{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3612483.svg)](http://dx.doi.org/10.5281/zenodo.3612483) [![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: Aniline Orb 23 (B1) ionization\n", "\n", "- *electronic structure input*: aniline_aug-cc-pVDZ_E_orbLT56.molden\n", "- *ePS output file*: aniline_wf_0.1-10.1eV_orb23_B1.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb23_B1.html\n", "- Dataset: https://zenodo.org/record/3612483\n", "- DOI (dataset): [10.5281/zenodo.3612483](http://dx.doi.org/10.5281/zenodo.3612483)\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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb23_B1\n", "- Aniline Orb 23 (B1) ionization, wavefn run on AntonJr\n", "- E=0.1:0.2:10.1 (51 points)\n", "- Mon Mar 25 17:48:51 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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb23_B1\n", " Aniline Orb 23 (B1) ionization, wavefn run on AntonJr\n", " E=0.1:0.2:10.1 (51 points)\n", " Mon Mar 25 17:48:51 EDT 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5686 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2822 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2336 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2335 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2203 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2203 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2144 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -1.2347 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.1330 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.0156 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -0.9909 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -0.8355 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8200 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.7152 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.7034 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.6603 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6006 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.5992 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.5820 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5361 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5084 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.4866 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.4446 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.3358 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.2853 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 2.3057780000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 0.9332450000\n", "Z = 6 ZS = 6 r = 0.0000000000 1.1965340000 0.2222240000\n", "Z = 6 ZS = 6 r = 0.0000000000 -1.1965340000 0.2222240000\n", "Z = 6 ZS = 6 r = 0.0000000000 1.1882610000 -1.1569230000\n", "Z = 6 ZS = 6 r = 0.0000000000 -1.1882610000 -1.1569230000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -1.8637550000\n", "Z = 1 ZS = 1 r = 0.0000000000 2.1302880000 0.7533710000\n", "Z = 1 ZS = 1 r = 0.0000000000 -2.1302880000 0.7533710000\n", "Z = 1 ZS = 1 r = 0.0000000000 2.1240450000 -1.6836310000\n", "Z = 1 ZS = 1 r = 0.0000000000 -2.1240450000 -1.6836310000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.0000000000 -2.9358510000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.8462720000 2.8135300000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.8462720000 2.8135300000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb23_B1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb23_B1.inp.out\n", "Expecting 51 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", "['/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb23_B1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb23_B1.inp.out\n", "Expecting 51 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 153 DumpIdy segments.\n", "Found 153 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 153 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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb23_B1\n", " Aniline Orb 23 (B1) ionization, wavefn run on AntonJr\n", " E=0.1:0.2:10.1 (51 points)\n", " Mon Mar 25 17:48:51 EDT 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/aniline/electronic_structure/aniline_aug-cc-pVDZ_E_orbLT56.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]\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 1 2 2]\n", "IPot (input vertical IP, eV):\t\t 7.70\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 1 0 0]\n", "Ionizing orb sym:\t\t ['B1']\n", "Orb energy (eV):\t\t [-12.09818222]\n", "Orb energy (H):\t\t\t [-0.4446]\n", "Orb energy (cm^-1):\t\t [-97578.42110968]\n", "Threshold wavelength (nm):\t 102.48167459852694\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 aniline_wf_0.1-10.1eV_orb23_B1.inp.out, pType=a, thres=1.0913746668594624, 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 aniline_wf_0.1-10.1eV_orb23_B1.inp.out, pType=phaseUW, thres=1.0913746668594624, 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": [ "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb23_B1.inp.out_BLM-L_2020-01-14_08-50-07.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 aniline_wf_0.1-10.1eV_orb23_B1.inp.out, pType=a, thres=0.1, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb23_B1.inp.out_BLM-V_2020-01-14_08-50-07.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 aniline_wf_0.1-10.1eV_orb23_B1.inp.out, pType=a, thres=0.1, 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 (0.2548682822812244-2.2399981633121735e-17j)\n", "Plotting data (No filename), pType=a, thres=0.02548682822812244, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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"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 9.013859456890828e-16\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2019-03-25 18:02:29.612 (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": "1.2.3" }, { "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
epsproc1.2.3
xarray0.14.0
Tue Jan 14 12:20:34 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 & 1.2.3 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Jan 14 12:20:34 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 1.2.3\n", "xarray 0.14.0\n", "Tue Jan 14 12:20:34 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: 2020-01-14_08-50-07\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: Aniline Orb 23 (B1) ionization*. Dataset on Zenodo. DOI: 10.5281/zenodo.3612483. URL: https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb23_B1.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ Aniline Orb 23 (B1) ionization,\n", " title = {ePSproc: Aniline Orb 23 (B1) ionization}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3612483},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb23_B1.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.3612483.svg)](http://dx.doi.org/10.5281/zenodo.3612483) [![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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }