{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3960689.svg)](http://dx.doi.org/10.5281/zenodo.3960689) [![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 S2 component Orb 34 > 45 (B2u) 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_orb34-45_S2.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34-45_S2.html\n", "- Dataset: https://zenodo.org/record/3960689\n", "- DOI (dataset): [10.5281/zenodo.3960689](http://dx.doi.org/10.5281/zenodo.3960689)\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 orb34-45_S2\n", "- Naphthalene S2 component Orb 34 > 45 (B2u) ionization, wavefn test run on AntonJr\n", "- E=1.0:1.0:30.1 (30 points)\n", "- Thu Jun 27 18:02:21 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 orb34-45_S2\n", " Naphthalene S2 component Orb 34 > 45 (B2u) ionization, wavefn test run on AntonJr\n", " E=1.0:1.0:30.1 (30 points)\n", " Thu Jun 27 18:02:21 EDT 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -11.2404 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2392 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2327 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2326 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2324 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2323 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2312 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2311 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -11.2304 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -11.2304 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.1831 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.1161 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -1.0537 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -1.0119 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.9880 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.8549 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.8402 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.8174 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.7077 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.7057 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.6823 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.6254 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.6157 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5877 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5868 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5689 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.5385 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.5241 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4896 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4785 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.4529 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.3870 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.3215 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.2944 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = 0.0295 Spin =Alpha Occup = 0.000000\n", "36 36 Ene = 0.0309 Spin =Alpha Occup = 0.000000\n", "37 37 Ene = 0.0316 Spin =Alpha Occup = 0.000000\n", "38 38 Ene = 0.0424 Spin =Alpha Occup = 0.000000\n", "39 39 Ene = 0.0447 Spin =Alpha Occup = 0.000000\n", "40 40 Ene = 0.0579 Spin =Alpha Occup = 0.000000\n", "41 41 Ene = 0.0625 Spin =Alpha Occup = 0.000000\n", "42 42 Ene = 0.0794 Spin =Alpha Occup = 0.000000\n", "43 43 Ene = 0.0798 Spin =Alpha Occup = 0.000000\n", "44 44 Ene = 0.0803 Spin =Alpha Occup = 0.000000\n", "45 45 Ene = 0.0892 Spin =Alpha Occup = 0.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = -0.7023900000 0.0000000000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7023900000 0.0000000000 0.0000000000\n", "Z = 6 ZS = 6 r = -1.3892300000 1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = 1.3892300000 1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = -1.3892300000 -1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = 1.3892300000 -1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = -0.7068400000 2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7068400000 2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = -0.7068400000 -2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7068400000 -2.4097890000 0.0000000000\n", "Z = 1 ZS = 1 r = -2.4629990000 1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = 2.4629990000 1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = -2.4629990000 -1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = 2.4629990000 -1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = -1.2359200000 3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = 1.2359200000 3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = -1.2359200000 -3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = 1.2359200000 -3.3433990000 0.0000000000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb34-45_S2.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_orb34-45_S2.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_orb34-45_S2.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_orb34-45_S2.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 orb34-45_S2\n", " Naphthalene S2 component Orb 34 > 45 (B2u) ionization, wavefn test run on AntonJr\n", " E=1.0:1.0:30.1 (30 points)\n", " Thu Jun 27 18:02:21 EDT 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/naphthalene/electronic_structure/naphthalene_aug-cc-pVTZ_E_orbLT76_240619.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 0 0 0\n", " 0 0 0 0 0 0 0 1]\n", "Final state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 0 0 0\n", " 0 0 0 0 0 0 0 0]\n", "IPot (input vertical IP, eV):\t\t 8.144\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 0 0 0 0 0 0 0 1]\n", "Ionizing orb sym:\t\t ['B2G']\n", "Orb energy (eV):\t\t [2.42725563]\n", "Orb energy (H):\t\t\t [0.0892]\n", "Orb energy (cm^-1):\t\t [19577.13711872]\n", "Threshold wavelength (nm):\t 510.79991621642455\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_orb34-45_S2.inp.out, pType=a, thres=1.9065669862969914, 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_orb34-45_S2.inp.out, pType=phaseUW, thres=1.9065669862969914, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# 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_orb34-45_S2.inp.out_BLM-L_2020-02-13_16-33-22.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_orb34-45_S2.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', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb34-45_S2.inp.out_BLM-V_2020-02-13_16-33-22.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_orb34-45_S2.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 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 (1.0685968235097025+0j)\n", "Plotting data (No filename), pType=a, thres=0.0010685968235097025, with Seaborn\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 7.02510037465615e-16\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2019-06-27 21:11:04.945 (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 22:22:29 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 22:22:29 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 22:22:29 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_16-33-22\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 S2 component Orb 34 > 45 (B2u) ionization, 1.0 - 30.1 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3960689. URL: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34-45_S2.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Naphthalene S2 component Orb 34 > 45 (B2u) ionization, 1.0 - 30.1 eV,\n", " title = {ePSproc: Naphthalene S2 component Orb 34 > 45 (B2u) ionization, 1.0 - 30.1 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3960689},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb34-45_S2.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.3960689.svg)](http://dx.doi.org/10.5281/zenodo.3960689) [![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 }