV_orb13_E.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb13_E.html\n", "- Dataset: https://zenodo.org/record/3660704\n", "- DOI (dataset): [10.5281/zenodo.3660704](http://dx.doi.org/10.5281/zenodo.3660704)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS CH3I, batch CH3I_1-60eV, orbital orb13_E\n", "- CH3I wavefn test run, orb 13 ioinzation (Iodine 3d, E xy), sph/ grid\n", "- E=1:2.5:60 (24 points)\n", "- Mon Mar 5 07:25:09 EST 2018" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS CH3I, batch CH3I_1-60eV, orbital orb13_E\n", " CH3I wavefn test run, orb 13 ioinzation (Iodine 3d, E xy), sph/ grid\n", " E=1:2.5:60 (24 points)\n", " Mon Mar 5 07:25:09 EST 2018\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1177.1254 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -180.9096 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -169.6288 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -37.8993 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -33.0914 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -24.2551 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -11.2780 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -7.2111 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -5.4461 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -2.3765 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.9966 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.7971 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4641 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 53 ZS = 53 r = 0.0000000000 0.0000000000 1.9127440000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.2324950000\n", "Z = 1 ZS = 1 r = -0.5117920000 0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = -0.5117920000 -0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = 1.0235850000 0.0000000000 -0.5600500000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb13_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb13_E.inp.out\n", "Expecting 24 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 5 CrossSection segments.\n", "Found 5 CrossSection segments (sets of results).\n", "Processed 5 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb13_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb13_E.inp.out\n", "Expecting 24 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 96 DumpIdy segments.\n", "Found 96 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 96 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS CH3I, batch CH3I_1-60eV, orbital orb13_E\n", " CH3I wavefn test run, orb 13 ioinzation (Iodine 3d, E xy), sph/ grid\n", " E=1:2.5:60 (24 points)\n", " Mon Mar 5 07:25:09 EST 2018\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/CH3I/electronic_structure/CH3I_ref_opt_SPK-AQZP_C3v.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 4 4 2 2 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 4 3 2 2 2 4 2 4 4 2 2 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 9.54\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['E']\n", "Orb energy (eV):\t\t [-659.89243782]\n", "Orb energy (H):\t\t\t [-24.2506]\n", "Orb energy (cm^-1):\t\t [-5322391.4956418]\n", "Threshold wavelength (nm):\t 1.8788546479883002\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[1.0000000e+00 2.0136460e-02]\n", " [2.0000000e+00 5.8847706e-01]\n", " [3.0000000e+00 3.3933218e-01]\n", " [4.0000000e+00 9.3922660e-02]\n", " [5.0000000e+00 9.3922660e-02]\n", " [6.0000000e+00 7.6662327e-01]\n", " [7.0000000e+00 8.6152457e-01]\n", " [8.0000000e+00 7.6041242e-01]\n", " [9.0000000e+00 7.6041242e-01]\n", " [1.0000000e+01 6.8940314e-01]\n", " [1.1000000e+01 5.8978015e-01]\n", " [1.2000000e+01 5.8978015e-01]\n", " [1.3000000e+01 3.8623257e-01]\n", " [1.4000000e+01 3.8623257e-01]\n", " [1.6000000e+01 9.4364590e-01]\n", " [1.7000000e+01 9.6540337e-01]\n", " [1.8000000e+01 9.2145796e-01]\n", " [1.9000000e+01 9.2145796e-01]\n", " [2.0000000e+01 9.5859657e-01]\n", " [2.1000000e+01 9.3960899e-01]\n", " [2.2000000e+01 9.3960899e-01]\n", " [2.3000000e+01 9.1904483e-01]\n", " [2.4000000e+01 9.1904483e-01]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb13_E.inp.out, pType=a, thres=1.9430615237015656, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb13_E.inp.out, pType=phaseUW, thres=1.9430615237015656, with Seaborn\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb13_E.inp.out_BLM-L_2020-02-10_09-07-51.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb13_E.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb13_E.inp.out_BLM-V_2020-02-10_09-07-51.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 CH3I_1-60eV_orb13_E.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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OJdpgV4CCr3fv3pg7d65HmXtwuFSbN2/GgQMH8PHHHytlIgKHw4HDhw+jbdu2AHDBE1j3evyaulRUVHgFCsA5aU9tIuKz/EIu5zW195fqyc8udJzLeU19j3OxY9TnNSaTCeXl5ZdUFwovjDM1dQxEnLkczz33nPL4hhtuAAC89NJLHuUuS5YsQUlJCf7whz94bbuUOPPee+9h5MiRHt/fddddhw8++ABPPfUUpkyZAo1Gg3HjxiE5ORkajQaA8wS5qqoKs2fPxoABAwAACxcuREpKCtasWYOBAwcqx1u8eDFKSkqwfft2PPPMM3j99dcxefJkr7rMmDEDCxcuxNq1a5X6OBwOAMCQIUMwceJE5bvZuHEj/vWvf6FXr14ex6ioqMCCBQu8EqIBAwZg5syZGD16NEaNGgWDwYDnn38e69evVz4TXR1cjYfunn322TqT4ItxbzwEgJYtW2L27Nno1asX5s6dq/xbdDUeXsjo0aMxbNiwC+6Tmppa5zZfjYeX64477sA999yDjIwMHD58GM8//zz69OmDzZs3w2AweO3vq6HKVwNeXFwc9Hq9z0a806dPY/ny5ViwYIFSFh0dje7du+Pll19G27ZtkZycjIULF+Lnn39Gy5YtAXg2rL3yyit47bXXsGLFCtx1111Ys2aNx//zf/7zn5g8eTLKysrQpk0brFq1Cnq93ud38OOPP+KTTz7B119/rZQdOnQI69evh9FoxNKlS3Hu3Dk88cQTyM/Px3vvved1jE2bNiEnJwdZWVlKWZs2bZCRkYEpU6bgnXfeQWRkJGbNmoXc3FyPBryJEyeiR48eGDJkiM/6RUdHY+3atRgyZIjSAN6qVSv897//hVbrTBEHDhyIiRMn4sEHH0Tv3r1x4MABvPXWW8r3fc0119TrMx06dAjfffcdRo4ciW+++Qb79+/Hk08+CZvNhhdeeMFn/UIJE25CZGRknT0/arXzIghXggfAY4ZXXxwOBx5//HGMGzfOa1vTpk093vdipk2bVmcPi8vy5cvRs2dPn9sSExORnZ3tUZaSkoIzZ8547Xv27FmvwO7+GldPi3vvU15ensePw8WkpKR4/Ujk5eVBq9UiISHhkl4DePdYX+h9AeePV+PGjT2OU9cxEhMTodFofL537dfk5+ejUaNG9aoLhSfGGadAxJmG0q1bNxQXF+PMmTNedf5//+//YdCgQV69JnXFK1+f+YcffsDevXuxePFir20jRozAiBEjcObMGURGRkKlUmHWrFlo1qwZAChxrF27dsprGjVqhMTERGX2cBdX71O7du1gt9vx2GOPYdKkSR6J7uuvv45p06Zh9erVaN++vVKemJgIrVbr8T4A0LZtW4+eJJfPPvsM5eXlPhsinnrqKUycOBGnT59GXFwcjhw5gilTpiifia4O4dh4eDnuvfde5XFmZia6dOmCjIwMfP311x5XtLje11dDFXBpDZfvv/8+YmNj8bvf/c6j/N///jceeughpKamQqPRoFOnThgxYgS2bNkC4NIa1kaOHIn+/fvj9OnTeP311zFs2DBs2LDB63vbuXMnhgwZghdeeAH9+/dXyh0OB1QqFT7++GOYzWYAwKxZs3D33XfjH//4B0wmk8dxsrKykJmZiZtuukkp0+l0+Pzzz/Hwww8jPj4eGo0G/fr1wx133KHss2zZMnz33XfYunWr1/fkUlFRgYceegg333yzcvXN66+/jjvvvBO//PILTCYTHn30URw8eBCDBg1CVVUVYmJiMH78eEydOtWjAfRin8nhcCApKQnz5s2DRqNB586dcerUKcycOTMsEm5eUk4X5Eqi3FvMtm3bdsHXdOrUCTt37lQu4XS/1dUKWJdfe6lnx44dsWfPHo8T+e7du6OoqMhj6Zeff/4ZRUVFdZ7Udu7cGTqdDqtWrVLKTp8+jZycnEs6Ee7evbvHMQBg5cqV6NKlC3Q6XZ2v+f777z0uk1y5ciWaNGmCa665pl7v26xZM6SkpHi8t9Vqxbp16+qsv16vR+fOnb3qu2rVKq/X5OTkoGPHjvWqC1FtjDNODRVnGsrWrVthNBoRGxvrUX748GGsWbPG63JyoO4Y56v+WVlZ6Ny5Mzp06FBnHZKTkxEVFYXFixfDaDQqJ66u5df27t2r7Jufn49z584pl0L6IiKoqqry+FvNnDkTL7/8MlasWOH1d9br9bjxxhs93gcA9u3b5/N9srKyMHjw4DobIFUqlbI048KFC5Geno5OnTrVWV+68rgaD91vriT31zQeuseb7du3Y//+/bj22ms93vdifu0l5YmJiSgoKLjo+1yOxo0bIyMjA/v37/faVldDla8GvIKCAlRVVXk14okI3nvvPYwaNcrrN+Daa6/FunXrUFpaiuPHj2PTpk2oqqpSGrsu1LBWuwHPbDajZcuWuPXWW/HZZ59hz549Xksf7tq1C3369MGjjz7qdYVQ48aNkZqaqiSmrvcREa8lIMvLy7Fo0SI88sgjXt9Z586dsW3bNhQWFuL06dNYsWIFzp8/r3ym7777DgcPHkRsbCy0Wq3SYz106FDcdtttAIAFCxbgyJEjmD9/Pm688UZ069YNCxYswOHDh/Hll18CcMas1157DaWlpTh69Chyc3OV5N91Dlqfz9S4cWO0atXKo6Gzbdu2yM3N9RoGFJICOF6crkB1zbh59uxZZR/XTIg7d+6UdevWyU033XTBCUC2b98uJpNJnnjiCdm6davs27dPvvzyS49ZJTMyMuTNN9/0++dzLVmVnZ3tUX777bdL+/bt5ccff5Qff/xRrr/+eo/lek6cOCGtW7eWn3/+WSkbPXq0pKWlyerVq2XLli3Sp0+fy14WbOLEibJr1y7JysryWhas9pIchYWFkpycLPfdd59kZ2fLkiVLJCYm5rKWBTObzbJkyRLJzs6W++67z2tZsD59+njMPOlaFiwrK0t27dolEyZMkMjISGUyEpeMjAz58MMPL6k+FD4YZwIbZ0Scs3pv3bpVOnfuLCNGjJCtW7fKzp07le1LliyR1q1bK8+XLVsm8+bNk+zsbDlw4IC8++67EhMT4zXJo4jIc889J02aNPFZpw0bNohGo5FXX31Vdu/eLa+++qrXsmAizuUOIyIiZO7cuT7rP2fOHNm8ebPs3btX/v73v4vJZJK3337bY58hQ4bIddddJxs2bJDs7GwZNGiQtGvXTpmU56OPPpLFixfLrl275ODBg/LJJ59IamqqjBw5UjnGa6+9Jnq9Xj777DOPf5uuWZJd35VOp5N58+bJ/v37Zc6cOaLRaOSHH37wqM/+/ftFpVLJ8uXLfX6mGTNmyI4dOyQnJ0deeukl0el0HhMY+fr3MGrUKI9VIWr/3SiwLjYRWHl5uQDwWOpo5cqVF4xlI0aM8FqGq7b6xrLz588rE0TWdXNf6q+2Tz/9VOLi4upcAeVSJk2r7dy5c8pEh7X16tXLa9k/kZpJ006dOqWULVq0yOekaa7vtXYc9iU/P1/MZrO88847Sln37t29Jk373e9+J/fdd1+dx7FYLGIymZTJHEVEcnJyJCkpSZ555hmfr3nnnXfEZDJ5xJgvvvhC1Gq1199m/vz5YjAY5Ny5cxf9TPv27RO1Wi3//e9/RcS5/GJ2drbHDYC8/fbbyoS7s2fPlpSUFI+/d1VVlURGRnpMZFnbqFGjpHv37pf0maZMmSIZGRkeE3G+9dZb0rhx44t+tlDAhDvM1bV+ofsP+q5du6Rbt25iMpnkhhtuuOiPh4hzXb/+/ftLVFSUREZGSvv27eVvf/ubsj1QJ8IiIsOHD/daxur8+fMycuRIiY6OlujoaBk5cqRH/V0zjbrPHltRUSFjxoyR+Ph4MZlMMmjQIK8ZcTMyMjyWovBl7dq10rFjR9Hr9XLNNdd4nXC++OKLkpGR4VG2Y8cO6dmzpxgMBklJSZGpU6d6BEjX3+Dw4cN1vq/D4ZAXX3xRWf/w1ltv9fph8lX/f/zjH5KRkSF6vV46deok69at89i+ceNGiY2NveCPOIU3xpnAxxlf37d7XJk/f764t7kvX75cbrjhBomKipKIiAjJzMyUt956S6qqqjyOa7fbJS0tTf785z/X+d6ffvqptG7dWnQ6nbRp00Y+//xzr31cJ2iFhYU+jzFq1CiJj48XvV4v7du399mgV1RUJA899JDExsZKfHy8/P73v/f4rhYtWiSdOnVS/n20a9dOpk2bJhUVFco+GRkZPr+r2t9vVlaWtGjRQoxGo3To0EG++OILr/pMmTJF0tLS6pzZvXfv3mI2m8VoNErXrl3lm2++8dju699Dr169PNY5r/13o8AK18bDo0ePytatW+Wvf/2rREVFKQ167glW69atlVVNSkpKZNKkSbJx40Y5fPiwrFmzRrp37y6pqaley+BdqKHKtSxY3759ZcuWLbJ69WpJS0vz+G5c7r//fo91vt2tWLFCli9fLocOHZKVK1dKhw4d5KabbvKYMftiDWsHDx6UadOmyf/+9z85evSobNy4UYYMGSLx8fHK0mE5OTnSqFEjGTlypMe/j7y8POV9SkpKJC0tTe6++27l30jLli3lkUce8ar3LbfcIvfee6/Pz/TJJ5/ImjVr5ODBg/LFF19IRkaG3HXXXT73dUGtWcp3794tBoNB/vjHP8quXbskJydH7r//fjGbzUojx9mzZ2Xu3Lmye/du2bp1q4wbN06MRqNHw2B9PtOxY8ckKipKxowZI3v37pWvvvpKkpKS5JVXXlH2qd3hVJ9GyKsFozaFvB07dkhSUpLf1zotLy8Xo9Eo3333nV/fx5f58+dLixYtgrLcwt133+2R5BCFo3CIM0ThLlwbD+v63O6NQ3Bbtq+8vFxZRk+n00nTpk3lgQce8Lls38Uaqo4ePSq/+c1vxGQySXx8vIwZM0YqKys99iksLBSTySTz5s3zeYzFixdL8+bNRa/XS0pKijz55JM+G/su1LB28uRJueOOOyQpKUl0Op2kpaXJiBEjZM+ePco+L7744kUbO0WciW6/fv3EZDJJWlqaPPXUU16dFq6lv1auXOnzM7399tuSlpamfL/PPffcRddnr51wizivwLj55pvFbDZLXFyc9OnTR3788Udl+9mzZ6Vbt24SGRkpERER0rdvX68rlur7mTZu3Chdu3YVg8EgzZs3l7/97W8eV0rV7nCqTyPk1UIl4jbQhChEffDBB+jUqROuv/56v73HihUrMGfOHI/ZKANl+PDhGDp0KO65556Avq/FYsHMmTMxadIkr4k+iMJNqMcZIgp92dnZ6NevHw4cOIDo6OhgV4coJDDhJiIiIiIiAIFpPCQKJ0y4iYiIiIiIiPyAy4IRERERERER+QETbiIiIiIiIiI/YMJNRERERERE5AfaYFfA3xwOB06dOoXo6GioVKpgV4eIwpSIoKSkBE2aNIFa3bBtnYxzRHQl8GecAxjriCj4LifOhXzCferUKaSnpwe7GkREAIDjx48jLS2tQY/JOEdEVxJ/xDmAsY6IrhyXEudCPuF2rSF4/PhxxMTEBLk2RBSuiouLkZ6e7pd1TRnniOhK4M84BzDWEVHwXU6cC/mE23XJUUxMDIMzEQWdPy6DZJwjoiuJvy73ZqwjoivFpcQ5TppGRERERERE5AdMuImIiIiIiIj8gAk3ERERERERkR8w4SYiIiIiIiLyAybcRERERERERH4Q8rOUExGRtwN5pTiWX4bmiVG4JjEy2NUhImpw+WVW7DxVBJ1GjW7NE4JdHSIKU+zhJiIKQ/9YcwAPvf8/rNyVG+yqEBH5xabD+RiVtQkzVuwJdlWIKIwx4SYiCkNxEXoAwPkya5BrQkTkH/GRzjiXzzhHREHEhJuIKAzFR+oAAAU8ESWiEOWKc0y4iSiYmHATEYWh+EgDAJ6IElHocsW54kobquyOINeGiMIVE24iojDEnh8iCnVmkw4qlfNxQTljHREFBxNuIqIwxB5uIgp1GrVKma+CsY6IgoUJNxFRGGIPNxGFg7gIxjoiCi4m3EREYYhjG4koHCTwah4iCjIm3EREYYhjG4koHMRxRQYiCjIm3EREYYhjG4koHLiu5jnPOEdEQcKEm4goTHFsIxGFunj2cBNRkDHhJiIKUxzbSN+SdTIAACAASURBVEShjj3cRBRsTLiJiMIUxzYSUahTerg5VwURBQkTbiKiMMWeHyIKdUqcK2WcI6LgYMJNRBSmOLaRiEJdfPXkkOzhJqJgYcJNRBSm2MNNRKEuPqpmNQYRCXJtiCgcMeEmIgpTHNtIRKHO1cNdZReUWmxBrg0RhSMm3EREYYpjG4ko1Jn0Gph0GgBckYGIgoMJNxFRmOLYRiIKB/GRNZeVExEFGhNuIqIwxbGNRBQOmHATUTAx4SYiClMc20hE4SCOCTcRBRETbiKiMMWxjUQUDhKYcBNREDHhJiIKY7zUkohCXVz11Tz5nK+CiIKACTcRURhjwk1EoS7BNV8FV2QgoiBgwk1EFMY4tpGIQl0cV2QgoiAKesJ98uRJ3H///UhISEBERARuuOEGbN68WdkuIpg6dSqaNGkCk8mE2267DTt37gxijYmIQgfHNhJRqHNdyXOecY6IgiCoCXdBQQFuvvlm6HQ6LF++HLt27cIbb7yB2NhYZZ8ZM2Zg1qxZ+Pvf/45ffvkFKSkp6N+/P0pKSoJYcyKi0MCxjUQU6lwJdwETbiIKAm0w3/y1115Deno65s+fr5Rdc801ymMRwVtvvYW//OUvuOuuuwAAH3zwAZKTk7FgwQI8/vjjga4yEVFI4dhGIgp17OEmomAKag/3smXL0KVLF9xzzz1ISkpCx44d8e677yrbDx8+jNzcXAwYMEApMxgM6NWrFzZu3OjzmBaLBcXFxR43IqJQ0pBxjmMbiehK1VCxzpVwl1TaUGV3NGQViYguKqgJ96FDhzB37ly0bNkS//3vfzF69GiMGzcOH374IQAgNzcXAJCcnOzxuuTkZGVbbdOnT4fZbFZu6enp/v0QREQB1pBxjj0/RHSlaqhYZzbpoFY5H/OyciIKtKAm3A6HA506dcK0adPQsWNHPP7443j00Ucxd+5cj/1UKpXHcxHxKnOZMmUKioqKlNvx48f9Vn8iomBoyDjHsY1EdKVqqFinUasQy/kqiChIgjqGu3HjxmjXrp1HWdu2bfH5558DAFJSUgA4e7obN26s7JOXl+fV6+1iMBhgMBj8VGMiouBryDjHHm4iulI1dKzLL7NyvgoiCrig9nDffPPN2Lt3r0fZvn37kJGRAQBo1qwZUlJSsGrVKmW71WrFunXr0KNHj4DWlYgoFHFsIxGFg3j2cBNRkAQ14Z44cSJ++uknTJs2DQcOHMCCBQswb948PPnkkwCcl5JPmDAB06ZNw9KlS5GTk4MHH3wQERERGDFiRDCrTkQUEji2kYjCgatxMZ9xjogCLKiXlN94441YunQppkyZgpdeegnNmjXDW2+9hZEjRyr7TJ48GRUVFXjiiSdQUFCArl27YuXKlYiOjg5izYmIQoNrbGN+mRX55VYkxRiDXSUiogYXx4SbiIIkqAk3AAwaNAiDBg2qc7tKpcLUqVMxderUwFWKiCiMcGwjEYW6BCbcRBQkQb2knIiIgo9jG4ko1LGHm4iChQk3EVGY49hGIgp17OEmomBhwk1EFObY80NEoY5xjoiChQk3EVGYY88PEYU6V5wr4NAZIgowJtxERGGOPT9EFOrc45yIBLk2RBROmHATEYU59nATUahzTQ5ZZReUWmxBrg0RhRMm3EREYY493EQU6kx6DUw6DQDGOiIKLCbcRERhjj3cRBQOuCIDEQUDE24iojAX5zaZEMc2ElGoYsJNRMHAhJuIKMy5j20s4dhGIgpRTLiJKBiYcBMRhTn3sY0FPBElohDFhJuIgoEJNxERKSei53kiSkQhSkm4uRY3EQUQE24iIlJORNnDTUShSkm4SxnniChwmHATERF7uIko5MW7TRBJRBQoTLiJiIg93EQU8uIi2LBIRIHHhJuIiDiZEBGFvIQoNiwSUeAx4SYiIibcRBTy2MNNRMHAhJuIiJhwE1HIS6iOcyWVNlTZHUGuDRGFCybcRESk9PxwuRwiClVmkw5qlfMxLysnokBhwk1ERMrYRvZwE1GoUqtVbFwkooBjwk1ERDUnoUy4iSiExXEtbiIKMCbcRETkMbbRauPYRiIKTcp8FezhJqIAYcJNREQeYxsLeSJKRCEqnlfzEFGAMeEmIiKPsY1cMoeIQlU856sgogBjwk1ERABqxjZy9l4iClXs4SaiQGPCTUREAGrGNrKHm4hClTKGm3GOiAKECTcREQGo6fkp4BhuIgpRTLiJKNCYcBMREYCasY3nuVwOEYUoJtxEFGhMuImICAB7uIko9DHhJqJAY8JNREQAOIabiEKfK84VlFshIkGuDRGFAybcREQEwO1ElAk3EYUoV5yrsgtKLLYg14aIwgETbiIiAsBLLYko9Bl1GkToNQDYuEhEgcGEm4iIADDhJqLwEBfB4TNEFDhMuImICADHNhJReEiI4vAZIgocJtxERASAYxuJKDywh5uIAokJNxERAfAc25jPtbiJKEQlcIJIIgogJtxERKRw9fzkcy1uIgpRcZyvgogCiAk3EREpXGMb2cNNRKGKE0QSUSAx4SYiIgV7uIko1DHhJqJAYsJNRESKBJ6IElGIUxJuNiwSUQAw4SYiIkUcJxMiohDHHm4iCiQm3EREpHCdiHK5HCIKVUy4iSiQmHATEZEinj3cRBTi4qvnqiiptMFqcwS5NkQU6q6YhHv69OlQqVSYMGGCUmaxWDB27FgkJiYiMjISgwcPxokTJ4JYSyKi0MYebiIKdWaTDmqV83Ehx3ETkZ9dEQn3L7/8gnnz5qF9+/Ye5RMmTMDSpUuxaNEirF+/HqWlpRg0aBDsdnuQakpEFNqUHm6ehBJRiFKrVcqKDGxcJCJ/C3rCXVpaipEjR+Ldd99FXFycUl5UVISsrCy88cYb6NevHzp27IiPPvoI2dnZWL16dRBrTEQUupSxjVyHm4hCGIfPEFGgBD3hfvLJJ/Gb3/wG/fr18yjfvHkzqqqqMGDAAKWsSZMmyMzMxMaNGwNdTSKisKCMbbRwbCMRha44Lg1GRAGiDeabL1q0CFu2bMEvv/zitS03Nxd6vd6j1xsAkpOTkZubW+cxLRYLLBaL8ry4uLjhKkxEdAXwZ5xzjW10iPOy8uQYY4Mdm4joUvgz1iVwpnIiCpCg9XAfP34c48ePx0cffQSjsf4ndCIClUpV5/bp06fDbDYrt/T09IaoLhHRFcOfcc59bCNPRIkomPwZ6+KYcBNRgAQt4d68eTPy8vLQuXNnaLVaaLVarFu3DrNnz4ZWq0VycjKsVisKCgo8XpeXl4fk5OQ6jztlyhQUFRUpt+PHj/v7oxARBZS/4xzXqCWiK4E/Yx17uIkoUIJ2SXnfvn2RnZ3tUfZ///d/aNOmDZ599lmkp6dDp9Nh1apVGDZsGADg9OnTyMnJwYwZM+o8rsFggMFg8GvdiYiCyd9xjj0/RHQl8Ges45U8RBQoQUu4o6OjkZmZ6VEWGRmJhIQEpfzhhx/GpEmTkJCQgPj4eDz99NO4/vrrvSZYIyKihsOeHyIKdQlRjHNEFBi/KuGurKzE4sWLUVZWhv79+6Nly5YNVS8AwJtvvgmtVothw4ahoqICffv2xfvvvw+NRtOg70NERDXYw01EoY493EQUKPVOuJ955hlYrVa8/fbbAACr1Yru3btj586diIiIwOTJk7Fq1Sp07979siuzdu1aj+dGoxFz5szBnDlzLvuYRER0adjDTUShjnNVEFGg1HvStOXLl6Nv377K848//hhHjx7F/v37UVBQgHvuuQevvPKKXypJRESBo/T8cH1aIgpRroS7oNwKEQlybYgolNU74T527BjatWunPF+5ciXuvvtuZGRkQKVSYfz48di6datfKklERIGjjG0sZcJNRKHJlXBX2QUlFluQa0NEoazeCbdarfZoAfzpp5/QrVs35XlsbKzXEl5ERHT1cfVwF7CHm4hClFGnQYTeOSdQAS8rJyI/qnfC3aZNG/znP/8BAOzcuRPHjh1D7969le1Hjx694PrYRER0dXD1/JznSSgRhTDGOiIKhEuaNO2+++7D119/jZ07d+LOO+9Es2bNlO3ffPMNbrzxRr9UkoiIAkcZ21jmHNuoUqmCXCMiooYXH6nHiYIK9nATkV/Vu4d76NCh+Oabb9C+fXtMnDgRixcv9tgeERGBMWPGNHgFiYgosFwJt80hKK7k2EYiCk3s4SaiQKh3D/cLL7yAF154Af369fO5/cEHH8QjjzyCXr16NVjliIgo8FxjG8utdhSUWWE26YJdJSKiBhcfUXM1DxGRv9S7h/v999/HTTfdhOzsbK9t8+bNQ/v27aHV1jt/JyKiKxh7fogo1HEtbiIKhHon3Dk5OcjMzMSNN96I6dOnw+Fw4NixY+jXrx8mT56MN954A8uXL/dnXYmIKEDcx3ETEYWiOCbcRBQA9e6SjomJwYcffoihQ4fi8ccfx+LFi3H48GF0794d2dnZSE9P92c9iYgogJSeHy4NRkQhKoEJNxEFQL17uF26du2K66+/Hjt27IDD4cDkyZOZbBMRhRjX2EaeiBJRqIpjwyIRBcAlJdwLFy7EddddB4fDgd27d+OPf/wj7rjjDowfPx4VFRX+qiMREQUYLyknolDHHm4iCoR6J9x33303HnvsMUydOhXffvstWrdujRkzZmDt2rVYsWIFOnTogB9//NGfdSUiogCJ46RpRBTiOIabiAKh3mO4T58+ja1bt6JFixYe5d27d8f27dvx7LPPolevXrBaGbSIiK52CezhJqIQ54pzJZU2WG0O6LWXPNKSiOii6p1w//DDD1CrfQcio9GIt99+G0OHDm2wihERUfCwh5uIQl2MUQeNWgW7Q1BYbkVSjDHYVSKiEFTvpry6km13t95666+qDBERXRmUHm5OJkREIUqtViEuQgeAjYtE5D+8doaIiLwoYxtLeRJKRKErLoLDZ4jIv5hwExGRF2Vso8U5tpGIKBTFc/gMEfkZE24iIvLiGtsI8LJyIgpd8Rw+Q0R+xoSbiIi8uI9t5JI5RBSqlB5uDp8hIj9hwk1ERD65xjYy4SaiUMUebiLyNybcRETkk+tElAk3EYUqjuEmIn9jwk1ERD4x4SaiUKf0cDPOEZGfMOEmIiKf4phwE1GI49AZIvI3JtxERORTAhNuIgpxvJKHiPyNCTcREfmk9PxwMiEiClHuk6aJSJBrQ0ShiAk3ERH5lBBVnXBzuRwiClGuhLvKLiix2IJcGyIKRUy4iYjIJ1cPN5fLIaJQZdRpEKHXAGDjIhH5BxNuIiLyicvlEFE4UMZxs3GRiPyACTcREfnkvlwOxzYSUahSEm72cBORHzDhJiIin1wnoTaHoLiSYxuJKDSxh5uI/IkJNxER+eQ+trGAl5UTUYiK51rcRORHTLiJiKhOHMdNRKHOffgMEVFDY8JNRER14okoEYW6ODYsEpEfMeEmIqI6KWMbeSJKRCEqgQ2LRORHTLiJiKhOythGTiZERCGKPdxE5E9MuImIqE7s4SaiUKf0cLNhkYj8gAk3ERHVKY4JNxGFOMY5IvInJtxERFSnBJ6IElGIc8W5kkobrDZHkGtDRKGGCTcREdWJPT9EFOpijDpo1CoAQCEvKyeiBsaEm4iI6sQebiIKdWq1CnEROgCcOI2IGh4TbiIiqlMcl8shojAQF8FYR0T+wYSbiIjqpIxttNhgsdmDXBsiIv+I59JgROQnTLiJiKhOnmMbq4JcGyIi/4jn0mBE5CdBTbinT5+OG2+8EdHR0UhKSsLvfvc77N2712Mfi8WCsWPHIjExEZGRkRg8eDBOnDgRpBoTEYUXj7GNpTwRJaLQpPRwM84RUQMLasK9bt06PPnkk/jpp5+watUq2Gw2DBgwAGVlZco+EyZMwNKlS7Fo0SKsX78epaWlGDRoEOx2XtpIRBQIythG9vwQUYhiDzcR+Ys2mG++YsUKj+fz589HUlISNm/ejFtvvRVFRUXIysrCv//9b/Tr1w8A8NFHHyE9PR2rV6/GwIEDg1FtIqKwwrGNRBTqGOeIyF+uqDHcRUVFAID4+HgAwObNm1FVVYUBAwYo+zRp0gSZmZnYuHFjUOpIRBRu4jlTORGFOMY5IvKXoPZwuxMRPPXUU7jllluQmZkJAMjNzYVer0dcXJzHvsnJycjNzfV5HIvFAovFojwvLi72X6WJiIIg0HGOPT9EFAyBjHWuOJfPOEdEDeyK6eEeM2YMduzYgYULF150XxGBSqXyuW369Okwm83KLT09vaGrSkQUVIGOc+z5IaJgCGSsc81VwYSbiBraFZFwjx07FsuWLcOaNWuQlpamlKekpMBqtaKgoMBj/7y8PCQnJ/s81pQpU1BUVKTcjh8/7te6ExEFWqDjHHt+iCgYAhnrEqJqJk0TEb+9DxGFn6Am3CKCMWPGYMmSJfjuu+/QrFkzj+2dO3eGTqfDqlWrlLLTp08jJycHPXr08HlMg8GAmJgYjxsRUSgJdJxjwk1EwRDIWOfq4a6yC0osNr+9DxGFn6CO4X7yySexYMECfPnll4iOjlbGZZvNZphMJpjNZjz88MOYNGkSEhISEB8fj6effhrXX3+9Mms5ERH5FxNuIgp1Rp0GkXoNyqx25JdaEWPUBbtKRBQigppwz507FwBw2223eZTPnz8fDz74IADgzTffhFarxbBhw1BRUYG+ffvi/fffh0ajCXBtiYjCk6vn53yZ5YJzaBARXc3iIvUos1bgfJkF1yRGBrs6RBQign5Jua+bK9kGAKPRiDlz5uD8+fMoLy/Hf/7zH06ERkQUQOlxEdBpVDhXasXCTZwXg4hCU/NGUQCAOd8dgMPBcdxE1DCuiEnTiIjoymWO0OGZga0BAH/9z07szS0Jco2IiBreX+5sC4NWjbV7zyJr/eFgV4eIQgQTbiIiuqhHbmmOW1s1gsXmwNiFW1BhtQe7SkREDap1SjRe+G07AMCM/+7B9uOFQa4REYUCJtxERHRRarUKs4Z1QKNoA/adKcVLX+0KdpWIiBrciJua4s7rU1BlF4xduBUllVXBrhIRXeWYcBMRUb0kRhnw5rAboFIBCzcdw9c7Tge7SkREDUqlUmH6Xe2RGmvCsfxy/GVpDtflJqJfhQk3ERHV2y0tE/HHXtcCAP60ZAeO55cHuUZERA3LbNJh9n0doVGrsGz7KXy6+USwq0REVzEm3EREdEkm9m+FTk1jUVJpw9iFW1FldwS7SkREDapzRhwmDWgFAHjxy504kMfJIono8jDhJiKiS6LTqPH28I6INmqx7Xgh3li5L9hVIiJqcKNvvRa3tEhERZUdYxZsRWUVJ4skokvHhJuIiC5ZenwEXhvaHgDwr3UH8f2+s0GuERFRw1KrVZh1bwckRumxJ7cE077ZHewqEdFViAk3ERFdljuvb4yRXZsCAJ76ZBvySiqDXCMiooaVFG3EG8NuAAB8+ONRrMjJDXKNiOhqw4SbiIgu2/OD2qF1cjTOlVox6ZPtcDg4my8RhZZerRrh8VubAwAmf7YdJwo4WSQR1R8TbiIiumxGnQZzRnSEUafGD/vP4Z3vDwW7SkREDW7SgNbokB6L4kobJizaBhsniySiemLCTUREv0qr5GhM/e11AIA3Vu7FlmMFQa4REVHD0mvVmDO8I6INWvzvaAHe/nZ/sKtERFcJJtxERPSr3XtjOn7TvjFsDsG4hVtRVFEV7CoRETWopgkRmHbX9QCAv685gI0HzgW5RkR0NWDCTUREv5pKpcL0u65HWpwJJwoq8Ocl2RDheG4iCi2/7dAEw29MhwgwYfE2nC+1BLtKRHSFY8JNREQNIsaow5z7OkKrVuHr7NN4+IP/Ydep4mBXi4ioQb342+vQIikKeSUWDJ27Ecu2n+KEkURUJybcRETUYDo2jcOLv20HtQr4bk8e7pz9A8Ys2IKDZ0uDXTUiogZh0mvwjxGdkBilx5Hz5Ri3cCvunP0DVu86wyt7iMgLE24iImpQo7pfg1VP9cKg9o0BAF/tOI3+s9bhmU+5nA4RhYbWKdFY8/RtmNivFaINWuzJLcEjH/4Pv//nRmzg2G4icsOEm4iIGty1jaLw9xGd8M24nujXNgkOAT7dfAK9X1+LF77MQV5xZbCrSET0q0QbdRjfryV+eLY3Rve6FkadGtuOF2Lk//sZ9837CZuPcsUGIgJUEuLXvhQXF8NsNqOoqAgxMTHBrg4RhSl/xqKrIc5tOVaAN1buxYYD5wEARp0aD3S/BqN7XYu4SH2Qa0dEDcHfsehKj3V5JZX455qDWPDzMVir1+nu0yYJkwa0wnVNzEGuHRE1hMuJQ0y4iYgCINwTbpeNB85h5sq92HqsEAAQZdDikZ7N8NAtzRBj1AW5dkT0a4R7wu1ysrACs1fvx2dbTsBePZnab65vjIn9W6JFUnSQa0dEvwYTbh+uluBMRKGNCXcNEcF3e/Lw+sp92H3aOYu5XqNG1+bx6N8uGX3bJiM11hTkWhLRpWLC7enQ2VK8tXo/lm0/pZS1SYlGv7bJ6Ns2CR3SYqFWq4JYQyK6VEy4fbjagjMRhSYm3N4cDsE3Oacx+9v92HfGcxbzto1j0K9tEvq2TUb7VDNPSomuAky4fdt9uhhvrtqH1bvPwH31sMQoA/q2SUK/dsm4pUUiTHpN8CpJRPXChNuHqzU4E1FoYcJdNxHBwbNlWL37DL7dfQabjxZ4nJQ2inaelPZty5NSoisZE+4LKyizYs3ePHy7Ow/r9p1FqcWmbDNo1bi5RaLS+50cYwxiTYmoLky4fbjagzMRhQYm3PWXX2bF2r15WL37DL7fd87rpLTHtQnock082qeZ0T41FuYIjv0muhIw4a4/q82Bnw+fx7e7nbHuREGFx/brU83ofm0C2qeZ0SEtFmlxJqhUvNKHKNiYcPsQSsGZiK5eTLgvj+ukdPWuM1i9Ow8nCyu89mmWGIkOaWa0T4tFh/RYXNckBkYde8GJAo0J9+UREew9U6Ik39uOF6L22Xl8pF6Jczekx6J9mhkJUYbgVJgojDHh9iFUgzMRXV2YcP96rpPS9fvPYfuJIuw4UYij58u99tOqVWidEl19YmpG28YxuLZRFCIN2iDUmih8MOFuGGdLLPh+31lsPV6AHSeKsPt0Mars3qfraXEmdEiLRYd0MzJTzWiRFIVGUQb2hBP5ERNuH8IlOBPRlY0Jt38UlFmx42QRth8vxI4Thdh2vAjnSi0+921iNuLapChc2ygKLdzuE6P0PEElagBMuP3DYrNj9+kSbD9eiO0nCrH9eCEOnSvz6gUHgBijFtcmRaFFrTiXHh8BDSefJPrVLicOsbmfiIiuWnGRevRq1Qi9WjUC4OwFP11UqSTfO04UYt+ZUpwrteBUUSVOFVXih/3nPI5hNulwbaNItEiKQvNGUWgaH4G0OBPS4yIQG6FjMk5EQWXQanBDuvNScpfiyirknCjC9hPOBsfducU4nl+O4kobth4rxNZjhR7H0GvUaJYYWZ2ER6JpQiTS40xIi49ASoyRyTiRHzHhJiKikKFSqdAk1oQmsSbcntlYKS8st+Lg2VIcyCvFwbNlOJDnfHy8oBxFFVXYcqwQW2qdoAJApF6DtLgIpMebkBbnTMRd9+nxETCbOGEbEQVejFGHHi0S0aNFolJWWWXHkfPO+HYwrwwHqmPeobOlsNgc2HumBHvPlHgdS6t2xk1XQ6MrvrniXVK0gUszEv0KTLiJiCjkxUbo0TkjHp0z4j3KK6vsOHyu+gT1bCkOnS3DiYJynCioQF6JBWVWe50nqYAzIU+OMVbfDEg2G5EcbUSKufp5jBFJ0UbotepAfEwiCmNGnQZtUmLQJsXzMleHQ3CysEKJcwfPluJ4fgWOF5TjVGEFquyCY/nlOJZfDuC813F1GhWSoo1IijEgRYl3zhiXEmNEUowz5kVxngwin/g/g4iIwpZRp0HbxjFo29h7HFZllR0nCytwoqACx/OdSfjx6mT8ZEE5zpVaUWa149C5Mhw6V3bB90mI1CMpxojEKD0aRRmQGG2ovtcjMcqg3OIj9by0k4galFqtQnp8BNLjI9C7TZLHNrtDcKa4EicKKnCioBzH86vvq2Pd6aJKVNmdCbuvVSLcReo1SDYbPWNclDPGNYqujnPRzjKDlitJUPhgwk1EROSDUafBtY2ckw75Um61IbeoEmeKLThTXIkzxZXILa5EXrEFudXP84otsNodOF9mxfky60XfU60C4iNrTlLjIvVIiNQjLkKP+Cg94iP0iI+sucVF6KDVsPeciC6PRl0zDOemZvFe2212B86UWKrjWaUz5pVYcKaoEmdKnM/zii0osdicDZBny3Do7IUbIAEg2qh1JuGRzoZGJda53ce7xT2Tngk6Xb2YcBMREV2GCL0WzRs5J1qri4igoLyq+iS1EudKLDhXasW5UkvNrcT5PL/cCodAKQd8X8ZeW4xRi/hIPWIj9IiN0CEuQg+zSYfYCB1iTTrERbqeOxP0WJMe0UYtx2QS0UVpNWqkxpqQGmu64H5lFpvS6Hiu1Fod6yw4W+KKdTVxr8ouKKm0oaTSVq/kHABMOk11nKuObRF6xFbHuZqYVx3jInQwm5xlHM5DVwIm3ERERH6iUqmU3uh2uPDyITa7A/llVpytPjnNL7Mgv6zK476grArnyyzIL7OisKIKIkBxpQ3FlTbAx5rkddcLiDZoEWPSwWzSIcZYfW/S1jyPqCmPNmoRbXTdaxGpZ8JORDUiDRdvgAScjZDFFbbqOOe8FZRZa2JdeVWt2GdFlV1QUT3E52KXtddm0mm8Y5tJh5jqm7NMWx3nnDEuxi3W8QoiaghMuImIiK4AWo0aSdUTENWH3SEoLLeioNx5slpY7kzCC8utKCyvQmFFFYrKq1BQ/byowvm43Gr3SNRPFFzaCSxQk7D7OkGNNuoQZdQiyqBVyqIMOuV5lEGrbDdo1Vx2jSiMqFQqmCOcDXotki6cnAPOBL3UsiMHjwAAFTdJREFUYkN+mVVpaFRinFtcc8U817biSmeDZEWVHRVVduQWX159I/SaWg2OnjEvylAT06LdYlu02/YIvYZxLswx4Q4DIgKLzYHK6qBTYXXeW2wOqACoVSpo1CqoVSqo1YBGpYKqusz52DnGR6tRwaDVwKBV8ySJiCjINGoVEqIMSIgyXNLrLDY7iitsKK50nqwWV1TfV9pqHitlznvX5Z8llVWosotnz/qvoNOoEGlw9phHGbSINGgQZdQhyqBBpF6LSIOrXOssq37s3Ob+XIMIvZaXjxKFGJVKVZ286pCREFnv19kdgpLKKhRX2DxiWe3Y5trujHM1sa6iyg4AKLfaUW6140yx5bI/g1oFJZ5FGjRKTIs0OJP0SB8xzpWoO++rn1e/lufgVx8m3Fchq82B00XOy2pOFVbiZEEFThVW4FRRBfLLrM5kusqhJNeVNmdvRkPTa9UwatUw6GqScINWA4PO+dio08BUfTNU3xt16up7DYx6H2Xu+ynbNQwuREQNxKDVoFG0Bo2iLy1RB2oacIvdTkyLlYS8+t5iQ2mlDaWWKpRanPso99WPSy3ORL3KLkpPVUPQa9SIUJJ1ZxKu3Os1MFXfRxhq3Vcn7BF6DUx65+tdjyP0Ws4cT3SV0ahV1fNa6C/r9VV2B0orbUqsc495rljnHt9KKz3jneux3SFwCFBiccbGhuCewLviXYTemaxHuOKXoSau1cQ6zxhnqo59rsdssPQfJtxXqDKLDbtOF2P36WLnEjSFFUpifbbUctkJtE6jUpJag875H8vhQHVAcN2qn1eX2avLquwOj/e12hyw2hzAr+zhqA+VCjBq3ZJzvQZGrcYtKVe7JevOcqNbMu+R0Os1MGo9E3r3co7XISLyTaVSKTEzKfryj+NwCMqszpPSMosNpRa7koyXWWwe28osdpRU1pSXW+3K4zKL87HF5gAAWO0OWMsdDZbAuxi0ao+k3D0ZN+k1iNC5ymq2R3gk7dUN0NX3EXqt8lynUbFBmegKo9OoEVc9W/rlcm+gdMWqmpjnGf/Kqh+XWGwor457rnhX6iqzOnvdGzqBd9GqVZ5xzqBBhK4mMTe5xTaTTuMWC91ina5mP6NbrDPqwrvjjAn3FaCoogo7TxVh58li5JwqQvbJIhw+V3bBpNqgrZ41Ms6EJubq+1gTEqL0yj92rwT0VyaTIoIqu8Bic16ObrE5YKnyfFxZ+776MvbK6h73SleZtabM2SNfa7/qnvkqu1S/d804nAI07IlUbe6NEu5JuddzvVsy7xZkjB4nU2qY3IKVsTpA6ZjUE1EYU6trLhNtCFV2h5KIl1udJ7Dllurk3C1Jdz2vsNpRZrGj3Oo8iXVtq6je13mzwVH9O+z6nSto4EQecPbERbh+R7wS85rfnwh9zZVhEW6/Rc6kX+31O+X6bTLp+JtDFAzuDZT4FQ2ULg6Hc/K4MktN3Cq1OOOZEuuqt5VXN0iWu8W0mn1ryiqsdljtzgZLm0MaZKhQXZTYVTu+6b1j3cXOrX2dl1/JV8My4Q4gh0OQV2LBvjMlyKlOsLNPFuFYvu+ZZVNijLiuSQwyEiLRJNaItOqkukmsCQmR+oD/o1KpVNBrVdBr1Q0RN+qlyu6oTtI9x6BXVif1ymPXNvd9rXaPJL+y1mX2lVbPJL/mPQVVduelQP7iSupdLYU1jzUej006ba1WxeqWRJ17a6PnPkathrMHE1FY0WnUMJvUMJsaJoEHanqnymudoLoS+fIqzwTdddJbUeWZtLu2KXOoVL/WXp3N2x3il94qd+4NyUaPZFytnLQatTUJuqusVXI0+rdL9lu9iKj+1GqVMsa7IbkaLN3jlasR0lVeUWV3i3U2j5jnHgvd54oqt9qdV8JWc52no34rwV0ylaomqTdovRsfa1/d6n6V7KM9m/s1r2LC3cAqrHYcLyjHsfPlOJbveTueX65c9lZbWpwJmU3MyEyNwXWpZmQ2MV/W+LpQo9OoodOoEV2/SXsvm+vEypWMuyfrFdaannhXku6e+LuCimt7udtrPcrdTrD+f3t3HhtV+e9x/DNLZygFCm1Dhwo0REHUutRWvQgVXGhAEcXgdUGIRnNTA0hF43L9Q4JLiQZCjFLFGBKXUH4mQNAoUIM0IiGSItcKcYnKpWCb3vJDdmZo57l/lJnO6SKLc85MZ96vZNL2mdP24Rvy6XznPOc51qb+4jfi6E3su4ix1+nENuxdx7J6aeAty4kyaOYBpIfYs1M5/2BZaW9CbeEuL07bOv9udHnh2rVZPx3q8rfnTNe/Wx3HRVbKXewbydOuGUbDDaQ4O96wjGg/e1b+VMiadd2yLZJbPby2jrzejn0uNu9iV8NG3hS4sH+/S/91y6Vx/7fHouE+D5FbEhw6HtKhs7cl+PeJYMfnx0NqPR7UgcOn9L//Pqn/O/b3zZPH7dLInP66qmCQis421kWXDLroTR0QH5ZlPzYxxijUHtbpUFgnz1jPekTeMTx1xnqmxLLEMRpGbdbnoy/UnHkXMfZaxui7h77uZ+g7xs8u/8lwd5zJ72GZZMdSIXefWBIEAPHi87rl89rzIlfq/jen8wWqdRWY9XKvsKVpv2ZEti1zA5AePG5X9NZpdomshu04wdWRd6fPhC0nxmJPqHWORVa42rCzdBc03F0YY7TwX/+j1uNBHToeit73L3J9w/kY6PdqZG5/Feb214ic/hoZ8ygYnMm1VGnK5YrcVs2jbMX/BVbk2p5owx5Z1hjsfTlQ57EdYyeCXZYGxTT1EXZeyxgR24B37nLvjjbksR8jn/vPLgvyezs/+s++oO382LmjfuTr2Oe9bjYvApAa7P6bAwDJoHM1bPLmHA13Fy6XS1//3NLjDqeZZ5eV5Q7wKTfLp5wsv3IH+JST5dMlgzNVmNvRVGdnZvCiHY6z69oeqaOZ77iW0XqNTtfrFWOXBcUuqbcsF+qyHDKyYV5buPMdxo4zMGHJ5g3yeuLzuuXzuJXh6divIMPjjo5Fv/a4Nf+2y3TzZXmOzw8AAAB9R59ouFesWKE333xTTU1Nuuqqq7R8+XKVlZXZ9vv+e+oV8rhdyok21j7lZvmV6bNvuTGQzNxuV8fycZ9HuTb9jq4b5MVudHc6ZtljdEf8M2EF2zqPD7ZZP55uCyvU1rFhR/DsLew6P3aOxzb6Uszt7s7hkf8otKkSAAAASBVJ33CvWbNGlZWVWrFihcaPH6/33ntPU6dO1d69ezVy5Ehbfud/3jDClp8LoHdObZDXVXvYdDTZ7R2N9pmYj0HL10ah9naF2jquiyweOdjZiQIAAKDPSfqGe9myZXr88cf1xBNPSJKWL1+uTZs2qbq6WlVVVQmeHYC+zhM5ey9WsAAAACC+knr3rlAopPr6epWXl1vGy8vLtX379gTNCgAAAACAc0vqM9ytra1qb29Xfr71HpD5+flqbm7u8XuCwaCCwc5bcx09etTWOQKA08g5AOmArAOQCpL6DHdE1x2/jTG97gJeVVWl7Ozs6GPECK7HBpBayDkA6YCsA5AKkrrhzsvLk8fj6XY2u6WlpdtZ74gXX3xRR44ciT4aGxudmCoAOIacA5AOyDoAqSCpl5T7fD6VlJSotrZWM2bMiI7X1tbqnnvu6fF7/H6//H6/U1MEAMeRcwDSAVkHIBUkdcMtSQsXLtTs2bNVWlqqcePGaeXKldq/f78qKioSPTUAAAAAAHqV9A33Aw88oEOHDmnx4sVqampSUVGRvvjiCxUWFp7X9xtjJLHRBoDEimRQJJPiiZwDkAzszLnYn0vWAUiUi8k5l7ErFZPEgQMH2GQDQNJobGzU8OHD4/ozyTkAycSOnJPIOgDJ40JyLuUb7nA4rD///FMDBw7sdWfzo0ePasSIEWpsbNSgQYMcnmF6odbOot7O+rt6G2N07NgxFRQUyO2O736V5Fzyod7Oot7O6q3eduacdO6s4/+Bs6i3s6i3s+KZc0m/pPyfcrvd5/3uw6BBg/gP7BBq7Szq7aze6p2dnW3L7yPnkhf1dhb1dlZP9bYr56Tzzzr+HziLejuLejsrHjmX1LcFAwAAAACgr6LhBgAAAADABp5FixYtSvQkkoHH49GkSZPk9ab8KvuEo9bOot7OSuZ6J/PcUhH1dhb1dlay1jtZ55WqqLezqLez4lXvlN80DQAAAACARGBJOQAAAAAANqDhBgAAAADABjTcAAAAAADYIO0b7hUrVmjUqFHq16+fSkpK9M033yR6SimhqqpKN9xwgwYOHKihQ4fq3nvv1c8//2w5JhgMav78+crLy1NWVpamT5+uAwcOJGjGqaOqqkoul0uVlZXRMWodXwcPHtQjjzyi3Nxc9e/fX9ddd53q6+ujzxtjtGjRIhUUFCgzM1OTJk3Snj17EjZfcs4e5FxikXX2I+tAziUWOWc/J3IurRvuNWvWqLKyUi+99JK+//57lZWVaerUqdq/f3+ip9bn1dXVae7cudqxY4dqa2vV1tam8vJynThxInpMZWWl1q1bp5qaGm3btk3Hjx/XtGnT1N7ensCZ9207d+7UypUrdc0111jGqXX8HD58WOPHj1dGRoa+/PJL7d27V0uXLtXgwYOjx7zxxhtatmyZ3n77be3cuVOBQECTJ0/WsWPHHJ8vOWcfci5xyDr7kXWQyLlEIufs51jOmTR24403moqKCsvY2LFjzQsvvJCgGaWulpYWI8nU1dUZY4z566+/TEZGhqmpqYkec/DgQeN2u83GjRsTNc0+7dixY2b06NGmtrbWTJw40SxYsMAYQ63j7fnnnzcTJkzo9flwOGwCgYBZsmRJdOz06dMmOzvbvPvuu05M0YKccw455wyyzhlkHXpCzjmDnHOGUzmXtme4Q6GQ6uvrVV5ebhkvLy/X9u3bEzSr1HXkyBFJUk5OjiSpvr5eZ86csdS/oKBARUVF1P8izZ07V3fddZfuuOMOyzi1jq8NGzaotLRU999/v4YOHari4mK9//770ef/+OMPNTc3W+rt9/s1ceJEx+tNzjmLnHMGWecMsg49IeecQc45w6mcS9uGu7W1Ve3t7crPz7eM5+fnq7m5OUGzSk3GGC1cuFATJkxQUVGRJKm5uVk+n09DhgyxHEv9L05NTY127dqlqqqqbs9R6/j6/fffVV1drdGjR2vTpk2qqKjQU089pQ8//FCSojVNhmwh55xDzjmDrHMOWYeuyDlnkHPOcSrnvPGbct/kcrksXxtjuo3hn5k3b55++OEHbdu27ZzHUv8L19jYqAULFmjz5s3q16/feX8ftb444XBYpaWlev311yVJxcXF2rNnj6qrqzVnzpzoccmULck0l1RFztmPrHMWWYeuyDn7kXPOcirn0vYMd15enjweT7d3J1paWrq9i4GLN3/+fG3YsEFff/21hg8fHh0PBAIKhUI6fPiw5Xjqf+Hq6+vV0tKikpISeb1eeb1e1dXV6a233pLX61V+fj61jqNhw4bpyiuvtIxdccUV0Y15AoGAJCVFtpBzziDnnEHWOYusQyxyzhnknLOcyrm0bbh9Pp9KSkpUW1trGa+trdXNN9+coFmlDmOM5s2bp7Vr12rLli0aNWqU5fmSkhJlZGRY6t/U1KQff/yR+l+g22+/XQ0NDdq9e3f0UVpaqlmzZkU/p9bxM378+G63RPnll19UWFgoSRo1apQCgYCl3qFQSHV1dY7Xm5yzFznnLLLOWWQdJHLOaeScsxzLuQvYyC3l1NTUmIyMDPPBBx+YvXv3msrKSpOVlWX27duX6Kn1eU8++aTJzs42W7duNU1NTdHHyZMno8dUVFSY4cOHm6+++srs2rXL3Hbbbebaa681bW1tCZx5aojd0dIYah1P3333nfF6vea1114zv/76q/nkk09M//79zccffxw9ZsmSJSY7O9usXbvWNDQ0mIceesgMGzbMHD161PH5knP2IecSj6yzD1kHY8i5ZEDO2cepnEvrhtsYY9555x1TWFhofD6fuf7666O3OcA/I6nHx6pVq6LHnDp1ysybN8/k5OSYzMxMM23aNLN///7ETTqFdA1nah1fn332mSkqKjJ+v9+MHTvWrFy50vJ8OBw2L7/8sgkEAsbv95tbbrnFNDQ0JGi25JxdyLnEI+vsRdaBnEs8cs5eTuScyxhjLuIMPAAAAAAA+Btpew03AAAAAAB2ouEGAAAAAMAGNNwAAAAAANiAhhsAAAAAABvQcAMAAAAAYAMabgAAAAAAbEDDDQAAAACADWi4AQAAAACwAQ030AuXy6X169cnehoAYBtyDkA6IOuQSDTcSFuPPvqoXC5Xt8eUKVMSPTUAiAtyDkA6IOuQzLyJngCQSFOmTNGqVassY36/P0GzAYD4I+cApAOyDsmKM9xIa36/X4FAwPIYMmRIj8cuXrxY+fn52r17tyQpFArpueee0yWXXKKsrCzddNNN2rp1q4OzB4BzI+cApAOyDsmKM9zAORhjVFlZqfXr12vbtm0aPXq0JOmxxx7Tvn37VFNTo4KCAq1bt05TpkxRQ0ND9BgA6AvIOQDpgKxDInCGG2nt888/14ABAyyPV155Jfp8W1ub5syZo82bN+vbb7+Nhu5vv/2m1atX69NPP1VZWZkuvfRSPfvss5owYUK35UwAkEjkHIB0QNYhWXGGG2nt1ltvVXV1tWUsJycn+vnTTz8tv9+vHTt2KC8vLzq+a9cuGWM0ZswYy/cGg0Hl5ubaO2kAuADkHIB0QNYhWdFwI61lZWXpsssu6/X5yZMna/Xq1dq0aZNmzZoVHQ+Hw/J4PKqvr5fH47F8z4ABA2ybLwBcKHIOQDog65CsaLiBvzF9+nTdfffdevjhh+XxePTggw9KkoqLi9Xe3q6WlhaVlZUleJYAcPHIOQDpgKxDotBwI60Fg0E1Nzdbxrxer2Wp0YwZM/TRRx9p9uzZ8nq9mjlzpsaMGaNZs2Zpzpw5Wrp0qYqLi9Xa2qotW7bo6quv1p133un0PwUAekTOAUgHZB2SFQ030trGjRs1bNgwy9jll1+un376yTI2c+ZMhcNhzZ49W263W/fdd59WrVqlV199Vc8884wOHjyo3NxcjRs3jmAGkFTIOQDpgKxDsnIZY0yiJwEAAAAAQKrhtmAAAAAAANiAhhsAAAAAABvQcAMAAAAAYAMabgAAAAAAbEDDDQAAAACADWi4AQAAAACwAQ03AAAAAAA2oOEGAAAAAMAGNNwAAAAAANiAhhsAAAAAABvQcAMAAAAAYAMabgAAAAAAbPD/gpvrvb7b5FEAAAAASUVORK5CYII=\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 (0.6359837792940223+0j)\n", "Plotting data (No filename), pType=a, thres=0.0006359837792940223, 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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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 0.7009199476928912\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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"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: 2018-03-09 10:31:21.816 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Tue Feb 11 06:44:02 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|}{Tue Feb 11 06:44:02 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", "Tue Feb 11 06:44:02 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-10_09-07-51\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 (2018). *ePSproc: CH3I wavefn test run, orb 13 ioinzation (Iodine 3d, E xy), 1 - 60 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3660704. URL: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb13_E.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{CH3I wavefn test run, orb 13 ioinzation (Iodine 3d, E xy), 1 - 60 eV,\n", " title = {ePSproc: CH3I wavefn test run, orb 13 ioinzation (Iodine 3d, E xy), 1 - 60 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3660704},\n", " publisher = {Zenodo},\n", " year = {2018},\n", " url = {https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb13_E.html}\n", " }\n", "```\n", "\n", "See [citation notes on ePSdata](https://phockett.github.io/ePSdata/cite.html) for further details.\n", "\n", "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660704.svg)](http://dx.doi.org/10.5281/zenodo.3660704) [![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 }