{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3960691.svg)](http://dx.doi.org/10.5281/zenodo.3960691) [![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 HOMO Orb 34 (Au) 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.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34.html\n", "- Dataset: https://zenodo.org/record/3960691\n", "- DOI (dataset): [10.5281/zenodo.3960691](http://dx.doi.org/10.5281/zenodo.3960691)\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\n", "- Naphthalene HOMO Orb 34 (Au) ionization, wavefn test run on AntonJr\n", "- E=1.0:1.0:30.1 (30 points)\n", "- Thu Jun 27 18:01:19 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\n", " Naphthalene HOMO Orb 34 (Au) ionization, wavefn test run on AntonJr\n", " E=1.0:1.0:30.1 (30 points)\n", " Thu Jun 27 18:01:19 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", "\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.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.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.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.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\n", " Naphthalene HOMO Orb 34 (Au) ionization, wavefn test run on AntonJr\n", " E=1.0:1.0:30.1 (30 points)\n", " Thu Jun 27 18:01:19 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 2]\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]\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 1]\n", "Ionizing orb sym:\t\t ['AU']\n", "Orb energy (eV):\t\t [-8.01103204]\n", "Orb energy (H):\t\t\t [-0.2944]\n", "Orb energy (cm^-1):\t\t [-64613.33147703]\n", "Threshold wavelength (nm):\t 154.7668224405743\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.inp.out, pType=a, thres=1.5155404795176433, 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.inp.out, pType=phaseUW, thres=1.5155404795176433, 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.inp.out_BLM-L_2020-02-13_16-33-27.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.inp.out, pType=a, thres=0.001039699545538407, 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.inp.out_BLM-V_2020-02-13_16-33-27.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data naphthalene_wf_1.0-30.1eV_orb34.inp.out, pType=a, thres=0.0010380955046021538, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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/R6VSITIysh5qHp+fnx8mTJiAkJAQuVOqyMvLQ3FxMWxtbfHMM8/InVON0vsA82hUOiUvxgDK76uk9Pui0q9HpfcRERERERGRsnGRg4iMepxDO6lUKvzyyy/1UPP4Nm7ciISEBMTHx8PKykruHCIiIiIiIiIiIjIhLnIQ0RMtJSUFUVFRuHfvHiZOnIhWrVrB0tKy2rhevXrJUEdPm1u3bmHHjh1QqVR444035M4hIhO4c+cOEhMTAQABAQEy1xjHxrpTeh9QcWiCn376CYByX9ewse54XzQNpTeaw+3MxrpTeh+g/McKwEZT4H3RNMyh0Rxu68fFRQ4ieqL9+Rsp958cCqg4QZRSvoGSnZ2NqKgoRR72C1B+H6D8xkuXLsHf318x97maKH0xRul9gPLvi4Dyr0el91Uyh8c1G+tO6X3A/xotLCyQlpYmd45RbKw73hdNQ+mN5nQ7s/HxKb0PUP5jBWCjKfC+aBrm1Kjk2/px8dgtRPTIrl69ips3b6Jz586ws7OTO+eBli1bJndCrRUUFGD//v2KfVNU6X2A8hsdHR3N4j5569YtREdHK/bNZaX3Acq/LwLKvx6V3lfJ3t4eb7zxRrVFdCVhY90pvQ8A7OzsEBAQwMY6Unoj74umofRGc7id2Vh3Su8DlP9YAdhoCrwvmoY5NJrDbf24+E0OIqq15ORkLFmyBP/9738BANu2bUPv3r2Rk5ODcePG4c0338TgwYNlrjRfxcXFOHv2LADAy8tL5prqlN4HmEejObhz5w4OHz4MAAgMDJS5pjql9wHmcV9U+vWo9D4iIiIiIiJSBi5yEFGtnDp1CkFBQdBoNPDx8UF0dDRiY2PRu3dvAEBwcDAaN26MtWvXylxKpDw5OTlYvnw5XnvtNXTr1k3uHCIiIiIiIiKiJwYPV0VEtbJ+/Xp07twZn3/+OfLz8xEdHV1lf48ePXDw4EGZ6uhpl5GRgfz8fLRv3x7W1tZy51RTWFiIgwcPYuDAgVzkeAxXrlzBiRMncPv2bTRr1gx9+/aFk5OTLC1ZWVlwdHSU5Xc/qsLCQlhbW6NBgwaGbbm5uUhNTUVZWRmeffZZODs7y1gI6PV6XLhwAX/88QeKiorQqFEjdOjQAa6urrJ2GZObm4vMzEwUFRVBrVbDyckJTZs2lTuLCHfu3EFCQgK8vb3RsmVLuXPM0uXLlw1zTOvWreXOMVt37txBWVkZmjRpIndKFfn5+YY5pmHDhnLnVMG5hZSKc0vdcW4xDc4tj+dpnF+4yEFEtXL27FmEh4fD0tLS6P4WLVrg5s2bEleRqVy+fBlr167Fr7/+imbNmuGVV15BQEBAtXGJiYlYtmwZjhw5InljSkoKNm3ahPz8fPj4+GDGjBkoKSnBrFmz8J///AcA0LhxYyxcuBDDhg2TtC0kJOSB+4uLiwEA0dHR2LVrF1QqFT7++GMp0qooKiqCjY0NLCwsDNtyc3MRHR2NpKQk3Lp1C82bN4evry9mzJiBxo0bS9r3xRdfICMjA9OmTQMACCHw/vvvY8+ePRBCQAgBlUoFKysrREREICwsTNI+AOjfvz+6du2KV199Ff7+/op8QVtaWop3330Xhw4dgoWFBcLDwzFt2jTs3bsXS5YsMdwfLSwsMHHiRLzzzjuSN+bm5mL16tU4dOgQ7t69W21/27Zt8frrr2PEiBGSt93v7t27+Pjjj3HgwAFkZGRU29+yZUsEBAQgJCREkfeF++l0OuzduxdxcXGS/269Xo+9e/ca5pgRI0agTZs21calpqZi9+7dkp+76ObNm9izZw8KCgrQv39/vPDCCwCArVu3YteuXcjPz0f37t0xb948dOzYUdK22sjNzcXChQuxZs0axb0RlZCQgOTkZOTm5hrmFx8fH1la0tLSkJ2djf79+xu2ffnll1ixYgVu3Lhh2NahQwcsWrQIvXr1krRv8ODB8PX1xZgxY9CuXTtJf/ejiI+Px+7du6FWqzFjxgy88MILSEtLw4IFCwwnMHV1dcVbb70FPz8/2ToPHTqEvXv34syZM1XmGUdHR7z00ksICQkx+jwkBc4tpsG5pX5xbqkdzi2mwbnFNJ6k+eVx8HBVRFQrHh4eePvttzF+/HjcunULvXv3rnK4qi1btmDjxo04ffq0zKXmLSYmBuvWrUNaWppkvzM7OxvDhw9HXl6eYZtKpcLAgQOxYsUK2NjYGLYfPHgQ8+fPN7zQkMr58+cxevRoCCFga2uLu3fvYurUqSgsLMTRo0fh4+OD4uJiJCYm4s6dO/jnP/+JZ599VrI+rVYLlUqFB02p9+9XqVSSX4cA0KVLF/zjH//A8OHDAVQcRmvs2LFIT09H06ZN0bJlS1y/fh23b99Gx44dsWfPHvzlL3+RrG/s2LFwd3fHggULAACbNm3CqlWr0KZNGwwbNgwODg74448/sH//fmRnZyMqKgovv/yyZH1AxW0NVNyGarUaQ4cOxZgxY+Du7i5px4Ps2LEDixcvhlarRfPmzXH8+HEsWbIECxcuhKenJwYPHozS0lLodDr89ttvWLx4MUaPHi1Z382bNzFu3Dikp6ejTZs2UKvVuHTpEoQQGD16NHJycgzf3PnrX/9quD9ILS8vD5MmTcKFCxfQpk0beHp6wtnZGdbW1tDr9bhx4wZSU1Nx9epVdOzYEdu3b4e9vb0srbURExODtWvXuT6xhAAAHS9JREFUSv7cU1JSggkTJiAtLc3wHNigQQPMmzcPkyZNqjJWjjnm5s2bGDVqFLKysgBUPLaXL1+OvLw8LF++HO3bt0dxcTGuX78Oe3t76HQ6yb/NtXHjxgfuv337NmJjYzF06FB06tQJKpXKsFgsldGjR2PWrFno168fgIrF1vDwcCQnJ1eZG1UqFfz9/bFy5UpJ+wBgypQpaNq0KVasWAGg4oMb4eHhsLKyQvfu3eHg4ICMjAycOXMGDRo0wK5du9C1a1fJ+ipfSwBAz549MXbsWAwePFhR31BNTk7GtGnTYGVlBWtra5SXlyMuLg5hYWEQQqBXr14oLS3FiRMnUFJSgk8//VTyN/T0ej1mzpyJpKSkKtutra2h0WiQnp6O3Nxc2NraIjIyEv7+/pL2cW4xDc4tdce5xTQ4t9Qd5xbTeNLml8ciiIhqYfjw4WL+/PlCCCFyc3OFRqMRx48fN+wPCgoSr776qlx5T4wNGzYIrVYr6e9cvHixcHNzE7t37xYFBQXi4sWLIjw8XGg0GhEUFCSKi4sNY3U6neR9Qggxd+5c8dJLL4msrCxRWloqZs2aJXr16iUCAwPF7du3DeOuX78unnvuOfHWW29J2jdmzBjRvXt3ERcXZ3T/lStXhEajEV999ZWkXX+m0WjEwYMHDZffe+89odVqxY4dOwzbysvLRUxMjNBoNGLt2rWS9nl5eYnt27cbLvfr10+MHz9e3Lt3r8q4O3fuCH9/fzF27FhJ+4SouA43btwoVq1aJfr16yc0Go3QarVi5MiR4rPPPhMFBQWSN/3ZK6+8IiZMmCDKy8uFEEKsX79eeHh4iJCQkCrj7t27J0aMGCHGjBkjad+CBQtE9+7dxenTpw3bMjMzxZgxY8Ts2bOFEEKUlJSIZcuWCa1WK9vjZtGiRcLT01MkJiY+cFxiYqLw9PQUixYtkibsMckxvwghRGxsrNBoNGLu3LniyJEjYseOHWLAgAFCq9WKlStXVhkrxxzz4YcfCk9PT3Ho0CFx5swZERAQIHx9fcWIESPEmTNnDOMSExOFm5ub+PDDDyXtE0IYnmc0Gk2NP/fvl+N2/vP8smHDBqHRaMTs2bPFhQsXxN27d0VaWpqYOnWq0Gq1Ij4+XvJGb29vERsba7g8fPhw8eKLL4orV65UGXfu3DnRs2dPMX36dEn7NBqNePPNN8X48eMNt6OXl5dYunSp+O233yRtqUlISIjw9fUVN2/eFKWlpWL27NnipZdeEoMGDRI5OTmGcdeuXRMvvPCCCAsLk7xx/fr1QqvVik2bNomsrCxRUFAgDh8+LPr06SNiYmKEEEKcPXtWjBs3TnTt2lX88ssvkvZxbjENzi11x7nFNDi31B3nFtN40uaXx8FFDiKqlc2bN4uuXbuKxMREwyJHSkqKKCsrE+vWrRNarVbs2rVL7kyzJ8cfCv7+/uLdd9+ttr3yje6QkBBRUlIihJBvkcPX11esWbPGcPnMmTNCo9GITz75pNrYxYsXCx8fHynzRHl5udi2bZvw9PQUY8eOFb/++muV/VevXlXkIoeXl5d4++23jY4NDQ0Vw4cPlypNCCGEu7u74Y+TwsJCodFohE6nMzp269atwtPTU8o8IUTV67CsrEwcPXpUTJ8+XXTt2lVotVrh4eEh3n777Spv4EvNy8uryoLb5cuXa7wut2zZIvn12Ldv32pvQAghxPfffy+6dOkiMjMzDdsmTpwoJk2aJGWeQd++fcWqVatqNTYqKkr07du3nouqmzx5cq1/Bg0aJMvzd2BgoJg8eXKVbXfu3BGhoaFCq9VWuY7lmGP8/f3FBx98YLh87NgxodFojN72c+bMEUOHDpUyTwghxHPPPSd69OghYmNjxYkTJ6r96HQ6odFoRHR0tGGb1P48v/j4+IiJEydWG1daWiqGDRsmJkyYIGWeEEKIbt26iX379gkhKhZSNRpNlUX++61evVr06tVLyrwq1+Hvv/8uPvzwQ9G7d2/Dm1Ljxo0T+/btE0VFRZJ23a9v375i48aNhsvnzp0TGo3G6N8Aq1evFl5eXlLmCSGEGDx4sNHXNocOHRLu7u6GDyMUFxeLQYMGGRbXpcK5xTQ4t9Qd5xbT4NxSd5xbTMMc5pf6xnNyEFGtBAcH49tvv0V4eDhcXFygUqnwwQcfICcnB7dv38aLL76IV199Ve5MRXqUE00LGY4gmJGRgeDg4Grbp0+fDrVajWXLliEiIqLayeallJWVBRcXF8PlyuPCtm3bttrY9u3bY8+ePVKlAaj4ivTkyZPh5+eHBQsWYNSoUZgyZQreeOMNRX0V+H6FhYW4ffs2vL29je7v06cP1qxZI2mTi4sLLl68CACwtbWFlVXNL1NUKpXhq9dysbCwwIABAzBgwABkZ2dj7969iI+Px/79+3HgwAF06NABY8aMQVBQkKRd9+7dq3KYucp/trW1rTZWrVbj3r17krUBwK1bt9CqVatq211cXFBeXo5r164ZDtkwcOBArFu3TtK+Snl5eVWedx6kVatWuH37dj0XVXf8+PFHGi/HY+a///0vXnnllSrbGjZsiI0bN2Lu3LnYtGkTGjRogDfeeEPyNqBiDtRoNIbLnTp1AmB87nZ3d8e///1vydoqffnll1i0aBE++ugjvPbaa5g5c2aVx/O1a9cAVLR7eXlJ3vdner0e6enpmD59erV9lpaWePnllxEbGyt5V9OmTascHx0AHBwcjI5t3rw5SkpKpMgyqn379pg/fz7mzp2Lw4cPIz4+HikpKUhNTUVkZCSGDx+OMWPGoEuXLpJ25efno3nz5obLlf/s5ORUbWyLFi1QWFgoWVul9PR0o+dK8/T0RElJCS5evAhPT0/Y2NggMDAQn332maR9nFtMg3NL3XFuMQ3OLXXHucU0zGF+qW8WDx9CRFRxjNOPP/4Yb7/9Npo0aQJbW1ukp6fD2dkZ8+fPR0xMjOxvOCpVWVkZnnnmGXTv3v2hP87OzpL3NWzYEEVFRUb3BQUFYf78+UhOTsasWbNQWloqcV0FtVpdpdHS0hIAjC4gCCEM+6XWunVrfPrpp/i///s/7Ny5E8OGDcN3330nS8vDWFtbw9LSssZzbtja2qK8vFzSpoEDB2Lfvn3IzMw0LCDs3Lmz2v3u7t27+PzzzyU9nu3DODg4YPr06UhMTMS2bdswZMgQXL16FR9++KHkLS4uLvjxxx8Nl1NTUwEA33zzTbWx33zzjeTHgHZ0dDQ03S81NRUqlQpNmjQxbJNjEaaSi4tLrd90OHLkiCwn5WzevDl8fHxw/vz5h/7MnDlT8j6g4jnZ2IKlpaUloqKiMHDgQERHR2Pz5s0y1FUsVt7/XFe5KGjsZIwNGzZEWVmZZG2VHB0dERMTg+XLl+PAgQMYOnSo0cezUlRenzW9yePg4FDj64765O3tjYMHD+LevXuwtrZGt27dkJiYaHTs0aNHZT1xaKUGDRrA398f27ZtQ2JiIsLCwvCXv/wFO3furPYGrxScnJxw+fJlw+WrV68CgNFzHfzyyy9o3LixZG2VGjZsiPT09Grb09PToVKpqrxGdHBwkPxNHs4tpsG5pe44t5gG55a649xiGuYwv9Q3fpODiGrN0tISQUFBkn8q2dy5urqiRYsW+OSTTx46tvLkfVJq3bo1fvjhB7z22mtG90+ePBmlpaVYuXIlzp49K2lbJWdn5yovKuzs7BAXF2f0Uybp6elo1qyZlHnVjB07Fv3798f777+PyZMno0+fPopZBNyzZ4/hE3o2NjaGF5F/lpGRIfmJyKZOnYqEhASMHj0aYWFhGDVqFN577z34+/tj6NChaN68OW7cuAGdTofs7Gy8++67kvbVlre3N7y9vXHr1i3odDrJf/+QIUOwYcMG2Nvbw9HREVu2bIGrqyuysrIQFRWFIUOGoKysDPv370dSUpLkf8z0798fu3fvRrt27TBq1CjY2triu+++Q2RkJJycnNCxY0fD2KtXr0q+CFNp1KhRiIqKQnh4OIKDg+Hh4YEGDRoY9t+7dw9nzpxBbGwskpOTMWfOHMkb3dzckJaWVquxcj0HtWzZssaTvVa+GTVz5kysWrUKPXr0kLiu4s287Oxsw2W1Wo3w8HC0bt262tiMjAw888wzUuZVMXToUHh7e2PJkiUIDQ3F8OHDFfU8eOrUKcMbdXZ2dtU+2VopMzOzymKmVF5//XWMHDkS06ZNw/z587FgwQJMnjwZABAQEAAHBwf88ccf2LlzJ44fP66o6xaoePNizpw5mDVrFpKSkvD5559L3uDl5YU9e/agV69ecHR0xEcffYQmTZogJSUFHh4e6NOnDwAgISEB8fHx6Nu3r+SNPXv2xGeffYYBAwbA09MTAJCTk4MVK1ZArVZX+XR9Zmam5K91OLeYBucW0+HcUjecW+qOc4tpmMP8Ut+4yEFEVM/c3Nwe+WvfUvL29sa2bdtQUFAAOzs7o2OmTp2K8vJyrFq1SpY/Ztzc3Kp88tvKyqrGr00fO3bskQ4RVl+cnJywYcMGHDp0CEuXLpXlUGTGnDx5EidPnjRcTkhIMPrV2xMnThi+Wi+VRo0aIS4uDvPmzcPSpUuhUqkghEBubi42btwIoOKTe40bN8ayZcvQr18/Sfselb29vdFDwdW3oKAgHD16FNu2bQNQ8Yf1ihUr0LhxY0yYMAFbtmwBUHFd2tvbY8aMGZL2RURE4NixY4iKikJUVJRhu4WFBdasWVPlOebIkSN47rnnJO2rNGXKFFy4cAFffPEFjhw5AgsLC9jb28Pa2hp6vR63bt1CeXk5hBAYOnQopkyZInljly5dcOzYMeTm5qJp06YPHCsqzsUnUdn/9OzZE1999RUWLlxo9Ft2VlZWWLNmDSIiIpCUlCT5HKPVaqss4Nva2iI8PNzo2B9//FHy58U/s7e3x8qVKzFixAgsWrQIL7/8Mv76178qYiF99+7d2L17t+FycnIyxo0bV23czz//LMsnWV1dXRETE4O5c+ciICDA8InqgwcP4uDBg4ZxQgiMHj0aEydOlLyxNiwsLODj4wMfHx/Jf/f06dPx1VdfGQ4XI4TAvHnz4OzsjClTpqBRo0YoLy9HUVERLCwsZHleDA8Px7FjxzBhwgS0bdsWtra2uHTpEkpKShAeHl7lW8D/+c9/4ObmJmkf5xbT4NxiWpxbHh/nlrrj3GIa5jC/1DeVUMq7LkSkeCUlJYiNjcXXX3+Nq1evQqVSwdXVFYMGDUJwcLDR470TsHnzZkRFReHw4cNGP71zP51Oh/j4eGzfvl2iuopPSsfHx2PIkCEPPfzPjh07cO7cOSxbtkyiugq3bt1CQUEBXF1dHzguJycHmzZtwoABA9C7d2+J6h5Or9ejpKQEarX6geeZUIq8vDzExMTg+eefl+WFLgCcPn0ax44dw++//47CwkLY2NigRYsW8PDwgJ+fHxo1aiRLV3R0NAYNGoTOnTvL8vtrq6ysDN9//z0KCgrQo0cPw7Ftz58/j08//RRZWVno1KkTgoKC0KJFC8n7KheuTpw4Ab1ej06dOiE4OFiWT1s+TEpKCnQ6Hc6ePYsbN26guLgYtra2cHZ2hru7O0aOHCnb8012djYuX76Mbt261XjoObmdPHkSH330Ef72t7898Jje9+7dw9/+9jecO3cOR48elazv7NmzuHr1KoYPH/7AcTdv3kRYWBjGjh1r9M0VOdy5cwf/+Mc/DJ+6XLNmDQYNGiRLy/fff19tm5WVVbXHdF5eHkJDQzFkyBCEhoZKlVetYdeuXUhOTsalS5eqzTGBgYHo1auX5F2TJk3CjBkzFPX6xZj09HTs2bMHhYWF6NOnDwYMGAAA2LVrF7Zu3WqYXyIiIgz7pHbq1CksWbIE58+fB1DxBu7kyZMRFhZWZdwPP/wAJyenWh/D3JQ4t9QN55b6w7nl8XBuqRvOLaaj5PmlvnGRg4hqJTc3F0FBQbhw4QIaNmxoeLP++vXrKCwsRMeOHREXF/fQT/sQERERkemkpaUhIyMDHh4eNR6rnOhplJ+fD71eX+WEtkRUO5xbiIzj3KJcXOQgolp55513sH//frz11luYNGmS4et4er0ecXFxWLlyJQIDAxEZGSlzKREREREREREREQEV5//Jz89H+/btqxxe60liIXcAEZmHf//73wgMDMSUKVOqPCFaW1sjNDQUAQEBkn4FmIiIiIiIyNxcvnwZc+bMgb+/PyZNmoQDBw4YHZeYmAhfX1+J6yqwse6U3gew0VSU3qj0PoCNppKSkoLg4GCMGjUK0dHRhnOZhIWFwdfXF4GBgejXrx/+9a9/ydJX35R/YHAiUoSSkhJ4eHjUuN/d3R0JCQkSFhERESlDTEwM1q1bh7S0NLlTasTGulN6H8BGU1F6o9L7ADbWJDs7G+PHj0deXh4A4NKlSzh16hSOHj2KFStWwMbGxjD27t27yMjIkKyNjU9PHxufnkal97HRdM6fP4+pU6dCCAFbW1usX78eer0ehYWFuHDhAiZMmIDi4mIkJiZi/vz5aNOmDZ599lnJO+sTv8lBRLWi1Wpx8eLFGvf//vvv0Gq1EhYREREphzkcAZaNdaf0PoCNpqL0RqX3AWw0ZtOmTSgoKMAHH3yAU6dO4dChQ/Dz88PXX3+NadOmoaSkRNIeNj6dfWx8ehqV3sdG09myZQscHByQlJSE77//HoMHD8Y///lP/Pjjj9DpdFi4cCGWLl2KvXv3Qq1WY/v27XInmxwXOYioVmbPno19+/bh8OHD1fZ99dVX2LdvH+bMmSNDGRERERERkfKlpKQgICAAY8eORaNGjdChQwesW7cOs2fPxnfffYcZM2ZAr9ez0cwbld7HxqenUel9bDSdM2fOIDAwEA4ODrC0tERISAjy8/MxcuRING7c2DCuVatWCAgIwOnTp2WsrR88XBURGfXOO+9U29a6dWvMnDkTbdu2RceOHQEAFy9exJUrV9C5c2ccOHAAXl5eUqcSERGZXLdu3Wo9Vq5PK7Ox7pTeB7DRVJTeqPQ+gI2mkJGRgeDg4Grbp0+fDrVajWXLliEiIgLR0dGSt1ViY90pvQ9go6kovVHpfQAbTSUrKwsuLi6Gyy1btgQAtG3bttrY9u3bY8+ePVKlSYaLHERk1P79+2vcd/nyZVy+fLnKtl9//RW//fYbIiMj6zuNiIio3pWVlaFZs2Zo167dQ8dmZGTIcuxdNtad0vsANpqK0huV3gew0RQaNmyIoqIio/uCgoJQXl6O5cuXY9asWfDz85O0rRIb607pfQAbTUXpjUrvA9hoKmq1ukqjpaUlAMDa2rraWCGEYf+ThIscRGTU+fPn5U4gIiKSjaurK1q0aIFPPvnkoWNjYmKwdu3a+o/6EzbWndL7ADaaitIbld4HsNEUWrdujR9++AGvvfaa0f2TJ09GaWkpVq5cibNnz0raVomNdaf0PoCNpqL0RqX3AWw0FWdnZ6Snpxsu29nZIS4uDl26dKk2Nj09Hc2aNZMyTxI8JwcRERER0Z+4ubnhl19+kTvjgdhYd0rvA9hoKkpvVHofwEZT8Pb2RnJyMgoKCmocM3XqVMyZMwc3b96UsOx/2Fh3Su8D2GgqSm9Ueh/ARlNxc3NDamqq4bKVlRW8vLxgZ2dXbeyxY8ce6fCO5sLy73//+9/ljiAiIiIiUpJr164hKSkJI0eORJMmTR44NiMjA3l5eRg1apREdRXYWHdK7wPYaCpKb1R6H8BGU3B2doaVlRUcHBzg6OhY47iePXvC3t4eTZs2lfzQJ2x88vsANpqK0huV3gew0VSee+45vPjiiw+d+3JycpCVlYVhw4ahdevWEtVJQyXkOiMYEZmdgoICxMfHIzU1Fbdv30Z5eXmV/SqVCp9++qlMdURERERERERERPS04Tk5iKhWMjMzMX78eGRkZKBx48YoKChAkyZNkJ+fj/Lyctjb20OtVsudSURERERERERERE8RnpODiGpl9erVyM3NRWxsLBISEiCEwKpVq3D69GmEhoaiYcOG2LVrl9yZRERERERERERE9BThIgcR1cq3336L0aNHo3fv3lCpVIbtarUab775Jjp06ICVK1fKWEhERERERERERERPGy5yEFGt5ObmQqPRAACsrCqOdFdSUmLY37dvX3z77beytBEREREREREREdHTiYscRFQrzzzzDAoKCgAAjRo1QoMGDZCRkWHYr1KpUFhYKFceERERERERERERPYW4yEFEtdKuXTtcvHgRQMWCRteuXbF//37o9XoUFRVh3759cHV1lbmSiIiIiJ4k69atg0ajwYkTJ+ROISIiIiKFspI7gIjMQ58+fbB161YsWrQINjY2CA0NRXh4OLy8vKBSqVBUVITIyEi5M4mIiIhIwSoPf/ogcXFxeP755yWoISIiIqInARc5iKhWpk2bhpCQEFhbWwMA/Pz8EB0dDZ1OB0tLSwwZMgRDhgyRuZKIiIiIzEF4eHiN+1xcXCQsISIiIiJzx0UOIqoVlUplWOCo5OfnBz8/PwBATEwM3NzckJaWJkceEREREZmRiIgIuROIiIiI6AnBc3IQkckIIeROICIiIqKnQEZGBoYOHYpu3bpBp9NV2Xfjxg188MEH8PX1Rbdu3fD8889j+vTpOHv2rEy1RERERFSfuMhBREREREREZuP8+fN49dVX8ccff2Dz5s0YOXKkYd/PP/+MkSNHYufOnWjXrh0mTZqEAQMG4NSpU5gwYQKSk5NlLCciIiKi+sDDVREREREREZGk1q1bZ3S7jY0NwsLCavz3jh8/joiICKjVauzcuRNardawr7S0FLNnz8bdu3cRFxcHLy8vw77MzEyMHj0a7733Ho4ePVrtMKxEREREZL64yEFERERERESSio6ONrrdzs6uxkUOnU6H9957D66urti6dStatmxZZX9SUhKuXbuGkJCQKgscAODk5ITQ0FBERkYiJSUF/fv3N83/CBERERHJjoscREREREREJKlff/31kcbHxcXhyJEj6NGjB2JiYtCkSZNqY1JTUwFUnK/D2DdFrly5AgD4/fffuchBRERE9AThIgcR1Wjjxo21Hnvy5Ml6LCEiIiKip9mpU6cghEDv3r2NLnAAQF5eHgAgISHhgf+tu3fvmryPiIiIiOTDRQ4iqtHq1asfabxKpaqnEiIiIiJ6mi1duhSbN29GdHQ0ysrKMHv27Gpj7OzsAAAbNmyAr6+v1IlEREREJBMuchBRjeLi4uROICIiIiKCnZ0dtm3bhmnTpiEmJgZ6vR7z5s2rMsbDwwNAxbc+uMhBRERE9PTgIgcR1ejPJ2wkIiIiIpJLo0aNsHXrVrz++uv4+OOPodfrsWDBAsN+X19fuLq6YufOnXjhhReMnnfjxx9/hFarhVqtljKdiIiIiOoRFzmIiIiIiIhIUsZODF7Jz88PXbp0MbpPrVZj06ZNiIiIwPbt26HX6/H+++9DpVKhQYMGWLduHUJDQxEWFobu3bujS5cusLW1xY0bN/DTTz/h+vXr+Oabb7jIQURERPQE4SIHERERERERSSo6OrrGfS4uLjUucgCAjY0NoqOjMXfuXOzevRt6vR6RkZGwsLCAVquFTqdDbGwskpKSsG/fPlhYWMDBwQFubm6IiIiAvb19ffwvEREREZFMVEIIIXcEERERERERERERERHRo7KQO4CIiIiIiIiIiIiIiOhxcJGDiIiIiIiIiIiIiIjMEhc5iIiIiIiIiIiIiIjILHGRg4iIiIiIiIiIiIiIzBIXOYiIiIiIiIiIiIiIyCxxkYOIiIiIiIiIiIiIiMwSFzmIiIiIiIiIiIiIiMgscZGDiIiIiIiIiIiIiIjMEhc5iIiIiIiIiIiIiIjILHGRg4iIiIiIiIiIiIiIzBIXOYiIiIiIiIiIiIiIyCxxkYOIiIiIiIiIiIiIiMwSFzmIiIiIiIiIiIiIiMgscZGDiIiIiIiIiIiIiIjMEhc5iIiIiIiIiIiIiIjILP0/XMUxl3LhlWkAAAAASUVORK5CYII=\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 (0.11731806415119353+7.415312632836116e-17j)\n", "Plotting data (No filename), pType=a, thres=0.00011731806415119353, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 5.455675948483078e-15\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 22:46:08.824 (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 19:58:41 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 19:58:41 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 19:58:41 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_16-33-27\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 HOMO Orb 34 (Au) ionization, 1.0 - 30.1 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3960691. URL: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Naphthalene HOMO Orb 34 (Au) ionization, 1.0 - 30.1 eV,\n", " title = {ePSproc: Naphthalene HOMO Orb 34 (Au) ionization, 1.0 - 30.1 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3960691},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34.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.3960691.svg)](http://dx.doi.org/10.5281/zenodo.3960691) [![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 }