{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3676899.svg)](http://dx.doi.org/10.5281/zenodo.3676899) [![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: xef2 wavefn test run, orb 21 ioinzation (Iodine 4d, A1G/SG), 1-60eV\n", "\n", "- *electronic structure input*: xef2_SPKrATZP_rel_geom_v2.molden\n", "- *ePS output file*: xef2_1.0-60.1eV_orb21_A1G.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.html\n", "- Dataset: https://zenodo.org/record/3676899\n", "- DOI (dataset): [10.5281/zenodo.3676899](http://dx.doi.org/10.5281/zenodo.3676899)\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 xef2, batch xef2_1.0-60.1eV, orbital orb21_A1G\n", "- xef2 wavefn test run on AntonJr, orb 21 ioinzation (Iodine 4d, A1G/SG), sph/ grid\n", "- E=1.0:2.5:60.1 (24 points)\n", "- Tue Feb 12 10:54:42 EST 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 xef2, batch xef2_1.0-60.1eV, orbital orb21_A1G\n", " xef2 wavefn test run on AntonJr, orb 21 ioinzation (Iodine 4d, A1G/SG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Tue Feb 12 10:54:42 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1276.2548 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -202.4761 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -181.5792 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -43.1198 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -36.1973 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -25.8711 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -8.5562 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -6.2727 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.8143 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -1.5681 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -1.5619 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -1.0877 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.7372 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.5518 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "36 36 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 54 ZS = 54 r = 0.0000000000 0.0000000000 0.0000000000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 -1.9373220000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 1.9373220000\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/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.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", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.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 xef2, batch xef2_1.0-60.1eV, orbital orb21_A1G\n", " xef2 wavefn test run on AntonJr, orb 21 ioinzation (Iodine 4d, A1G/SG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Tue Feb 12 10:54:42 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/xef2/electronic_structure/xef2_SPKrATZP_rel_geom_v2.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 1 4 4 2 2 2 2 4 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 12.35\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 1 0 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['SG']\n", "Orb energy (eV):\t\t [-76.58100368]\n", "Orb energy (H):\t\t\t [-2.8143]\n", "Orb energy (cm^-1):\t\t [-617667.45508089]\n", "Threshold wavelength (nm):\t 16.189941557938052\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[10. 0.81998167]\n", " [11. 0.80599244]\n", " [26. 0.9860914 ]\n", " [27. 0.98404896]]\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 xef2_1.0-60.1eV_orb21_A1G.inp.out, pType=a, thres=4.249411791226519, 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 xef2_1.0-60.1eV_orb21_A1G.inp.out, pType=phaseUW, thres=4.249411791226519, with Seaborn\n" ] }, { "data": { "image/png": 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wsFq3bq0mTZrI399fP/30k1avXq0BAwZo6dKlN3RMMnv2bEly6T25MJ6u78Jye3N955e7NNR3frm9sb5v5H3dhLvr2yS3t9W3M9m9scadye1tNX7hwgX97W9/0/DhwxUSEuLk/6lr3L2/TbO/9tpruU4EvPXWWzV//vxc964qTHHu88TERP3222/KyMjQmDFjNGDAAI0fP14xMTFasGCBhg8frhUrVuT7+fX6bUn57/Oc1xpnT5pzdn8PHDhQ586dU3h4eK77Wdx6661as2aNbr75Zqe217hxYz366KO65ZZblJ2drb179yoiIkLbt29XRESE07+3Fi1aqFu3brr55puVnJysH374QevWrdOOHTu0du1atzZZ3Fnjprm9pb6dye2N9e3s/va2+kbBaLAAKBaWZeXb6fcUX19fNWzYUNOnT9fIkSM1a9Ys/fWvfy3yeZUrV3Zc7nn27FlVrVo1z5mlNptNt956q1q1aqWhQ4caZzt27Fih06zVr19f4eHhjp9DQkK0bt06o20kJSXpyJEjSkhIUHZ2dp71pje537lzp+ODsM1m09atW7V169Z8H9ugQQOnpm27VmBgYL4Nmxw//fRTrstwvU1aWpokFXj1Qs7ynMe5U0hIiJYvX6709HSdPHlSUVFRSk5OVnp6uvz8Cn+bf+ihh/JcNdG/f38NHjxYa9as0aOPPur0B29nJScnS5IqVKig1atXO/ZN9+7d1b17d61du1bDhg1To0aN8n2+M/vaE/s5R5UqVXTLLbfozjvvVIcOHZSWlqaoqCjH60tRTZZhw4blWdavXz/16tVLc+bM0SOPPFJg88gbpaamSir49xEQEOCx30evXr30hz/8QUlJSYqOjtbXX3+t+Ph4p5//4osv5vq5a9eu6tOnj3r06KHp06fr/vvvN74arzDJycnKyspSjx49cl2R2KFDB3Xv3l0zZsxQ9+7dC71yrLD9XaZMGdlsNo/s79q1a+vWW29V+/bt1bRpU124cEErVqzQqFGjtHTpUoWGhhY5xltvvZXr5wceeEB//OMf1a9fP02ZMkWbN292KduCBQu0detWde3aVb1793ZpjIJ4sr6Lyu2t9V1Qbm+v78L2t7fV9428r5twd32b5Pa2+nYmuzfWuLP73JtqfOrUqapataqee+45p/8/XeXu/W2afeTIkXrkkUcUHx+vvXv3as+ePUZ1Xpz7POf4PD4+Xk8//XSuE4lCQ0M1dOhQzZw5UxEREYVuq7B9nnPj7pzHuCO3dPVzf3BwsEJCQtS1a1c1bNhQp06d0tKlSzVy5EitWLFC9erVK3J7ixYtyvXzQw89pI4dO2rUqFF66623tHjxYqdyR0ZG5vq5Z8+euu222zRt2jTNnTtXU6ZMcWocZ7izxk1ze0t9O5PbG+vb2f3tbfWNgtFgAVAs2rRp49Qc455w33336YMPPnCqwdK7d2/HB++QkBA988wzbj+LuXz58tq3b1+e+0fk2Lt3r8qXL+/4OSUlxej+FLNmzdLKlSsLveLD9F43Q4cOVe/evWVZlrp27ao///nP6tKlS67H2Gw2lS9f3qUrNO655x5FRkYqLCwszwHLvn37tGnTpny/mPYWOR/iC9rnOcvd+WVtjipVquS6Z03v3r3Vs2dPxxVcpvz8/PT000/rqaee0rfffuv2BkvOPujevXuu37W/v78efvhhzZs3Tzt37iywweLMvvbEfpauXi03cOBADR06VC+88IJjec+ePTVo0CC99tpruu+++4zPTKtYsaKGDx+uadOmafv27W4/C9+Tcub9Lej3ceXKFbfMMZ2fevXqOT5QPPDAA+rSpYsGDBig9PR0l68EqlWrlh599FEtW7ZM+/fv15133um2vAEBAUpJSckzTUPDhg3VunVr7d69W7/++muhZ5AVtr/T09NlWZbb6z88PFxTpkzR4sWLdc899ziWd+vWTX/84x/1yiuvODVVZ36aNm2qzp07a8uWLTp9+rRTHxCvtXLlSr377rtq166dZs6c6fZpDT1V387k9sb6Liy3N9d3Ybm9sb7d/b5eEHfXt0lub6tvZ7J7Y407k9ubavyzzz7Ttm3btHz5co8dq13LnfvbleyNGzd2XN3+0EMPacuWLRo7dqz8/PxcnhbWU/s858thSXlq/M4771RQUJAOHDig1NTUQu/5UNg+v3LlSq7HuCO3JM2cOVPLly/X+vXrZbfbHcs7duyoXr166e233851xZyJe++9V6GhodqxY4fS09NdvlflwIEDNXfuXMdUye7i6ePCwnJ7Q307m9vb6tvZ3FLpqG9c5bkJLwHgGi+88II2b96sLVu2FPu2U1NTjW+aKV39MtXdzRVJ6tKlizZt2qQPPvgg1xkOqampmj9/vv7+97+ra9eujuX79+/P9wb3+fnoo4+0aNEi3X333Xr11VdlWZZGjx6tCRMmqHbt2mrRooXmz59vnLlSpUoKDg5W3bp19eabb6pz584KDg7O9ScoKMjl6a+effZZ+fn5qXfv3po1a5ZsNps2bNig8ePHKywsTDVr1tTIkSNdGrs4VK1aVeXKlSvwEuzz58+rfPnybr33UEGqVKmizp0767vvvtOZM2dcGiPnPjJxcXHujCbpP5dP16xZM8+6nGUJCQlFPr+wfe2pK0ByGpcPPvhgruU2m03dunVTWlqa9u/f79LYntznnlTY7yMjI0NxcXHFdkXObbfdpkaNGhV59llRcm7S6e7fRc40iPk14Jypfanw6Qdylrl7fy9ZssQxT/O1brrpJrVt21aHDx926T02R07t53f/rcIsX75cb7zxhtq3b69Fixbd0Afagniivl3NXdL1XVRub63vonJ7a31fyx3v6/nx9Ou3Se6Sru/r5ZfdW2u8qNzeUuPp6emaPn267r77bgUHBysmJsbxR7p6hXJMTIwuXbrkcpbruWt/uyv7Aw88oAoVKuSaqcAVntjnVatWdZzgV1CNZ2dnF3kD85ypk/Lb54VNZ+Vq7oyMDK1YsUKNGjXK9eWz9J8GwK5duwrdXlGCg4Md9ztylc1mU1BQkNuPLT39mmKSu7jruzDX5/am+jbJXVrqG1dxBQuAYtG4cWO9/vrreu6551SzZk3Vq1cvz43qbDabVq5c6dbtHjp0SKtWrcrzhlSSXnjhBR06dEjvvfee5s+fr1q1aslms+n8+fPKyMhQkyZNNGHCBElXDyBtNluu+TYL88knn6ht27aaN2+eLl++rClTpugPf/iD2rdvr379+qlHjx46e/asUd4NGzZIunqWvs1mk81m0549e7Rnz55Cn1fYNGjXCwwMVEREhKZMmaLIyEhZlqWoqChJ0l133aXXXnvN7fcucSebzabQ0FDt3r1bsbGxuW50n56ersOHDys0NNQjN43PT86l4EUdJBYk5wOMu2/EKEmtWrVSeHi4zp07l2ddzrLCblRdo0YNBQUF6ejRo0pLS8t1Vtb58+d17tw5t08TlOPixYuSlO+0e5mZmZKu3v/JFSdPnpSUf+PJm9ntdpUtWzbfxtKBAweUlZWl2267rdjypKWlFfkFV1E89bto2bKljh8/rnPnzuV5T8qp/aL+zbVo0ULS1Sv7rrd3715Jcvv+vnDhgvz9/WVZVp7XsJy6z/mvK1x5vVm8eLFmzpypjh07at68ebnOTHQnd9f3jeYuqfp2Jrc31rczub2xvvNzo+/r+SmO12+T3N72+n19dm+scWdye0uNp6WlKS4uTt9//32+UxXv27dPDzzwgHr06KGZM2e6nOda7trf7sqelZWljIyMG65zT+3zFi1aaOfOnTp//nyeK7HOnTsnPz+/Ij+P5ezPffv25fn8mvN7KGqfm+SeOHGiMjIyCjz+zszMVEZGRqHbK0pMTIz8/f1VuXJll8fIzs7WmTNn3P7ZytOvKSa5i7u+C3N9bpvN5jX1bZL78uXLpaK+cRUNFgDF4p///KfGjRun7OxsJScnG3/JX5jrp6rKkZCQoOTkZPn5+entt992aezNmzdr9erVOnnyZL5zitpsNh0+fNhozCpVqmjt2rX6+OOP9dVXX+n06dOSrn5w69q1qwYOHOi4PLNs2bKaM2eO02OfPHlSf/rTnxzZpP984VulShX17dtXERERGjRokNNjTp48WTabTQ899JDKlCnj+NmyrAKfY7PZjBos0tWzDpcsWaK4uDj9+uuvsixLDRo0UGBgoNE4npaamqqzZ8+qUqVKubL17NlTu3fv1vLly/Xyyy87lkdERCglJUWPPPKIW3NcunQp3wPPM2fOaNu2bapUqZLj4LGgzJcvX84z/UdqaqrjMuPOnTu7NbN09d9r5cqVFRUVpWeeeUYVK1aUdHXu5w0bNsjf31933323pKs33Lx48aKqVaum6tWrO8Z45JFHtGDBAoWHh2v48OGO5cuXL5d09XfhCY0bN9b333+vTz/9NNfBc0ZGhjZu3CgfHx/HB538smdmZio1NVWVKlXKNW5cXJyWLVumgICAXFN9eJu4uDhdvnxZgYGBjv+HcuXK6f7779emTZu0devWXB+EV6xYIV9fX3Xv3t2tOX777bd8vzzbtm2bTp8+7aifwnKnpKTI19c3zxeuJ06cUGRkpG666Sa3T4/Xu3dvffrppwoPD9c999zjeI2Ojo7W/v371ahRI9WvX9/x+IsXLyoxMVFBQUGOs+7r1aun22+/Xbt27dJPP/3kmDc/MzNTq1evVoUKFQp8T3TVrbfeqsOHD+vzzz/PNeXD6dOntWvXLtWvXz/X60h+uRMTE1W+fHn5+vrmGnvPnj36xz/+oZCQEKfvs7Vw4ULNmjVLnTp10pw5c9w2nYGn69vZ3N5W387m9rb6dja3N9W3yfu6KU/Wt0lub6tvk+zeVOMmub2lxsuVK6f33nsv33Xjxo2T3W7X6NGjXb7noif3t2n2guo8PDxc6enpatWqVZHZS2Kf9+7dWzt37tRHH32Ua2rtL7/8UhcvXlTHjh1z/bs7e/asUlNTVb9+ffn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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/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.inp.out_BLM-L_2020-02-13_16-07-58.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 xef2_1.0-60.1eV_orb21_A1G.inp.out, pType=a, thres=0.0017393510260454328, 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/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.inp.out_BLM-V_2020-02-13_16-07-58.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 xef2_1.0-60.1eV_orb21_A1G.inp.out, pType=a, thres=0.0017039353121620973, 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 (0.07997874838238994+1.315634710106044e-16j)\n", "Plotting data (No filename), pType=a, thres=7.997874838238994e-05, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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lypXToEGDFBMTowMHDlxTHlLhueRXM7Vq1ZIkl2smKytLSUlJMgyjCNHmLyMjwxarIyWpVgrLJT9mrJXCcilJtVJYLiWlVryBS0gB0KJFi+Tj42P7svbcuXN68sknFRQUpCpVqmj16tVq0KCBBg4cWOi61q5dW9zh2sycOVObN29Wt27d1KZNm2vemfA0wzD066+/qkaNGnkusRQYGKhbbrnFdu1Fi8XikZgyMzOVmJio7Oxs/fnnn1q5cqWSk5N11113Ob2ORx55xPbG26BBAw0bNkwPPfSQx3LYtWuXpMtfck6ZMkXffPONMjMzVaNGDQ0dOlTjx4+Xj0/+/fuLFy8qJiZGLVu2VJkyZeyW1apVSzfeeKMOHz5crDnkatWqlcqWLaulS5eqZs2aatGihdLT0/X555/r+++/19SpU51uYPTt21dJSUny8fFRkyZNNG7cON17773FnEHx+/e//620tDS1aNEiz7LmzZvL19fXY/MlXf7SKzU1Venp6frtt980d+5cSXKphqTLpxgnJSXJz89PLVu21KRJk9S+fftiiDivXbt2KSgoSGlpaRo4cKCOHDkiSbJarZo6daruvvvuQteR+zd3dJ3W3LHDhw9rwIABbow8rw4dOuj999/XCy+8oKeeekr16tXTxYsXtXz5cmVnZ+uRRx5xel0XLlxQy5YtlZaWpsDAQN1+++169NFH1bRpU7fHfeHCBUm65i9hr+aNeikol5JWL45yKan14iiXklAv7thPcYYnasWVXMxeK87kUlJqxZlcSkKt5Proo4904MABffzxxwXu/14ijuFbAAAfoElEQVQrT8yNK7kkJycrPT1dKSkpOnbsmObMmSN/f3+nL4krFe/cOJPLt99+q/r16+vQoUOaPXu2oqKi5OPjo+bNm+uJJ55w6pr8hw4dkiS1bNkyz7LcscOHD6tdu3bFmkuHDh30zTff6IknntDUqVNVq1YtxcbG6p133lHFihVtB4k549ChQ2rRooUyMzMVFBSkTp06adq0abrpppuKnIMk7dixQ1u3blV2drYqVaqk7t27a9q0aapWrdo1rfdqnqgVV3Ixe604k0tJqRVncikJteItNDAA6OTJkxo6dKjt8SeffCKLxaItW7boxhtv1NixY7Vx40anGhht27YtzlDtfPXVV+rfv79ee+01j23TneLj45WSkpLvfQhq1aqlAwcOKCEhQZUqVfJITD///LPdWSvly5fXww8/rEmTJhX6u2XKlFGvXr3Uvn17VatWTbGxsdqwYYNeeuklnThxQjNnzizO0G2ioqIkSc8++6zq1q2rWbNmSbp85N/bb7+t2NjYAmM5f/68pP8/yuFqtWrV0r///W83R+1Y9erVtWDBAr300kuaNm2abTwwMFCzZs1yqibLly+vQYMGqVWrVqpUqZKio6O1bt06TZs2TefOndP48eOLM4ViV9B8+fv7q0qVKrbneMLy5cvtbpoeEhKiN954w+kviKpWrarhw4erWbNmCgoK0qlTp7RmzRqNHj1as2fPVu/evYsrdJuoqCjl5ORozJgx6t69ux5++GFdvHhRixcv1uTJkzV37lzdd999Ba4j929+9dFDV455Yl66du2qp59+WkuWLLF7batVq5bWrVun5s2bO7WekJAQtWzZUo0bN5a/v79+/fVXrVu3ToMHD9aKFSvc/t43b948SdL999/v1vV6o14KyqWk1YujXEpqvTjKpSTUy7Xsp7jCE7XiSi5mrxVncikpteJMLiWhVqTLXyq++eabGj16tMMbqrtTcc+Nq7m8/PLLdjeub9SokRYtWmR3/6KCFOfcOJNLYmKi/v77b2VmZmrKlCkaPHiwpk2bpujoaC1evFijR4/W6tWr1bp160K3JTmel9zXt9znFFcukjRkyBD9+eefCg8Pt7sHQKNGjfThhx/q5ptvdmp7DRs21P33368GDRooJydHP//8szZs2KDdu3drw4YNTs/v1Zo1a6aePXvq5ptvVnJysn744Qd9/PHH2rNnjz766CO3NjGKu1ZczcXMteJMLiWlVpydF7PXijfRwACgS5cu2b2R7d+/X61bt7bd3Kdr16569913vRVevgzDcNghLynS0tIkKd8j6HPHc5/nCaGhoVq1apUyMjJ05swZRUZG2i4H5edX8FvGvffem+eI/gcffFDDhg3Thx9+qPvvv9/pD3TXIvdyUUFBQVq3bp3t79irVy/16tVLH330kUaNGpXnRuO5nJkXT85JxYoV1aBBA91+++3q0KGD0tLSFBkZqf/5n/+RpEKbGKNGjcozNmjQIPXr10/vvvuu+vTpk2+zpiRITU2VlP98BQYGenS++vXrp9tuu01JSUk6evSovv76a8XHxzv9+0899ZTd4+7du2vAgAHq3bu3Zs2apbvvvjvPmUHulpycrOzsbPXu3dvuhvUdOnRQr169NHv2bPXq1avAs6oKmpeAgABZLBaPzUutWrXUqFEjtW/fXk2aNNGFCxe0evVqjR8/XitWrFBYWFih63j99dftHvfo0UP/+Mc/NGjQIL344ov67LPP3Bbv4sWL9cUXX6h79+7q37+/29Yreb5eCsulJNVLfrmUxHopaF7MXi/Xsp/iCk/Uiiu5mL1WnMmlpNSKs/Ni9lqRpJdeekmVKlXS5MmTr2k9zijuuXE1l3HjxqlPnz6Kj4/Xzz//rAMHDrhUM8U5N87kkvt5Jj4+XhMmTLA7kCksLEwjR47UnDlztGHDhgK3VdC85N44OPc5ReHsvPj6+iokJEShoaHq3r276tWrpz/++EMrVqzQuHHjtHr1atWpU6fQ7S1dutTu8b333quOHTtq/Pjxev3117Vs2bIi5REREWH3uG/fvrr11ls1c+ZMLViwQC+++GKR1utIcdeKq7mYuVacyaWk1Iqz82L2WvEmGhgAVK5cOdubVHZ2tg4ePGh3TwY/Pz+PfgHorNatWzt1TW2zyv2gmN/1GXPHi/vLyitVrFhRd9xxh+1x//791bdvX509e1bLly93eX1+fn6aMGGC/vnPf2rXrl0eaWDk/r169epltwPi7++v++67TwsXLtTevXvzbWA4My+empMTJ05oyJAhGjlypJ588knbeN++fTV06FC9/PLLuuuuu1w+KqhcuXIaPXq0Zs6cqd27d7v9KG9Pyr0OaH7zlZ6ersqVK3ssnjp16th2Knv06KFu3bpp8ODBysjIKPLZLjVr1tT999+vlStX6uDBg7r99tvdGXIegYGBSklJyXPqer169dSyZUvt379fv//+e4FH7hQ0LxkZGTIMwyN1FB4erhdffFHLli1Tp06dbOM9e/bUP/7xDz3//PN2R525okmTJuratat27Nihs2fPOvVhojBr1qzR22+/rbZt22rOnDluv/SeJ+vFmVxKSr0UlEtJq5eCcikJ9eLu/ZT8eKJWXMnF7LXiTC4lpVacyaUk1Mqnn36qnTt3atWqVR55vy3OuSlKLg0bNrSd5X7vvfdqx44dmjp1qvz8/Ip8CVV3zI2zueR+YSopT83cfvvtCg4O1qFDh5SamlrgNfELmpf09HS757jKlXmZM2eOVq1apc2bN8tqtdrGO3bsqH79+umNN96wO8vMFZ07d1ZYWJj27NmjjIwMl+4PWJAhQ4ZowYIFtssTu4s39pELysWstZKfq3MpCbWSH0fzUhJrxVO4iTcANWrUSJGRkYqLi9OGDRuUkpJid0p6bGysqlSp4sUIHXvyySf12WefaceOHd4OpUgqVaqksmXL5nuK6Pnz53XDDTd49d4eFStWVNeuXfXdd9/p3LlzRVpH7v094uLi3BlavnLPJqhevXqeZbljCQkJhf5+QfPiqTMW1qxZo4yMDN1zzz124xaLRT179lRaWpoOHjxYpHV7el6KS0HzlZmZqbi4OK+eYXLrrbeqfv36hR71U5jcG+p5Yr5yz75z1Bhzpoakgk+1zh3zxLwsX77cds3XK1WtWlVt2rTRsWPHXL4J7pVy6+jSpUvXFKckrVq1Sq+++qrat2+vpUuXuv1DkuS5eilqLmasl8JyKUn1UlguJalecrljP8URb7y3uJKLGWvlSo5yKUm1ciVHuZi9VjIyMjRr1izdeeedCgkJUXR0tO1Huny2cXR0tC5evFjkGK9WXHPjrlx69OihoKAghYeHuxzDla5lblzJpVKlSrrhhhsk5V8zOTk5hd5oOfdyOI7mpaBLGbkzl8zMTK1evVr169e3+0JW+v8vz/ft2+dyDFcKCQmx3b/GXSwWi4KDg93++uiN1zFXcjFDrRTk6lzMXisFuTqXklornsIZGAA0duxYTZw40XajprCwMN1222225d99912x3KT0WjVs2FCvvPKKJk+erOrVq6tOnTp5bhxmsVi0Zs0aL0VYMIvForCwMO3fv18xMTF2N/LOyMjQsWPHFBYW5rGbX+cn9+ybwt7085O7I+vuG6Dlp0WLFgoPD9eff/6ZZ1nuWEE3xq1WrZqCg4N14sQJpaWl2R0Bc/78ef35559uv6xLfv766y9JUk5OTp5lWVlZki6fNVUUZ86ckeS40VOSWK1WlSlTxmEj59ChQ8rOztatt97qhcj+X1paWqFfyhTGk/PVvHlzRUVF6c8//8yz85xbQ4XVc7NmzSRJv/zyS55lP//8syR5ZF4uXLggf39/GYaR57U0t4Zy/1sU7np9W7ZsmebMmaOOHTtq4cKFdkeTuZMn6uVaczFTvTiTS0mpF2dyKSn1crVr3U9xxFvvLa7kYqZaceTqXEpKrThydS5mr5W0tDTFxcXp+++/V48ePfIs/+WXX9SjRw/17t1bc+bMKXKcVyquuXFXLtnZ2crMzLzmmrmWuXE1l2bNmmnv3r06f/58njOT/vzzT/n5+RV6n8Tcv/kvv/xidz393LErn1NcuTz99NPKzMzM9zNLVlaWMjMzXY7hStHR0fL391eFChWuaT1XysnJ0blz59z+nuWN1zFXcjFDrRTk6lwsFoupa6UgV+d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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 3.9712670974462483e-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: 2019-02-12 10:55:07.780 (GMT -0500)\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 16:11:00 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 16:11:00 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 16:11:00 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_16-07-58\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: xef2 wavefn test run, orb 21 ioinzation (Iodine 4d, A1G/SG), 1-60eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3676899. URL: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{xef2 wavefn test run, orb 21 ioinzation (Iodine 4d, A1G/SG), 1-60eV,\n", " title = {ePSproc: xef2 wavefn test run, orb 21 ioinzation (Iodine 4d, A1G/SG), 1-60eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3676899},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb21_A1G.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.3676899.svg)](http://dx.doi.org/10.5281/zenodo.3676899) [![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 }