{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660702.svg)](http://dx.doi.org/10.5281/zenodo.3660702) [![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 11 ioinzation (Iodine 3d, E), 1 - 60 eV\n", "\n", "- *electronic structure input*: CH3I_ref_opt_SPK-AQZP_C3v.molden\n", "- *ePS output file*: CH3I_1-60eV_orb11_E.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb11_E.html\n", "- Dataset: https://zenodo.org/record/3660702\n", "- DOI (dataset): [10.5281/zenodo.3660702](http://dx.doi.org/10.5281/zenodo.3660702)\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 orb11_E\n", "- CH3I wavefn test run, orb 11 ioinzation (Iodine 3d, E), sph/ grid\n", "- E=1:2.5:60 (24 points)\n", "- Thu May 25 17:02:30 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 orb11_E\n", " CH3I wavefn test run, orb 11 ioinzation (Iodine 3d, E), sph/ grid\n", " E=1:2.5:60 (24 points)\n", " Thu May 25 17:02:30 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_orb11_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb11_E.inp.out\n", "Expecting 24 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 5 CrossSection segments.\n", "Found 5 CrossSection segments (sets of results).\n", "Processed 5 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_orb11_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb11_E.inp.out\n", "Expecting 24 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 96 DumpIdy segments.\n", "Found 96 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 96 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 orb11_E\n", " CH3I wavefn test run, orb 11 ioinzation (Iodine 3d, E), sph/ grid\n", " E=1:2.5:60 (24 points)\n", " Thu May 25 17:02:30 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 2 3 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 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['E']\n", "Orb energy (eV):\t\t [-659.98223539]\n", "Orb energy (H):\t\t\t [-24.2539]\n", "Orb energy (cm^-1):\t\t [-5323115.76192534]\n", "Threshold wavelength (nm):\t 1.8785990099120173\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_orb11_E.inp.out, pType=a, thres=0.5526030104154439, 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_orb11_E.inp.out, pType=phaseUW, thres=0.5526030104154439, 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": [ "# 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_orb11_E.inp.out_BLM-L_2020-02-10_09-07-45.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": "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_orb11_E.inp.out, pType=a, thres=0.0010004761928807614, 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_orb11_E.inp.out_BLM-V_2020-02-10_09-07-45.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_orb11_E.inp.out, pType=a, thres=0.0011549046411592637, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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1EWjUrpYZRERERERERERERPR+YDCD1EbAWAYRERERERERERERVUHtGZGZ/vUEGhoq+VOl06dPY9y4cejatSvs7Owwa9YspKWlVSmtW7duoVOnTjA3N8eJEydUmk8iIiIiIiIiIiKiDxmDGaQ2ZSr6U5WgoCDMnz8fxcXF+M9//oPZs2cjPT0d7u7uSgc0SktL8e2330JHR0eFOSQiIiIiIiIiIiIigMEMUqMSDdX8qUJBQQF8fX1hbGyMwMBATJ48GdOmTcOhQ4egoaGBlStXKpXe7t27ce/ePcyYMUM1GSQiIiIiIiIiIiIiMY6ZQWqjqjEzioqKFFpOX19f7rzY2FgUFhbCy8sLhoaG4unGxsZwdnZGcHAwsrKyYGpqWunv3L17F5s3b8bXX38NAwMDhfJGRERERERERERERIpjMIPUpkxFwQxra2uFlrt9+7bcecnJyXLTsra2RnBwMFJSUioNZgiFQixduhQWFhaYNGkSjh8/rlDeiIiIiIiIiIiIiEhxDGaQ2ghqOgNvePToEYDXLTHeJpomWqYihw4dQnJyMkJCQqCpyV7biIiIiIiIiIiIiN4FBjNIbVTVzVRSUlK10yguLgYAmQN26+rqSiwjT05ODtavX49p06bB3Ny82nkiIiIiIiIiIiIiItkYzCC1KYVQJelUNBaGovT09AAAJSUlUvNevXolsYw8y5cvR5MmTTB37txq54eIiIiIiIiIiIiI5GMwg9RGVS0zVKF58+YAgNzcXHz88ccS83JzcyWWkSU6OhpxcXH47rvvxMsDwNOnT8X/zczMRPPmzVG3bl1VZ5+IiIiIiIiIiIjog8JgBqmNQEUtM1TB0tIShw8fRlJSEnr37i0xT9SNVZcuXeSun52dDeB16wxZ1qxZgzVr1mDPnj3o1auXinJNRERERERERERE9GFiMIPUpjYFMxwdHbFq1SoEBQVh6tSpMDQ0BPC6VcbJkydha2uLVq1aAXg9dkZOTg7q1auHZs2aAQAGDhwoc/Dw+Ph4BAQEwMPDA926deNYGkREREREREREREQqwGAGqU1ZLQpmGBkZYeHChVi+fDnc3d0xfvx4CAQCHDhwAEKhEEuXLhUvm5KSAk9PT7i5ucHX1xcA0Lp1a7Ru3Voq3aKiIgCvW3U4OTmpZ2OIiIiIiIiIiIiI/uUYzCC1qU0tMwBg/PjxMDIygr+/P9auXQttbW3Y2trC29sbFhYWNZ09IiIiIiIiIiIiIvr/NIRCYe0qYaZ/rc/bjFVJOtvvBakkHSIiIiIiIiIiIiJ6P7BlBqlNbepmioiIiIiIiIiIiIjeHwxmkNrUtm6miIiIiIiIiIiIiOj9wGAGqY1AWF7TWZBy+vRp7Nq1C+np6eIxMxYsWKDQmBlnzpxBbGwsrl27hpycHOjq6qJ169YYO3YsRo4ciTp1eHkRERERERERERERqYJmTWeAPhxlEKrkT1WCgoIwf/58FBcX4z//+Q9mz56N9PR0uLu7Iy0trdL1ly1bhj/++AO9evXC4sWLMXPmTJSWluLbb7/F3LlzweFoiIg+LB4eHjA3N6/pbNQKfn5+MDc3x+XLl2s6Kx8kBwcHODg41HQ2SMWysrJgbm6ORYsW1XRWFHLs2DGYm5vj2LFjNZ0VhajjvlWV3+CzpXrMzc3h4eFR09mg99CH9izNzMyEubk5vv3225rOilzvQx7fV+PGjUOXLl1qOhtECmHVcVIbAWpPy4yCggL4+vrC2NgYgYGBMDQ0BAC4uLjAxcUFK1euREBAQIVprF27Fj179oSGhoZ42pQpU+Dh4YFz587h/Pnz6N+//zvdDiKSLSMjA4cOHcLly5fx8OFDvHr1Cg0aNEDHjh0xePBgDB8+HLq6uuLlRYUEt2/flpumg4MDsrOzERsbC1NTU/H0Xbt24fLly8jIyEB+fj40NDRgYmKCXr16wcvLC8bGxhLpZGVlYdCgQTAxMcGZM2eqtH2nTp3ClStXcOvWLaSlpeHly5dwdXXFunXrqpSeSEJCAvbt24ekpCQ8e/YMDRo0QPv27TFlyhSZ97OrV69i27ZtSE5OxqtXr/DRRx9h9OjR8PDwgJaWVpXz4ePjg/DwcKxYsQITJ06scFkvLy/8/vvv2LJlCxwdHav8mzXl4sWLiIuLw61bt3Dr1i0UFBTAxsYGgYGBctcJCgrC9evXcevWLaSnp+Off/7BrFmz4O3tXa28XL58GZ6enpUuV9F18qET7cN58+Zh/vz5NZ2dahHdq9zc3ODr66vUuqLCn6re4+j98G8630lxZWVlOHDgAEJCQpCZmYm6devCysoKs2fPho2NjdLphYaGIiAgABkZGdDU1ETHjh0xbdo0DBw48B3knuj/eHh4ID4+/r16rxF9j8jD+/G7k5OTgxMnTojf2R88eAChUCj1bfi24uJi7NixA5GRkcjJyYGhoSHs7e3xxRdfwMzMTOHf37hxI3755Re58z/66CNER0crtU1E7ysGM0htalM3U7GxsSgsLISXl5c4kAEAxsbGcHZ2RnBwMLKysip8KPXq1UtqmpaWFpycnJCYmIjbt28zmEFUAzZv3owtW7agvLwcXbt2hZubG/T19fH3338jPj4eS5cuRWBgoMpqih45cgT6+vqws7ND48aNUVpailu3bmHv3r0IDg7GgQMH0LFjR5X8lsi2bduQlpYGfX19GBsb486dO9VOc+vWrdi0aRMaNmyIgQMHomnTpsjPz0dqaiouX74sdT+LiYnBF198AV1dXTg7O8PIyAhnz57F6tWrcfXqVfz8889Vzsu4ceMQHh6OoKCgCoMZWVlZ+OOPP9C0aVMMGDCgyr9XkwICAhAbGyvuqrCgoKDSddasWYMXL17AyMgIzZo1w/3791WaJxMTE7i5uVUrjUmTJsHFxQUtW7ZUUa6IiKimCYVCeHt7IyoqCm3btsWkSZNQUFCAkydPYvLkyfj555+VqliwZs0a7N69G8bGxhg7diwEAgEiIyMxa9YsLFu2DJMnT652niMjI6Gnp1ftdOjDs3fv3prOglyenp6oX7++1PTu3bvXQG4+DCkpKfjpp5+goaGBVq1awdDQEC9evKhwnX/++QdTp07FtWvXYGlpicGDByMnJwdRUVH47bffsH//fqVbQ9jb28POzk5qupGRkVLpEL3PGMwgtSkVlqkknaKiIoWW09fXlzsvOTkZAGBtbS01z9raGsHBwUhJSakwmCHPo0ePAACNGjVSel0iqp5ffvkFfn5+aNGiBTZt2gQrKyupZc6ePYvdu3er7DfDw8MlWnmIHD16FMuWLcPGjRuxc+dOlf0eACxevBjGxsZo3bo14uPjFapNX5GTJ09i06ZN6NWrF/z8/CSCvAAgEAgk/l1YWIhly5ZBU1NT4iV8wYIFmDJlCqKiohAREYGhQ4dWKT/29vZo06YNUlNTcfPmTXTq1EnmcsHBwRAKhRg9evR7O07RjBkz4O3tDTMzMzx8+BCDBg2qdJ0NGzbg448/homJCY4dO4bFixerNE8mJibVrtXXqFEjPgeJiP5lIiIiEBUVBWtra+zbt0/8/jNhwgRMnDgRy5YtQ48ePaTeI2S5evUqdu/ejY8++gjBwcHigrjPPvsMo0ePxpo1azBgwIAqfY+96eOPP67W+vTh+uijj2o6C3JNmTKl2tcGKcfS0hIBAQGwsLCAoaEh3N3dcfXq1QrX8ff3x7Vr1+Di4oL169dDU/N1T/+nT5/G/PnzsWTJEvz6668SvX1UpkePHpgzZ061toXofccxM0htVDVmhrW1tUJ/FREFHN7u/uXNaaJllJGbm4sjR47AyMjovezuhOh9lpWVhc2bN0NbWxs7duyQGcgAgIEDB8Lf319lvysrkAEAzs7OAF737apqPXr0QJs2bZR68ZWnvLwc69atg56eHtavXy+zAEJbW1vi36dOnUJeXh6GDh0qUZtIV1cXX375JQDI7CaptLQUAQEBGDduHGxsbGBlZYWRI0fi4MGDKC+XbL03btw4AK+DQrKUlZXh2LFj0NDQwJgxY5Tb6P+vpKQEO3bsgKurK6ysrGBjY4OJEyciMjJSatk3+6q/e/cuFixYgJ49e8LCwkKq7/OSkhJs3LgRDg4O6Ny5MxwdHbF582aUlJRIpWttbY1PPvlEqW65+vXrBxMTE+U3WI3k9Qsv6rs8Ly8Py5YtQ58+fdC5c2cMHToUISEhUulcvnwZ5ubm8PPzQ1JSEqZOnQpbW1tYW1vjs88+w/Xr15XKV3l5OQIDAzF69GhYW1uja9euGD16NA4dOiR1DlY2PsHb/dgvWrRIHFjcvHkzzM3NxX/V6YN/0aJFMDc3x4MHD7Bnzx44OTmhS5cu6NevH3744QcUFhYqnJai57yfn584sBYaGiqxLRW1ahMdr+zsbGRnZ0ust2jRIhQUFMDKygqOjo5yxxb7/PPPYW5ujhs3bgCQPA4ZGRmYM2cOunfvjq5du8Ld3R0XLlyQm5/w8HB4eHjAzs4OXbp0gbOzM7Zu3SrzWqwJjx49wubNmzFhwgT07t0bnTt3Rp8+feDj44OMjIwK11V0X5SUlGD//v1wc3ODnZ0drKys4ODggNmzZ+P333+vct6VPd8vXboEDw8PWFtbw8bGBjNnzpS5jW+e7wcOHICrqyssLS2lxjyIi4vDjBkzYG9vL77PrlmzBs+fP5dKMy0tDV999ZX4ntyjRw+4ublh1apVUsF6kVOnTmHMmDGwsrJC9+7d4e3tLffb4N69e/jmm2/Qt29f8TH85ptvcO/evcp2o4SIiAiMGjUKlpaW6NmzJ77++usqfY+8S6Jn+4IFCyTefywtLeHi4oK8vDxERUUplNbhw4cBALNmzZKoUWxqaoqJEyeipKREJa1oZY2Z8eYzSplj/ezZM2zcuBHDhg2DlZUVbG1tMXz4cKxbt07hCncVSUlJwYIFCyTOpWnTpkncoxV9H1HmvCwsLMSWLVswbNgw2NjYwNraGo6OjliwYIH4XiwSGxuLKVOmiJ/fffr0weTJkyvtormqvwe8roj4xRdfiO+T/fv3x/Lly6t8nET7MD4+HgAk7l9vnivyxsyo6vtjVlYWvL29YW9vjy5dumDUqFE4e/aswvtNWbKeMX379lXoGfOmJ0+eYPXq1RgyZAi6du2Kbt26wcnJCYsXL0ZWVpbU8r/99humT58ucX/+8ccflXpfqYpHjx5hxYoVGDhwIDp37oyePXti/vz5SE1Nlbn88+fP8f3336Nv377id4S9e/fi3r17MsflaNmyJbp166ZQsBZ43ZLtyJEj0NDQwNdffy0OZADAp59+Cmtra6SnpyMxMbHqG12Bo0ePYu7cuXBwcECXLl1ga2sr9zyVp7y8HEFBQRg3bhzs7e1haWmJAQMGYPr06Th9+rTU8tnZ2Vi+fLn4eWtvb4+5c+fKPQZEVfV+VmOk95JARS0zVKG4uBgAoKOjIzVP9GIuWkZRL1++xJw5c1BYWAg/Pz80aNCg+hklIoUdO3YMAoEAQ4cORfv27StcVta1r2qivuJr+6CdV69eRVZWFoYMGYL69evj3LlzSE9Ph66uLiwtLWUGhy9dugQA6Nu3r9Q8Ozs76OnpISkpCSUlJeJ9LRAIMGvWLFy4cAFt27bFsGHDoKuri8uXL2PlypVITk7G2rVrxem4ublh48aNCA8Px6JFi6S6iDh//jwePXqE3r17o1WrVkpvd0lJCT777DPEx8fDzMwMEydOxD///IOoqCh4e3uLC7/edv/+fYwbNw5t2rSBq6sr/vnnH6mPmi+//BLXr1+Hk5MT6tSpg9jYWPj5+eHGjRvYtm2bSoJQ77Pnz5/D3d0dOjo6GDJkCF69eoWoqCgsWbIEmpqaMru4Sk5Oxvbt29GrVy9MmjQJmZmZiI6OxpUrV7B7925069ZNod/++uuvER4ejhYtWmDMmDHQ0NBATEwM/ve//yExMRHr16+v8naJKjGEhoaie/fuEl09qCL49MMPPyAhIQHOzs6oV68eLly4gH379iEhIQGBgYFyA6siypzz3bt3h6enJ/bv3w8LCwuJChodOnSQ+xsmJiaYN28e9u3bB+B1zdE31zMyMoKLiwuOHTuG33//Hb1795ZYPzc3F3FxcejUqSwOYfIAACAASURBVBM6d+4sMS8rKwsTJkzAJ598gvHjx+PJkyeIjIzEjBkzsH79eri4uEgsv2TJEoSEhMDY2BiDBw9G/fr1ce3aNWzatAl//PEH9uzZU+MtuhISErBz507Y29vj008/hb6+PjIzMxEVFYUzZ84gMDAQFhYWUuspsy8WL16M8PBwtG/fHiNGjEDdunXx+PFjJCYmIi4uTma3qYpQ5nw/d+4cYmNj0bdvX0yYMAEZGRn47bffcP36dURERMhsxbVq1SokJCSgf//+6N+/v0TAd/PmzeJ37QEDBqBRo0ZIT0/H7t27cf78eRw5ckR8X05LS8O4ceOgoaEBBwcHmJqaorCwEPfv30dgYCAWLFggFbA/dOgQzpw5AwcHB9jZ2SElJQWRkZFIS0vDiRMnJN4hUlJS4OXlhZcvX8LBwQHt2rXDnTt3EBYWhtjYWOzdu1ehLkT27t2L1atXo379+hg5cqT4Gnd3d1e44OxdKykpQVJSEvT09GTec/v164cTJ07g0qVLGD16dKXpVfQu0a9fP2zduhWXLl3CF198Uf3My6HMsX7w4AGmTJmC7OxsdOrUCe7u7igvL8e9e/ewd+9eTJgwocKeASpz9OhR/Pe//4WmpiYcHBzQpk0bPH36FDdu3EBgYKDUPa6i9xFlzkuhUIjp06cjKSkJ1tbWGDt2LLS0tJCbm4v4+Hh069ZNfD8+cuQIli9fjqZNm2LgwIFo2LAhnj59itu3b+PYsWOYNGlSpdupzO8BQEhICJYtWwYdHR04ODjA2NgYmZmZCAoKwpkzZ3D06FGJLi0VOU7169fHvHnzEBoaiuzsbMybN0+8fmXP66q+P2ZnZ2Ps2LFo1aoVRowYgYKCAkRGRmLOnDnYs2cPevToUem+U9alS5ewa9cu2Nvbo0OHDtDT00NmZiZOnTqFs2fP4vDhw5V+MxUVFWHChAnIzs5G79694eDggPLycuTk5CA6OhrOzs4SLUQ2bdqErVu3okGDBuJz5Pbt2/D390dcXJzEeKWqdP/+fUycOBFPnjxBr169MGzYMHF3TufOncPmzZsluswtLi6Gp6cnbt26hU6dOmHEiBF4/vw5tmzZgitXrqgkT3fu3MGjR4/Qrl07md2u9u3bF0lJSbh06ZLC77HKWLZsGbp06QJ7e3s0adIE+fn5OHfuHLy9vZGZmYnZs2dXmsaaNWuwd+9etG7dGkOHDoWBgQGePHmC5ORknD59Gp9++ql42eTkZEyfPh2FhYXo27cvhgwZgry8PERHR+P8+fPYsWMHevbsqfLtpA8TgxmkNqUqGjMjKSmp2mmICsVk1cx79eqVxDKKePnyJWbOnInU1FQsW7YMgwcPrnYeiUg5olot1XlJ8vPzkztPVm3PNwUFBSE3NxdFRUVIT0/H77//DhMTE/j4+FQ5P+ogqgHXpEkTuLm5IT09XWK+nZ0dfv75Z4nCprt37wIA2rRpI5VenTp1YGpqij///BMPHjwQd+/wyy+/4MKFC5g8eTKWLFkiLpgqKyvDsmXLEBISgiFDhogLyBo1agRHR0ecPHkSJ0+exKhRoyR+R9RiQ9SCQ1l79uxBfHw8+vXrh23btokLNefNm4exY8di+/btGDBggNRgpomJifj8889lfqiK3LlzBxEREeKapt7e3vD09MTZs2dx4sQJjBw5skp5Vpfs7Gy514KZmVmVuw8TSUtLw5gxY/Ddd9+Jz4OpU6di+PDh2Llzp8xgRlxcnFT/6TExMZg7dy6WLFmCU6dOSdR4kyU8PBzh4eHo2LEjDh48CAMDAwCvaxhPnjwZ4eHhGDBgAFxdXau0XY6OjqhXr564cFfVA3BevXoVx48fFxe0+Pj44Msvv8Tp06exa9cuzJ07t8L1lTnn7e3tYWJigv3796NDhw4Kb4upqSnmz5+P0NBQAJC53sSJE3Hs2DEcOXJEKpgRFBSEsrIyTJgwQWq9K1euYNq0aVi4cKF42qRJkzBhwgSsWLEC/fr1ExeQHDt2DCEhIRg8eDDWrVuHunXritfx8/PD5s2bERAQIBFskefWrVuIiYlRaPtFpkyZIrMv87f16NEDFy9elCrYSUtLg7u7O9atW4ddu3ZJrafovnjx4gUiIiLQqVMnBAUFSbUAy8/PV2q73qTM+R4TEwN/f3+J5/P69euxY8cOhISEYMaMGVLr3Lx5E6GhoVLB6kuXLsHPzw/W1tbYsWOHxH4Wdbv3888/Y8mSJQCA48eP49WrV9iyZYtUq+mCggKZ7/txcXEIDg6WqIzg4+OD8PBwxMTEiAuVhUIhFi5ciMLCQqxduxbDhw8XLx8ZGQlvb298/fXXiIyMrPD+lJWVhXXr1sHIyAjHjh0TFwy+eY0rIyYmBrdu3VJ4+Xr16mHq1KmVLpeZmYmysjK0atVKZiCwdevWAKBQi5SioiI8evQI+vr6aNasWbXSqg5FjzXwOhienZ2Nr776Cp9//rlEOnl5eeJnSlX89ddf+N///gdDQ0MEBATgk08+kZifm5srtY689xFlz8v09HQkJSXB0dERW7ZskUirvLxcYkyAI0eOQFtbGydOnEDjxo2l9oEilPm9u3fvYsWKFTAxMcHBgwfRvHlz8bw//vgD06ZNw6pVqyTSUeQ46erqYv78+YiPj0d2drZSz+uqvj/Gx8dj/vz5EoGTYcOGYfr06fD391c6mLFv3z6p58zb13Lv3r1x8eJFqXMzNTUVEydOxIYNGyocUBoALl68iKysLKlnDvC6LOXN8pSLFy9i69atsLW1xfbt21GvXj3xvKCgICxduhRbtmyRSkcVli1bhidPnsDHxwczZ84UT3d3d4eHhwcWLlyIs2fPiu/5O3fuxK1bt+Dq6oq1a9eKKxp9/vnnUt8cVVXR99Kb00XLKerSpUsoK5OuKDx69GiJoEl0dLRUV2mvXr2Cl5cXtmzZgnHjxkldx287evQoTExMEBYWJlVp5s1rvqSkBAsWLEBJSQkOHTokURnuyy+/xJgxY7B48WJER0dLVSAgqgoGM0htSqGaYEZ1aryIiF6EcnNzpfpRFb0svvmyVJHCwkLMmDEDSUlJWLFiBdzd3audPyJS3pMnTwAofu3Ksnnz5iqvGxQUJB6PBwC6dOmC9evXiz/Ia6unT58CeN3dg6mpKfbu3QtLS0vk5OTA19cXFy5cwJdffokDBw6I1xE1E3/zI+VNooI5UQCovLwcBw8eRNOmTbF48WKJAjUtLS0sWrQIx44dQ1hYmERh0/jx43Hy5EkEBQVJfFg8fvwY58+fR5MmTRQaY0KWkJAQaGhoYNGiRRKFMo0bN8bs2bOxdOlSBAUFSX2MNmnSROJDVJbZs2dLdJmhq6uLr776Cp6enggJCXkvghnyroVBgwZVO5ihp6cndR60a9cONjY2uHLlCgoLC6UKd1u3bi01GLyjoyO6d++O+Ph4JCQkVDropagbKx8fH4kPe319fXz99deYOnUqgoKCqhzMeNc8PT0laoxqamrim2++QUxMDEJCQioNZlT1nFe1Ll26oHPnzoiNjcWTJ0/QtGlTAK8Dm8HBwTAwMJB5jtWrV09qG7t06QJXV1eEhoYiOjpaHAjbv38/6tSpgx9++EEikAEAc+bMwcGDBxEWFqZwMEPZZ4Obm5tCwQx5hQgWFhawt7fHxYsXIRAIpD78Fd0XGhoaEAqF0NHRkVmY3rBhQyW2qupcXFykKhqMGzcOO3bskNtV3PTp02W2uhM9i1auXCm1j0eNGoX9+/cjLCxMHMwQefs8AOQPlvp2F3IAMHbsWISHh+P69eviAu6rV6/izp07sLa2ligwBl5v88GDB5GYmIjExESZg7WKhIWFQSAQYPLkyRI1nN+8xt/uBq8iMTEx4oCiIkxMTBQKZogKmeXVqha9E1RW+ePNtOS9RyiTVnUoeqxv3LiBpKQkdOjQQWbwrbpjRAUGBqK0tBRz5syRCmQAsrtGlvc+UtXzUtY1oqmpKXWd1KlTR2YwS9l9oMjvBQYGQiAQ4Ntvv5V6v+/ZsyccHBxw9uxZ8XvDuz5OQNWfpSYmJlI14fv27YuWLVsiJSVF6Xzs379fatrb13KTJk1krtuxY0fY2dnhjz/+QFlZmUJdnco6Xjo6OhKtl0T35++//17q2h47dqz4/qzqYEZWVhYuXboEU1NTTJs2TWJet27d4OzsjIiICMTExIjf8Y4fPw4tLS34+PhItJg2MTGBh4dHhRXcFKXo91Jlg4i/7fLlyzK7c+zZs6dEMEPWmC+6urpwd3dHYmIiLl++LNXi602i7kC1tbVlvkO8eT3FxMQgJycHs2fPlmrV37JlS0ydOhXr169HQkICW2eQSjCYQWqjqgHAVcHS0hKHDx9GUlKSVK1AUcsPRZqEv3jxAtOnT0dKSgq+//77KvfbTkTVJ3rhqk4XPrdv35Y7z8HBAdnZ2XLni1oK5OfnIzU1FRs3bsSoUaOwceNG9OvXr8p5qq6srCyZhRqiWmiimj1CoRA///yzuEuTTz75BFu2bMGQIUMQHx8v7g5AGaJjcffuXTx79gxt2rTBtm3bZC5bt25d3LlzR2Jajx498NFHH+Hq1avIyMgQB5+PHTuG0tJSuLm5Val2T2FhITIzM9G8eXOZA4OKasfJqtlqYWFRaTdlsgrVu3Xrhjp16ihVW7amdO/eXSJ4pWqtW7eWWRgmKqx58eKF1HxbW1uZH1KiYEZqamqlwYzU1FRoamrKXM7Ozg5aWlq1+vjIynerVq3QokULZGdn4/nz53IL0Ktzzr8LEydOFHcDNWvWLACv+9jOzc2Fu7u7zBrOHTt2lHnedO/eHaGhoUhNTYWbmxuKi4uRlpaGhg0biru7epuOjo7C/YWPGjVKZbU0ZTl37hwOHz6MGzduID8/H6WlpRLz8/PzpWquK7ovDA0NMXDgQJw9exYjRozAp59+im7dusHKykqpFsjV9XaXYQDQokULAK9bR8hiaWkpc/q1a9egra2NU6dO4dSpU1LzBQIB8vLykJ+fj4YNG8LFxQX79+/H3LlzMWTIEPTq1Qs2NjYVDuwr6xtAVn5FfYDb29vLTKdHjx5ITExEampqhcEMUTqylnnzGleUr68vfH19FV5eVVTxHva2d90to6LHWlRZpU+fPpW2AqyKa9euAZDd5ZY88t5HlD0v27Vrhw4dOiA8PBzZ2dkYNGgQbG1t0blzZ6n0XV1d4evri6FDh8LFxQXdu3eHjY2NVJBAVuugDh06wNHRUanfE+2X+Ph4mYHPp0+foqysDPfu3UPnzp3f+XGq7vujrKCBsbGxeDuVERsbq9AA4LGxsThy5Ahu3ryJZ8+eST1jCgoKKgzy2Nvbo2nTpti2bRuuX7+O/v37w8bGBh06dJDax0lJSdDR0UFERITMtEpLS/HkyRO8ePFCbgF/VYj2t52dncxAW48ePRAREYHU1FS4urqioKAA2dnZMDU1FV/vb7K1tVVZ3hSh7H3uyy+/VGgA8AcPHmDXrl24dOkScnNz8c8//0jMf/z4caX5GjZsGI4ePYphw4bByckJ3bp1g7W1tdQ7iKgM7cGDBzIDQaJ3rjt37jCYQSrBYAapTWl57QlmODo6YtWqVQgKCsLUqVPFN+Pc3FycPHkStra24tpgxcXFyMnJQb169SQ+Jl+8eIFp06bh5s2bWL16da2vaUv0b9esWTPcuXNHZlN8dWrYsCF69+4tHkhO1KxZVo0mdZBXy14UzBDVgGvVqpVU3+x169ZFnz59EBwcjJSUFHEwo7KaRG/XRHr27BmA191FVFTD+eXLlxL/1tDQwNixY7F+/XoEBQVh0aJFEAqF4lpxY8eOrXjj5RDlT1Qj/G2ie72sGqHyarlVtoyWlhYaNGggbgnzIZNX4C76AJXVdF7efhdNV2RQyRcvXsDIyEhm4U+dOnXEfX/XVvJq8Tdp0gTZ2dl48eJFhcEMoGrn/LswdOhQrFmzBkePHsXMmTOhqamJI0eOAIDMLqYAxc+B58+fQygUIi8vr1qt7dRh//79WLVqFYyMjNCrVy+0aNECenp64rFc0tLSZHaJqsz18NNPP2Hnzp0IDw8XFzDo6upiyJAhWLhwoUL3tOqSdV6Krnd5LQ7k5UtUGFfZsS0qKkLDhg1haWmJgIAA/PLLL4iKisKJEycAAG3btsW8efMwbNgwqXVlFbKJCiHfzK/oGSirmyTg/663ymrdiuZXdFyVCWa8K6L9Iu9+W1ktZFlpyds3lbXcUBVFj7Xo3lid1r8VEW2vMunLO1+UPS+1tLSwb98+bNmyBVFRUVi3bh0AwMDAAG5ubvjqq6/EAWYvLy80bNgQhw4dwoEDB7Bv3z5oaGjAzs4O33zzjTg4JKt1kJubGxwdHZX6PdH7o7+/f4X7QjT4+rs+TtV5llb07qNMyytl7NmzB76+vmjQoIG41n7dunWhoaGB06dPIz09XeYz5k3169fH0aNH4efnh7NnzyIuLg7A61r5kyZNwqxZs8T384KCAgiFQoXuz6q8tkXnsrzj8vY5X9k9t7KulxSl6PfSuxhD5M6dOxg/fjwKCwthZ2eHvn37wtDQEFpaWsjMzERYWFilxx4Ali9fjjZt2uD48ePiLsm0tbUxYMAALFq0SBxQE12r4eHhFab39rceUVUxmEFqU6aibqZUwcjICAsXLsTy5cvh7u6O8ePHQyAQ4MCBAxAKhVi6dKl42ZSUFHh6esLNzU2iltPUqVNx48YNDBo0CBoaGuKPIxFzc3OZgzYS0btha2uLS5cu4dKlS1Uu5Fal+vXro2vXroiJicGff/6pUGuvd8He3r7CFidt27YFIL/AQPTxJRpPSLTOjRs3xDXh3lRaWoqsrCzUqVNHHBQWpT148GClCxdHjRqFn3/+GcePH8dXX32FxMRE3L9/Hz169KhyF16ij4a///5b5nxRTSVZ+0SR2lN///231EB/ZWVlePbsWa0ZyPV9I+9YiaYrsl/r1auHgoICmd32lJaWIj8/XyIdUY3Dt2sxiqir4F/k6dOnMDMzk5ou2gcVFQxU55x/F+rWrQs3Nzfs3bsXFy5cQPv27REXFwcrKyu5706KngOi/3bs2FGprnbkeVdjZpSWlsLPzw9NmzbFsWPHpAoeK6qpq8z1ULduXcyfPx/z58/Hw4cPceXKFYSGhuLXX39FdnY2Dh06pOhmqZW8e62hoSGEQiHi4+MVTsva2hrbt29HSUkJbty4gbi4OBw8eBA+Pj5o1KhRlQdBF10vom4u3yaaXtn9SZTO33//LbOLIXnHW553NWZG69atoaWlhQcPHqC0tFSqBnRmZiYA+f3Dv0lfXx/NmzfHo0eP8PjxY6nzX5m01EF0PT969OidpC86Bx49eqTwe4K8a6Qq56WRkRGWLFmCJUuWIDMzE/Hx8Thy5AgOHjyI58+fY+3ateJlR44ciZEjR+L58+dISkpCdHQ0QkJCMH36dERGRqJx48aVtg5S9PdEeUxMTFRov7zr41TbnqUVEQgE8PPzQ7NmzRAaGipVcJ+QkKBwWi1btsTq1atRXl6Ov/76C5cuXUJAQIA4QC7q7szQ0BDa2tr4448/VLchCnjzHiqL6JwXLVfZ8qqq2CL6xpI39o9oumg5VfL398fz58+xYcMGqa47Q0JCEBYWplA62tra+Oyzz/DZZ5/h77//RkJCAsLCwhAdHY2MjAyEhYWhTp064n3q7++PPn36qHx7iN7GYAapjaAWtcwAXvfFbmRkBH9/f6xduxba2tqwtbWFt7e3QkEI0aC5sbGxiI2NlZo/b948BjOI1GjUqFHYsWMHoqKiMHv2bLRr107usiUlJZV2FaQKoo8pWU2eawtR90eZmZky98uff/4JABJ99ffo0QNhYWGIi4uTqtV65coVFBcXw87OTpyWmZkZ6tevj2vXrsksSK5IkyZN4ODggKioKMTExIgLFcePH1+l7QVef2x99NFHePDgAe7duydVWCLqh7Zjx45VSj8+Pl6qtV5CQgJKS0vRoUOHKqX5obt69SrKy8ulujQQFWgqcqw6dOiAP/74Q2Z/vVeuXEFZWZlEOqJCEVmtvQoLC2V+nL45sL2qxcfHS3VD8+DBAzx8+BAmJiYVFp5X5ZyvzrZoampCIBBUuIy7uzv27duHI0eOwMLCAmVlZRVe16mpqTLHU3n7HDAwMMAnn3yCP//8E8+ePUODBg2Uzv+b3tWYGfn5+Xj+/Dk+/fRTqYLcly9f4ubNm3LXVXRfvK1FixYYPnw4hg0bBmdnZyQmJoq7Y6qKd3m+y9O1a1ecO3cOf/75p8yC/4ro6OjAxsYGNjY2aN26NRYuXIjY2NgqBzNE93N5gRXR9E6dOlWYTseOHXH69GlcuXJF6t4kusaV8a7GzNDR0YG1tTUSEhKQkJAgNWDx+fPnAUDhgYx79OiBEydOIC4uDqNHj65WWu+alZUVAODChQv46quvVN6FUdeuXcWBNlndFymjuudl69at0bp1a7i6uqJnz54yv3OB18/I/v37o3///igvL0dISAgSEhIwZMgQpfJb0e917doVN2/eREJCAgYMGFBpWsoeJ9F8RceNeNfvj6r09OlTvHz5Ev369ZMKZBQWFlapW0lNTU20b98e7du3x8CBA+Ho6IiYmBhxMMPKygoXLlzAnTt3ZFa+eFdE53xCQoLMY/n2cTEyMkLLli3x8OFDPHz4UKqrqcTERJXky8zMDM2bN0dGRgZycnKkKjqJWrm8i/vc/fv3oaGhgcGDB0vNu3LlSpXSbNKkCZycnODk5IQJEyYgKSkJd+/exSeffAIrKysEBAQgISGBwQxSC9V3JEgkR6mwTCV/quTk5CQetDchIQHbt2+XCkCIajW/Xbvk9u3bFf6JunAhIvUwNTXFvHnzIBAIMHPmTLmDip4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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 (0.4773422787297932-4.632620371268753e-17j)\n", "Plotting data (No filename), pType=a, thres=0.00047734227872979316, 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" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 0.6794197150408198\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" ] }, { "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: 2017-10-26 01:06:39.062 (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 22:28:57 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 22:28:57 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 22:28:57 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_09-07-45\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 11 ioinzation (Iodine 3d, E), 1 - 60 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3660702. URL: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb11_E.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{CH3I wavefn test run, orb 11 ioinzation (Iodine 3d, E), 1 - 60 eV,\n", " title = {ePSproc: CH3I wavefn test run, orb 11 ioinzation (Iodine 3d, E), 1 - 60 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3660702},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb11_E.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.3660702.svg)](http://dx.doi.org/10.5281/zenodo.3660702) [![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 }