{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3706979.svg)](http://dx.doi.org/10.5281/zenodo.3706979) [![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: Ethylene (C2H4), orb 8 (HOMO) ionization (B3u), wavefn run, 1.0:2.5:100.0\n", "\n", "- *electronic structure input*: ethylene_geom_cc-pVDZ_D2h.molden\n", "- *ePS output file*: C2H4_1.0-100.0eV_orb8_B3u.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.html\n", "- Dataset: https://zenodo.org/record/3706979\n", "- DOI (dataset): [10.5281/zenodo.3706979](http://dx.doi.org/10.5281/zenodo.3706979)\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 ethylene, batch C2H4_1.0-100.0eV, orbital orb8_B3u\n", "- Ethylene, HOMO ioinzation (B3u), wavefn run, 0.5:1:10.5, sph grid\n", "- E=1.0:2.5:100.0 (40 points)\n", "- Fri Feb 16 14:50:33 EST 2018" ] }, { "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 ethylene, batch C2H4_1.0-100.0eV, orbital orb8_B3u\n", " Ethylene, HOMO ioinzation (B3u), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Fri Feb 16 14:50:33 EST 2018\n", "\n", "*** Found orbitals\n", "1 1 Ene = -11.2385 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2367 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -1.0395 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -0.7933 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -0.6450 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -0.5904 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -0.5055 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -0.3793 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 0.6612580000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.6612580000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 -1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 -1.2277770000\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/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 120 DumpIdy segments.\n", "Found 120 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 120 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 ethylene, batch C2H4_1.0-100.0eV, orbital orb8_B3u\n", " Ethylene, HOMO ioinzation (B3u), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Fri Feb 16 14:50:33 EST 2018\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/ethylene/electronic_structure/ethylene_geom_cc-pVDZ_D2h.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2]\n", "Final state occ:\t\t [2 2 2 2 2 2 2 1]\n", "IPot (input vertical IP, eV):\t\t 10.51\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 1]\n", "Ionizing orb sym:\t\t ['B3U']\n", "Orb energy (eV):\t\t [-10.32127872]\n", "Orb energy (H):\t\t\t [-0.3793]\n", "Orb energy (cm^-1):\t\t [-83246.72768084]\n", "Threshold wavelength (nm):\t 120.12484188374656\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", "text/plain": [ "
" ] }, "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 C2H4_1.0-100.0eV_orb8_B3u.inp.out, pType=a, thres=0.8120581820498759, 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 C2H4_1.0-100.0eV_orb8_B3u.inp.out, pType=phaseUW, thres=0.8120581820498759, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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1KlJTU5Xee/z4MQCgTp0677pYRKLi4uLg6+uL8PBwJCcnIycnBzVr1kTbtm3Rp08fDB48GFWqVAEAPH/+HOfOncPFixcRGxuL1NRUGBgYoHXr1hg2bBiGDx8OPT3FvgPh4eEYP348HBwcsHfvXtEyJCYmolevXjA3N8f58+eLLO/WrVuxadMmAFBIS6iply9f4tChQ7h79y7u3r2L+Ph4SKXSUq3zwoUL8PT0xJ07d5Cfn49WrVph7NixcHV11Wg9EokEvr6+iImJwZ07dxAXFweJRIKVK1di5MiRRX7W398fPj4+iIuLg56eHtq2bYvJkyejZ8+eostLpVLs3bsXR48excOHD2FkZIT27dtj5syZsLOz06jcJdm+OvLz8+Hs7Izk5GScPHkSrVq1Urnsmzdv8PHHH+PNmzf466+/dLKulUqlOHnyJA4cOICHDx8iKysLDRo0gJ2dHSZPnowPPvigROuVn4tvMzIyQuPGjdGzZ09MmTIFNWvWVHj/6tWrwrny9OlTZGdno169emjdujUmTJgAJyenEpWHirZ48WL4+/sjKCgIjRs3Lu/ilMrmzZuxZcsWeHt7o3Pnzmp/Tn7MzpkzB3Pnzi3DEtL75tWrV/jll1/Qs2dP2NjYlHdxSIsqVaqEuXPnYvbs2QgICEDfvn1LvU7WNf9N2rwHTktLw65duxAcHIykpCQYGhrC3Nwc/fv3h5ubG0xMTBSWv3HjBs6ePSs8hzx79gxmZmYIDg7W5lckEiV/9nZ1dcXatWvLuzhFUvX8UpT34d65vPj6+uLOnTu4c+cO/vnnH+Tm5mLBggWYNm1akZ8LDAyEl5cX7t27B5lMBktLS4wfPx79+/dXe9uxsbEYNGhQkcscOXIE1tbWaq9TFzB4QzpFm2nTypuRkRH69esHPz8/pYcKHx8fAECPHj3KqXRE/2/Lli3YunUr8vPz0aFDB7i6usLY2BjPnj1DREQEli5div379ws9tgICAvD999+jXr166Ny5Mxo1aoRnz57h7NmzWLp0KUJCQvDrr7+iUqVKZVLe27dvY9u2bTA2NkZ2dnap1pWUlIT169cDABo0aIBatWrh2bNnJV7fvn378OOPP6JmzZoYPHgwDAwMEBgYiMWLFyM2NhaLFi1Se12vX7/G6tWrARSM4Ktbty6Sk5OL/dy6devg6emJBg0aYOTIkZBIJDh16hRmzJiB7777Du7u7grLy2QyzJ8/H4GBgbCwsMCnn36KjIwMnD59Gu7u7ti0aRN69+6tdrk13b669PT0MHz4cGzZsgWHDx/GkiVLVC57+vRpZGZmwsXFRScDNwCwYMECnD59Gg0aNECfPn1QrVo1xMbGwt/fHydOnMDvv/9eqoCJubm5EFCUyWR4/vw5QkJC8Pvvv+Ps2bPw8/NDtWrVhOXDwsIQFhaG9u3bw9HREVWrVsXjx49x/vx5XLhwATNnzsS8efNK/b1V8fLyKrN1E9H7ae/evXj69GmxjQ2km3r37o2WLVvif//7H1xcXMrsvpPeX9q8B05MTMSoUaOQlpYGBwcHdO3aFbm5uQgNDcX69evxxx9/4NChQ0JqdQA4ceIEvL29YWBggBYtWpTqGUSVPn36oH379kLmDyJ12djY4NSpU6hVq1Z5FwXm5uaYM2eOwmsvX76Et7c3TE1NMWHCBKXPVK9e/V0V772zcuVKSKVS1KpVC/Xr10diYmKxn/Hw8MCGDRtQp04duLq6olKlSggICMD8+fMRFxencaeI2rVrqxxd+z7WZwzekE6RvkcjbwBg/vz5uHz5Mr766iv8/fffaNasGSIiInDq1ClYWVkxjQ6Vu+3bt2Pz5s1o2LAhfv31V7Rv315pGflIErnmzZtj27Zt6NGjh8IImy+//BIjR45EYGAgzpw5AxcXF62XNycnBwsXLkS7du3QtGlTHD9+vFTra9SoEby8vGBlZYWaNWsKvdxLIjExEevWrUPNmjVx9OhRoafP7NmzMWLECHh6euKTTz5Re/izkZERPDw8YGVlhfr16wu91osSFRUFT09PNG3aFEeOHEGNGjUAAJ999hmGDx+OdevWoUePHgq9kE6ePInAwEDY2tpiz549wggrNzc3jB07Ft999x0cHR2Vegtqa/uaGDFiBLZt24bjx49jwYIFMDQ0FF3u8OHDAIDRo0eXaDvl7caNGzh9+jQ++OADHD58GFWrVhXeO3r0KL755hts27at1MGbt2+ic3Nz4ebmhtu3byMwMFBIAwoA06ZNE73pTk1NhaurK3bs2IGxY8eW2c1006ZNy2S9RPR+kkqlOHDgAJo3b16iEaSkG4YOHYoNGzbgypUrJR4xTf9d2rwH3rVrF9LS0jB37lyFRmapVIrJkycjLCwMAQEBGDp0qPDesGHD4OrqilatWsHQ0LBM0smZmprC1NRU6+ul91/VqlXRsmXL8i4GAKBx48ZKzyGJiYnw9vZG9erVOVpSy3777TdYWlqiYcOGQufUosTFxeHXX39F3bp14efnBzMzMwDAzJkz4erqit9++w19+vRBmzZt1C5DnTp1/lP7lXPekE7Jk+Vr7a8iqF+/Pg4dOoTBgwfjxIkTWLVqFa5fv45JkyZh3759Cg1yRO9aYmIitmzZAgMDA3h4eIgGbgCgZ8+e2LVrl/BvJycnODs7K6VGq1evHtzc3AAAERERZVLmDRs2IDExEWvWrFHafknUqFEDTk5OSimiSuLo0aPIzc3Fp59+qhCcqFGjBqZPnw4AOHDggNrrMzQ0RPfu3TVqDJevf8aMGULgBCi44R07dixyc3OVcl7v378fADBv3jzhoRUo6G3Vv39/pKenIzAwsMy2DwAvXrzAhg0b0K9fP9jY2MDe3h4TJkxAaGiownINGzZE165dhdR9YuLi4hAZGYnGjRuXuCHnyZMnWLFiBZydndGuXTs4Ojpizpw5uHXrltKyhXOJBwcHY9y4cbC3txd9AE9NTcXXX38NJycn2NjYYNiwYThx4oTScvLeTfIRLoX16tULQEH6Qm0zNDSEg4MDACA9PV3hvcLHRmFmZmawtbVFfn4+EhISFN4raq6fxYsXw9LSUq2eXID4nDeFf/uwsDCMGzcOtra2sLOzw7Rp0xAXF6dyuwkJCdi9ezf69u0La2trdOvWDatXr0ZWVpZa5ZHT5Fgpam4AsblHLC0thWByr169YGlpCUtLy1LP/SPfL+oej0WJj4/HwoUL0bVrV7Rr1w4ff/wxFi5ciPj4eIXlnJ2dheDz+PHjhe9SXEPV4sWLhTQZW7ZsUfhceHg49u/fD0tLS5WB7adPn+LDDz9USL9QeD/4+/tj6NChsLGxgZOTE5YsWYKnT5+Krkvdeqo8yc+TzMxM/PDDD+jatSusra3Rv39/eHt7QyaTqfxsYmIi5s+fj86dO8Pa2hrDhg3DhQsXlJbLzMzEzp07MX78eHTr1k047mfMmIG///5bdN3Xrl3DjBkzhOU/+ugjjBo1SnS/vX79Gjt27MCQIUPQoUMH2NraYvTo0fjzzz81+i0uXbqE5ORk9OvXT/S7FjXXj9icHIVz/9+9exfTpk1Dx44d0b59e7i7uyMqKkph+QMHDsDS0hKHDh1SeF0+B0/79u2Rm5ur8N6IESNgbW2NN2/eKJXzwYMHmDdvHpycnNCmTRuhHrl16xZWrlyJwYMHw8HBAdbW1vjkk0+wdu1a0bk1C9ebFy9ehJubGzp06IBOnTrh888/Vzp3gZLXmykpKfjhhx/Qq1cvtGvXDp07d8aMGTNUzj/07NkzfPPNN+jSpQtsbGwwZMiQYjvUDBgwQPhdS6O4uuZtJbnm7N27F4MGDYKNjY3StTEkJARTp05F586d0a5dO/Tu3Rvr1q3Dy5cvldYZExODL7/8UuG64+rqilWrVkEikYh+v4CAAIwYMQLt27eHg4MD5s+fL5raG1C/Xi/OyZMnMWzYMKF+/frrr1Vus7xo8x5Yfg/09jVaX19fyLbx9r2VlZUV2rZtq7IzkjaomvNGfr14/fq10LmqXbt26NOnDzw8PFReL27cuIF58+YpHB+TJ0/GqVOnSl1WqVSK/fv3w83NDfb29rCxsUGfPn3w7bffKhx/ha/jJ06cwMiRI2Fra6v02586dQqffvqpsK5BgwZhx44dSnUvoP55lZWVha1bt2LgwIGws7ODra0tevfujXnz5one+6miyXmcl5cHHx8fjBo1CnZ2dmjfvj2GDh2Kffv2IT9fvN2ruP20efNm4ZnC399foc6THytFzXmjST1ReH9pUhdpw6tXr2BpaYnp06cjOTkZixYtwscffwwrKysEBAQAKHpumX379sHS0lJYtrDExEQsW7ZM2IedO3fGnDlzcPfu3TL7PkDBeeLt7Q1XV1fhPmnUqFFFXgcPHz6MwYMHw9raGh999BGWLFmC9PR0ld+9R48ewhze6jh06BDy8vIwadIkIXADFARgpkyZgvz8fBw8eFCzL6qmqKgofP/99xg4cCA6duwIa2tr9O3bFxs2bMCrV6/UXs+NGzcwd+5coS50cnLC8OHD8dNPPyktm5ubCy8vL+H369ChA4YPHy50IC0JjrwhnSKRScu7CFpnZmYmpD4iqkj8/PwgkUgwYMAAtG7dushl1X2oqFy54LKjr69f6vK9LSwsDN7e3liyZAksLCy0vv7SCgsLAwB07dpV6b1u3bopLFNeZfjtt98QFhaGzz//HEDBjUd0dDSqVq2Kjh07in7m+PHjCAsLw/Dhw7W+faAgdd24ceOQlJSEjh07omvXrnj9+jUuXLiAKVOm4IcffsCoUaOE5UeOHImLFy/i8OHDovlz5TeuI0eOLFEKlYSEBIwdOxZPnjyBo6MjBgwYgOTkZAQEBODixYvYvHmz6Nw9gYGBCAkJQbdu3eDm5oakpCSF9zMyMjBmzBiYmppi2LBhyMzMxOnTp/HVV18hNTUVU6ZMEZaVz+cTHh6ON2/eKKTYuHjxIgCUyRwzEolECLy2a9dOrc+kpaXh+vXrMDQ0LLfz8uLFiwgKCkLXrl3h5uaGuLg4/PXXX7h58yZOnjyJ2rVrK31m9erVuHbtGvr16wdTU1OEhoZiz549uHbtGvbv368yWFVYSY8Vdc2ZMwfnzp1DTEwMxo8fL6R/0EYPWk2OR1Vu3LiBSZMm4dWrV3B2dkarVq1w//59nDhxAkFBQfDy8hLyUY8fPx5BQUGIiIiAq6srzM3N1SqnPF2Nv78/HBwchOAiUDB6rF27dvj5559x5MgRzJw5U+nac/ToUeTl5YmOwvPy8sKlS5fQv39/dO3aFZGRkfDz80NERAQOHz6scNxoWk+Vp9zcXEycOBGZmZkYMGAAJBIJAgMDsWrVKjx48ADLly9X+kxSUhJGjhyJJk2aYMiQIcjIyMCpU6cwa9Ys7N69G46OjsKycXFx+OWXX9CxY0f06NED1atXR3JyMs6fP4+QkBBs27ZNuOYBQHBwMKZPnw4TExM4OzvDzMwML168wP379+Hr66vQQ/3ly5eYMGEC7ty5gw8//BDDhw9Hfn4+QkNDsWDBAvzzzz+YP3++Wr/DlStXAAD29vYl/SlF3bp1Czt37kSHDh0wcuRIPH78GGfOnMHEiRNx7NgxtGjRAsD/19FXrlxRODbk18k3b94gOjpamP8pMzMTd+7cgb29vUKdDwCPHj3CqFGj0Lx5cwwaNAhv3rwRRgIcOnQI586dQ6dOndClSxdIpVLcuXMHu3fvRnBwMA4dOiQ6auDMmTMICQlB79694eDggLt37yIwMFAIisq/R2Ga1Ju3b9/G5MmTkZGRgY8//hiffPKJ0PFi7Nix2Lp1K7p37y4s//z5c7i5uSEhIQH29vawt7fH06dPsXz5cnz00Ucq94e5uTnMzMxw+fJlyGSyEqdOK66uKawk15xVq1bh2rVr6N69O7p3765QV23ZsgWbN29GzZo10aNHD9SuXRuxsbHw9PREcHAwDh48KOzDmJgYjBo1CpUqVYKzszMaN26MrKwsPHr0CPv378e8efNgYGCgsG1fX1+cP38ezs7O6NSpE27cuIFTp04hJiYGx48fV7jH16ReL4qXlxfWrFmD6tWrY+jQocLxMmbMGLVGsbwL2r4H/uCDDxASEoKLF87OqIIAACAASURBVC+ibdu2wuv5+fkIDg6Gnp6eQl1aEUgkEkyePBlPnjxBt27doK+vj3PnzmHDhg3Izc1VSlN16NAhfP/999DT04OzszOaN2+OtLQ03Lp1C/v379doXou35ebmYvr06bh8+TIaNmyIgQMHwsTEBElJSTh37hzs7e3RvHlzhc/s3r0bly5dQs+ePdG5c2dkZmYK723cuBE7duxArVq1MHDgQBgbGyMkJAQbN25EaGgoPD09hXNF3fNKJpNhypQpiI6Ohq2tLUaOHAl9fX2kpKQgIiICHTt2VOv+WZPzWCKRYMaMGQgNDYWFhQUGDhyIKlWqIDw8HD/++COuX78upADXZD85ODhg/Pjx8Pb2Rps2bRTSA1pZWRVZ/pLWE5rURdr29OlTjBw5EnXq1EHfvn2Rn59fqs6bUVFRmDZtGl69eoVu3brBxcUFaWlpOHv2LIKDg/H7779rNL+juvLz8zF37lxhPp/Ro0dDKpXi7Nmz+Pbbb3H9+nWlUTK//vorfvvtN9SuXRvDhw8XzoVPP/1Ua+Uqrg1g1apVZdYOsnfvXkRGRsLe3h5du3aFRCLBjRs34OHhgcuXL2P//v3FHluRkZEYP348DA0N0atXLzRs2BAvX75EfHw89u3bh4ULFwrLvn79GpMnT0ZUVBRat26NIUOGoHLlyrh8+TKWLl2Ku3fvYtmyZRp/DwZvSKdIK8iIGaL/gsjISADaawTOy8sT0piJXbiBggYisd47AER7F8plZmZiyZIl6Nixo8aTFb4rDx48AAClBwugYBSesbExUlJS8Pr16zIZdZednY3U1FQYGxuLjtZp1qwZACj0iHr48CGkUimaNGkiBN6K+4w2tw8U9Ep9/PgxNm7cKPSgBQqOh3HjxmHlypVwdnZG3bp1ARSMBKtfvz6uXLmChIQENGnSRPhMbm4ujh07hsqVK6v1oC3m+++/x5MnTzBv3jzMnDlTeH3s2LFwd3fH4sWLcf78eYX5YADgr7/+goeHh0KjZWH37t1D37598b///U8YNTZ16lQMHz4cv/zyC1xcXITv0rp1a0ycOBFeXl7o168fevTogWrVquHff/9FSEgIBgwYUOr5ZQqfizKZDC9evEBoaCgeP36MadOmqWxguHnzJi5evIi8vDykpqbi/PnzyMrKwtKlS0UbrN6Fc+fOYdeuXQp12YYNG+Dh4YGjR49i6tSpSp+JiorCsWPHhEa5BQsW4IsvvsCZM2ewc+dOzJ49u9jtlvRYUdfcuXORlJSEmJgYTJgwQauTrmpyPIqRyWRYtGgRsrKysH79egwePFh479SpU5g/fz6+/vprnDp1Cnp6ekIwQR68UfeBtnfv3jA1NRUaVMXSJwwZMgQ+Pj4IDg5WCJbJZDIh7eCQIUOUPhcSEoJDhw4pNLKtXr0ae/bswc8//6zQ8UbTeqoofn5+SsHdopibmyukMCzO06dP0aRJE/z555/Cw+rcuXMxYsQI+Pr6on///ujUqZPCZyIiIpRS/QwcOBBTpkzBrl27FOqDli1bIjg4WOl8T0lJwYgRI7BmzRqFevDw4cPIz8/H3r17ldJlvN0LffXq1bhz5w6++uorhfM2JycHs2bNwo4dO9C3b99iG5aA/7/HUTcQra6LFy9izZo1CvvkwIEDWL58Oby9vfH9998DKLjmNWrUCGFhYQpBhbCwMDg6OiIiIgJXrlwRzoXw8HBIpVLRujcyMhLTp0/Hl19+qfTe9OnTsXz5cqXA5eHDh7F06VL4+vqKzvlz4cIFbN++XeGc2bNnD1avXo0VK1Zgz549Sp9Rt97My8vDvHnzkJ2dDW9vb4VASGpqKkaMGIFvv/0W58+fF47RjRs3IiEhARMmTMA333wjLP/pp58Ko7pVsba2xrlz5xAXFyd0ftCUOnWNXEmuObdv34a/v79SvRoWFobNmzfD1tYWHh4eCnM0+Pn5YcmSJdi0aZPwmxw7dgw5OTnYunWr0lwsGRkZoveXISEhwogvuQULFuDPP//EuXPnhAZ3Tet1VRITE/Hzzz+jRo0a8PPzE65dhY8XTZw7d06jnuympqaYOHFisctp8x4YAKZMmYILFy7g119/RXh4ONq2bQuJRIJLly7h2bNnWLlypcL1piJ48uQJ2rRpg927dwtB4zlz5sDFxQVeXl6YPn26EET4999/sWLFCpiYmMDHxwcffPCBwrpSUlJKVZYtW7bg8uXL6NmzJzZt2qTQ2Jqbmys6wi8sLAwHDx5U+l2jo6OxY8cONGzYEIcPH0a9evUAFByDc+bMwYULF7Br1y7MmDEDgPrnVWxsLKKjo9G7d29s3bpVYbn8/HyF4FFRNDmPt2/fjtDQULi7u+Obb74R6nqpVIrvvvsOR48ehYuLi7AedfdT586dYW5uDm9vb1hZWamdnqo09YS6dVFZuH37NkaPHi0EtUojJycH8+bNg1QqxcGDB2FjYyO8l5iYiBEjRmDJkiU4c+aMaN1SGkeOHEFQUBBsbW3h5eUlnLfz5s2Dm5sbDh06hB49egijqmJjY7F9+3bUr18ffn5+SufC+fPnYWxsXOpyFdUO0qRJE+jr6+PRo0cadbJIS0sTbTeysbFR6Pzx5ZdfwtzcXGm/enp6Yt26dfDz8yv2PkLe2Wv37t0K9yyA8r3qxo0bERUVhRkzZuCLL74QtiuRSLBgwQL4+Pigb9++SuspDtOmkU6RIF9rf0RUNHlqmMJDW0tjw4YNiI2NRffu3YsM3mzZskX0z9vbW+W6f/zxR7x48QJr1qypsBPSyh8qVPWKl/c0VPfGXlPy9aravvz1wkEy+WdU9YIU+4w2tx8TE4OIiAh88sknCg2iAIT8xTk5OQopK/T19TF8+HDIZDKl4eFBQUFIT09Hz549hZtTTaSkpCA0NBSNGjVSGnlgZ2eHAQMG4MWLFzh79qzSZ3v16qUycCMv91dffaVwY9mkSROMGzcOEolEaf6mJUuWYMWKFUhPT4evry9+//13XLhwAZaWlhg6dGipb7QLn4tbt26Fj48PHj58CEdHR+GGX8ytW7ewZcsWbN++Hf7+/sjLy8Pq1atVTij5LvTv318pCC3v6X7z5k3Rz4wfP16hN7Wenh4WLlwIPT09HD16tNhtluZYqQg0PR7fFhUVhfv378PW1lbhwR0o2B/29vZ48OCB0IBelsaMGQMASukYQkNDkZiYKIwSeNvgwYOVGnzmzp0LU1NT/Pnnn0JalZLUU0Xx9/dXeR0U+yvJPGxvzwlWs2ZNzJo1CwBEU1eam5srBCCBgk4YjRo1UkpxZWpqKhqobdCgAfr27Yv79+/j8ePHSu+LjWYrvJ7nz5/jjz/+QLt27ZQav6tUqYKvv/4aMplM7dR+jx8/hoGBgdYnWrazs1MKpg0fPhyVK1dW+q0cHR2Rnp6Oe/fuAShoVHv69ClcXFzQtm1bhV6o8v8X61BTt25dpR7wcubm5qKjnUeMGAETExOVaf0cHR2VRga6u7ujadOmCAsLEw0wqltvXrx4EY8ePYK7u7tS44WZmRmmTJmCp0+fCqOjJBIJTpw4gWrVqik1IFpbWyukPRQjD5qKHXdloSTXnClTpogGxPfu3Qug4D737cm1hw0bBisrK9Fj/u3RWUBBml6xRkmxNIAjR45UKq+26vUTJ05AIpHA3d1dodNB4eNFE+fOndOozizqeaIwbd4DAwXpgQ4dOoQ+ffogLCwMnp6e2Lt3Lx48eIB+/fpV2DmZli5dqnA81alTB7169UJmZqbQIAsUpJjLy8vDrFmzlAICQME1oKSkUil8fX1hZGSEFStWKPWSNzQ0FL3ujBo1SjQgJq+PZs6cqfA8ULlyZSxatAh6enqi6Y3UPa/EltPT01NIGa2O4raXn5+Pffv2oV69eliyZIlCXa+vr4/FixejUqVKCnVEWe4noHT1hLp1UVkwNjbG119/rZW064GBgUhNTcVnn32mELgBClKFT5gwAUlJSYiOji71tt4mP7YXLlyocPyYmJgIHfsKH9t//PEH8vPzMXnyZIVzQf4coA0SiQQ5OTkwNDQUvdfT19dH1apVkZeXp1Eas/T0dNE6/q+//lJYrkmTJqL71d3dHZUrV9YovbHYOVm47snJycGhQ4fQvHlzzJs3T2G7BgYGWLRoEQBonIYa4Mgb0jF572HaNKKKSp7LWBvBEG9vb3h6eqJFixaieUHlHBwchAfVtyUmJoo2Gp85cwbHjx/HsmXLiuwJXtG9/XuHh4crzQ2kaQ/rktBkf2vzGBHbvvymNisrS7Rnjbyny/379xVeHzlyJHbs2AE/Pz98/vnnwsOM/Ga1pOmL7ty5A6Agzc7baUeAgsauP/74A3fu3FGYcBaA0s372xo2bCh6/MobtuTbBgp+91WrVsHX1xfz5s3D4MGDYWpqirt372LNmjWYOnUqli1bVqrh7m+fi8+fP0d0dDRWrlwJd3d3pZQ2cmPGjMGYMWOQk5ODxMRE7N+/H4sWLUJUVBR++OGHEpenNMR61svzNIvN+QBAtDdUkyZN0LBhQyQlJeHly5dKDWmFleZYqQg0OR7FyN9XNYLG0dERkZGRuHPnjtIoD2374IMP0KlTJwQHByM5OVnY9/K5RuTBnbeJHQOmpqawsrJCREQE4uLiYGVlVeJ6ShVV10BtqVy5smj+8qL2bZs2bUQDAA0aNBCdxyYyMhLe3t74+++/kZaWppSfPzU1FY0aNQIADBo0CGfOnMGoUaPQr18/ODo6ws7OTqkB6ebNm5BKpahUqZLo75yXlwdA/d/5xYsXRZ7DJSVW3xgYGKBOnTpKjbydO3cW5uRq06aNQoAmKSkJXl5eyMrKgomJCcLCwmBsbCx6LWnTpo3KlB8SiQQHDx7EyZMnERcXh8zMTIU5EFTNJSB2Xurr68Pe3h6PHj3C3bt3ldKFqVtvyo+Zx48fq5wrAShIwde9e3fcv38fr1+/RseOHUUDrQ4ODkUGMeWpb8piLjgxJbnmqLpH+Pvvv2FgYICAgADRORUkEgnS09Px/Plz1KpVS5i/avbs2XBxcUGXLl1gZ2eHpk2bqiyvWPoisfJqq16Xr0dsmcLHi7rWrl2LtWvXqr28tmh6D5yYmIiZM2ciJycHHh4esLe3x+vXrxEUFIR169YhKCgIBw4cqFDPMqampsIIo8Lk9XPhOk1+XqvqoFca9+/fR2ZmJtq3b69Rp0JV55X8GBQbyWhhYYEGDRogMTFRqLPUPa9atWoFKysr/Pnnn0hKSkKvXr1gb2+Pdu3aKdXRYnWfq6srGjdurPb2Hjx4gBcvXqB58+bYtm2b6Hc1MjJSuC6W5X4CSldPqFsXlQULCwutpB0G/v83jo+PF93P//zzD4CCa5y274Hv3LmDKlWqiN7nyY/3wiMV5f8vlkK2ZcuWqFWrFnJyckpVpqLmU3x7GU3aFD744AO15jvMzc3Fvn37EBAQgPv37yMrK0uhTOrMqTRw4EAcPXoUEyZMQL9+/eDk5ARbW1ulrAd3797FmzdvYGhoqHK+TT09PdE58IrD4A3plLx8Bm+I3pX69evj/v37pR7m7uPjg1WrVqFVq1bw8vIqVf7Yt7148QLLli2Do6NjufbsV4eJiQmeP3+OzMxM0Z6+8p4m8h5+ERERShd9BweHEgdv5Dekqkb2iI2Mkf+/qsmGixtNVNrtv3jxAkDBxNKXLl1Sue7s7GyFf5ubm6NLly4IDQ3FX3/9BWdnZyQmJuLy5cswNzfHxx9/XGx5iyqjqlE78tfFvmNx6ZJUvS9/vfA6/f39sXfvXkycOFEh3U3Hjh2xfft29O7dGz///DOGDh1a4pRcb6tVqxacnZ1hZGSESZMmYfXq1aLBG7kqVaqgZcuWWLp0KXJzc3Hw4EF06dIFffv21Up5NCHWQCtPU6BqItc6deqIvl63bl0kJSUhMzOzyIbf0hwrFYEmx6MY+ftiKRKBd//9x44di6tXr+Lw4cP4/PPP8fTpU5w/fx5WVlYqG3eKOgaA/y97Seup8lKrVi3RQExR+0TVsV65cmWlc+js2bP4/PPPUaVKFXTp0gVNmzZF1apVoaenh4iICERERChMBv3JJ59gx44d8PT0hJ+fnzBC6sMPP8SCBQuE+Uzkv/PNmzeL7IGrbq9NIyOjUjdIiNHktyo8783EiRNx5coVNGjQABYWFnBycsLOnTtx9epVWFtb459//kH37t1FU6wUdX2ZP38+zp49iyZNmqBXr16oW7eu0Ii4Z88elRPYl6QOULfelO9LsWBEYfJzRr6t4s5JVd68eQNAvMdsWSjJNUfVd3jx4gXy8vJUNgLJZWdno1atWrCxsYGPjw+2b9+OwMBAYZSkhYUF5syZg4EDByp9VuweTl5HFC6vtup1+ftFHWOaBG/KijbvgYGCEdOxsbE4fvy4kCLSxMQEbm5uyMnJwerVq7F169ZyCUSpUlR9BhSMiJGT71dtZWwoTB4k0nTdqo4xde7RHj9+LNRZ6p5X+vr62LNnD7Zu3YrAwED8/PPPAIBq1arB1dUVX375pXBfLnZOOzg4oHHjxmpvT16XxsfHF1lHFL4uluV+Krz+ktQT6tZFZUGdtLbqku+X4kZXaPu+MCcnB7m5uTA3NxcNgpiYmMDY2Fg0y0Zx1+/SkI+4ycnJQU5OjtLoG6lUijdv3kBfX18rKdoKk8lkmDp1KsLCwmBhYQEXFxfUqVNH6Fjn4eGhcE+qSpcuXeDl5YWdO3fixIkTwgin1q1b44svvhDSEsr3fWxsLGJjY1WuryT7nsEb0ilSpjsjemfs7e0RFhaGsLAwYciypuQTkrZu3RpeXl4qbwxKKjk5Gc+fPxd6rYqZNGkSgIKHJnVyXJcVCwsLPH/+HPHx8UrBmydPniA7OxsNGjQQ8hjPnTtX7fzC6jA2NoaZmRlSU1Px5MkTpZvqhw8fAlDMRdusWTPo6+sjISEBeXl5So1GYp/R5vblN/HffvutxnMZjR49GqGhoTh06BCcnZ1x5MgRyGQyDB8+vMRD4uXlefbsmej78lSDYik2iutJpGqd8tcLP9BcvHgRgHivtnr16qFFixa4c+cOHjx4oPX5HOQN3fHx8cjMzFSr0aJbt244ePAgIiIiFII3lSpVEnrLv03dNCRlJS0tTXRCbrH9IaYkx4r8GCncGCL3roM8mhyPYuTvy7/n24o6V8pCnz59ULduXRw5cgSzZ88WclePHj1a5WfS0tJEX3/7NyhNPSWmrOe8ef78OaRSqVIAR75PStvz9Ndff4WBgQGOHj2Kli1bKry3bNkypRGlANCjRw/06NED2dnZuH79Oi5evIj9+/dj+vTpOHbsGFq1aiWUa+LEiViyZEmpyggUNFTEx8dDIpEojY6TXyPKun4yMzODhYWFENCKiIgQRhjLR+1dvnxZaCRWNdeYquvLzZs3cfbsWXTp0gUeHh4K3zM/Px87d+5UWbaS1AHq1pvy//72229FpuGUky9f3DmpirwxRdv3oNqkah+amJhAJpOJnjeq2NraYseOHcjNzcWtW7cQEhKCffv2YcGCBahdu3aJ03Npq14vfH0US9tU3P58W1nNeaPNe+CsrCxERESgZs2aos8r8vu527dvF/8FKij5fk1NTdX6tV0eRFKnh3xhqs6rwseg2Kg0seuhuudVjRo18M033+Cbb77Bw4cPERERgYMHD2Lfvn14+fIl1q9fDwBCukxV1NmevHx9+vQpNsD79ncvi/1UeP0V5f5PXUU9p+np6Wl0PyD/bl5eXlqbO1gdVapUgaGhocpr5atXr5Cdna0QuJOXNS0tTWk0LaB5fayKhYUFYmJiEB8fr5QaLyEhAVKpFC1atNB6+vsrV64gLCwMffr0waZNmxTaAF6/fq00N1VRnJyc4OTkhDdv3uDmzZv466+/4OPjg88//xwHDhyAjY2N8HsOGzYMa9as0ep3YfCGdIrkPRx5c/jwYezfvx9xcXHQ19fHhx9+iOnTp5e4ZziRtgwbNgweHh4IDAzEzJkzi5zkNTc3V2k4uIeHBzZs2AArKyt4enqWyWTlNWvWxIgRI0Tfu3btGuLj49GtWzfUr18frVu31vr2NeHo6IioqCiEhIQoDWUODg4WlinrMhw/fhwhISEYPnx4sWUwNDSEra0trl27hmvXrimVT9Nya7r99u3bAyjYl5o2ijo7O6NevXpCqiR/f3/o6+urPF7UIc+bHRkZKfogHx4eDqCgx7imkpOTkZiYqDT8Wt5gUzhnt7yH0NsTJMrJXxdL11VahR9S1O0FJ3/YfruxuEaNGqIj+6RSKWJiYkpRytKLiIhQSmWQkJCA5ORkmJubF5tuqSTHijwXenJystL6bt26JbqdwnnPtUmT41GMfMJ4VQ2O8tcLf/+SfpfCk/OqYmBggBEjRmD79u24cOECDh8+DGNj4yLnyoiIiFBKaZeZmYm7d+8KI8uA0tVTYvz9/TVqqNV0RGZeXh6io6PRsWNHhdfV3bfFefjwIT744AOlwE1+fn6xc2EYGxsLD8fVq1fHpk2bEBwcjFatWsHGxgZ6enq4du1aqconZ2lpifj4eDx48EDp/kB+fovVT1lZWWpPUK4OJycn+Pr6wtfXFy9fvhSugVWrVkWHDh0QFhYm9NDUtBHo0aNHAAquh29fD27cuCGMSBFz9epVpdekUqmwD+XneGHq1puFzxl1gjctWrRA1apVcffuXdFOA8WdL/fv34eenl6p7wPVqWu0rUOHDrh48SL++ecf0UBHUQwNDWFnZwc7Ozs0a9YMixYtQlBQUImDNyWp18W0bdsWZ86cwdWrV5WOafnxoolz585pNPeXubm5WsEbbd4Dy0e4ZWVliT4zyVP6lcV927vSoUMHIcjwdv1fWi1atED16tVx7949pKamlnrUiJWVFW7fvo3w8HCl4M3Dhw+RkpKCxo0bi97raXJeNWvWDM2aNcOgQYPg5OSEoKAgjcta1Pbkv8vff/8t2hFBjCb7qSR1nrbqiYqkRo0ayM3NRXp6ulJ7htj9eYcOHXDw4EFERka+0+ANUPD7X79+HdevXxeutXLy1KyF7/OsrKxw6dIlREZGKo1Ej4uLw/Pnz7UyGsbR0RExMTEICQlRCt6UZTuIPMjeu3dvpc6bV69eVSul29uMjIzQqVMndOrUCWZmZli5ciXOnz8PGxsbtG3bFoaGhoiKioJMJtNqMKr0szERvUN5MqnW/iqCFStWYOnSpZDJZPjiiy8wd+5cZGVlYcqUKTh16lR5F4/+4xo3bow5c+ZAIpFg2rRpKtOUBAcHK03IvXXrVmzYsAEffvghvLy8yiRwAxTkwV21apXonzxAMmnSJKxateqdTQSanp6OuLg4pYb1YcOGwdDQED4+PkhMTBRez8jIwI4dOwAAbm5uZVo2+fq3b9+ukDs4MTERvr6+MDQ0VGoElM8H8csvvyikmLlx4wZOnTqF2rVrw8XFReEzT548EXLrl2b71tbW6NixI86ePYsjR46Ifqd79+6J9jCqXLkyXF1dIZVK8dVXXyElJQXdunUr1QNfgwYN8NFHHyEpKQl79uxReO/69ev4888/UaNGDWHotCakUil+/vlnhYbrhIQE7N27F5UrV1aY9FOel9jLy0vpN96/fz9SUlJQr169IgOuJbV7924ABQ2fhSdejYiIEG10f/ToEbZv3w6goHd9YdbW1nj8+LHSRJHbtm1TOfLg0aNHiIuLU5nqR1u8vb0VypCfn4+ffvoJ+fn5SueI2PFekmNF/tDk5+en0MMvOTlZZc8weRpKVRNxh4eHw9LSEuPGjVPnaws0OR7F2Nvbw8LCApGRkUqpkQICAnD16lU0b95cIcd2cd9FFfnnimvwGz16NPT19fHDDz8gMTERgwYNKrLnp3xOosI2b96MzMxMDBgwQGh8K009JWbv3r24d++e2n8lmSNnw4YNCmkiXrx4IeTLL+28aubm5oiPj1foIS2TybBlyxb8+++/SstfuXJFNIgg/73kqa7q1KmDQYMG4datW9i6datoL9hHjx4hISFBrXLK52e5fv260nsmJiZo0aIFoqKiFMoslUqxZs2aIoMempI3Vnh4eABQDNA4OjoiNjYW58+fV9ljvyjyXrRvN6KlpaUVOwdZWFgYLly4oPDavn378OjRI3Tu3Fm0h6669WavXr3QtGlT+Pr6Kk0sLBcdHY3Xr18DKGjQHjRoEF69eqU0f8DNmzeLTE2Tm5uLu3fvwsrKSqkhdvPmzbC0tBSdk0CMunWNNsmDDN99953oqIPs7GyFeaeuXbsmOlLz7fOpJEpSr4sZNGgQDAwMsG/fPoX74cLHiybWrl2rUZ15/vx5tdetrXvgWrVqoWXLlsjLy8Nvv/2msHxOTo7wmjYaLxcvXgxLS0v4+fmVel2aGDNmDCpXrozffvtNtK5/Oxiuyf2cvr4+xo4dizdv3mD58uVKaY7kDevqkncg27Ztm8LnpFIp1q1bh/z8fIXOXuqeVwkJCcJ8JoVlZGRAIpGoff6pu73KlSvD3d0dT58+xcqVK0WvTU+ePFHYH5rsp+rVq6NSpUoa1XnaqicqEvlcPPK5EuXOnz8vWp/0798fZmZm8PT0xJUrV5Tel8lkuHbtmsKx/+rVK1haWorOVaMJ+bG9fv16hfMkKysLv/zyCwAoHNuDBw+Gnp4ePD09FUbZ5OfnC2n/tGHUqFHQ19eHl5cXnjx5IryelpaGXbt2QU9Pr8jR8CWl6j4oNTVVo5Ex4eHhoml55b+ZPHOKsbExRo8ejfj4eKV9IPf48eMSdQLiyBvSKVLZ+5M2LSYmBr6+vmjdujUOHTok9JRwd3fHsGHDsGLFCnTr1q3CDSml/5YZM2YgLy8PW7duxYgRI2Bra4t27dqhWrVqePbsmTC6pXBqJn9/f2zatAn6+vro2LGjaMOSpmleytO6deuEHnHyHqe7du3CH3/8AaCgJ0fhBlgfHx9sBBvdGgAAIABJREFU2bIFc+bMUUh71qRJEyxcuBArV67E8OHD0b9/fxgYGCAwMBApKSmYPHmyxjdsHh4ewiSU8pQRR48eFcppb2+vkPLOzs4OkyZNwu7duzF48GC4uLhAIpHg1KlTePHiBb777julnvYDBgzAmTNnEBgYiKFDh6Jnz5548eIFTp8+jfz8fPz4449K9dTGjRvh7++PNWvWKOznkmx/w4YNmDBhAr799lvs3bsX7du3h6mpKVJSUoR8sgcPHhRNhzJq1Cj8/vvvQk9tbdwUrlixAmPGjMFPP/2ES5cuoV27dkhOTkZAQAD09PSwevXqEtXblpaWuHHjBoYNG4aPPvoImZmZOH36NF6+fImvv/5aoWfg2LFjceLECdy7dw8uLi5wdnaGqakp7ty5g7CwMOjr62PZsmWi81qoKykpSaFBKyMjA1FRUbh9+zaMjIywbNkyheVnzZol5AVv2LAh8vLykJCQgJCQEOTl5WHcuHHC3BVyn332GUJDQzFr1iz0798fNWrUQHR0NBITE+Hg4CDaa2/ixIlISkpCUFCQ0rGiTXZ2dhg6dCj69esHU1NThIaGIiYmBh9++CGmTp2qsKyq413TY6V9+/bo1KkTrl69ipEjR8LR0RHPnj3DhQsX8PHHH4s+PDs5OWHXrl347rvv4OLiAmNjY1SvXh3u7u4A/n8Ui6bHgibHo5hKlSph3bp1mDRpEubPn48///wTLVq0wIMHD3Du3DlUq1YNP/30k0IvOEdHR+jp6WHjxo34559/hIbWWbNmFbktCwsLmJmZ4eTJkzAwMEDDhg1RqVIlDBkyRKGBuVGjRujevbvwoF1cfdC1a1eMGTMG/fr1Q7169RAZGYnIyEiYm5vjq6++Uli2NPXUu1avXj3k5uZi4MCBcHZ2Rl5eHgICAvD06VOMHTu21JPnTpw4EcuXL4erqys++eQTVK5cGVFRUYiLi0PPnj2VAgJr165FUlISHBwcYG5uDgMDA9y+fRthYWEwNzfHgAEDhGWXLVuGhw8fYtOmTfjjjz9gZ2eHunXrCo2lN2/exMaNG9Wa8Lt3795YvXo1QkJCRFPDfvbZZ/j2228xZswY9O3bF1WqVEF4eDgkEgnatGmjtdGBnTt3hp6enpByrHAHA0dHR2zevBnp6elwcXHRuAentbU17OzscObMGbi5ucHOzg5paWkIDg6GhYWFyjkJAKBnz56YM2cOevfujWbNmiEmJgZ//fUXatasieXLl4t+Rt1608DAAJs3b8aUKVMwbdo02NrawsrKCkZGRkhJScHNmzeRkJCA0NBQoUFk/vz5uHLlCvbs2YNbt27B3t4eT58+xalTp9CtWzeVDfLyffZ2Azugef2obl2jTU5OTliwYAE2btwIFxcXdOvWDY0bN0Z2djYeP36Mq1evws7ODrt27QIAeHp64tKlS3BwcECTJk1gbGyMf//9F8HBwahRo0ap7oNKUq+Lady4MRYsWIC1a9fC1dVV4XjJzMyEpaVlsSml3hVt3gMvXboU06ZNw7Zt23D58mXY2trizZs3CAkJQVJSEpo1a6Z0fxEXF4fff/9d4bWXL19i8eLFwr8XLlyo0EmupNf90mrVqhWWL1+O5cuXY+jQoejVqxeaN2+O58+f49atW6hWrZrCM6Gm93OzZ8/G9evXceHCBbi4uKBHjx6oVq0akpOTcenSJSxcuFDtZ0s7OztMmTIFO3fuxMCBA+Hi4oKqVasiJCQEsbGxsLe3x2effSYsr+55de/ePcyePRsffvghWrdujfr16yM9PR1BQUGQSCRK+1cVTc7jWbNmISYmBgcOHMCFCxfg6OgIMzMzpKWl4eHDh4iKisL8+fOFDl2a7Kdq1aqhffv2uHbtGhYsWAALCwvo6enB2dlZZWcCbdUTFYmbmxv27t2L//3vf7hx4waaNWuGuLg4XL58Gb1798bZs2cVljcyMsKWLVswdepUTJw4EZ06dYKlpSUMDQ3x+PFj3Lx5E0lJSYiKihLaAOUjQEp73o78P/buO0yq+m4b+Hd2lyJlkSqCYlQQxULERkIEQYkNIxaMsTx20Ng1JtH4Gk00Ggs+GgSUiBCIBZWiomIDUTRgbIjdFIOSgFIkgLTdef8w7CMsIpKdc87ufj7X5XW5c2Z/v3tmzpxZ5j6lX7+YPHlyTJ48ueLvvLKysnjyySfjn//8Zxx11FFrfW/RsWPH6N+/fwwdOjQOO+ywOOigg6JBgwYxderUWLVqVWy33Xbr3XHgj3/8Y8WOvWu+i3j88ccr/n/HHXdc6wjH7bffPs4///wYOHBg9O3bNw455JCK3/nkk0/inHPO+cY7qGyMrl27xo477hgPPvhgzJ49O3bdddeYN29ePPvss/Htb397o0/FOGjQoJg1a1bss88+sdVWW0W9evXinXfeiWnTpkWLFi3iiCOOqLjvT37yk3j//ffjzjvvjMcffzz23nvvaNmyZXz66afxt7/9LV577bX45S9/uVGn3Pwy5Q3Vyury9Z9rclNs7EWiqvqiWWusOWxxzd5Ha9SpUyf69OkTAwcOjKeffjoOP/zwgswPG+ucc86Jgw8+OO6+++6YPn16jB07NlauXFmxF+jpp5++1nq6Zi+6srKySnucr/FNT/OSpkmTJlU6CuDLRwq0bdt2o4+0OPHEE6Nt27YxfPjwGD9+fOTz+dh+++3jggsuWOtDf2M999xzlb7gfvXVV+PVV1+t+HndL6XW7JE3evToGDNmTORyudh5553jtNNOi549e1aaI5fLxcCBA2P06NHx4IMPxujRo6NevXqx5557xllnnRVdunT5Rpm/6fytW7eumPeJJ56Ihx9+OMrKyqJFixbRvn37OOGEE77yVChbb711fOc734kXXnghWrduHd27d/9GWb9qzAcffDAGDx4cU6dOjRkzZkTDhg1j3333jTPPPPM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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', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.inp.out_BLM-L_2020-02-17_23-02-46.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 C2H4_1.0-100.0eV_orb8_B3u.inp.out, pType=a, thres=0.001, 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", 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" ] }, "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/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.inp.out_BLM-V_2020-02-17_23-02-46.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 C2H4_1.0-100.0eV_orb8_B3u.inp.out, pType=a, thres=0.001084393968989677, 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 (0.6156094389689466-7.350751203281118e-17j)\n", "Plotting data (No filename), pType=a, thres=0.0006156094389689466, with Seaborn\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 4.47977297993032e-16\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2018-02-16 21:01:03.157 (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
Tue Feb 18 01:06:02 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|}{Tue Feb 18 01:06:02 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", "Tue Feb 18 01:06:02 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: 2020-02-17_23-02-46\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 (2018). *ePSproc: Ethylene (C2H4), orb 8 (HOMO) ionization (B3u), wavefn run, 1.0:2.5:100.0*. Dataset on Zenodo. DOI: 10.5281/zenodo.3706979. URL: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Ethylene (C2H4), orb 8 (HOMO) ionization (B3u), wavefn run, 1.0:2.5:100.0,\n", " title = {ePSproc: Ethylene (C2H4), orb 8 (HOMO) ionization (B3u), wavefn run, 1.0:2.5:100.0}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3706979},\n", " publisher = {Zenodo},\n", " year = {2018},\n", " url = {https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb8_B3u.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.3706979.svg)](http://dx.doi.org/10.5281/zenodo.3706979) [![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 }