{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ePSproc X-section demo\n", "Testing X-section routines, Bemo, 13/10/19\n", "(Following ECDS tests with Ne results and ePSproc_demo_Aug2019.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic IO" ] }, { "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", "\n", "# For module testing, include path to module here\n", "modPath = r'/home/femtolab/github/ePSproc/'\n", "sys.path.append(modPath)\n", "import epsproc as ep" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'BLM': {'source': 'epsproc.MFBLM',\n", " 'desc': 'Calcualted MF beta parameters from epsproc.MFBLM().'},\n", " 'matE': {'source': 'DumpIdy',\n", " 'desc': 'Raw photoionization matrix elements from ePS, DumpIdy command and file segments.'},\n", " 'EDCS': {'source': 'EDCS',\n", " 'desc': 'Electron scattering DCS results from ePS, EDCS command and file segments.'},\n", " 'XSect': {'source': 'CrossSection',\n", " 'desc': 'Photoionziation cross section results from ePS, GetCro command and CrossSection file segments.'}}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Confirm available dataTypes... (varies with ePSproc version)\n", "ep.util.dataTypesList()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning dir\n", "/home/femtolab/github/ePSproc/data/photoionization\n", "Found 2 .out file(s)\n", "\n", "\n", "*** Reading ePS output file: /home/femtolab/github/ePSproc/data/photoionization/n2_3sg_0.1-50.1eV_A2.inp.out\n", "Expecting 51 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", "\n", "*** Reading ePS output file: /home/femtolab/github/ePSproc/data/photoionization/no2_demo_ePS.out\n", "Expecting 1 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" ] } ], "source": [ "# Load data from modPath\\data\n", "dataPath = os.path.join(modPath, 'data', 'photoionization')\n", "\n", "# Scan data dir\n", "dataSet = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Structure\n", "\n", "Data is read and sorted into [Xarrays](http://xarray.pydata.org/en/stable/index.html), currently one Xarray per input file and data/segment type. The full dimensionality is maintained here.\n", "\n", "Calling the array will provide some output..." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[[[-0.0097, -0.0106, -0.0117],\n", " [ 0.5266, 0.5076, 0.4893]]],\n", "\n", "\n", " [[[-0.6183, -0.6055, -0.5917],\n", " [ 1.7563, 1.6478, 1.5481]]],\n", "\n", "\n", " [[[-0.3437, -0.367 , -0.3902],\n", " [ 1.1654, 1.1528, 1.1506]]],\n", "\n", "\n", " [[[-0.5008, -0.4873, -0.4743],\n", " [ 3.4483, 3.3081, 3.188 ]]]])\n", "Coordinates:\n", " * Ehv (Ehv) float64 14.4\n", " * Type (Type) object 'L' 'M' 'V'\n", " * XC (XC) object 'BETA' 'SIGMA'\n", " * Sym (Sym) MultiIndex\n", " - Total (Sym) object 'A1' 'B1' 'B2' 'All'\n", " - Cont (Sym) object 'A2' 'B2' 'B1' 'All'\n", "Attributes:\n", " dataType: XSect\n", " file: no2_demo_ePS.out\n", " fileBase: /home/femtolab/github/ePSproc/data/photoionization" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataSet[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and sub-selection can provide sets of matrix elements as a function of energy, symmetry and type." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([-0.0097, 0.5266])\n", "Coordinates:\n", " Ehv float64 14.4\n", " Type \n", "array(0.5266)\n", "Coordinates:\n", " Ehv float64 14.4\n", " Type " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "daPlot = dataSet[0].sel({'Type':'L', 'XC':'SIGMA'}).squeeze()\n", "daPlot.plot.line(x='Ehv');" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "daPlot = dataSet[0].sel({'Type':'L', 'XC':'BETA'}).squeeze()\n", "daPlot.plot.line(x='Ehv');" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot with faceting on type\n", "daPlot = dataSet[0].sel(XC='SIGMA')\n", "daPlot.plot.line(x='Ehv', col='Type')\n", "\n", "# Plot with faceting on type and data\n", "daPlot = dataSet[0]\n", "daPlot.pipe(np.abs).plot.line(x='Ehv', col='Type', row='XC')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.4 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.8.0" }, { "module": "OS", "version": "Linux 5.0.0 31 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.1.0 dev" }, { "module": "xarray", "version": "0.13.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.4 64bit [GCC 7.3.0]
IPython7.8.0
OSLinux 5.0.0 31 generic x86_64 with debian buster sid
epsproc1.1.0 dev
xarray0.13.0
Mon Oct 14 16:15:32 2019 EDT
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.4 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.8.0 \\\\ \\hline\n", "OS & Linux 5.0.0 31 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.1.0 dev \\\\ \\hline\n", "xarray & 0.13.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Mon Oct 14 16:15:32 2019 EDT} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.4 64bit [GCC 7.3.0]\n", "IPython 7.8.0\n", "OS Linux 5.0.0 31 generic x86_64 with debian buster sid\n", "epsproc 1.1.0 dev\n", "xarray 0.13.0\n", "Mon Oct 14 16:15:32 2019 EDT" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] } ], "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 }