{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3706969.svg)](http://dx.doi.org/10.5281/zenodo.3706969) [![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 2 ionization (B1u), 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_orb2_B1u.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb2_B1u.html\n", "- Dataset: https://zenodo.org/record/3706969\n", "- DOI (dataset): [10.5281/zenodo.3706969](http://dx.doi.org/10.5281/zenodo.3706969)\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 orb2_B1u\n", "- Ethylene, orb 2 ioinzation (B1u), wavefn run, 0.5:1:10.5, sph grid\n", "- E=1.0:2.5:100.0 (40 points)\n", "- Wed Jun 13 19:10:44 EDT 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 orb2_B1u\n", " Ethylene, orb 2 ioinzation (B1u), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Wed Jun 13 19:10:44 EDT 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_orb2_B1u.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_orb2_B1u.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_orb2_B1u.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_orb2_B1u.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 orb2_B1u\n", " Ethylene, orb 2 ioinzation (B1u), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Wed Jun 13 19:10:44 EDT 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 1 2 2 2 2 2 2]\n", "IPot (input vertical IP, eV):\t\t 10.51\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 1 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['B1U']\n", "Orb energy (eV):\t\t [-305.76618129]\n", "Orb energy (H):\t\t\t [-11.2367]\n", "Orb energy (cm^-1):\t\t [-2466170.59038037]\n", "Threshold wavelength (nm):\t 4.054869537008647\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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+mfLVq8Fuxxgaiv+oUfhfPBzf88/H4Cvjv4VoKFt+PmVLfqH058VUrEhG22wYAwPxvXAY/sOH4ztkCEZ/f0+HKUSLYy8qctWtxYspX74cXVWFwc8Pv2FD8autWzK3QpwrGrvj92atdQ93BSNETWYmJYt+pHTRIqpSUwHwiosj9Oab8Lt4BJbevWQlKCHOQE12DqU/uupW5YYNoDXmmBiC//hH/EZcjLVvX5SpsfuzCnHuse3Pp/SnHyn98Scq1qwBhwNTZCRBV12F34iL8e3fX/asEOek036jKKWuOtkpINK94YhzUfXOnZQs/J7SRYuozsgAwKdHD8L/8hf8R47Au2NHD0coRMtUs3evq2798ANVaWkAeHftSti9U/AfOdK1fLMM1RCiwWx5eZT+8AMlC793Je2AV4cOhN52G/6jRuGT1E3qljjn1afZ6lPgY36f9F2XLNIszkhNZiYlCxdS8r+FVG/fDkph6duXiEcfwX/UKMzt2nk6RCFapJrsbEq//56Shd9TtWULAD69etLmwb/hP2oUXu3bezhCIVom+4EDlHz/AyXff0/l2rUAeHfpQvj99+E/ejTenTp5OEIhmpf6JBmbgBe01qnHnlBKjXR/SKK1su3fT8l3Czi04Duq01wra1j69iXi8cfxHz1alpkV4gzZCwtdSfu33x1pVfXp2ZM2Dz1EwCWjZVEEIc6Qo6ycssU/cei/31KenAxOJ94JCa7E4pJL8e7YwdMhCtFs1SfJeAAoOcm5P7gxFtEKOUpLKf3hBw59+x0Vq1eD1vj06EGbRx4m4NJLMUfKiDshzoSzupqyxYs59N9vKVu2DOx2vDt3JvwvfyHg8stk/wohzpB2OChPXsmhr76idPFidFUV5qgoQu+4ncAxY/COj/d0iEK0CKdNMrTWS09xLsW94YjWQDudVKxeQ/H8Lyld9KPrD3Rse8LuvpuAMVfg3UFafoQ4E1prqlK3cOir+Rz6bgHOkhJMERGE3HQjgePG4ZOY6OkQhWixavbsofirrzj09TfY8/IwBAYS+IfxBI4di6VPH5ljIUQD1Wfitw9wLVAEfAs8BAwFdgL/1FofdFcwSqlZwBggX2vd/QTnLwK+AXbXHpqvtX7KXe8vGse2fz/FX37JoflfYcvOxuDnR+D4Kwn6wx/w6dlT/kALcYYcpaUc+vobij//nOqMDJSXF/6jRhF41R/wHTQIZTR6OkQhWiRdU0PpTz9RNO9TV2+7wYDvkAuIeORh/C6+WDaeFKIR6jNc6kPABvgCfwVSgdeAIcAHuJICd/mg9t4fnqLMUq21O99TNIJ2OilPTqZ43jxKf14CDgfW8wcRfv/9+I8aicFH1gYQ4kxVbtlC8bx5HPpuAbqyEp/u3Yn8xxMEXH45xoAAT4cnRItl27ePos8+o/iLL3EcPIg5OprwBx4g8A/jMUdEeDo8IVqF+iQZ3bTW3ZVSJiBba31h7fHvlVIb3RmM1vo3pVScO+8pmoajtJTiL76kaN5cbHv2YgwOJvSWmwm69lq8YmI8HZ4QLZa22ShZtIjCDz+kauMmlI8PAWOuIHjSdVi6J3k6PCFaLK01levXU/j+B5QuXgyA34UXEnzdJHyHDJE9mIRws/okGTUAWmu7UmrfMecc7g/ptM6vTW72AX/TWm85USGl1B3AHQDtZclGt6nJzqboo48o/uJLnOXlWPr2JXzKvfhfMlq6lc8RUreahqOkhOLPP6dwzsfYc3Pxio0l4rHHCBx/pfRanEOkfrmfttsp/fFHCj74gKqNmzAEBhL6pz8RPOlaWXlNiCZUnyQjWin1H1yb7x3+ndrXZ7t2rgNitdZlSqnLga+BzicqqLV+B3gHoF+/fifa40M0QOXmzRTMfI/SH38Eg4GAyy4j5KabpGX1HCR1y71s+/MpnDWLos8/R1dUYB04kMhpf8fvwgulZfUcJPXLfZw1NRyaP5+Cd97Ftm8f5tj2REz7O0Hjx2OwWj0dnhCtXn2SjAfr/H7salJndXUprXVJnd//p5R6QykV5s7J5+JoFWvXcvDNtyhftgxDQICr9Wfy9TJmVYhGsuXkUPDeexR/8SXa4SDgissJvflmfLp183RoQrRozqoqij/7nIL33sO+fz+WXr2IePwx/C66SBZJEOIsqs8StrPrcyOl1Ayt9b2ND+mU7xEJ7Ndaa6XUAMAAFDTle56ryleu4uAbb1CxejXGkBDC//oXgq/7I0Y/X0+HJkSLZsvJ4cCbb3Lo629AKYLGjyf0jttlLpMQjeSsqaF43jwOvvMujoMHsfbrR7vnnsV6/vmyuqEQHlCfnoz6uqCxN1BKzQUuAsKUUtnAE4AZQGv9FjABuEspZQcqgUlaa+lOdqPKzZvJf+klKpJXYgoPJ+LRRwiaOFG6loVoJHthIQffeoviufNAKYKvvZbQ2/6EuW1bT4cmRIumHQ4O/fdbDsz4D/Z9uVgHDiTspRfxHTDA06EJcU5zZ5LRaFrr605z/jVcS9wKN6veuZMDr7xK6Y8/YgwOdiUXkyZh8Pb2dGhCtGiOsnIKP/iAwlmzcFZVEXjVHwifMkV2uxeikbTWlC35hQMvv0z19u34JCXR7umn8R082NOhCSFoZkmGOPvshYUceOVVir/4AoOPD2FTphBy880yLEqIRtJOJ4e++pr8l1/GcfAg/qNGEf5/D+DdsaOnQxOixavesYP9zz5L+YpkvGJjiXrlZfxHj5bFEoRoRtyZZMiAxxZE22wUfvwxB19/A2dlJcGTryfsz3/GFBLi6dCEaPEq1q9n/zPPUpWaiqV3byJefw1Lr16eDkuIFs9RUsLB11+ncM7HGPz8iJg6leBrr0GZzZ4OTQhxDHcmGa+68V6iCZUtXcb+556jZtcufIcOJeLRR6R1VQg3sOXnk//CC5T891tMbdrQbvrzBIwZI5NOhWgkrTWH5s8n/8WXcBQVEXTtNYTffz+m4GBPhyaEOInTJhlKKSNwGxANfK+1Xl7n3FSt9dMAWusPmipI4R62/Hz2P/MspT/8gFdsLNFvvelai18egIRoFO10Uvz5F+S/8AK6qorQO+8k7I7bMfjKsEMhGqsmM5PcaU9QsXo1lr59iZz5riz1LEQLUJ+ejLcBK7Aa+I9S6let9V9qz10FPN1UwQn30E4nxZ99Rv4LL6Jragh/4AFCb70FJTt0C9Fo1bt2kTttGpUpa7EOHEjbJ/+BV1ycp8MSosXTNhsF73/AwddeQ3l7E/nUkwRNmCDzLoRoIeqTZAzQWvcEUEq9BryhlJoPXIfMw2j2qrdvJ3faE1SuX4910CDa/uMJeQASwg20zcbBd9+l4M23UFYrbZ95hsCr/iA9g0K4QVVaGvsee5zq9HT8R48mYurjmNu08XRYQogGqE+ScaS5W2ttB+5QSk0Dfgb8miow0Tja4aBg1iwO/mcGBl9f2v7rOQKvvFIegIRwg+rt29n38CNUpaURcPnlRDz2KKawME+HJUSLp+12CmbO5MBrr2MKDib6tRn4jxzp6bBEC7d27do2JpNpJtAd10bOwn2cQKrdbr/tvPPOy697oj5JRopS6lKt9feHD2itn1JK7QPedHOgwg2qd+8m95FHqdy4Ef/Ro4l8Yhqm0FBPhyVEi6cdDgpnf8iBV17B4OdH1Iz/EDBqlKfDEqJVqNmzh30PPUzlxo0EXH45kdP+jjEoyNNhiVbAZDLNjIyM7BoeHl5kMBhkE2c3cjqd6sCBA93y8vJmAuPqnjttkqG1nnyS4zOBme4JUbiDdjopmvMx+S+9hPL2pt0LLxBwxeXSeyGEG9RkZ5P7yKNUpKTgN2IEbZ96UpJ3IdxAa03xp5+x/9//RpnNtHvhBQLHXOHpsETr0l0SjKZhMBh0eHj4oby8vO7Hnqv3ErZKKR/gbmAIoIFlwJta6yq3RSrOmC0/n9xHHqF8RTK+Fw6j7VP/xBwh41eFcIdD3y0g74knQCnaPvccgeNl6KEQ7uAoLib373+n9Mef8B08mLbPPoM5MtLTYYnWxyAJRtOp/W973DC0huyT8SFQCsyofX0d8BEwsdHRiUYp/XkJuY8/jrOyksgnnyTomonyACSEGzjKytn/9NMc+vprLH360G76dLyiozwdlhCtQsW6deT87W/Y8w/Q5qGHCLn5Jlk5SrR6Dz/8cOSXX34ZajAYtMFg4I033thz8cUXl3s6rqbQkCQjUWtdd8vaJUqpje4OSNSfs6qK/OenU/TJJ3h37UrUiy/IpnpCuEll6hZy/voXbFnZhN19N2F334UyuXP/UiHOTdrhoODdmRyYMQNzu3bEzf0ES48eng5LiCb3008/+f7www9BmzdvTrNYLDo3N9dUXV3daluFG9JksF4pNejwC6XUQGD5KcqLJlS9YweZE6+h6JNPCLnpJuI+nScJhhBuoLWm8MMPybzuOnR1De0/eJ/w++6VBEMIN7AXFJB1++0ceOUVAi65hA5fzZcEQ5wzcnJyzCEhIXaLxaIB2rZta9+4caPPqFGjOh0u89VXXwWMHj26E4DVau1z1113RSUlJXUdPHhwwpIlS6wDBgxIjI6O7vHxxx8Heupz1Ndpkwyl1Gal1CZgILBCKZWplNoNJAPDmjpAcTStNcVfzmf3hInYCwqIefcdIh59BINsrCdEozkOHSL73nvZ/+xz+A0ZQoev5uM7YICnwxKiVahISWH3+D9QsXYdkf98inYvvoDRT1bCF+eO8ePHl+zbt88rLi6u++TJk9svWLDAb+zYsaU7duzw2bdvnwlg1qxZoTfffPNBgMrKSsPw4cNLt2zZstXX19cxderUqKVLl2Z8/vnnO/75z382+7G79WmaG9PkUYh6cZSVk/fUk5T891usgwbR7vl/y+ZEQrhJ5ebN5Dzwf9j276fNww+7xofL3CYhGk07nRTOmkX+y6/gFR1NzMx38UlM9HRYQpx1gYGBztTU1LTvv//ef/Hixf433XRTp2nTpmVfc801Be+++27IPffcU7Bu3Tq/+fPn7wYwm816woQJJQBJSUmV3t7eTm9vbz1gwIDKnJycZt+6XJ8lbPcopQzAJq31cctTibOjKj2dnAf+j5q9ewm7717C7rwTZTR6OiwhWjytNUVzPmb/889jCg8jbs5HWHr39nRYQrQKjuJi9j3yKGW//IL/pZfS9ul/Su+FOKeZTCbGjBlTOmbMmNKePXtWfvTRR6GzZs3ac8UVV8T7+PjosWPHFpnN5sNltaF2MQSDwYC3t7cGMBqNOByOZt8KVq9Bxlprp1Jqo1KqvdZ6b1MHJX6ntabo40/I//e/MQYH0/6D92X4hhBu4iguZt/UqZT9tBi/4cNp99yzsvmXEG5SsX49OX/9K/YDB4n4+1SC//hH6R0U57SNGzd6GwwGevToUQ2wfv16S3R0dE1cXJwtIiLC9uKLL7ZduHBhhqfjdJeGzGRsC2xRSq0Gjiy1pbU+anc/pdRV9bhXldb6fw1473OSvaiI3MenUvbzz/hddBFtn3sWU3Cwp8MSolWoWLeenL+5HoDaPPIwITfJ8Cgh3EE7nRS+/wH5L7+MOTKSuE8+wdJDBkIIUVJSYrzvvvval5SUGI1Go46Li6uePXv2HoBJkyYVvP7666bzzjuv1ew/15Ak48l6lnsX+AY41bf1MECSjFMoX72afQ8+hKOwkIjHHiX4hhvkAUgIN9BOJwUz3+PAq6+6ls+UByAh3MZeVETuo4+5hkeNHu0aHhUQ4OmwhGgWhg4dWrF+/fr0E51btmyZ/+EJ34dVVFSsP/z7Sy+9tO9k55qreicZWutflVIRQP/aQ6u11vknKLpQa33rqe6llJrTgBjPKc6qKg7MmEHh+x/gFRND9Ly5WJKSPB2WEK1CTXYOuY8/TsWqVfhfdiltn3oKo7+/p8MSolUoW7qM3KlTXY1jU6cSfL0MjxKiPpKSkrpaLBbn22+/neXpWNyp3kmGUuoaYDrwC65eihlKqQe11l/ULae1nny6e9WnzLmoYv16ch97nJrduwmaOJE2Dz+M0c/X02EJ0eJprSn+9FPyn58OStH26X8SePXV8gAkhBs4y8vZ//x0ij/9FK/4TkS/8bo0jgnRAFu2bNnq6RiaQkOGSz0O9D/ce6GUCgd+AmcvAOEAACAASURBVL44UWGllA9wNzAE0MAy4E2tdasZa+YuzspKDrz6Hwpnz8bUNpL2s97Dd/BgT4clRKtgy8kh9+9/p3xFMr6Dz6ft009jbtfO02EJ0SpUrFnDvkcfw5aTQ8ittxJ+/30YvL09HZYQohloSJJhOGZ4VAGn3szvQ6AUmFH7+jrgI2BigyJsxbTdzqFv/svBN97AlpND0KRrafO3B6X3Qgg3cJSWUvjBbArffx8NRP7jHwRde430XgjhBracHA689jqHvv4ac3Q0sR99iLVfP0+HJYRoRhqSZHyvlPoBmFv7+lpOPXk7UWvdq87rJUqpjQ0NsDXSDgcl//sfB197nZo9e/BJSqLtM8/gO2igp0MTosVzVlRQ+PHHFM58D8ehQ/iPGkWbhx/CKzra06EJ0eLZDxzg4FtvU/TZZyilCLn5ZsKn3IPBVxrHhBBHa8jE7wdrl6cdgmtOxjta669Occl6pdQgrfVKAKXUQGB5o6JtJpyVldiys7EfPIi5XTvMUVEo06n/U2qHg6q0rVSsWknx119Ts2Mn3omJRL82A78RI6R1VZzztMOB/WAB9rxcbHn70TYb3p07492xA6p2Y6KTXmuzUbk5lfIVKyiaNw/HwYP4DhtK+H33Y+kuY8PFuc1+4AD2gwexFxTiKCrEXlCAMTAIS/ckvDp2PO3Grs6aGirXb6Ds558p+vRTtM1G0NVXE3b3XZgjI8/SpxBCtDQN6clAaz0fmH+ic0qpZK31+UqpzbjmYJiBG5VSe2tfxwJpjYzXI7TWFLz1FmXLlmPbuxf7gQNHnVdmM15xsXh16IgpMgKDlxeq9gcUlambqVi9BmdJCQDe3boS9crL+I8ejTKcasSZEK1f9Y4d5PzfX6jevRvs9uMLmM14d+qET2ICxrAwDD4WlI83Bm8fdE015WvWULkmBWdFBSiFdeBAwv/zKta+fc/+hxGimcl/6WUK3nnnpOeV1YpP1674dO2KMSgIg9WKwWrBYLViP3CA8uSVVKSkoKuqwGgk4NJLCb/vXrxiY8/ipxBCtEQNSjJOw6f23zFuvKfHaa3Z/8yzFM2Zg0+vnvgOHYpXTDTmmPaYwkKx5eyjZvcuqnftpnrbNsqXL0fbbOiamiP3MMfEEHDJaKwDB+E7cACm8HAPfiIhmg9bTg57/3Qb2ukg9LY/YY6MxBQR4WodNRiozthO9bZ0qrZlUJ68Ekdx8VF1C8ArLo6AK8fhO+h8rAP6y4aVQtQq/GgOBe+8Q8C4sfiPGoUpNBRTSAjG4GDsBQVUpaZSuTmVqtRUDs2f70rUj+EV34mgiRPxPX8Q1v79ZclnIc5QWVmZGj58eEJycvK2nTt3et1www0dVq9eve27777zv+666zpFRUXVOJ1OwsLC7J9//vmuqKgo+5w5c4KeeuqpdgaDAZPJpF988cWsSy65pGzbtm1Hrj/Ve0ZFRfXIycnZvG3bNq9evXp1j4uLq9JaY7VanR988MHuXr16VX/11VcBU6dOjbLZbMpsNuvnnnsue9y4caV1r6+qqlJDhgxJSE5O3mY+zciCutyZZOjaf0vdeE+P0lpz4MUXKZozh5CbbqLNIw/Xe1iT1hrsdrTdjsFiaeJIhWh57AUF7P3TbTgrK4n96EN8EhOPK+OTmAhjj2630E4nuroaZ5VroTpJKoQ4XsmiRex/9ln8Royg3XPPHTckyhgYiHfHjgSOG3fkmHY4cFZW4qyoQFdUYPD1lUYxIdxkxowZYePGjSsynWB4fb9+/cqWLFmyA+Cee+6JeuGFF9q8/PLL+8aOHVvyxz/+sdhgMLBq1SrLpEmTOu7evXvLmbx/TExMdXp6ehrA9OnTw5588sm28+fPz2zTpo1twYIFO+Li4mxr1qzxueKKKxLy8/M31b3Wx8dHX3jhhSUzZ84Mueuuuwrr+57uTDIOOwhkA4fHPdR9KtdAxyZ4zyZx8PU3KJj5HkHXTWpQggG4yprNpx1LLsS5yFFWRtbtd2DLy6P9rPdOmGCcjDIYUBaLJO9CnETFunXse/AhLD17EvXC9NPOuThMGY0Y/fww+vk1cYRCeM6DX2yMycgrtbrzngmR/hXTJ/Q65UZ6n332Wei8efN2ARiNRh0UFHTc+GCn00lpaakxPj6+CiAwMNB5+Fxpaanh8HPoya4/VnBw8AnLlJSUGIOCghwAF1xwQeXh4+edd15VTU2NobKyUlksFl33+gkTJhQ/8sgjUZ5KMg4/gc8ALsI1yXsusExrrU92UXNVMHMmB197jcCrriLy73+XidlCuImzuprse6ZQlZFBzOuvydwJIdyoetcusu+6G3NkJNFvvSnJuBDNQFVVlcrKyvJOTEysAYiPj7ctWrRo5+HzKSkpfl26dOlWXFxsslgsjldeeSX78LkPP/ww6IknnogqLCw0f/nll9tPdP3JpKamHtnkLysry7tLly7dysvLDVVVVYYVK1akH1t+9uzZwd26dauwWCz62Ov79+9fuWnTpgYtI3faJEMp9RrwidZ6xWmK3gCgtb5fuZ7IL6o9NkMptQjXRny7GxKcp5T8sIj8F14k4IoraPvPp2RythButP/pZ6hYtYp205/H78ILPR2OEK2GttnIuvPPYDIRM/NdGUooxAmcrsehKeTl5Zn8/f1P2vNQd7jU448/HjllypToTz75ZC/AjTfeWHzjjTcWL1y40G/atGlRI0eOzDiTGOoOl3r33XeDb7311tilS5duP3w+JSXFZ9q0aVHff//99hNdbzKZMJvNuqioyBAcHOw8UZlj1efpeTvwolIqUyn1b6VU7xMV0lqn1vlda62XAA8BbwG3ACNP90ZKqVlKqXylVOpJziul1H+UUjuUUpuUUk3SBHpo/nzMUVG0+/e/6t3NLIQ4PV1TQ8mCBQRedRWBY8d6OhwhWpXKzZuxZWUR+fhjeMXEeDocIUQtX19fZ01NTb1arK+++uriVatWHbfCwmWXXVa2Z88e79zc3EaPQrruuuuKU1JSjoyL3Llzp3nChAnx77333u6kpKTqk11ns9mU1Wqt9+ik035grfWrWuvzgQuBQuB9pdRWpdQ0pVTCseWVUr5KqT8qpb7BtVmfH9BXa/1uPeL5ALj0FOcvAzrX/twBvFmPezaIs6KC8pUr8Rtx8Wn3vhBCNEzF+g04Kyrwv3i4p0MRotUpX74ClML3ggs8HYoQoo7w8HCHw+FQFRUVpx17v2TJEr/Y2NhqgNTUVG+n09VpsGzZMqvNZlMRERFH9Yjs3r3bfP755x/3PH4qP/74o39MTEw1wMGDB42XX35553/84x/Zo0ePLj/ZNXl5ecbg4GC7t7d3vZOMhmzGtwf4N/BvpVQfYBbwBHBsU38+rt6PucAOXJO9+yul+tfe54T7bNSe+00pFXeKMK4EPqyd47FSKRWklGqrtc6t7+c4nfLkZHR1Nf7D5SFICHcrX/obmM1YB53v6VCEaHXKk5Px6d4dY2Cgp0MRQhxj2LBhhxYtWuQ3fvz441ZhPTwnQ2uNv7+/Y9asWZkAc+fODf70009DTSaT9vHxcX700Ue7DMcM4c/KyjIbjcbTPvgfnpOhtcZsNuu33nprD8Dzzz/fZu/evd7/+te/2v3rX/9qB7B48eKMqKioo5KZhQsXBowYMeJQQz5zvZMMpZQZVy/DJGAE8Cvw5AmKfo4rsehS+1OX5iSb+dVTFFB3LF127bHjkgyl1B24ejto3759vd+gdMkSDP7+WPv1a0SYQrReZ1q3AMp+W4q1b1+Mfg2aOybEOeNM65ejrIzKjRsJve22pgpNCNEI999/f/706dMjj00yxowZU1paWrrhRNc888wzec8880zeqe67bNky37vuuiv/VGUSExNrqqqq1p3o3PPPP5/7/PPPn7axfu7cuSHTp0/PPl25uuoz8XsUcB1wBbAamAfcobU+YZeK1vrmhgTQQCfqZjph9qa1fgd4B6Bfv3716trRTidlv/yK39AhsvSsECdxJnULwLZ/P9UZGbT521+bLDYhWrozrV8Va9aAw4Hv+dJLKERzdMEFF1SuWbOmxG63c6K9Ms7UY489dsBtNzuJqqoqNW7cuOJevXqddL7GidRnEspjQDLQVWs9Vmv98ckSDACl1Gl3/K5PmZPIBurOZosG9p3hvY5TtXkzjoMH8Rt+sbtuKYSoVb50KQC+Q4d5OBIhWp/yFckoHx8sfft4OhQhxEk88MADBe5MMM4WHx8fPWXKlIKGXnfaT6q1PjI5QSk1BOistX5fKRUO+J1gWdrpSqkcTtzrcNizwHcNDRb4LzBFKTUPGAgccud8jNKfl4DRiN+woe66pRCiVtlvSzFFROCd0NnToQjR6pQnr8Darx8GLy9PhyKEEEDD5mQ8AfQDEoH3ATMwBzh2GYv9wEunud0J1+BVSs3Ftb9GmFIqG9fEcjOA1votXKtVXY5rQnkFrqVx3aZsyRKs550nk+aEcDNts1G+YgUBl10qG1sK4Wa2/fnU7NhJ0B+u8nQoQghxREP6bP4A9AHWAWit9ymljlvHV2t90ZkGo7W+7jTnNXDPmd7/VGqyc1zjxR9+uCluL8Q5rXLjRpxlZfgOkV5CIdytPNm1V67vYJmPIYRoPhqylXVN7UO+Btd+GE0TkmeULVkCgP/wizwbiBCtUNlvS8FkkocgIZpARXIyxpAQvBMTPR2KEEIc0ZAk4zOl1NtAkFLqduAnoD4b7LUIZUt+xqtjR7zi4jwdihCtTtnSpVh798bof1znpxCiEbTWlK9IxnfQIJShIV/pQoizqaysTPXv3z/Rbrezbds2rwEDBiQCfPfdd/7+/v69u3Tp0i0hIaHb4MGDE3JyckwAb775ZkhCQkK3hISEbn369OmSnJxsOXy/qKioHqd7z7pljEbjeV26dOmWmJjYrVu3bl1//PFHX4CMjAyvpKSkrl26dOkWHx+f9Pzzz4cfe31VVZXq169fos1ma9BnrvdfJK31C8AXwJe45mVM01rPOFl5pZR3fY41B46yMsrXpMguxEI0AVt+PtVbt+I7TFaVEsLdanbswH7gQL17CXcU7eDBXx/k3p/vZU7aHDKKMnBqZxNHKYSYMWNG2Lhx44pOtLpUv379ytLT09MyMjLS+vTpU/7CCy+0AYiPj69evnz5toyMjLRHH31035133hl7pu/v7e3tTE9PT9u2bVvaP//5z5zHHnssGqB9+/a2lJSU9PT09LS1a9duffXVVyMzMzOP2sfBx8dHX3jhhSUzZ84Mach7NmTidwRQAHwC7NNa7z/NJclA33oc87jyZcvAZsNPdvkWwu3Kly0HwG/okHqVzyrNYvaW2Wwr3Eb3sO70btObPm360MbapinDFKJFKk9OBjjt/hh55Xm8seENvtn5DVaTlWCfYH7J+gWAEJ8QBkYO5KbuN5EUmtTUIQvhWV/fE0N+mtWt92zTrYLxr2edqshnn30WOm/evF0ARqNRBwUF2Y8t43Q6KS0tNcbHx1cBjBo16siWEcOHDy+fMmXKkeXjgoODj7v+WCcrc+jQIWNgYKAdXAnE4eOVlZXK6fy90aHu9RMmTCh+5JFHou66667C073vYfXZjK838BYQCOTUHo5WShUDd2ut1x1TPhLXLtwWpVQffl/KNgBw7/+oblL6888Yg4Kw9O5dr/J55XnM3z6fZTnLiPaLJiksiW6h3ega0hU/L78mjlaIlqVs6W+YwsPx7tLllOUyijJ4b/N7/JD5AwZloGtoV77I+II5W+cAEOUXxWUdLuPGbjcS7BN8NkIXotkrX5GMV2ws5qioE56vtFfy5sY3+WTrJzi1k8ldJ3N7j9sJ8gliX9k+VuetZnXuan7L+Y2FmQu5vMPl3Nf3PqL8Tnw/IUTDVVVVqaysLO/ExMQagPj4eNuiRYt2Hj6fkpLi16VLl27FxcUmi8XieOWVV47bWXvGjBlhw4cPP3T4dWpq6tbTvW/dMtXV1YYuXbp0q66uVgcPHjT/73//yzh8bseOHebLL7+8c1ZWlve0adOy4+LibMde379//8pNmzY1aD52fXoyPgDu1FqvqntQKTUI11K2vY4pfwlwM66N8uouZVuKa2O/ZkXb7ZT/+ht+F12EMhpPWs6pnazYt4LPtn3Gr9m/orWmZ3hPNhzYwMLMhQAoFEmhSUzqMolLO1yKt7FZjg4T4qzRdjvly1fgP3LkSZeurbRX8ujSR1m8dzEWk4XJXSdzY9KNtLG2wea0kV6Qzvr89azKW8V7m9/j460fc23itdyUdBNhlrCz/ImEaD60zUbF6tUEXDnupGVmrJ/BnLQ5jOk4hil9ptDOr92Rc+382jE+fjzj48dTWlPK+6nv82Hah/y450eu73o9t/W4jUBvWdJdtDKn6XFoCnl5eSZ/f/+T9jz069evbMmSJTsAHn/88cgpU6ZEf/LJJ3sPn//222/958yZE7ZixYr0M43h8HApgJ9++sn3lltu6ZCRkbHFYDAQHx9vy8jISMvMzDSPHTs2fvLkyUUxMTFHxWsymTCbzbqoqMgQHBxcrzGW9UkyfI9NMAC01itPtMKU1no2MFspdbXW+sv6BOFJ9oICvOLi8Btx8l2+7U47t/5wK+vz1xPiE8Kt3W/l6s5XE+0fDUBBZQFpBWmkFqTy/e7vmbp8Ki+tfYkJCRO4JuEaInwjztbHEaJZqdy0GWdJySk3uJyTNofFexdzZ887uaHbDUc91JgNZnqE96BHeA9uTLqRncU7eWfTO3yY9iHz0ucxIWEC13e9/khdFOJcUrlpE86KipMOlSqoLODzbZ8zttNYnhnyzCnv5e/lz3197+OaxGt4bf1rzN4ymy8zvmRyt8lM7jaZAK+ApvgIQpwTfH19nTU1NfWaB3311VcXT5w4sdPh16tWrbLcfffdsQsWLNgeGRnpcEc8I0eOLC8qKjLl5uaaoqKijiQTcXFxtsTExMqffvrJ/5Zbbik69jqbzaasVqs+9vjJ1CfJWKiUWgB8CBzO/mKAG4HvT3Fdd6XUcYM7tdZP1Te4s8EcEUHcp/NOWWZu+lzW56/nof4PMSlxEmbjUfNhCLWEMjR6KEOjh/Lnnn9mVd4qPt76Me9uepdZm2cxNHooV8ZfybCoYcddK0Rr5ig5hFdc3EkfgoqqipiVOovhMcOZ0mfKae/XKagT/x72b+7qdRczN89kbvpcPkn/hOExw7m+6/X0i+gnm/2Jc0b5imQwGPAdOPCE52enzabGWcPtPW6v9z0jfSN5esjT3NDtBt7Y8AZvbnyTOWlzuL7b9UzuOll6NoQ4A+Hh4Q6Hw6EqKipO+5C+ZMkSv9jY2GqA7du3e02cOLHTrFmzdvfs2bP6ZNd06NAhaffu3VvqG8/69et9nE4nERER9p07d5ojIiLsfn5++sCBA8aUlBS/hx566Lh513l5ecbg4GC7t7e3+5IMrfV9SqnLgCtxzbVQQDbwutb6f6e4tKzO7z7AGOC048eam/3l+3lt/WsMiRrC5K6TT/sAo5RiUNtBDGo7iKzSLD7b9hnf7vyWJVlLCPYO5rIOl3FFxyvoGtoVs0ESDuEGZQdgfyrs3+L6sVfCxA88HRUA/hddhP9FF530/Dub3qHCXsH9fe9v0H3jAuN4esjTTOkzhU+3fcrnGZ+zeO9iuoR0YXz8eAa3G0xcQJwkHKLx6tav/DRo1wcG1P+hvSk5qyqx9u+PMfD4B//iqmLmpc/jkrhLiAuMa/C9E0MSefXiV0kvTOftjW/z1sa3mJM2h0viLuHi9hczqO0gvIxep7+REKdSll9bv9JcdWzQn6HtsaPwW4dhw4YdWrRokd/48eNLjz13eE6G1hp/f3/HrFmzMgGmTp3atri42HTvvffGAphMJn3sXIzc3FyT1vq0X3aH52SAa+nrN998M9NkMrFp0ybLww8/HK2UQmvNlClT8gYMGFB57PULFy4MGDFixKHj73xyyrW/XtOrXb72v1rrS87KG9bRr18/nZKSckbXPvjrg/y892e+vvJrYgJizugedqedFftW8M2Ob1iStQSb04aP0YeuoV3pGdaTHuE96BTYiQjfCPzMfvJgJE5MaziUBbkbYd8G17+5G6E8//cifpFUh/fA58bP4RT/P1JKrdVa92tsSI2pW9ml2Yz9eixXdrqSfwz+R6PiqLRXsmDXAj7e+jE7incAEGGNYFDbQQxsO5CE4ARi/GOwmpvl2hOiOdAaivccXb/yNkH5gd+L+EZQ3fN6fC554pS3Opv1S2t9wu+MGetn8M6md/hq3FfEB8c3NhQyijKYlTqLX7J+odxWjtVkZWj0UC6MvpCuIV2JDYyVhjNxck4nFO3+/Xsrd6MruahTv5x+EdgvewmvpDGnvNWZ1K+NGzdm9urV6+CZBe8ey5cvt0yfPj3y66+/3u3O+86dOzdw586d3lOnTs0/fekzN3r06E7Tp0/P7tWr1wl7VDZu3BjWq1evuLrH6r2E7Ykope7QWr9Tz+JWoGNj3u9sW7FvBd9nfs/dve8+4wQDwGQwMSx6GMOih3Go+hAr9q1g04FNbDq4ibnpc5mdNvtIWavJSoRvBBHWCNpY2xz5t421DdH+0XQM7IjJ0Kj/2URLUVkMOWtdP9kpkJMCFQUAaGWk2K8TWZZ+ZFg6sMEWxcqyCHYctNDW5kNyC0hUZ6yfgUmZuKvXXY2+l8VkYULCBCYkTCCrNIuVuStZuW8lv2T/wjc7vzlSro2lDe0D2tM+oD1tfdsS5Rd15N8I3wgMSjYzO2eUHfi9fh3+qSoGwKlMtfVrABmWWDbWRJNcFsHOAgvXlcfwnIdDr+tECUZJTQmfbP2Eke1HuiXBAEgITuBfQ/9FjaOGVbmrWLx3MUuylvBD5g+Aa/5Uh8AOdA7uTKfATsT4xxATEEN7//b4e8kmnOecklzXd9bhurVvA1SXAOA0mCn0jSfLZyAZPu3ZUFu/Mg9aeEufx6UeDr2pXHDBBZVr1qwpsdvtnGivjDN13XXXNah34UxUVVWpcePGFZ8swTiZxn7Kkz7JKKU2A4e7SYxAONCs5mOcSrWjmmdXPUt7//bc2v1Wt9030DuQyzpcxmUdLgPA5rCxrWgbWaVZ7C/fz/6K339W563mQMUBHPr3eT7eRm8SgxPpGtqVpNAkLoi6QPYPaA0Ot6LuXQV7k3HuTcZwwLWIhEaR69WeTbo3yY5YNtjjSNftqa70wstkIDrIQlSwhX7tLVwZZCEmpPm31m8t2Mr/dv+P23rc5vaFEWL8Y4jxj2FiwkSc2sn2ou3sLtnN3pK97CnZQ1ZpFr9l/8bByqMbtXzNvnQJ6ULXkK50C+1Gj7AeZzTMRDRDTicc3AZ7V8LelTj3rsRQnOk6hYEcrzg2OfuRbI9lkyOObTqG6kovvE0GooItRAVZGBBn5apgC33aB3n2s9TDJ1s/ocxWxh0973D7vb2MXkfmIP7d+Xd2FO8goyiD7cXb2V60nZS8FBbsWnDUNSE+ISQEJ5AU6lruvVtoN6L8oqTXvrVw2CBvM2StgqxVOPeuwlC6z3VKGckyd2KDczAr7e3Z7IgjQ0djqzBhMRuJDrYQFWJhSCcL1wZZ6RzRurcBeOCBBwo8HcOZ8PHx0VOmTGlw7I1KMrTWb5/idN3+LjuwX2t92o1Dmov3U99nT8ke3h75dpMuRWs2muke1p3uYd1PeN7hdFBYVUh+RT67S3aTVpDG1oKtfLfrOz7d9ikKxYC2A7iiwxWMjB0pLUYthdZQuAsyl1G941fIXIZ3pWueVTlWUpydWeOYyHodT6ruRIhfOJ3C/egU7sukMF9iQ63EhfoSGeCDwdDyvqhfXvsygd6B3NL9liZ9H4MykBiSSGJI4nHnqh3V5Jblsq98HzllOWQUZpBWmMYXGV9Q5agCoFNgJy7pcAmXxV0mCUdL4nS4hmLU1i9D1krMNa7GvkIVyGp7Auuc57PBGU+6oSMRAaHEt/GjQ5gvk0Nr61eYL238vVvcg3C5rZw5W+e4hjGFdm3S9zIajCesXxW2CrLLsskqySKrNIvMkkzSCtKYnTYbu9P1GNDG0oYRsSMYHTuaPm36YDScfAl50czYKiE7Bb1nOdU7lmLKXYvJ4RrCn6fCWW2PZ51zJBudndhu7EB0YDCd2vjRMcyXW0J9iQu1EhvqS5ifV4urX6Jh6pVkKKUuAcbjmvitgX3AN1rrk64upbXeo5TqBRxeu/I3YFPjwj07skqzmLl5JqNjRzM4arBHYzEajIRbwwm3hpMUlsSYjq7czamd7CrexQ97fmDBrgVMWzGNp1c+zfD2w7mz5510Du7s0bjFCZTkUr39Z0q2/Iglezl+Na7hk4d0EKucXVjlvJy9vj3xbteNxLbBJEb6MybC9eDjbWo9X8Ar9q0gOTeZB/s96NFlMb2N3sQFxh2XPNiddnYf2k3K/hR+yPyBNze8yRsb3qBrSFfGx4/n6oSrZQ+c5kZrOJBOVcbPlG1djN/+1fjYXXMr9zkjWOXsQ4pOJMe/NwHtOtO1XSB9Ivy5JsKf2FArZmPrGSY3L30eh6oPcWfPOz0Wg9VsJSE4gYTghKOO1zhq2F60nS0FW0jel8z87fOZmz6XMEsYI9qPYGLCxBM2CAgPs9dA9hoqM5ZQlbEE/4KNmLQNjWKnsz2rncNYqxPJD+pFeFRHurUN4IIIf25u40dMiBVjC2wIE+5Rnx2/XwEScC1he3gHwmjgPqXUZVrrEy4Lo5S6H7gdmF976GOl1Dta6xmND7tpfbX9K+xOOw/1f8jToZyUQRmID44nPjieu3vdTerBVBbsXsA3O75hUeYixnYayz297zlq4yVxltVUULz1Fwo3LcQvZyltqv6fvbMOr+rK+vB74u5+40QJIQLBEtyLw5RCoVC0QGmh/drpzFSmpa6426CltIVSPLhbIEBCjDjxELebXDnfHxcohQABAkkueZ+Hh+QeWxfOPmevvdb6rRR0NUgZeQAAIABJREFUAQ3RmCNKP+L1R1Dp0AE7t1a0cjTjfQdTTPXVv3BybfRa7A3tGeUzqqFNqRUtDS08zT3xNPdktM9ocityCU8LZ0/yHr4+/zVrotfwRsAbDPUY2lzo2pCU5VBwdR8VMQcwyz2DibwAPSBXacNBsS3JhoHUOHbC2dUTf0dTBtgZY6yn3v9fcqWc9THr6eTQCX9r/4Y25z50NHXws/LDz8qPkd4jqZRVcjzzOOGp4exI3MEv8b/Q07kn0wKm4WPh09DmvriIImJuNIVX91Nz/TCWNy+iI0rRFQWui66cVfYh0zQY0akDnq5OBElMGWVrjL6O+iyGNVM/1CWS8ZIoil73figIwi9AAvAg7clJQHtRFCtu7f8tcAZo9E5GTEEMHmYeTaaJniAIdxqWTWs97U7/gL0pe3nF+xXeaP0GZnqNP4+4ySOKFKZFkxWxE53UI7iWR2KGDD1Rm4v4csB0MnLXbji3DKGzswWDDF48+UelqCT6ZjQvub3UZOQvbQ1tea3la7zW8jXOZZ9jQeQC5pyZw5qoNUwPnM4AtwHNqR7PA3kNN2OPUXB5N8YZx3GoTsISUIomnMSfLMv2aLbohpe3HwMcTdXeoaiN1JJUCqWFdyLejR0DbQP6ufajn2s/SqpL2BS76U5zzm5O3ZgeMJ2Wli0b2swXArE8j4Ir+yiLCcci5xSmikIsgetKCUc1ulFg3RF9ry60auHCWEdTDHSaBWiaeTR1uUukgiC0E0Xx/D2fhwDShxwnAHd3JlTwkELxxoIoisQUxNDNqVtDm/JEmOmZ8V7Ie4xtOZYll5ewOW4ze1P28kXYF4RJwhraPLWjWlpB0vl9VF7bgyT/BPbKXCyARNGRI6aDkbv1wCmwF+2cbQhVo5SMJyWzLJNyWfkzzxV/VrS3b89Gu42cyDzBoshFfHjyQ7Zd38YXoV80dx1/BlQVpJN29k/E6+G4FJ/DCikmoiaXBR/OWkxBy6snnq070tfOtDklA4grUolFNMWUI1NdU2YEzmBsy7Fsit3EhpgNjNo1ijG+Y3g7+G30tfQb2kT1QqmgIuU82Rd3opdyGIeqOKwQEURjzmgEcNMuFAPfXrT29eUVK6MmWfvX2CgvLxe6d+/udebMmfikpCSd1157ze38+fPxu3btMh49enQLiURSo1QqsbKykv/666/JEolEHhkZqTdhwgTXmJgYg3/961+Zc+bMudMkTyKR+GdmZkY97Jr37rN+/Xqz8ePHt7h06dK1oKCgO3P4qKgo3bffftspMTFRz8TERGFkZKT49NNPs/r371++YMECy9TUVN2ffvop66uvvrI2NDRUzpo1q05F4HVxMl4HlgqCYMxf6VJOQOmtbQ9iLXBOEITtt34fCqyui1ENSU5FDkXVRU1+9cTO0I45oXMY4zuGf534F9MPTmeM7xjeafNOcz75U5Kfk07yqe1oJ+3HpyKClkI1VaIOMXpBxDtPwjp4IN5evng0OxX3EVuo6iHka9E0nQxQRQ67OHYhTBLGjsQdfHvhW0b8OYJ/tfsXQz2GNhcyPg1KJbnxZ8m5sB3TG4dxlSXiA2SLFpw17oncvRdObfrT1smOds2TnvtIKEy4IyXbVDHRMWF6wHTG+o5lYeRCNsaqnPrPQz8nyCaooc1r2lQVkxO5m9Kru7HLO4mJsgQ3UeAqnlwwfx1tnz74BIXR18a4+Tn2DFi4cKHV4MGDi2qTr23btm35kSNHEgHefPNNyQ8//GAzd+7cLBsbG/n8+fPTf/vtN/P6sGHLli0WwcHB5Rs2bLAICgrKAqisrBQGDRrk+eWXX94YM2ZMCcCFCxf0zpw5Y9i/f/+7G2vz1ltvFbRr186n3pwMURQvAe0FQbDjro7foijmPOK4nwRBOAqE3TpmgiiKkXUxqiGJKYgBaPJOxm28LbzZMnAL8y7OY2PsRs5ln+PbLt/eV5DXzEMQRVLjI8k6+zsWGQfxksVjLYjkYEWU9QB0fPvj2b4/bYyalb0eRVxhHJqCZr1p9zckGoIGwzyH0d6+PR+d+ohPTn/C4fTD/LfTf7HSt2po85oMYk0F6RF7KLn8J475J7AVi7ASBa5p+XJYMh3TgIH4BXagR3N6xiOJK4zDw8xDLWqFjHWM+U/7/9DLuRefnP6E8XvHM67lOGYGzURPS6+hzWsyKPOvk3luG8r4vTiWXcEOJTqiERd0Q6hw7oF9mwEEeLoRpPXiLIp9fOpjp8SixHrVevcw96j8PPTzGw/bZ+vWrZZbtmxJBtDU1BTNzMzuU1xVKpWUlZVpenh4SAEkEolcIpHId+zYcV/Ou7m5+SMVW+/ep6SkRCMiIsLo4MGD8UOGDPH46aefsgCWL19uGRwcXH7bwQAICQmRhoSESAH09fWVRkZGCgBjY2Olo6Nj9ZEjRwy6d+9e+ajr11VdyhToyl3qUoIg7BdFsfhhx91yUC7V5RqNhWsF19AUNNVqEq6rqcsH7T4gVBLKRyc/YvSu0Xza6VMGtRjU0KY1WkSFnNQrRymI2I5dzmFclVm4Ate1PLngOhXrtsNw82uPncaL82CuD2IKY3A3c1eraJqDkQOr+qxiU+wm5l2cx4g/RzC/+3wCbQIb2rRGi1iWQ8a57Uijd+FcfB4XaigT9YnSb0e1e2/cOg6htZNzQ5vZpBBFkfiieLo4dmloU+qVdvbt+H3w7/wU8RPrYtZxJvsMC3osQGIkaWjTGicKOYr0c+ReUEXbravTcQLiRGd2m45E26c/rTv0oqeFevejaGxIpVLhxo0but7e3jUAHh4esvDw8KTb2yMiIox8fHxaFhcXa+nr6yvmzZuX8eCzqYiOjo59nH02bdpk1q1bt5LWrVtXm5mZKU6ePGkQFhZWee3aNb2goKAHOgxTpkwpuvv34ODgiqNHjxrXi5MhCMI44L9AOJB56+PuwFeCIHwmiuL6R52jKRFTEEMLsxZquVISJglj25BtvHfsPf5z8j/cKLvB9IDpzWHR28iqyLm8n5sR25DkHcVNLEEiahKjF0iG+wRahL2Mp6TppiE0BuIK4giVhDa0GfWOhqDBay1fo6N9R94+8jYT909kTuicJlOA+1zITyAvYhuyazuxL7+GEyIZohXHTF5Cu+UAAkJfopNJ88TnSblZdZNCaaFaqjIZahvycceP6ebUjQ+Of8DoXaOZ230ubWzbNLRpjYPqMsTEQxRF/oleykEMFCVYiZqcE/04aDMEy+DBdAwOwucFFEOojUdFHJ4FOTk5WsbGxg+MPNydLvXhhx/azZw503Hz5s3p9WnD1q1bLWbNmpUHMGLEiMINGzZYhIWF3eco9O7du0Vqaqqem5ub9G5H6DY2NjbyuLi4Ok2S6xLJ+BBoc2/UQhAEc+AcKmlbteB20XdXp64Nbcozw0LPguW9lvPZmc9YemUp6WXpzOk0p8ko/dQ7VUWUXt1NQcQ27PJPYYcUA1GfKIP2iN4v4dt5BIGWzakv9UF+ZT4F0oImXY/xKDzMPdj80mbeOfoO/z7xb5KLk5kZNBMN4QWMeCmVkBlB2eU/kMfswrwqDRsgSunGOfNxGAcMpl37LvQxfEGfPfVMfFE8gFpF4e+ls2NnNg/YzFuH32Jy+GQ+av8RI7xGNLRZDUNpNsTvoTJ6FzrpJ9ASZQiiEeFiELl23XFqN4gu/u501m1OM2wMGBoaKmtqaur0IhgxYkTxyy+/3KI+r5+Tk6N59uxZk4SEBP2ZM2eiUCgEQRDEpUuXZvj5+UlPnDhxZ4XnwIEDScePHzd47733nGo7l1Qq1dDX11fW5bp1ufsEVClS96KkCahFPQ7qUvT9KLQ1tfk89HNcTFxYELmA7PJs5nWfh7levdQVNX5Ks5DH7KL40nbM8s5hgoIq0Ywjet3BZxBBXQcSamHa0FaqHbeLvtVxpfVuzPTMWNF7BV+c+4KVUStJLU3ly7AvXwx1HJkUUo4hj9mFPHY3etUF6ImanFG2JM7sTSyDh9AtJBB/I/VJl2ssxBU2XWWpx8HV1JVNAzbxz2P/5NMzn5JQlMD7Ie+jpaHmk2lRhLwYiNuDInYXmjmXAchT2nJQ2Yssux74hPSib2unF6LfUlPD2tpaoVAohMrKSsHAwKC2OfUdjhw5YuTi4lL9OOd3c3PzS0lJufag7Rs2bDAfPnx4webNm9NufxYSEuIdHh5uNGXKlIK5c+fabdq0yfR2XUZFRcUDHaKEhATd0NDQ8gdtv5u6jMovgUuCIIQDt0NMzkBv4PO6XKSpoG5F3w9DEASmtJ6Ck7ETH578kHF7x7Gyz0rsDO0a2rT6RxThZgLE7UIa9Sd6eZfRAkqU9uzWGgS+Awnt0oeXbJsdi2dJbMGL4WSAypH/tOOnuJu682PEj+RV5rGk15IG7XD+zKgqgoRwiNuF4vpBNOWVSNHnqCKAC3rjsQ0eyMB2vnSxrNc6y2buIaEwAQdDB/W8x+7BRMeERT0XMffiXNbHrCe3MpfvunynfhF5hRzST0PcHsT4PQjFqvlhtOjBfvkrxJmE0bZdR4YHO2Fnqn4p3upGly5dSsLDw42GDh1adu+22zUZoihibGysWLNmTSpAenq6VkhISMuKigpNQRDE5cuX28bGxkZbWFjciSRkZ2driaL40EX/X3/91fKf//xn9t2fDRkypGjDhg0W/fr1K9+xY0fi7NmzHT/44ANnKysrmaGhoeI///lPVm3nunDhgtE333yTXdu2e6mLutQ6QRD+BPryl7rUUeDfoigWPezYpsbtom9vc/VeCbqbfm79sDGw4c1Db/L6vtdZ2WclTsa1RsiaFkoFZERA3C6UcXvQKEwEIE7ZgoPiK1S696NzxzDGeFqhpSZSs3KlnG3Xt5FQlMBHHT5qaHPuI64wDmdjZ4x0Xoy8e0EQGO83HomRhPePv8/k/ZNZ1nsZFnoWDW3a01OcDnF7IH43YuopBFFBoYYFe2s6clRoi2nLXgwPcee/7pZqo69fXlPOuph1uJu609+tf0Obcx9xRXFqH8W4Gy0NLd4PeR8HIwe+Of8NMw/NZF73eRhoN3FntroMEg9B/B5I2A/SYhQaOkRotOYPWS9Oa4bQobUfI0Mced/ZXG1qKnMqclhxdQXTAqZhY2DT0OY8E2bNmpX3/fff293rZAwcOLCsrKzscm3HODs7y3Nzc68+7LxHjx41nDx5ct7D9jl//nz8vZ999NFHd44JCgqSHjt2LPHh3wBOnTql7+XlJbW3t3+kshXUUV3qljOxpS77NmVuK9+oY9H3wwi2DWZVn1W8cfCNO46Gu6l7Q5v1+MiqIPkYxO+G+L1QkY9C0OKc6Mce2QRiTcLo3SGI19s4YqVG6RqiKHIo/RDzL80ntTSVIJsgpHJpo7uPYwtj8bP0a2gznju9XHqxsMdCZh+ZzYR9E1jZZ2XTe4mKImRfUU184vZArqq3U56eKzuUg9hVE4zUujWj27vyQ7CjWqVryBQytiZsZcXVFRRKCxnrO7bRORlV8irSStPo69q3oU157ozxHYORthGfnP6ENw68weJei5teNKc0S/XOit8DKcdBUYNc14zL+u1ZV+HHIWkrWkhsebWPMx8FOGCoRnUWJdUlrIlew6bYTShFJe3t26vtfRwaGlp14cKFUrlcTm29Mp6U0aNHlzx6r/ohLy9P+9tvv8189J4qnupbCoIQJYqi/9Oco7EgiiKxBbF0lnRuaFMaBD8rP1b3Wc3UA1PvTISaRAFhZSEk7IO43ZB0GGSVyLWMuKTblg2yVhwXg+jo68bYDi7MaaE+q6q3uZh7kZ8u/sTV/Ku4m7qzoPsCujl1a3SrW6U1pWSWZ/IPr380tCkNQpgkjKW9ljLz0EzG7x3Pqr6rGr8Ep7waUk/cmvzshdJMREGDYssg9plOYXmeD1kyCQNa2/Nxe2fauKjPqiqAUlSyL2UfCyIXkFmeSYhdCIuCF+Fv3fheeYlFiShFJT7m6p+KWBtDPIZgqG3I+8ffZ+K+iSzvvRxLfcuGNuvBiCLkRqvGVdxuyFYtYovmbiS7vcq6wpZsyrJHp1KHoUEO/NLOBX9H9UrnrVZU83Psz6yMWklZTRkD3QfyZtCbjf+5+JTMnj27Tk3sGivDhg0rfZz96yJhO/xBmwC1SeDPrcylUFr4QtRjPAhvC2/W9lvLlP1TmLh/Iit6r2ic/x6FybdSNfaq8lVFJaKxPdftB7Hmpi/bCt0wFg0Z3cWZve2dcTBTv4LbxKJE5l+az9GMo9jo2/BZp88Y3GJwoy1+jC9URWpfhHqMBxFiF8KqPquYdnAa4/aOY03fNbiYuDS0WX+nqgiuH1BNfBIPQU0ZaBsgc+vOGcepfJ/iQlSGDnYmeozt7cyods5qFRW8zZmsM8y9OJfYwli8zL1Y2mspoQ6hjdaJuqMsZdEEFoaeEb1cerG4x2JmH53N6/teZ03fNVgbWDe0WX+hkEHqyb+c9pJ0QADHECq7fMQflYEsuCKQk12Ns4UB/x7gwstt1a+IW6FUsCt5F4suLyKnIocwSRizg2e/UKl+LxJ1mZH8AmyidoWpxpWP8RRcK1AV5TfKSfVzxN3Unf/1+x+TwicxJXwKq/uubviJoVIJWZEQt0v1cM6/1VvGxo+Kdm/zR1UgP0YbUpgvo5XEhK9fdmNAa3v0tDUb1u5nQE5FDksuL2FH0g4MtQyZFTyLMb5jGr1y0W1RhQa/lxoYf2t/1vRdw5RwlSP/v77/w8mkgWugitJupUHthrTTICrAyBZaDafAsSerMp3YGJFPWbWcEFdzlrzkRu+WtmirSS3T3cQVxjH34lxOZ53GwdCBr8K+YoD7gEYvQRxXGIeRtpHarwI/ik6STizrtYzpB6czcf/Ehnc0pKWQeFA1tq4fgOoS0NKDFj2g6/ukWXZmZWQ5vx3JQCqrobOnFV8O96ebtw2aahZ1F0WRE5knmHdpHteLruNn6ceXoV/Szr5dQ5vWzDOkLk7GVeAHURSj790gCEKv+jepYYgpiEFD0Gj2pgEnEydW913NxP0T7zgazz11Sl6tyk2Nu1VfUZ4Dgia4dII235Bq2YUlV+T8cTILmVJJTx8LpnR2o52bRaNdbXwaSmtKWR21+k7e6mu+rzHZfzJmemYNbVqdiCuMw0bfBiv95p4j3hberOyzksnhk5kYrpoIPVexBVGEnCjV2Irbfae+AmsfCJ0FPgOIpgXLT6Sy57dsIIcB/vZMCnMjwKlp3G+PS2Z5JgsjF7I7eTemuqa83/Z9RvmMajJqRQlFCXiZezV6Z+h5EGwbzNJeS5l2cBqTwiexpu+a5/vcKcv5y2lPPgZKGRhYgu8g8HkJ3LtzIUvK8mPJHIqLQVtDg6FBDkwKc8fbzvj52fkcib4ZzU8Xf+JCzgWcjJ34vuv39HXpq5bv6mb+Tl2cjNnAg3KwhtWjLQiC0A+YD2gCq0RR/Oae7a8D3/NX5/FFoiiuqo9rxxTE4G7q3uhXhJ8XTsZOrO6zmgn7JzAlfApr+q6hhVm99oa5H2kpJB6A2F2qVZ+aMtAxAo+e4D0APHtzMV9g2bEkDsSkoqulwcgQRyaGuuFurZ6KRTWKGn6OU+WtllaXMtB9IDODZuJg5NDQpj0WcYVx+Fi+2FGMu7nb0Zi0fxJr+619tqvQSgWkn1VFA+N2qdShEMC5A/T+HHwGIFq4czqpgGX7kzhx/TRGulpMDHXl9VA3JGqYcghQLC1mZdRKfo77GQ1Bg0mtJjHRf2KTKhxWikriC+MZ4jGkoU1pNATbBrOs1zKmHZx2J6LxTB2NwmTVeytuF9w4D4hg7gbt3wCfgeDUDiUaHIrLY9nqy1xMK8LcQJu3enjyWgcXrI3VL+UQ4EbpDeZHzmd/6n7Mdc35V7t/MdJrJNqa6pUC1syDqYuE7YmHbIuoL0MEQdAEFqPqv5EBXBAE4U9RFGPu2fUXURRn1td14a9O32GSsPo8bZPH2cSZ1X1UEY1J+yexpt+a+ledqihQqUHF7oTko6CoAUNraDVc9XB264KopcvRhHyWro/nfGohZgbavN3Tk/EdXbBUw3xwUE0c9qTsYeGlhWRVZBHqEMo7bd5pkpG2KnkVySXJ9HDu0dCmNCp8LHxY0XuFKnVq30TW9ltbv86jQgYpxyBmh6qGqfImaOqAe3fo/B54vwRG1iiVIvuu5bB08ymiMkuwNtblg34+jOngjImeek4GpHIpm+M2s+rqKirkFQxpMYQZgTOaZJ+gzLJMKuWVL5T0el24HdGYfnA6k/ZPYnXf1fXraNxMhJjtcG3HX9FAu9bQ/T+qd5eNLwgCMoWSHZFZLD+WxPW8chzN9flssB8j2zqhr6N+Kb0AhdJCll9Zztb4rWhrajO19VQm+E14YeTLH0R5ebnQvXt3rzNnzsQnJSXpvPbaa253S8tOmDDBaffu3ebZ2dlXNTVV98aCBQssIyIiDNevX5/+7rvvOhgZGSnmzJmTO2LECNcJEyYUDBw48L6eG7d59913HVxdXavffvvtAgCZTIaNjU3Aq6++enPx4sV3FKLatWvn/cMPP9zo0qVLpUQi8Y+IiIi1t7eXSyQS/8zMzKisrCytV155xe3EiRPXH/c7P1GVqCAIl0RRDH6SYx9COyBRFMXkW9fYAgwB7nUy6p3mou8H42rqyqq+q5i4byKT909mTd81uJq6Pt1Jy/NUTkXMDlUhnKgAMxdoN/XOqg8amiiVIvuv5bD4aCLRmaU4mOrxycCWvBLipFYSfvdyOus08y7OI7YwFl8LXz4L/YwO9h0a2qwn5nrRdZSikpYWzePrXlpatmRFnxV3ajTW9l2LvZH9k59QIVM569f+UK2qSotV0UCvvqqx5dkbdFUpGTKFkj8vZrDkaCJJ+RW4WRny9XB/hgVJ1LKeCVRFpzuTd7IochG5lbl0cezC7ODZeJp7NrRpT0xckarT94te71QbbWzbsKTnEmYcmsHk/ZNZ3Xf106lOFSTBtW2q8ZV7K4PcqT30/Uo1vsz/EnKQyhT8GnGDZceSySyuwsfOmPmjAhngb682vZnupVJWyYaYDay9thapXMowz2HMCJjRuArwG5CFCxdaDR48uKg2+VqFQsG+ffvM7O3ta/bu3Wv8MOfhSdm2bZupm5tb9Z9//mm+cOHCTA2Nut2HDg4OcltbW1l4eLhhnz59Kh7nmk86U3sWiXQS/uooDqpoRvta9hshCEIXIAF4RxTFG7Xs81jcLkp9ETX864K7qTur+qxiUvikO6kdzibOj3eSykKI/ROif7/lWCjB0gPCZkPLIaoVoFv5mXKFkj8vZbD4yF+Tn+/+0ZqhgRJ0tNTz4Qx/LzqVGEn4pvM39Hfr3+TzrOMKb02CmtOlasXP0u9ORON2DvljragrlSqVtajfVI57VSHomoB3f9XYatETtP/S6JDKFPx6MYPlx5LIKKrC196ERa8G0b+VvdoVm97mdtHp3ItzSSxOpJVlK77u/DUhdiENbdpTE18Yj4ag8ezTWZsobe3asrjnYmYcnMHkcNVCmbmeed1PUJYD17bD1a2QdUn1mVMH6PcN+A4G07+nOVZUy9l0Lo2VJ1LIL6sm2NmMz4f60d3bRm1rEORKOdsTt7P08lLyq/Lp7tSd2cGzcTdrnP22sv7zoVP19ev12rVR19Oz0uGrLx86H926davlli1bkgE0NTVFMzOzOw3tdu3aZezl5VX1j3/8o2jz5s0Wj3IyTExMFLq6usqH7WNkZKTQ19e/s8/PP/9sMWPGjNyVK1daHz582LBXr14PdRjMzc3v2Dd06NDi9evXWz4vJ2P3Ex73MGobffcqWu0EfhZFsVoQhGnAOqDWHAxBEKYCUwGcnR8+IW4u+n40HuYerOyzkkn7J6lWXPutfXSxak2lqvgtaquqh4VSDhYtVKkafsPuhJNvI1Mo2R6ZyeIjiaQVVOJjZ8zC0UG85K++kx9QFZ0uilzE7uTdmOiaNPqi08cZW6BqwmeiY4KDYdOqI3metLJqxbLey3jjwBt3JkKPbNiXGwNXNkP0NijNBG0DlWPR6h+qOiatv6cSSmUKNp9LZ/nxJHJLVZOfOUPUe/IDEJUfxdxLc5tM0enjjq/4wnjcTNwaXfPNxkSIXQgLey5k5qGZTAmfwqo+qx4umiGrUkXbL29SCZCIStVCWJ8vwG/4fY4FQKlUxvrTqaw+mUJRpYxQD0vmjwqko7tlo73XnhZRFDl84zDzL80npSSFQOtAfuz2I0E2QQ1tWqNDKpUKN27c0PX29q4B8PDwkIWHhyfd3r5582aLkSNHFo4ePbr4888/l1RXVwu6urq1qboCsHbt2kcusM+ZMyf39s/l5eXC6dOnjTds2JBWXFysuXHjRotHORnR0dGxt38ODQ2tmDNnzmO/xOvsZAiCYIsq2iACCx/3QnUgA7h71uoIZN29gyiKdzcxWQl8+6CTiaK4AlgB0LZt2wf+R0Fz0Xdd8TL3ui+icV+xqlIJ6WdUk59rO1TF2yaO0GEGtBoB9gF/cywAauRKfr8VucgoqqKVxIQVr7Whl6+t2jXPu5tiaTErolawJW4LGoIGE1pNYJL/pEZfdPo4YwsgriAOHwsftX3R1hcB1gEs66VyNG6Pr/tyyCsLVdHAy5tUss4aWuDRG3rPUTkYOob3nff2yuqK4yncLK+mvZsFP40MpFML9Z38AKSVpjH/0nwOpB3AQs+Cf7f7Ny97vdzoi04fd3zFF8UTaBP4zO1q6nSw78CC7gt46/BbTD0wlZV9VmKqe1eDO1GEzEsQuUHluFeXqNJ4O78H/v8A69oXIYsra1hzKpX/nUqhVCqnu7c1b/X0JNj5MaIlTZBLuZf46eJPXMm/gpupG/O6z6OHU48m8Ux5VMThWZCTk6NlbGwsr22bVCoVjhw5Yrps2bIb5ubmysDAwIrt27ebjBo1qt46eW/dutWsQ4cOZcbGxsqxY8cWBQYGOsjl8ht17Ty1yDUCAAAgAElEQVTu4OAgz8vLe+yVz7o04wsElgGm/KXq5CgIQjEwQxTFS4970QdwAfAUBMHt1nVGAa/eY4u9KIrZt34dDMTylNwu+g6VhD7tqV4IvC28Wdl75V+Oxu0c8rJc1cP50nooTlPlgbccAgGjwSUUasn9q5Er+e2iyrnILK4iwNH0hVhZrZJXsSl2E6ujVlMpr2Sox1CmB0xvkkWnj0KmlJFQlMBon9ENbUqTINAmkCW9lvy9WFXPUuW4X1itSjlU1ICdvypdw/9lMKy9mLWiWs6Gs2msOJ5MYUUNYR5WvNUjiPbujbgTcj1ws+omy64s4/eE39HW1GZ6wHTG+43HUPt+B6ypU1JdQnZFNqMsRjW0KU2CTpJOzOs+j1lHZjH1wFRW9F6BKZpw9RfV+Mq7Blr6qndX0BhwCav13QVQWFHD6pPJrDudRnm1nD4tbXmrh6fadea+l6TiJOZdmsfRG0ex1rfmvx3/y1CPoY22EWxjwdDQUFlTU1PrzfT777+blJWVabZq1coPoKqqSkNfX19Zn07Gli1bLC5evGgkkUj8AUpKSjR37dplPHTo0DrVflRWVgqPSs+qjbrcFf8D3hBF8dzdHwqC0AFYCwQ87kVrQxRFuSAIM4H9qCRs14iieE0QhDlAhCiKfwJvC4IwGJADhcDrT3vdvMo8CqQFzUXfj4GvpS8r+6xkyv4pTNg1mpXY4ZRwQJUO5doZun8IvgNrXVUFlXPx68UbLDmSRGZxFYFOZnwxrBXdvKzV2rm4nbe67PIy8qry6ObUjVlBs/Aw92ho054ZKSUp1ChrmusxHoM2tm1Y3HMxbx6cwcQ/hrOyuBrb3DjQNYW2EyFwDNi3fuDxFdVy1p9JY+UJlXPRxcuaWT09aONi8Ry/xfOnvKac/137H+tj1iNTyBjhNYJpAdPUujdLQlECQLOy1GPQ2bEzc7vN5Z2js5n8W39WZGRgXlWictwHzlVF3PUe7CgUlFez8kQK68+kUiVT8FIre2b28MDXvnFHoJ+WuxvBGmgZ8HbQ24xtObY5A6SOWFtbKxQKhVBZWSkYGBj8LUK5ZcsWi3nz5qW98cYbhQClpaUarq6u/mVlZXUqyHzzzTcl7du3rxg3blxxbdsLCws1IiIijDIzM6/q6+uLAPPnz7fcvHmzRV2djOjoaD0vL6+quux7N3VxMgzvdTAARFE8KwhCvS4NiaK4B9hzz2ef3PXzv4F/1+c1rQ2s2Tl0J8Y66tkE55kgq8Iv5Rwri6S8oV/M6+Szqs1Y3NrPBKsHq7TU5lx8NdyfLp5Wau1ciKLIgbQDLIxcSGppKoHWgXzX9Tva2LZpaNOeObeLvn0tfBvYkiZE8Q1CrvzB0px8ZlgaMkFPi1X9vsQheCLoPLhWsbxazrrTqaw6kUxRpYxu3ta8/QKkbdQoatgav5UVV1dQVF1EX9e+vBX0Fi4mLo8+uIkTX6hSv2yuJ6wjoghpp+l6ahELsrKYbWPNRAc7VnZajZV7r/tSee8mv6yaVSeSWX8mDalcwaDWDszs4YGXrXrPHUqqS1gVtYrNsZsRERnjO4Yp/lMer3i+GQC6dOlSEh4ebnT3xL6srEzj+PHjpuvWrUu7/ZmJiYmybdu25Vu2bKlTWCwmJkZ/2LBhtToYABs3bjTv1KlT2W0HA2DUqFHFn376qWNVVVV6Xa5x4MAB4379+j12ZEUQxYenfAqCsABoAaznL/UnJ2AckFLfPSueBW3bthUjIuqtpceLS3k+XFgFF1ZCZQHYBxDfegRT07cBsLLPylo7g9+bFhXoZMbsXp50VfPIBcDZ7LPMvzif6IJoWpi2YFbwLLo5dWvw7y0IwkVRFNs+7XkeNbaKpcVczr9MZ0lnNDXUUxa13si+CqcXqmouAFoN54pPb6ZfmY+RjhGr+6zGyeR+sYUyqUzlXJxMofiWczG7lxeBatqd+zYKpYI9KXtYfHkxmeWZtLdvzzvB7+Bn1fAqgc9rfH108iNOZp7k6CtHn/ZS6o1SqerCfWoeZFwAAyto/wbnnAJ468zH2BrYsqrPKmwNbe87NK9UyvLjyWw6l0aNXMngAAdm9vDEw0a9ez5UyirZHLeZNVFrKJeVM6jFIN4MfLNRNIJ9kvF15cqV1ICAgJvPyqa6cOrUKf3vv//e7o8//kipz/OGhYV5njx58rF7WDwObdu29d67d2+itbW14kH7XLlyxSogIMD17s/q0ozvbUEQ+qPqWSFBpQKVASy+FXloRt0pzYKTc+HiOlBUg1c/6DgTXMPwFgTWthzElP0qnf/lvZffkQK+XdC96HDiCxW5AIi+Gc28S/M4l30OO0M7Pg/9nEHug164ibaZnhndnLo1tBmNm8yLcOQrSDyoqmVqPw06TAczJwKAVXb+vHHgDcbvG8+qvqvuNMQslcpYd0rlXJRUyejhY8PbPT3V3rm4rWizKHIRicWJ+Fr48knvT+jk0KmhTXvuDPUYSgeHpttD55mjVELsDjjyNdyMB3NXGPCjKuVQW5/2wDJDa2YcmsGE/RNY3Wf1nT412SVVLD+WzM/n05ErRYYGSnizewvcrdXbuZApZPya8Csrrq6gQFpAN8duvB38dpPuJdNYCA0Nrbpw4UKpXC6nrgXXdeFZOxhZWVlas2bNyn2Yg/EgHhnJUAeaIxlPSGn2Lefif6qGeQGjodPbYH1/tOJG2Q2mhE+hpLqEH7rOJeWGPUuPJr1wkYvk4mQWRi7kYPpBzHXNmdJ6CiO9R6Kr2bg6kz+vldZmHkJOlMq5iN8D+hbQaaaq5kL//jSE60XXmRw+GYCvO83lXJwRa06lUCaV09PHhlm9PGntqN7OBcC57HMsuLSAqzev4mriysygmfR26d3oesk0j68GRhTh+gE4/DnkXAVrH+jyPrQcCpr3T+6u5l9l2oFp6Gvr89+Qn9gXqcFvERkoRZHhwRJmdPPA1Ur9hAPuRqFUsDtlN0suLyGzPJO2tm2ZFTyrUSqXNdVIhrrzRJGMhyEIwtRbcnvNqBOVhXDsO4hYoyrmDnwVurynWgV6AE7GTizruZrX905h2oFpVGWNoLVZjxcmcpFems7SK0vZk7IHPU09ZgTMYJzfOLVUtGnmKSlIgkNzIOYPVTF394+gw7Q7nbhrw9PckwVdVzHt4DSmHpyMNOsVerboyVs9PGklUW81G4DIvEgWRS7ifM55bA1s+bTjpwzxGNKsaNPM/aSfgwOfwI2zqnfWsBUqCdqHRJFbW7fm8/ZL+ODk28w4PAlZ9jhebtudaV1b4GRRrz3bGh1KUcmBtAMsubyE5JJkfC18+bjXx3Ry6KRu722lUqkUNDQ01H9lvQFQKpUCcJ/61NM+odXqDnzhkdeo6i2OfQvVZRBwy7mwcHvoYZU1cjafS2fF8WTyKiZg6/ELSLbSK8CSLp5q96D6G1nlWSy/upwdiTvQ1tBmXMtxTGg1AQs99VbyaeYJkJbC8e/h7FJVo7wu70PHN2uNXNxNdkkVK4+n8PP5dKrFqdh5bUbDcRNhbRxoJXnqxfJGzbWb11h4eSGnMk9hoWfBP0P+2Sgjg800AkqzVM5F1K9gbA8DfoKg10Dr4dL+URklLDmayL5rOejoTsfaYyPlTmsI8XfGycL/ORn//BFFkSM3jrD48mISihJwN3Xnh64/NMrIYD0RnZ+f39La2rqk2dGoX5RKpZCfn28KRN+77amcDFEUlz/N8U0RqUxBUWUNxZUyKmsUeFgbYWrQuJs7PRJRVKVshH8MhUnQogf0/UrVkfshlEplbDiTxuqTKRRW1NDR3ZK5rwQS4jqEz85+xtIrS8ksz+TTjp82+gZYj0tWeRaro1azLXEbAgKjfEYx2X+yWstlNvOEKBUQuVGVulFxU5UP3vNjMH54X5TUmxUsP57EbxczUIowJNCBGd1CkVgM5t8n/s13F74jszyT99u+r3a1PtduXmPZ1WUcvXEUM10z3mnzDqO8R2Ggrd6rys08ATIpnFkEJ35SRd67/BPCZj9QQh1UE+wzSQUsOZrEycSbGOtqMb1rCyaEuqGnO5B3j77Lx6c+Jrs8m2kB09RqoUwURY5lHGPZlWVcK7iGs7EzX3f+mv6u/dXuOXI3crl8ck5OzqqcnJxWgFp6UQ2IEoiWy+WT793wtOlSE0RRXPs052jMiKJITFIKSef3Quopbkj12CFrR4LoyN1BHFdLA1pJTGntaEp7N0taO5o2nYdSYTLs/j9IOgxWXvDqr+DZ+6FSfnmlUtacSmXT2TTKqlUdTmf2+LsO/xehX+Bk7MTiy4vJKMvguy7f1arc0dS4UXaD1VGr2ZG4A0EQGOE5gsn+k9Wykd6zpKpGQVRGEekx5yHlGGbF0USKXoQLoRRgiiiKGOlpEeBoRrCzOUHOZvg5mKKj1cTeDVmXYefbkH0FnDrAmF/BIeihh0SmF7HyRDL7onPQ0tRgVIgzU7u4/y1t48euP/LjxR/ZELOB1JJUvgz7Ekv9pt9k70r+FZZfWc6JzBOY6JgwM3AmY3zHYKSj3sW29YUoipxPKSQ+t4y8mzcxyDqLQ9EFTGR5nNENI8YkDEMDQ0z0tXGzMiTE1YLWjqboaTfRyWXSYdj1DhSlgu8g6PPFQ9N6a+RKdkdlsfpkCtGZpVgb6/Kv/j682t4ZE73bC2G6LOm5hE/PfMqSK0uIL4rns06f/b07eBNEKSo5nH6Y5VeXE1cYh8RIwmedPmNwi8EvRNphmzZt8lA1cW7mOfJUhd+CIKSLouhcj/Y8Ex6neE4URWIvnaTo3Cas88/iJaqUxqoEfXTFajRQUmLoTp5zPwpcBnKxypbozBKuZpSQWazqU+JhY8TLbRwZFizBxljvmX2vp0IhgzOL4eg3oKEFPT6CkEnwkIhDUn45K48ns+1SJnKlkv7+9kzv2uKhOeG7k3fz2ZnP0NHU4fNOn9Pdufuz+DbPnOTiZNZEr2FX8i40BA1GeI5gkv+kJutcNERhqiiKHI3PJSp8Ay3yD9BBIwZLQSUXXqppjomiCAWaXDdpz1XzvpzWas/5jEqySqQA6GhpEOZhxbAgCb1b2jbuiVFNJRz7Bk4vUnXk7vuVqsnXA5x3pVLkYGwuK08kcyG1CBM9LcZ0cGFCqOtDnyG/JvzKN+e+wUTXhG86f0N7+/bP6hs9M0RR5ELOBVZFreJM9hnMdM0Y7zeeUd6jmqxz0RDj61TiTRbtu0xI9s9017yMv5CMlqCkBm2kmsaYKAopFUw4qNOdXxXdOVNuA4COpgYBTqaEuFrQ18+uaSySVRXB/o/g8kaw9ICXfoAWD363FFfWsPl8OutOp5JbWk0La0MmhbkzPFjywOeIKIqsj1nPvIvzsDW05fsu3+Nv3fTSp+RKOeGp4ayMWklicSIuJi5M8Z/CS+4voa3RNDMM6mt8NfPsqUufjKsP2gR4iaLY6JNj6/KgvllcSlT4OmzjN9BSEU+NqEWyvh9yl644t+2PiXs7qCqE2D/h2h+QdgpEJfT8L3R+F1B1Aj0Qk8vWiBtcSi9GU0Ogu7c1Yzu4NC5lpcyL8OcsyI0Cn4HQ/zswldS6qyiKnEy8ybrTqRyKy0NHU4OX2zoyOcy9zmobKSUpfHD8A2ILY3nV51Xebftuk8mpjsyLZE30Go7eOIqeph4jvEYwwW9Ck4/KPM9JULVcwY7ITKKObOXV8nX4aqRTpm1NmUMoxi17YuzTU3X/5cXClS2qnOrSTFVe9dht5Oi5E5lexIXUIvZGZ5NdIsVIV4v+rewYFiyhg5slGhqNZGwBJB+DnbOgKAWCx0PvOaBfu/JTSaWMXy/eYOPZNFILKpGY6TMpzI2RIU4Y6dZtdTG+MJ73j79PakkqU1pPYXrA9CaxMqlQKjiYfpC10Wu5VnANCz0LXvd7nVe8X2nyaVHPc3xdTCvih/3x6Kce4Eud/2HPTWT2bdHy6Ibg3hUc26kWj5KPwKX1ELcHlDKqfUdwouVnnL9RzoXUQqIySpArRZwtDBjY2p6BrR3wtTduPO+t28TuVEXfK25C6Czo+gFo1+6IX7lRzKZzafx5JQupTElnTysmhrnR1dO6zs+Mq/lXef/Y++RV5jG7zWzGtRzX+P5NaqFSVsn2xO2sv7aerIos3E3dmdp6Kv1c+zX5tKhmJ6PpUBcnIxfoCxTduwk4LYpiw3dmeQQPe1Dn52YTseVz2hXuxFIoJVNTQq7XWLz6vYGR6UPSD8pyYf+/VY2zQmdBr8/+tkqZmFfObxcz+P1SBvll1XjYGDEh1JXhQY7o6zTQAJfXwNGv4NR8MLKFl75XhZhroaJazrZLGaw7k0ZiXjlWRjq82s6ZcZ1csTJ6fAehRlHD3Itz2Ri7EW9zb74M+7LRdqmVK+UcuXGE9dfWczn/Mqa6przq8yqjfEapTUH385oEHYrNZetvW5gi20hbjQTKDZzQ6/MxWq0fovaiVELKMfhjOsilMPZ3kLS5tUnkbEoBf0Rmsicqh/JqOa6WBrza3pl/tHHCwvDhRZ7PlJoK2P8hXFwLFu4waD64dal11+jMEjacSWPHlUykMiVtXMwZ19GFAf72aGk+fkpYpaySr859xY6kHQTbBPPfjv/F3cz9ab/RM6G8ppydyTtZf209GeUZuJi4MN5vPINbDG4yiw+P4nmNr/9sj+LAuSt8pb+R3uIZlFbeaAxeAM4P6Z1Rng/nlsKJH1U9j15eB9p6lFTK2B+Tw66r2ZxKvIlCKeJpY8TwYEeGBUmwM23gqHxlIex+F65tBzt/GLwIHO6XV62skbPzShYbz6YTlVmCgY4mQwIljOvogq+9yRNduqS6hE9OfcLhG4cJk4Txn/b/wcn4/saYjYHcily2Jmzll/hfKKkuIdgmmAmtJtDFsYvaFHQ3OxlNh7o4GauBtaIonqxl22ZRFF99VsbVFw97UEvLClH82JIMsxAMw6bhGNwfNOo4EJUK2POeSuo1eDwMnHvfxOneHFBzA21Gt3NmTAcXJGb6T/vV6k5uDGybqopeBL0Gfb8Evb+nOYmiSOSNYn6NyGDXlSzKquW0djTl9U6uDGhtj67W0ztHx24c4+NTH1NSU8Jwz+HMDJzZaHLJ8yvz+e36b/yW8Bt5lXk4GDowzm8cwzyGNfmV1Xt5XpOg7MPLsT/+T6r1bdHp8S+E4NcempL3NwpTYP0Q1eTi1V/ANfRvm6UyBfuic9h0Lo0LqUXoaGrQ39+O0e2cae9m8XxXGzMiYNsUlc2dZkL3D0H77+O7sKKGHZcz+f1SBtGZpehpazA0UMLYDi71JkO7M2knX5/7mip5FaN8RjEtYFqjySVPLEpkS/wWdibtpFJeSWur1kxoNYHuTt2b/MrqvTyv8XV5x3x8r36HDjKEru9Dp1mPVFO6w/mVqveXezcYtflvhdIF5dXsjc7hj8hMItKK0BAgzNOaf7RxpLev7fNfKEs+CtunQ0U+dPsAQmf/7TkiVyg5laRafNh/LYfKGgVetkaM7eDC0CDJXfUWT44oivwc9zPzLs1DoVQw3m88k/0nN4p3gyiKnM85zy/xv3A4/TBKUUkP5x687vd6o+xz8bQ0OxlNh3prxicIgrkoivdGOxoFj3pQi1XFCA9IZ3gkoqhSjTnxo6rRz/CVtT7kRVHkQmoRq08mcyAmF4AePjaM7eBCl8cI3T42SiWcXaLS5dczgUELwOelv+2SWyplx+VMtkZkkJhXjr62Jv397RjbwYUgJ7N6n6yVVJew7MoytsRtQU9Ljzdav8Grvq+io/n8V6HlSjlnss6wI2kHh9IOIRfldHLoxCjvUXRx7KJ2k5/bPLd0jspCuLxZVe+j/QROdWkWrB8KxWnwykaVKEEtJOSWsflcOr9fzKCsWo6zhQEjgh0Z0UaCo/kznAQo5CpZ2uPfg4kDDFsGrmF3NlfWyDkWn8/2yEwOx+UhV4r4OZiobAt2fCbKdIXSQhZGLuT3hN8x0zVjZtBMRniOaJB7uUJWweH0w2y7vo2I3Ah0NHTo59aPUd6jmmR+e115buPr0By4cR4GzgMrj8e/QOQm+HPmLVGCrbX2akm5WcG2Sxn8fjGDrBIpBjqa9PK1ZWBre7p6W9fL4tMDkVervuOZRWDpCSNW3YleyBRKIlKLCI/JYeeVbG6WV2Oip8WA1g4MD5bQ1sX8mSw05FXmMffiXHYl78LGwIb/a/N/9Hfr3yApVPmV+exN2ctv138jpSQFU11ThnsM52Wvl3EyaZyRlvqg2cloOtSnk3FJFMXgejlZPfNcuqaeWgAHPlaFn1/ZVGtX0dtkFFXy8/l0frlwg5vlNThbGPCPNo685G+Hh82DG3I9NqXZsH0qpBwH7wGq9A0jawBuFFayLzqHfddyuJRehChCsLMZI9s6MaC1Pcb1sPLzKFJKUvgh4geOZxxHYiThFe9XGOIx5JmnJImiSPTNaHYl72Jf6j4KpYWY6JgwxGMIr3i/gouJyzO9fmOgSXUkrrgJG4apajZGrgOfAQ/ctbJGzr7oHH67mMHppAIAOrWwpL+/PT18bOo3eliYAr9PhswIaP2KKv1Qz5S8MimHYvM4EJPLycSb1MiVWBvrMixIwvBgCT52T5ay8bjEFcbxzflvuJh7EVcTV0Z6j2Rwi8HPPLIhU8o4k3WGXUm7OHLjCFKFFImRhJHeIxnmMQxzvYf3BVEHntv4UshUwh1PM8GN/l0V5bYPgNe23xfhvs3tVMWdV7LZG51NcaUMY10terW0pauXNZ08LOtX6CQ/Hn6bpIq+t50Efb6gUKbFiev5HIzN41h8HqVSOTqaGvTwsWFokITuPs/Y6bmLyLxIvj73NbGFsXiYefCK9ysMajHomTdgLasp42DaQfak7OF8znmUohJ/K39G+Yyij0sf9LQaqdhMPdLsZDQd6tPJiBRF8eHajA3Ec5kIwV/h53ZTVROOR1AjV7LvWg4bz6ZxPqUQUClT9W9lR18/O1ramzx5hOP6Adj+BsiqoP+3lHiP4kJaEedSCjiVWEBMdikAfg4m9POzo7+/PR42DaPkcirzFCuuruBS3iW0NbTp5dyLl71fpq1t23pbHaqQVXAu+xynMk9xKusUmeWZ6Gjo0NWpKwPdBxImCWuQSEpD0aScDABpicrRyI2BCXtA8uj1jBuFlWy7lMn2yAxSCyoB8LEzpqevDZ09rfFzMHlyZ/radvjzbUCgsMe3nNTrSkRqIRdSi4jLKUUUwdFcn94tbend0pZ2rhZPVGvxtIiiyIG0A6yLWcfV/KvoaerRz60fI71G0sqqVb2Nr7zKPE5nneZ05mlOZ5+mpLoEU11T+rr0ZYD7AAJtAtUmH7wuNLnxFbcbto4D184qmeVHpDTKFEpOJd5k19VsDsbmUlwpA1TjK8zDijYu5njbGeNiaYjmk7zDIjch7nkPhaY+J/0+Y2dVayLTi0i+WQGAlZEO3b1t6OlrS5inVZ1FEuobhVLBnpQ9bIzdSExBDIbahgxyH8RI75F4mHnUy/gSRZGk4iTV+Mo6zYWcC9Qoa3AyduIlt5d4yf0l3E0bZ/3Vs6LZyWg6NEcy6pv9H6pCu/2/h/ZT63xYbqmU/ddy2BOVzfmUQpQiGOlq4S8xJcDJjEAnUzxtjbEy1MVEX+uBD6+aaikVez7B/MpyCow8WefwX8LzTInPLUMUVTKggU5m9Pa1pa+fHc6WDZ9PepvEokR+u/4bfyb9SVlNGZZ6lgTbBhNsE0ywbTDe5t51SvmQKWSklKaQUJRAQlECV/OvciXvCnJRjoGWAe3s29HDqQe9XHphrFOPkaMmRJObBAGU58HKnqCogSmHwNSxToeJokhSfgWH43I5FJtHRFoRCqXquedqaUBLBxP8HExxNNfHzEAHCwMdzAy0MdHTplqhQFqjpEqmQCpTcLO4FPuzc2iZ+SuJOj68L84mskwVmTDU0STYxZx2rhb0ammLj13jUuaJK4xja/xWdiXvokpehZW+FW1s29z542HmUSdHoKymjMTiRK4XXSehKIFLeZe4XnQdACt9Kzo5dKK3S29CHULVrglnXWmS4ytyI+x4E9pMUNUX1vHeVShFYrJKOZGYz6nEm1xILaJGrgRAV0sDDxsjPG2MsDTSxVRfGxM9LUwNtNHR1EQqU9wZW1U1Cm4WFtAr+Ts6Vx3itLIls2reJB9zLAx1CHY2J9jFjA7ulgQ6mjUqRTlRFIm6GcWWuC3sS92HTCnDRt+GNnZtaGvblra2bXEzdXvk80AURfKr8rledJ3rRdeJK4rjQvYF8qryAHA3daeTQyf6u/XH38q/UT1fnifNTkbTodnJqG+UCvhlLCTsu9XYrtdjn+JmeTXH4vO5klHMlRvFxGSXIlP89f+kpSFgbqiaDImIVMkUVNUosZJl8a04lwCNZNbLe/OlfAwGBob4OZjS3s2Cdm4WBDiZNe7+AoBULuVA2gFOZZ0iMjeSrIosAPS19LHWt8ZMzwxzXXPM9czR1tCmvKacUlkp5TXllFSXkFGegVwpB0BbQxtPc0862nckVBJKoHXgCzvxuZsmOQkCVcrU6j5g5gIT94Hu40ffSiplXEwvJCarlGu3/qQXVj7yOHchi8XaC/DVSOd/DGan1WScrU0JcDSlrasFPnbGDRKteFzKa8o5kHaAcznniMiJILdSVSOmp6mHpb7lnbF1O62prKaMclk55TXlFFUXkVORc+dchtqG+Fn6ESoJJdQhFC9zrxd24nM3TXZ8HfwUTs6FPl+qBAyeAKlMwfXccuJzy0jILSMup4ykvHKKK2uoqFE88DgfIZ2lugtwJof9VuOJ95yKq40JQU7muFgaNJn7qlBayMG0g0TkRBCRG0F+VT6gehdZ6FlgqW+JpZ4l5nrm1ChqKJeVUyGroFxWTl5lHiXVJXfOZa1vTZBNEKGSUDrad8TeyL6hvlajotnJaDo0p0s9C6rLYU0/VRfSSeFg2/KpTieVKYjJLiWtoIKC8hoKK3a4+sIAAA5nSURBVGpUf1fWoKUhoK+tSUjFUYZlfAeCwOWgz9FtPQw3K0PMDJp+ClBORQ6Xci8RdTOKAmkBxdJiiqqLKJIWIVPKMNYxxkjbCGMdY4x1jHE2dsbL3Asvcy/+v737j6+qvu84/vqQBBISMCCKUayoRFe1LViHKIwq4BTL1IdDq5X5Y+LqdA7rHuUhq7PS9tHarnXWPSj1Byr6ANdhnVDcXAF/rNIViT8qKmVFi4CCUMKP8CsE8tkf35MZsuTeQzj3nnuT9/PxOI/cc5Lc8+ab+wn3m/M93+8JR5xQtAsO5VLRvgkCWL0Y5lwZbgK/am7HU+Eegoa9TWxqaGTrrn1s3d3E1l37aGjcT6/SHpSX9qB2wwJO/8238dJyGifMoOqMi7M/aRFwdz7a9RF1G+tYtXUVW/eGuqrfW0/93npKrISqnlVUlVVR1bOKvj37cnL1ydRW11Lbr5aaypqiefOXT0VbX83NMO+6sBbFVXMy3v/UGU0Hmtmxp4nte5rYd6CZirISKkp70OedJyhf8g9YRb9wc/eJf5LoedPi7qxtWEvdxjo+aPiALXu2UL+3ni17trCtcRu9SnpRWVZJVVkVlWWV9K/oz5DqIZzS7xRqq2upLu/khDRdnDoZxaNTnQwzu8Xdf9zmWH93r08sWYJSeSO0fT08PAZKe8HkJVB1dG7Os283PH8nvD47LLr0549Av65/47IcnqJ9E9Si5f6nEbfARd/N3Xn27ghz86+YF8arX/5QmEVKJIOirq99u2H2hHDV8Ib/aHctisTsrof5fwOrnoMhF8BlM/9vchKRjqiTUTyy3i1lZne0PQRMM7NyAHe/L/pYkB2M1BwxCK5+Ch77Ijw+Aa5bAH2OSfYcm1bCvBtg80oY9dUwN7+GAkl3MPwm2LI6TM9c1hvG3HV4M+y058PXwuw229aG5x91RyJXTUQKWs/ecNVT8MhYmDMxzDh1TA6mG16zNKwts3MTXPgdOPuv469RJSJFIU5FTwfOBqqAPtHHkuhx97xrNq7jPg+Tng5XNR4bD9vWJfO8B/bDK/fDQ+fB7j/ApGdg3D3qYEj3cuF34Mxr4Zc/CFfzmpuTed79jfDSveHej+b9YTar0V9TB0O6jz4DQ+eipCc8/kVYuyy5527aA4unh6slpb1g8iI451Z1MES6oDhVfTqhU1EJ/KO7Twe2uvv06LFkMngUXPss7NoSOhr17x/e821cAY+MgcXfgCHj4OalMGRsMllFikmPkrC45IhbYNlP4Oe3hYkXDse6V+HB0fDSd8Pimjf/Ej41Ipm8IsVkQG2YXKH3kfDkZfDei4f/nO+/DDPPhVfug6Ffhq/8FxxbkLdyikgCsnYy3H2tu08EfgUsMrOJuY/VxRw/PAyX2rcLHh0fFhk6VE17Ycm3wtWLHRvgitlhBeQ+AxOPK1I0zMIVjdFTwxScP5scFig7VI0N8O9Tw9WLxp3w5X+FibOgousvHCfSoepPwQ3PQ/+TYO6V4YbwzthdD8/eAk9cAu5w7Xy4dEa7K4yLSNcRewUbd59vZouBe4D1OUvUVR07FK5/Dp64FGZdAGffHBbtqxyQ+ft2bobXHoPls2DnRhh6Dfzpt6F3blfFFikaZjDm62E620V3w/Z1YXjTkAuyD8Fo+DjUV92jYWz48Jtg7N168yPSos9AuH4hzLkiLNh3zq3h/okjjsv+vTs+gtdmw/KHw4Kao+6AL0yFsorc5xaR1B3SMpnuvgv4Wo6ydH0DTwuXn39xF7z8PVj6Ixg2KfzS7h+t2Nl8IPxVtf690LFYMS8sPjZkHIx8GE4cne6/QaRQjZwClUfDC98Kf3UdcCqcext89sow9rtFczN8WAfLHoR350NzU+iQfGFquOooIger6Ad/8WyYae2/Z8CvZ8Lpl4e1NGo+d/DXusOaV0LHYuVC8Obw/9e4e+CYM9JILyIpyTqFrZmtANr7IgPc3T+bi2BJSm2azUw2r4JfPQC/+Sn4gfDmqLEBmnZ98jVlvcO41eFfgaNOSS+rdDlFPcVmNgea4J1/g6UPwMcrwpjy8mrYtzMMhWqpsV59Qyf/jyfDkSenm1m6lC5dX1vXwK9/Am88GWrqmM+A9QhT3zbtDv+PNe4IHZNhk+Csv/zkj2giCdAUtsUjzpWMCdFHA54DusYqVGk76tQwJvX8u6BuFjRshPIjwjCNXn3CG6NTLoIKLcYjckhKysLVi89cAe+/BG/ODR35nlWhtnpWhrHmp13WqRXDRbq1foNh/L1wXrQ+0+rFUFoe6qqsMkyBWzMUzrhcw6JEurmsnQx3/6DlsZk1tt6XBPStCXPwi0iyzODk88MmIsmqqA5DFEdOSTuJiBQoTUwtIiIiIiKJirPi95mtdivMbBhh6BQA7v56LoKJiIiIiEhxinNPxg9bPd4I3Ndq34ExiSYSEREREZGiFueeDA1oFhERERGR2GLdk2Fmfc3s/83xaGYFP32tiIiIiIjkV5x1Mq4E7gc2AWXA9e6+PPrc6+5+ZqbvLwRmthnoaFasAcAf8hgnjkLLVGh5QJni6ijTCe5+1OE+eZbaynT+tBRaHlCmuIopUz7qq5jaI03KFE+hZcqUJ5H6ktyL08l4Exjv7hvMbDjwBPD37v6Mmb3h7sPyETRXzKyu0BZ1KbRMhZYHlCmutDOlff62Ci0PKFNcylQ45+6IMsWjTNkVWh7pnDg3fpe6+wYAd3/VzM4HFprZINpfCVxERERERLqxOPdk7Gh9P0bU4TgPuAQ4PUe5RERERESkSMW5kjEFOBZ4r+WAuzeY2TeB0bkKlkcPpR2gHYWWqdDygDLFlXamtM/fVqHlAWWKS5kK59wdUaZ4lCm7QssjnRDnnoyFhHsw3mpz/CzgG+7+ZznMJyIiIiIiRSbOcKnBbTsYAO5eBwxOPJGIiIiIiBS1OJ2M8gyfq0gqiIiIiIiIdA1xOhnLzeymtgfN7EbgteQj5YeZXWRmq8xstZndmVKG483sRTNbaWbvmNmU6Hh/M1tkZr+LPvZLIVuJmb0RDZfDzE40s2VRpp+aWc8856k2s6fN7LdRe52TZjuZ2Vejn9nbZvaUmZWn0UZm9qiZbTKzt1sda7ddLHgges2/ZWY5W+NG9ZUxl2ore6bU66tQays6n+qr41yqr+yZVF+SF3E6GbcDN5jZS2b2w2h7GZhMuCm86JhZCTADGA+cBlxtZqelEGU/8Hfu/mlgBHBrlONOYIm71wJLov18mwKsbLX/PeCfokxbgRvznOdHwPPu/kfA56JsqbSTmR0H/C1wlrufAZQAV5FOGz0OXNTmWEftMh6ojba/AmbmIpDqKyvVVgYFVF+PU2C1BaqvGFRfGai+JK/cPdYGnA/cFm1j4n5fIW7AOcB/ttqfBkwrgFzzgQuAVUBNdKwGWJXnHIMIBT4GWAgYYeXN0vbaLw95+gK/J5qooNXxVNoJOA5YB/QnzNC2ELgwrTYi3Bv1drZ2AR4Erm7v6xLOo/rqOINqK3umgqmvQqut9v7tqq+DMqi+smdSfWnL2xbnSgYA7v6iu/9ztL0Q9/sKVEuRtVgfHUuNmQ0GhgHLgIH+yQKIG4Cj8xznfmAq0BztHwlsc/f90X6+2+skYDPwWHQZ/BEzqySldnL3D4EfAGuBDcB2wtDBNNuotY7aJV+ve9VXx1RbWRR4faVdW/k+Vyyqrw6pvg5NIdSXJCh2J6OLsXaOpbZ6uZlVAT8Dbnf3HWnliLJMADa5e+v7bdJur1LgTGCmuw8DdpHOEDIAonGilwInEtaQqSRczm0rtddUB/L1c0z79XKQQqkv1VY8RVpf+fw5pv2aOYjqKyPVVzLS/jlKJ3XXTsZ64PhW+4OAj9IIYmZlhF/Qc9z9mejwx2ZWE32+BtiUx0gjgUvMbA3wL4TLzvcD1WbWsnhjvttrPbDe3ZdF+08TfnGn1U7jgN+7+2Z3bwKeAc4l3TZqraN2ydfrXvXVPtVWPIVcX2nXVr7PlZHqKyvV16EphPqSBHXXTsZyoDaaTaEn4aanBfkOYWYGzAJWuvt9rT61ALguenwdYaxrXrj7NHcf5O6DCe3ygrtfA7wITEwp00ZgnZmdGh0aC7xLeu20FhhhZr2jn2FLntTaqI2O2mUBcG00U8cIYHvLpemEqb7aodqKrZDrK+3aAtVXu1Rfsam+JH/SvikkrQ24GPgf4D3g6yllGEW45PcW8Ga0XUwYR7oE+F30sX9K+c4DFkaPTwJeBVYD84Beec4yFKiL2upZoF+a7QRMB34LvA08CfRKo42ApwjjapsIf+25saN2IVxynhG95lcQZhfJVS7VV+Zsqq3MmVKvr0Ktreh8qq/M2VRfmTOpvrTlZbPoBygiIiIiIpKI7jpcSkREREREckSdDBERERERSZQ6GSIiIiIikih1MkREREREJFHqZIiIiIiISKLUyZDEmNkBM3uz1XZndHyNmQ1IO59IMVN9ieSO6kskeaXZv0Qktj3uPjTtECJdlOpLJHdUXyIJ05UMyRszqzCz583spmh/kpm9Gv3V6EEzK0k7o0ixUn2J5I7qS+TQqZMhSapoc7n5S60+VwX8HJjr7g+b2aeBLwEjo78eHQCuSSGzSLFQfYnkjupLJGEaLiVJynS5eT7wfXefE+2PBT4PLDczgApgU+4jihQt1ZdI7qi+RBKmTobky1JgvJnNdXcHDJjt7tNSziXSFai+RHJH9SXSCRouJflyN7AF+HG0vwSYaGZHA5hZfzM7Ia1wIkVO9SWSO6ovkU5QJ0OS1HZM671tPn87UG5m33f3d4G7gF+Y2VvAIqAm34FFiojqSyR3VF8iCbNw5U9ERERERCQZupIhIiIiIiKJUidDREREREQSpU6GiIiIiIgkSp0MERERERFJlDoZIiIiIiKSKHUyREREREQkUepkiIiIiIhIov4XG7Nim0h7aWQAAAAASUVORK5CYII=\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_orb2_B1u.inp.out, pType=a, thres=1.5020281826750603, 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_orb2_B1u.inp.out, pType=phaseUW, thres=1.5020281826750603, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb2_B1u.inp.out_BLM-L_2020-02-17_23-02-20.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 C2H4_1.0-100.0eV_orb2_B1u.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_orb2_B1u.inp.out_BLM-V_2020-02-17_23-02-20.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": "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_orb2_B1u.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLMv:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (0.2015027545217631-1.9521450177638797e-17j)\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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data (No filename), pType=a, thres=0.00020150275452176313, 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 3.3281521057715073e-16\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": [ "# 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: 2018-06-13 22:20:40.594 (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
Tue Feb 18 00:27:02 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 00:27:02 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 00:27:02 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_23-02-20\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 2 ionization (B1u), wavefn run, 1.0:2.5:100.0*. Dataset on Zenodo. DOI: 10.5281/zenodo.3706969. URL: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb2_B1u.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Ethylene (C2H4), orb 2 ionization (B1u), wavefn run, 1.0:2.5:100.0,\n", " title = {ePSproc: Ethylene (C2H4), orb 2 ionization (B1u), wavefn run, 1.0:2.5:100.0}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3706969},\n", " publisher = {Zenodo},\n", " year = {2018},\n", " url = {https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb2_B1u.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.3706969.svg)](http://dx.doi.org/10.5281/zenodo.3706969) [![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 }