{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3960685.svg)](http://dx.doi.org/10.5281/zenodo.3960685) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: Naphthalene S1 component Orb 33 > 45 (B3u) ionization\n", "\n", "- *electronic structure input*: naphthalene_aug-cc-pVTZ_E_orbLT76_240619.molden\n", "- *ePS output file*: naphthalene_wf_1.0-30.1eV_orb33-45_S1.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb33-45_S1.html\n", "- Dataset: https://zenodo.org/record/3960685\n", "- DOI (dataset): [10.5281/zenodo.3960685](http://dx.doi.org/10.5281/zenodo.3960685)\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 orb33-45_S1\n", "- Naphthalene S1 component Orb 33 > 45 (B3u) ionization, wavefn test run on AntonJr\n", "- E=1.0:1.0:30.1 (30 points)\n", "- Thu Jun 27 18:00:47 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 orb33-45_S1\n", " Naphthalene S1 component Orb 33 > 45 (B3u) ionization, wavefn test run on AntonJr\n", " E=1.0:1.0:30.1 (30 points)\n", " Thu Jun 27 18:00:47 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_orb33-45_S1.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb33-45_S1.inp.out\n", "Expecting 30 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb33-45_S1.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-30.1eV/naphthalene_wf_1.0-30.1eV_orb33-45_S1.inp.out\n", "Expecting 30 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 90 DumpIdy segments.\n", "Found 90 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 90 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS naphthalene, batch naphthalene_wf_1.0-30.1eV, orbital orb33-45_S1\n", " Naphthalene S1 component Orb 33 > 45 (B3u) ionization, wavefn test run on AntonJr\n", " E=1.0:1.0:30.1 (30 points)\n", " Thu Jun 27 18:00:47 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 1 2 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 1 2 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", "text/plain": [ "
" ] }, "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_orb33-45_S1.inp.out, pType=a, thres=1.9428333622816796, 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_orb33-45_S1.inp.out, pType=phaseUW, thres=1.9428333622816796, with Seaborn\n" ] }, { "data": { "image/png": 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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_orb33-45_S1.inp.out_BLM-L_2020-02-13_16-33-11.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_orb33-45_S1.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_orb33-45_S1.inp.out_BLM-V_2020-02-13_16-33-11.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_orb33-45_S1.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 (1.0222064761623288-6.697163561961564e-18j)\n", "Plotting data (No filename), pType=a, thres=0.0010222064761623289, 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 6.490604556291761e-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 18:02:34.060 (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 22:36:33 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 22:36:33 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 22:36:33 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_16-33-11\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2019). *ePSproc: Naphthalene S1 component Orb 33 > 45 (B3u) ionization*. Dataset on Zenodo. DOI: 10.5281/zenodo.3960685. URL: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb33-45_S1.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Naphthalene S1 component Orb 33 > 45 (B3u) ionization,\n", " title = {ePSproc: Naphthalene S1 component Orb 33 > 45 (B3u) ionization}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3960685},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-30.1eV_orb33-45_S1.html}\n", " }\n", "```\n", "\n", "See [citation notes on ePSdata](https://phockett.github.io/ePSdata/cite.html) for further details.\n", "\n", "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3960685.svg)](http://dx.doi.org/10.5281/zenodo.3960685) [![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 }