{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660700.svg)](http://dx.doi.org/10.5281/zenodo.3660700) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: CH3I wavefn test run, orb 10 ioinzation (Iodine 3d, A1), 1 - 60 eV\n", "\n", "- *electronic structure input*: CH3I_ref_opt_SPK-AQZP_C3v.molden\n", "- *ePS output file*: CH3I_1-60eV_orb10_A1.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.html\n", "- Dataset: https://zenodo.org/record/3660700\n", "- DOI (dataset): [10.5281/zenodo.3660700](http://dx.doi.org/10.5281/zenodo.3660700)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS CH3I, batch CH3I_1-60eV, orbital orb10_A1\n", "- CH3I wavefn test run, orb 10 ioinzation (Iodine 3d, A1), sph/ grid\n", "- E=1:2.5:60 (24 points)\n", "- Thu May 25 17:02:06 EDT 2017" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS CH3I, batch CH3I_1-60eV, orbital orb10_A1\n", " CH3I wavefn test run, orb 10 ioinzation (Iodine 3d, A1), sph/ grid\n", " E=1:2.5:60 (24 points)\n", " Thu May 25 17:02:06 EDT 2017\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1177.1254 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -180.9096 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -169.6288 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -37.8993 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -33.0914 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -24.2551 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -11.2780 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -7.2111 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -5.4461 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -2.3765 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.9966 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.7971 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4641 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 53 ZS = 53 r = 0.0000000000 0.0000000000 1.9127440000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.2324950000\n", "Z = 1 ZS = 1 r = -0.5117920000 0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = -0.5117920000 -0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = 1.0235850000 0.0000000000 -0.5600500000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.inp.out\n", "Expecting 24 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 3 CrossSection segments.\n", "Found 3 CrossSection segments (sets of results).\n", "Processed 3 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.inp.out\n", "Expecting 24 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 48 DumpIdy segments.\n", "Found 48 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 48 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS CH3I, batch CH3I_1-60eV, orbital orb10_A1\n", " CH3I wavefn test run, orb 10 ioinzation (Iodine 3d, A1), sph/ grid\n", " E=1:2.5:60 (24 points)\n", " Thu May 25 17:02:06 EDT 2017\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/CH3I/electronic_structure/CH3I_ref_opt_SPK-AQZP_C3v.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 4 4 2 2 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 1 4 4 2 2 2 4 2 4 4 2 2 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 9.54\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['A1']\n", "Orb energy (eV):\t\t [-660.01488905]\n", "Orb energy (H):\t\t\t [-24.2551]\n", "Orb energy (cm^-1):\t\t [-5323379.13148299]\n", "Threshold wavelength (nm):\t 1.878506067858103\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[1.0000000e+00 2.0136460e-02]\n", " [2.0000000e+00 5.8847706e-01]\n", " [3.0000000e+00 3.3933218e-01]\n", " [4.0000000e+00 9.3922660e-02]\n", " [5.0000000e+00 9.3922660e-02]\n", " [6.0000000e+00 7.6662327e-01]\n", " [7.0000000e+00 8.6152457e-01]\n", " [8.0000000e+00 7.6041242e-01]\n", " [9.0000000e+00 7.6041242e-01]\n", " [1.0000000e+01 6.8940314e-01]\n", " [1.1000000e+01 5.8978015e-01]\n", " [1.2000000e+01 5.8978015e-01]\n", " [1.3000000e+01 3.8623257e-01]\n", " [1.4000000e+01 3.8623257e-01]\n", " [1.6000000e+01 9.4364590e-01]\n", " [1.7000000e+01 9.6540337e-01]\n", " [1.8000000e+01 9.2145796e-01]\n", " [1.9000000e+01 9.2145796e-01]\n", " [2.0000000e+01 9.5859657e-01]\n", " [2.1000000e+01 9.3960899e-01]\n", " [2.2000000e+01 9.3960899e-01]\n", " [2.3000000e+01 9.1904483e-01]\n", " [2.4000000e+01 9.1904483e-01]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb10_A1.inp.out, pType=a, thres=0.7396437962545968, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb10_A1.inp.out, pType=phaseUW, thres=0.7396437962545968, with Seaborn\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.inp.out_BLM-L_2020-02-10_09-07-41.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 CH3I_1-60eV_orb10_A1.inp.out, pType=a, thres=0.0012112621026479438, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.inp.out_BLM-V_2020-02-10_09-07-41.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 CH3I_1-60eV_orb10_A1.inp.out, pType=a, thres=0.0011585403123409617, 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 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 (0.57141153523877+1.4572677348816266e-16j)\n", "Plotting data (No filename), pType=a, thres=0.0005714115352387699, 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 3.398389402587993e-16\n" ] }, { "data": { "image/png": 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\n", "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: 2017-10-31 14:30:06.210 (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
Mon Feb 10 10:15:29 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|}{Mon Feb 10 10:15:29 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", "Mon Feb 10 10:15:29 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: 2020-02-10_09-07-41\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 (2017). *ePSproc: CH3I wavefn test run, orb 10 ioinzation (Iodine 3d, A1), 1 - 60 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3660700. URL: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{CH3I wavefn test run, orb 10 ioinzation (Iodine 3d, A1), 1 - 60 eV,\n", " title = {ePSproc: CH3I wavefn test run, orb 10 ioinzation (Iodine 3d, A1), 1 - 60 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3660700},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb10_A1.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.3660700.svg)](http://dx.doi.org/10.5281/zenodo.3660700) [![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 }