{ "cells": [ { "cell_type": "markdown", "id": "6f8d362f-6d83-4a28-872d-8c77e6d4f849", "metadata": { "nbsphinx": "hidden" }, "source": [ "This notebook is part of the `kikuchipy` documentation https://kikuchipy.org.\n", "Links to the documentation won't work from the notebook." ] }, { "cell_type": "markdown", "id": "e00b1224-4302-41da-9598-b38fd5092ebd", "metadata": {}, "source": [ "# M&M 2021 Sunday Short Course\n", "\n", "
\n", "\n", "Note\n", "\n", "This notebook was used to demonstrate EBSD analysis with kikuchipy as part of the HyperSpy workshop during the Microscopy & Microanalysis Virtual Meeting in 2021.\n", "The offical name of the workshop is [M&M 2021 Sunday Short Course *X-15 Data Analysis in Materials Science*](https://www.microscopy.org/MandM/2021/program/short_courses.cfm).\n", "\n", "This notebook has been updated to work with the current release of kikuchipy and to fit our documentation format.\n", "The original notebook, as presented during the workshop, is available via [this GitHub repository](https://github.com/usnistgov/hyperspy_tutorial/blob/2021-08-01_MandM_short_course/09%20EBSD/ebsd_analysis_nickel_completed.ipynb) hosted by the National Institute of Standards and Technology (NIST).\n", "\n", "
\n", "\n", "\n", "## EBSD analysis of polycrystalline nickel\n", "\n", "The goal of EBSD analysis is often to determine the crystal orientation from each EBSD pattern, typically called *indexing*.\n", "One approach is dictionary indexing, first described in Chen et al. (2015).\n", "Here we'll demonstrate how to do this in [kikuchipy](https://kikuchipy.org).\n", "The implementation is based on the one in EMsoft, as described in Jackson et al. (2019).\n", "\n", "Dictionary indexing is not as tried and tested as the commonly used Hough indexing.\n", "To aid the evaluation of dictionary indexing results, we therefore first obtain several maps to get an overview of the quality of the EBSD patterns and the features in the region of interest before indexing, independent of any bias introdued in indexing. \n", "After indexing, we'll also inspect the results visually using dynamical and geometrical EBSD simulations.\n", "\n", "Set Matplotlib plotting backend and import packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "69885abb-940e-4739-b778-1739cf8df9f5", "metadata": {}, "outputs": [], "source": [ "# Exchange inline for notebook or qt5 (from pyqt) for interactive plotting\n", "%matplotlib inline\n", "\n", "import hyperspy.api as hs\n", "import matplotlib.pyplot as plt\n", "\n", "from diffsims.crystallography import ReciprocalLatticeVector\n", "import kikuchipy as kp\n", "from orix import io, quaternion, sampling, vector\n", "\n", "\n", "plt.rcParams.update(\n", " {\"figure.facecolor\": \"w\", \"font.size\": 15, \"figure.dpi\": 75}\n", ")" ] }, { "cell_type": "markdown", "id": "20e6fe49", "metadata": {}, "source": [ "Load (and download) an EBSD dataset of polycrystalline, recrystallized Nickel which is part of the `kikuchipy.data` module (\"large\" = 13 MB, compared to \"small\" < 1 MB)." ] }, { "cell_type": "code", "execution_count": 2, "id": "096de352", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = kp.data.nickel_ebsd_large(allow_download=True)\n", "s" ] }, { "cell_type": "markdown", "id": "5a7d74c4-9b85-416d-9f9f-c18dfcd62c7f", "metadata": {}, "source": [ "Inspect the navigation and signal dimensions (more closely) in the `axes_manager`" ] }, { "cell_type": "code", "execution_count": 3, "id": "c7eb8744", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Name | size | index | offset | scale | units \n", "================ | ====== | ====== | ======= | ======= | ====== \n", " x | 75 | 0 | 0 | 1.5 | um \n", " y | 55 | 0 | 0 | 1.5 | um \n", "---------------- | ------ | ------ | ------- | ------- | ------ \n", " dx | 60 | 0 | 0 | 1 | um \n", " dy | 60 | 0 | 0 | 1 | um \n" ] } ], "source": [ "print(s.axes_manager)" ] }, { "cell_type": "markdown", "id": "79441d83-2c95-4255-bd96-e05676881ea5", "metadata": {}, "source": [ "Plot the data (by navigating the patterns in a mean intensity map) with `plot()`" ] }, { "cell_type": "code", "execution_count": 4, "id": "26cd3add", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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w9/fHyJEjkZ+fj5UrV7q0OXnyZLzyyiuWPXSf/fv3o169eigokfy5QYMGGD9+PAAgs2TUI4WTJ0+KK0EASE9Px9GjR3HllVc6ykaOHAmgcK/sfO666y78+c9/BgDHqvD8c5CXlyf+sKls5OTk4PPPP3e5AwEAp0+fRnJyMpo1aybe5i7J4MGD4efnh48//tjlvS9KRpC6QLRx1uY5qVhMoRjzgl9VETpFH9OkSRNMnjzZITbYtm0bZs2ahfj4eDzwwAMACp3YgAEDsHPnTrzwwgs4d+4cCgoK8Prrr6u3Jtq0aYPk5GTk5ubil19+wdNPP+24fdWmTRsAwI4dOwAU/jr/3//+BwB48sknkZCQgL/97W+Osry8PPz973/Hxo0b8eijj1bYWACFq7OpU6ciJycHAHDs2DEsWLAAtWvXdvxIKItVq1bh4YcfxpEjRwAUXtjbtm3D0KFDERwcjNmzZzvqdunSBffddx9WrVqFRYsWoaCgAAUFBVi0aBGWLVvm6G+3bt3QpEkTvPPOO/jqq68ctt51111l3nqtLGzduhV33HEHDpSICbxnzx788Y9/RHZ2Np577rky22jRogXuu+8+fPPNN5g3bx7OnTuHvLw8zJkzp9y32gBgxIgRAAp/xBW399NPP+GJJ54od9vEnuroFKvmIxkXCbGxsaZnz55m48aN5pprrjGNGzdWH97PzMw0d999t2natKmpU6eOufTSS83dd99thgwZYgCYyMhI8+yzzzrqf/vtt6Zz586mYcOGpmnTpmbWrFmO9woKCsw999xjoqKiTGRkpOnRo4fZs2eP4/1jx46ZKVOmmNjYWNOoUSMTFxdnbr31VqcH2b/66ivHw/v+/v4mMjLS5RGQJUuWOB7eLw4k8L///c/861//cpQXf/a9994zeXl55rXXXjPXXXedadq0qYmKijJNmzY1I0aMMD/88INbY7p9+3bzxBNPmF69epnY2FgTERFhQkNDTfPmzc3YsWOd+lCSt99+2/HwfuPGjc0f/vAH8/XXXzvV2bVrlxk8eLBp1KiRadCggWnTpo2ZN2+eadKkiaN/GzduNLNnz3Y8vB8UFGQiIyNNRkaGefnll10CK2zcuLHMPt19990mMjLS1K9f36nNyMhIt8bEmMJHQZ599lnTr18/07x5cxMREWHq1q1rmjRpYv74xz+aLVu2ONUv+fB+7dq1HX0wxvXh/YSEBDN79mzHM6IlH+fp2LGj4+H9+vXrm5EjRxpjCh/lKS6vW7euufzyyx2feeedd0yHDh1M7dq1zSWXXGL69etnnn76aae6KSkpJjIy0hGIIjw83NE28QyJiYkmPz+/XK/ExERfd8MaP2Oqqjuv+sTFxSEuLq7KbUQTIjFr1ixMmzYNP/30U5XcSyLOtGrVqtyPwLRt27bc+5LehrdPCSFWTJkyBZ9//rlL+ddff43GjRs7BRwnVRtTDW+f0ikSQqzYt28fHnjgAYdALDc3F88//zzWrl2LZ599tlI/hkLcp7wOkU6RuM2cOXMQFRWFAwcOYNOmTYiKisKHJTOAEFKJmThxIuLj49GnTx9ERkYiKioKK1euxOrVq/GnP/3J1+YRUi64p0gIIcSFxMREfP/99+Vqo0OHDlVuT5EP7xNCCBGpjmsmnzvFG264QSw/PyAwAKfAyiUp+bB3SaS9jdDQULFu8UPD7iDZBrg+cAzo4bC0vkjl50eWKUaKB1qjRg23bdPKtbraGBU/U1gSLRybFsNUs9tdtHOijX9+fr7bbWv9lp5P1J5Z1PonfemUjLhTEqmPWv+0OSPV19rQritp7LSYpFK/tVi92thJc8bmmtfKtX5r50qqr/Vl//79LmVZWVliXQ3pOtSclKfiH7t7vIsZ7ikSQgghRfh8pUgIIaRyUh1XinSKhBBCRKqjU+TtU0IIIaSISrtSlDbGNcGDtjEu1bfZkA4JCbE6nvSrql69emJdTQhhs7mutSGhCVFsBC6aSEYSB5XM0FESTcQjtW0jftLQxl8SdWgiDRtxkG2+R0m8UadOHbGuNKaawEUbZ02gIqGNhzR22hyV2tAENZr4TKqv9UObz5I4yDbIgM35lnJs7tu3T6yrZX+R+qiNUUVQlR/ALw+V1ikSQgjxLXSKhBBCSBHV0SlyT5EQQggpgk6REEKIiDcCgi9ZsgQtW7ZEYGAggoKCEBQUhB49ejglrZ43bx6aNGmCWrVqISgoCMHBwRg8eLBL4JBx48YhICAAwcHBTq8ePXq43Wef3z7VNqpr167tVhlgF90iLCzM7boamgBEEkLYRoeR2rCJ0mF7PEmAYLuZL9U/efKkWFcTB0nzwEZYpUUnsWlDE9RoF7fUtib00OaoNHaaHZJYyjaCkdQXG8GWVt8mQpB2HWv9ltD6Z1PfVoxkcytREum1bNlSrLtz506x/MSJEy5lNuPsCbxx+3TMmDGIjo5Geno6wsLCsG7dOtxwww1ITEzE0aNHAQD33nsvOnfujOTkZNSqVQsLFizAHXfcgU6dOmHXrl0u7S1YsOCC7eFKkRBCiE9ZsmSJY8HSr18/dOvWDceOHcOaNWscddavX+/4YThu3Dg0b94cu3fvxqFDhzxqi89XioQQQion3lgpZmZmujyGFBMTAwBIS0sDULhqPr9Oo0aNsHfvXmRkZCAqKspj9nClSAghxAVvJRmWnsvds2cP/Pz8MHjwYLXOgQMHULNmTbRr186p/NNPP0X9+vURFBSE2rVr4/rrrxeTFmjQKRJCCBEpr1NMTU1FYGCg4zV8+PAyj5mRkYFt27ahf//+CA8PF+ts3boVaWlpmDx5slN5SEgIAgICsHXrVpw+fRovv/wyPvvsMzRv3tztPtMpEkIIqRBiYmKQl5fneC1durTMz/Tq1QsNGzbEqlWrxPfz8/Nx/fXXIzExEc8995zTey+88AL27t2LZs2aAQBGjx6NkSNHIj09HfPmzXPLZp/vKWrhx2zyzGlhsWxCO0l2aCo0m1BZtvnPbJSAwcHBbtfV1JlSvzWbtbB3NiH5bEKY2aiKtbHQws1J46wpOTU1rjS/tONp8046ps0c0M6VFkpNGn9N0ajNGamPms1SGDrtXGl2SH3U+m2zB6adE+1Wm9RHG8WsRosWLcTy81WVgG5bReHth/cHDBiAAwcOIDk5WZ1TnTp1QkBAALZv3+5WmzfeeCOWLFmCTz75BPfcc0+Z9blSJIQQIuKNPcViRowYgQ0bNmDnzp2IiIgQ63Tp0gXp6en45ZdfxB/00uMtxT/Q3f0BQ6dICCHEp4wePRofffQRfvzxR4fydNSoUZgxY4ajTvfu3ZGcnIyff/7Zcdeqd+/eeOeddxx12rZtix9++MGp7XXr1gEAunXr5pYtPr99SgghpHLijdun48ePx+LFizFkyBA888wzjvL169c7gnr84Q9/wMaNGzFq1Cg8+OCDjjpbt27FTTfd5NTe8OHD8d1336FOnTr46quv8Pbbb6N27dqYPn26W/bQKRJCCBHxhlMsjj6zYsUK8f2UlBR88cUXAIB//vOfpbb18MMP4/XXX0d4eDiMMTh37hxat26Nf/3rX27v1dMpEkIIccFb+RTdES66a8djjz2Gxx57rFz2+Nwpako0m2S7GpIC0hMxTrVyaSNXO+E2bWuKTakvNsleteNptmlKYQlNKWxjh6ZGlGJnapvo2q9Dqb42dpr6VOqLTcJYQO63VleyWRsjLaawpBy1STQNyOOkxRSW6moqZi1hsjQe2jzSVN1SfW3sbOPJuotNcnIAjscKSrJnz55y2UDKxudOkRBCSOWkOuZTpFMkhBAiUh2dIh/JIIQQQorgSpEQQohIdVwp+twpapvX0qZ7w4YNxbo2IbQ00YRNKCltg14SxNiGDpPqa6IVSdxgE8ZOK9ds1tqWBCDa8bR+SwIJmxCAmhjJJmSXJ74ANOFYdna2WC6NtTb+0nho1482RyVhj00oPK1tbexCQ0NdymxFUVK5dk1ofZGOqR1PE5ppibPdPZ6Gdl1J10p0dLTb7XoCOkVCCCGkiOroFLmnSAghhBTBlSIhhBAXvPXwfmWDTpEQQohIdXSKvH1KCCGEFOHzlaKNSlFTadmo5DS1nk2iXC0Ml00YNJtktFpYLAnNZk3RKI2d1g/NZpvwV5r6VOqjFrJLQjsnWrgz6Rewpti0Ud1q41yvXj2xXFJZ24QD08ZTUz/aqE81O6QwezbnSlMEawri48ePu22bNh4SWr+1cmnsbFZSWrs2IQA1BX5FUR1Xij53ioQQQiondIqEEEJIEdXRKXJPkRBCCCmCK0VCCCEi1XGlWGmdorSRruVb0zboJRFJXl6eWFcSZGgCC0loAMgCFU28oQkhJNGKTdg121xwUrmtaEUaU62uhnRMm5yAWng17aKWyjUhhCbekMJ+aWNnIwzRRCs24dW0OSr1UaurzRntGnL3eNp1rAlwbEIRam1rAjQbzpw543a7nggbKeGJfrhLdX1OkbdPCSGEkCIq7UqREEKIb6mOK0U6RUIIISJ0ioQQQkgR1dEpck+REEIIKcLnK0UtRJuk4rMJ4WR7PJtkrzaJXbWQaZriTFJRam1Idmj90/DEmNokv9X6oqk2JTS1pA02IQC1cyX1RVPBaqpI6XxpampJlSqFQAPs1MaaytomFKG2orBRCmt2SAmatXmrjZ2kmLUN62cTIs9mftkoSrXjVRTVcaXoc6dICCGkclIdnSJvnxJCCCFFcKVICCHEher68D6dIiGEEBE6RUIIIaQIOsVKhKQA05SVWhxRSeWmqdNsEuVqx5MUcdqksklIrCGp1rR+aGo9SfWpqW61ftv0RYtnKtmhqQOluloiZs1mm/llU37q1Cmxrk2MTC32qXRutfNqM3baGGlI/dbmnXRepBiigJ3a1SYxLyDPaRvlqC02MYy18Zfss1WXE3sotCGEECJSvK94oS93WLJkCVq2bInAwEAEBQUhKCgIPXr0QEZGhlO9tWvXIjw8HIGBgahVqxYuv/xy8XGdBQsWoG7duggKCkJgYCD69etn9cgXnSIhhBARbzjFMWPGIC8vD+np6Th9+jRWrVqFjRs3IjEx0VFn586dGDBgAFq1aoW8vDzs3bsXSUlJ6NSpk1Nba9aswR133IGbb74Zp0+fxjfffIMvvvgCffr0cbvPdIqEEEJ8ypIlSxAWFgYA6NevH7p164Zjx45hzZo1AICxY8fCGOP4OyYmBpMnT0ZycjJWrFjhaGfChAkIDAzEW2+9BQDo0KEDbrzxRvz73//G7t273bKFTpEQQoiIN1aKmZmZuOaaa5zKYmJiAABpaWkAgK1btyI8PNxJE3LnnXcCAObPnw+gcC/+wIEDaNGihVNbw4cPBwA8//zzbtnj811bm4S22ga4tvlsk/RXQhNvaJv5kiBAq6uJU6RyrX9S6CpbIZGNSEYTddiIRTSkNjTbpDHVxBt169Z12wZNCKG1bZNc2SaUmjZHpXOozS+b8Ila/2zQjqf1W0L7ErUR62hICYw1gYs2plJ9m+tHuyZswsp5Ww1a3uOlpqY6fW/cdNNNWLp0qVMd6Ttrz5498PPzw+DBg3Hs2DGcPXsWUVFRTnXi4+MddQHgyy+/BADExsY61evatSuAQsfqDj53ioQQQiofnnh4PyYmBklJSVafycjIwLZt29C/f3+Eh4c7nJkU89jf39+h+E5JSQEA1KtXz6nOJZdcAkCPE+zSppW1hBBCSAXSq1cvNGzYEKtWrfLJ8blSJIQQIuLt27UDBgzAgQMHkJyc7LglHxcXB0B+BrigoMCxgmzatCkAICsry6nOwYMHAcAh5CkLOkVCCCEi3nSKI0aMwIYNG7Br1y5EREQ4yhs0aICaNWsiPT3dqf6+ffsAAC1btgQA9O7dG8Dvt1GL2bJlCwC4PL6hwdunhBBCfMro0aPx0Ucf4ccff3QoT0eNGoUZM2YAADp27IjDhw/j5MmTjs+8+uqrAIDJkycDKBS5NWnSxCG8Keb9998HAEyZMsUtW3y+UtQUjZK6rEGDBmJdm/BvFakctQnBpLUtKbEk5ZzWhqSILO14kuJSU+VpylYJLZGspgaV+qip8iSbbRTIGloiYA1JDaqpT23Q+i39atdClWmqbkmsYBPtA5DnmHYdS3W1+aWdQ6nf2gpGa0NS9GrzWRtT6Zglv6RLIilNNXWzjbrcEyHobPDGSnH8+PFYvHgxhgwZgmeeecZRvn79esf19Pbbb6NNmzYYMGAANmzYgLS0NLz44ouIj4/HkCFDHJ959dVXceONN2LcuHFYsGABtm/fjtWrV6Nnz55ISEhwyx6fO0VCCCGVE284xQULFgCA00P455OYmIjVq1fjtttuQ2BgIIwxaNeuHdavX+9U74YbbsAbb7yBv/71r3jnnXdgjEGfPn0cD/27A50iIYQQEW84RXfvVPTv3x9Hjhwps964ceMwbty4C7aHe4qEEEJIEVwpEkIIccETD+9XRegUCSGEiNAp+gAtJqekDNPqauWS4tJGhalhozC0if0IyOoyTdknqeS0fmgqOQlNIaopOaU+ajZrij/Jbm2vQVLraao87aK2USZrqtTQ0FCXMts5KqGpHyX7bNWnNvNcC4tlo1iWzpVmm228XAmb7wItfqqNGtQm5qs2Rrbl3qQ6OkXuKRJCCCFF+HylSAghpHJSHVeKdIqEEEJEqqNT5O1TQgghpAifrxQ9EdpJE1lIYg9NACJtjNsIS7T6ms1aubT5L4XmAmTxgG2yV5tExZrASBLx2IhkAPkcaufVpt8aNsIXLbygTcJebfylcHjaOJ84ccKlTBL7AHq4P2neaYKO8/PSFSOF5JMyGACyKEcTNGlzRrJPmxsVKU6R+qKdV6lcm3M2yY41YVVFUR1Xij53ioQQQioffE6REEIIKUF1dIrcUySEEEKK4EqREEKISHVcKdIpEkIIEaFT9AGaIsvmZISEhJS7DU01KOGJZMJauC2tvoSkUtTGQlPJScpWm7ByWn1N/aiNnZZIWULqt6bg0xSN0nhoSk5NWSm1rY2RpmSWyrWQfNKc0a4fbX5J50U7V1obkmJWu9akEHm2ClGpvjaeWkg+yT5tbmjlUhs2qmJtHmljJ80l27CRxB6fO0VCCCGVE64UCSGEkCLoFAkhhBBU3+cUeYOaEEIIKcLnK0VtM1/aULYRDwCyAETbqJbEG5ooRLNDqq8dT2tbyimnhf2yOZ7WhrSZr9mmiXgkYYJtGxKa6MhGbKAJL7RQdjbHk8RBNiEAAfn2lNZvaT7b5MkE7K4rm5BiNrkotRBtmsBFEhNpdTU7bOa51m+bHJwS2vE04ZFN7suKojquFH3uFAkhhFROqqNT5O1TQgghpAiuFAkhhIhUx5UinSIhhBAROkVCCCGkCDpFH2CjIrNRemn1NQWYjVLVRpWqqQ5t+lK3bl2362pqS019KpVrttmq5yS0EHKS6lY7nqRG1M5VeHi427ZpY6fNUUnBqikGtXBsktJRU1NLx9PGSOuLZIeWxFprQ1KPanWluavNF2kOaG3bzkWbpNI2iYMrMumv5JBs+kEuDJ87RUIIIZUPPrxPCCGElKDYMV7oy5a1a9ciJCQEYWFhnu+Mm9ApEkII8Tm33347Bg4cqG4fhIWFITAwEMHBwU4vf39/REZGOurNnTsXNWrUcKmXkJDglh10ioQQQkS8tVJMSUnBypUr8e2336op3ADgiy++QG5urtMrICAAQ4cOdarXvXt3l3q7d+92yxbuKRJCCBHx1p5idHQ0MjIySs1VO3XqVLRs2dKpbP78+cjPz8esWbM8ZovPnaKNClNTctrE+7RJamwb+1TCVg1noy6T7NCUkprqU0JTqtoko9X2BLS4l1Ib2thJ8VO1i1cbT8kOra72y/XEiRMuZdr428SvlRLUAnaxVjVFqTTO2dnZbtsGyGpQ7ZqQbLZRgANyAnBtHtl8n2hqV21MJSWtprqVVKm2MU4rQ0JhbzlFdxK3T5061aVs3rx5aN26tUf3IH0/6oQQQoglhw4dwi+//IJp06a5vJeUlIRGjRo59hOvuuoqpKWludUunSIhhBCR8u4ppqamIjAw0PEaPny4x2x76KGHEBwcjJEjRzqVBwYGwhiDtWvXIjc3FytXrsS2bdvQokULt7LK0CkSQghxobwO0RiDmJgY5OXlOV5Lly71mH3Lly/HoEGDXMonTpyIw4cP4/LLLwcA9OvXD48++ihycnIwZcqUMtulUySEEFKl+Oyzz5CdnY2nn37arfojRowAAGzatKnMupVWaCOJamwTi0qb8VqSWxvRirbJL9msbaJrbUiiDk0AIgkyNEGHhrSZr22ua0InSQhx6tQpsa4mAJHEHprgRNqU10Qa2nhIt1E02zSkY2phv7TxkPqiCUBsktxqbUj2adeEdqtJOi+S6AiQryHb61iad9o1Ic1FQO63Nme0a1ZqW7smbOaXJmCT+qh9b1QUlTWizYwZM9CsWTPExsa6vJecnIwmTZo4nZviuaXNvZJwpUgIIUTE2xFt3OHMmTP49ttvcffdd4vvd+7cGYsXL3Yq+/DDDwEA7du3L7N9OkVCCCEildEpzpo1CzVq1FCdIgBMmzbNoTbdvXs3pk+fjoCAADz33HNltk+nSAghxOckJCQgODgYWVlZyMrKQnBwMFq1auVS74033kDv3r3V5zhnzpyJOnXqoHnz5ggKCkLr1q0RFRWFb775BtHR0WXa4fM9RUIIIZUTb+4puhuGLTU1tdT3J02ahEmTJl2wHXSKhBBCRCqr0KYi8blT1NRU0tJYCwWkqbcklZymTpNUZNqE0NRpkjpQW+JrKiibfksKN00NpynfpPGwUQECsopPUz9qalCpjQYNGrhtR1ZWllhXm1/lnRuAXXJlDZtwYNJ50cZZQ5rTtuHHpPraeZXGTlO1atexNHc1Na/Nl7gUgg6wU3hqc0aaX5rNNgr16uikvI3PnSIhhJDKR3VNMkynSAghRIROkRBCCCmiOjpFPpJBCCGEFMGVIiGEEJHquFL0uVPUBl1SZ2pKTptYnZrqU1KAacfT1JlSrELteJoaVFLE2dhsG69VakOLY1mnTh2xXFIjNmzYUKyrKTmjoqJcyrS+SIpLra6m3JXOlU3cTEAeUy3ZaXp6ulgujZ078RnLQjvf0vE09alNTE5bOyS0ftuoujUlp/QdocU+tYnxq42RVNc2DrI0d23G3hNUR6fI26eEEEJIET5fKRJCCKmcVMeVIp0iIYQQF/icIiGEEFICOkVfGOABIYQmALHZ7LY5+drmuiQU0AQ12ma+Vi4h9UVLzKuJGKTwXJqwRAspVrduXZcyTQihCQWkEFjaeZUSEmviJ01MIYmJNNu0cqmP2hzV5sHhw4fdaheQrxXtXGnzWUooLI0noPfbJnGwZLN2rjTBjzSm2vG0+S9ds9oYaeHfpLHWrlfpWrFN3i3V1+YX8Rw+d4qEEEIqJ1wpEkIIIUVUR6fIRzIIIYSQIrhSJIQQIlIdV4puO8UTJ05g8+bNOHToEDIyMhAQEICIiAjExMTgqquuUjfPCSGEVE3oFAU2bNiAZ599FuvXr1dVl3Xr1sXAgQPx8MMPIyEhwcoATR0ohT6ySWQKyOpMm0S52vE0VZ70w0BSZpaGjVpPqhsaGirW1Sa31G9N4aaNh1SuKSi1xMGSmlA7VzExMS5lWqgszWZJ2ar1WyuXxlQbfxuFp6bClMZIU29rKkxJWanNUS0prjSmubm5Yl3pO8MmrBkgj5FWV1OO2oRg1JDmo6b+leraJoSWriHtvFYU1dEplrqn+PDDD2P48OHo0KED/vWvf2H//v04efIk8vPzcfbsWWRlZeHnn3/GP//5T4SGhuKqq67Ce++95y3bCSGEEI+irhTffPNNJCUlYf/+/eKzTUDhr+LQ0FDEx8dj4MCBeOSRRzB48GDEx8fjiiuuqDCjCSGEVCyMaHMevXr1wpgxY9SH3SUaN26M9evXIysryyPGEUII8R3V0Smqt0/j4+OtHOJ///tfAIWRO6Kjo8tvGSGEEOJlPPac4p133umppgghhFQCim+hXuirKuL2Ixm//fYbHnzwQWzYsAHp6ekeSYQK6HFEbRSNWhs2j4lIJ1Dro03cRZsYlICsdNTakI6nqfI0lZykMNSOp7UhYRPHEpDPoabyldrQVIeaGlSyz1YdKLVhk3QWAI4cOeJSpimypfOibVVo14oU89XmvAKy0lRTqkp4Ivapdr61cZauC+1a0ZDGX7NZGlOtrnZHTvqe0dqoKKqqYysPbs+K2267DWfPnsWUKVPQsGFDpy8sYwweffTRCjGQEEKIb6BTLIWUlBTs2bNH/QWalpbmMaMIIYQQX+C2U2zfvj3OnTunOkU+gkEIIRcXXCmWwvz58zFz5kx07twZl156qcue2JQpU7Bjxw6PG0gIIcT7+EIss3btWtx8882oVasWjh8/7tVjF+O2Uzxy5Ag+/PBDPP744y4CCGOMKoooC5vNdW1D2mbjXlvp2iT3tamrjYtNomKtf1JdbRLbiApsEsYCsvBCE62EhYWJ5VIftRBtUh+186r1RTqH2jifPHnSbTs00Yo2D+rVq+dSpo2dNP81myVBjdaGZrPNHNVCxdmIZLR+2yQZ1sbDJmGv1raNeMZmfmkh8qQ5rc3zi4Hbb78dixcvhjFGHL+vv/4aPXr0cBGihYaGIiMjw6ls+/btGDhwIDIyMmCMQVxcHD7//HM0bdq0TDvc/qYcO3Ys2rZti8ceewwNGjRwEdrccccd7jZFCCGkCuCtlWJKSgpWrlyJb7/9Fn369FHrNW/eHL/88kupbWVnZ6Nr166IiYnBqVOncPr0aTRr1gzt27dHZmZmmbZYZclYsmSJ+v706dPdbYoQQkgVwFtOMTo62pF9qbxMmDABeXl5WL58OQICAlCnTh3MnTsXo0aNwmOPPYbHHnus1M+7vRZv166deksG0G8PEUIIqZp46+H9gIAAjzhEAFi3bh0CAwPRrl07R9nIkSMBAO+++27Ztrh7oOHDh2PIkCEYMmQI4uPjXYQ2Tz31FEaPHu1uc4QQQi5yUlNTnfYAb7rpJixduvSC20tPT0d0dDSOHz+OgoICtGzZEu+++y7atGnjqHP8+HGEh4c7fc7f3x9BQUFuPTrotlP84x//CABYv369+D5XioQQcnFR3tunMTExSEpK8ogtNWvWhDEGb775Jvr374/t27ejV69e6NChA3bu3IkWLVoAKBRKSSK9mjVrqqKmkrjtFBMTE7FmzRrxPWMMbrzxRnebcsJGyamdIJsEuloILU+Eratdu7ZLmZZQVQvzJqkDNRWmhKZOs1Huam1IiXkBWemo2ayNv5SEVwvRJo3zwYMHxbqaHTYqPs1m6Rxq4c5s5oFWVyqXxgLQVZGSzN0mjKBWX1Ow2t5Ck5D6bavClM6LNkba+Etodkht2yQk1uzwVHhNd6lMzyl26dLFSQneoUMHvP/++7j++usxfvx4fPnllx45jttO8YEHHkBsbKz6/lNPPeURgwghhBB36NevHwA4PSPv7+8vPt5z9uxZ9QduSdz+uTVmzJhS39ee5SKEEFL1KK/IxtOrzJSUFNHP+Pn5Oa2gw8LCXALlFxQU4PTp026lNXTbKaakpJT6mj17trtNEUIIqQJUJqfYp08fTJs2zals48aNMMYgPj7eUda3b1/k5eU5rR7ff/99AMCtt95a5nHcvn0aFxdHMQ0hhFQjKtOeIgC8+eabuPPOO9G6dWtkZGRg6NCh8PPzw4svvuio89prr2HFihUYOnQokpKScObMGdxzzz0ICwsr8xlFwMIpxsfHY8GCBU5lJ0+exM6dO7Fy5UpMmTLF/Z6VQBNCSAIQ7QRpG9VSuU3YL62uJlqR7mNrtmkhn6Tx0MJtSffHNds0JPGMdjxNuWUjhLARCmjhwCTOl2AXYxNmTxNY2Iypdl61kGLSnNGOJwk1tNBo2t6JVG77xSeJVjQRiY1YRCv3RFg/ScRjk3tRq6/NL6ncpl2tvlb3YiAhIQEpKSmOOR0cHIxmzZo51KuzZ8/GjBkz0LlzZ/j5+eHMmTOIiorC6tWr0aVLF0c7devWxZYtWzBgwACHkC0uLg6fffaZW3a47RTvv/9+9OzZ06X8xhtvxG233YZ77rkHN998s7vNEUIIqeR4c6W4e/fuUt+/5ZZbcMstt7jVVocOHZCamnpBdrjtFO+88071vcjISI89i0IIIaRyUNlun3qDcsfVyczMxLJly9RbboQQQkhVwW2n6O/vr94/DwkJwdtvv+0pmwghhFQCuFIshSZNmuCJJ55wKqtRowYiIiJwxRVXoH79+h43jhBCiG/wRZLhyoDbTvG2227zasBvSc2mhUazCRXnTkSDYmyVnJJazCZhqXZMrd+SOlNTuGnJfSVFqabs05RvkmJWUxVrdkj91sJwSWNnk1xWw0btqrWtnW/tLovUhjaftfGQ0M6V1LbWb3fiRBajKXclO2wVlNq5tbHDRvWszX+p3Ca8nXZN2CQ79naS4eroFN0e4SeffLIi7SCEEEJ8juoUn3jiCSxevNi6wYceeggrV64sj02EEEIqAZUpoo23UJ3ilClTMG/ePIwfPx7JycllNvTtt99i4MCB2Lt3LwYPHuxJGwkhhPiA6ugU1T3F0NBQbNiwAX/5y1+QkJCA6OhotGzZEuHh4QgKCoIxBjk5OUhPT8euXbtw6tQp/O1vf8MjjzziTfsJIYQQj1Gq0CY0NBRvv/02nn76aSxfvhz//ve/cejQIRw+fNihPG3evDkmTpyIAQMGqPnvCCGEVD2q6mqvPLilPo2MjMTEiRMxceJEjxtgo5KzbcMm6a+k2tSS6moKT0lhqNmmTTbJPhvVoWabpiSUfshoijot6aykiNOUdjYqQE39azMeWmxQ6Vxpc047V9I4abZpbUhzTDtXUoAMrX9aMA0pmbOWGFmzWUoqbaP+1RSU2ryT6mtqXu16s5kzGjZzV7qONds0Rbw0HtU5ybC3KHdEG0IIIRcfVXlfsDx496EXQgghpBLDlSIhhBCR6rhSpFMkhBAiQqfoA2yShdpuVEub3doGvSTq0EQM9erVE8ttBAEa0ua6NjGlkGna8bQNemlMNUGN1oY0TrZiCkkAoiUOlgQx2rnSxk4SJGnzyCbJsybW0QReUrkmlpLmqFbXJtycbaJiaX7YCFw00YvWF6m+zXwG7K4rm2tWE+Olp6e7lNnMAUAef5uQd+TCKNeeojEGmZmZnrKFEEJIJaI6PrzvtlNcsWIF+vTpg5dffhkA8MMPP6Bp06YIDw9H+/btsX///oqykRBCiA+gUyyFV199FV27dsXNN98MAJg4cSICAgLw4Ycfom/fvrj//vsrzEhCCCHepzo6Rbf3FDMyMjBz5kwAwJ49e7B582b83//9HwYPHoybbroJHTt2rDAjCSGEEG9wQUKbd955Bw0aNMDQoUMBFG5M2wpKCCGEVF6q8mqvPLjtFCMiIvD0008jLi4OL774IsaOHetQQn333XcXPHhaSCtNASmhKRqlUGOaKlJSGGpKQpvQYRpa25ICT1O7SjZr4dU022zUiOUNc1WaHdL80VSKUr811aF2vqW2NbVl/fr1xfKjR4+6lGkh07R+2ygrpbmhHU8rl9rWEj9r80CyQ7v+bVTdWhtSXyS1cmlINmvfPVp4QWlOHzlyRKwr9UW7Jmy+OzUldEVRHZ2i23uKzz//PN544w2MHDkSMTExmD59OoDCFFPXXHMNBg0aVGFGEkIIId7A7ZViq1at8Msvv+Do0aNo2LCho3zatGm49957ERUVVSEGEkII8Q1cKbpBSYcIAI0aNUJsbCzmzZvnMaMIIYT4HqpPz+O3335DYGAgwsPD8dVXX5Xa0IIFC/C3v/3No8YRQgjxHVXVsZWHUp1ix44d0axZM3zzzTfo1asX/Pz8PBIaiRBCCKmMlOoUX3vtNdStWxcAkJiYiDVr1oj1jDG48cYbPWqY5GQ1h6yVS4pELb5icT/dQTueJ2I0hoSEuJTZJL+1jQ9rY7MnlLuaUliy79ixY2Ld82/hA/qPMu18nzx50qVMSkpdWhtSfaldQFc6SudQUz9KdbXYmxrSONsmGbaZd5risrxoY5SVlSWWS33U2tCQzqEWi1RS2GrzSBsj6bqqqPHU8PZKce3atbj55ptRq1YtHD9+3KvHLqbUPcUhQ4bg2muvBQBMnToVsbGx4isuLg5Tp071isGEEEIqnvLuJ9o61Ntvvx0DBw5UHztZsmQJWrZsicDAQAQFBSEoKAg9evRARkaGU725c+eiRo0aCA4OdnolJCS4ZYfbQhvtV3Qx//nPf9xtihBCSBXAW04xJSUFK1euxLfffovQ0FCxzpgxY5CXl4f09HScPn0aq1atwsaNG5GYmOhSt3v37sjNzXV67d692y1b3HaKU6dOVW99/fvf/8by5cvdbYoQQghxEB0djYyMDHTq1KnUekuWLHEEm+jXrx+6deuGY8eOqVt7F4LbTjEjIwNdu3Z1UqFmZ2dj/Pjx6NOnD1NIEULIRYa3VooBAQHqnmsxmZmZuOaaa5zKYmJiAABpaWn2ndNscbfiqFGjcN999+H2229HixYt0LNnTzzwwAPIzc3FSy+9hFdfffWCDNAEIJJQQxN6aJvd0knRBl7aRNdCzWmb3ZJ9Wv+0cknwo4lIbBLUamMkta3dKtdEJFLbmtDGJlGxJiKRjqeJJrTjSfZpP+y0MGg2ogftLovNOZTq2oi+SqsvodkhiVa0+aVdsxInTpwQy6U9Jm3fSTsn0njYhIcE5PGwCS+ojb02RjZjV1FUpkcypO+DPXv2wM/PD4MHD3YqT0pKQqNGjRzfWR06dMCHH36I6OjoMo/j9qjPnz8fzZo1w+uvv46VK1fi//2//4cmTZogKSkJEyZMwPbt291tihBCSDUgNTUVgYGBjtfw4cM91nZGRga2bduG/v37Izw83FEeGBgIYwzWrl2L3NxcrFy5Etu2bUOLFi3UH/Ylcdsp9ujRA/Pnz0enTp1Qo0YNvPrqqwgLC8Ps2bNx6tQpRrQhhJCLjPLePo2JiUFeXp7jtXTpUo/Z1qtXLzRs2BCrVq1yKp84cSIOHz6Myy+/HEDh3uOjjz6KnJwcTJkypcx23XaKX3/9Ne655x788Y9/xM6dO3HHHXdg3bp16NSpE6655hrMmjXLskuEEEIqM5U1zNuAAQNw4MAB7Nixo8y9SAAYMWIEAGDTpk1l1nXbKdavXx9ffPEFFixY4LTHMnr0aKxbt07dIyOEEFL18PZziu4yYsQIbNiwATt37kRERITL+8nJyS57vcV73u6kv3PbKY4ePRq9evUS34uIiMD999/vblOEEEKINaNHj8ZHH32EH3/80aE8HTVqFGbMmOGo07lzZyxevNjpcx9++CEAoH379mUew2316XPPPVfq+1LCVXfQVHKSMkxbJmveX1LEaWoxqW1N4aYp7aS+aEpOrd+HDx92uw1JMWujnAPksbMNmSahKfu0vkh2aKHRJPs05aKmYLWJ1fvbb7+J5TZ3RzQls7TxrykopTG1uX4AeUxtk2ZL15DNqsA2AbXWR5u2pTZswukB8vzXxlk639o4aypTb4d0k6hM6tPx48dj8eLFGDJkCJ555hlH+fr1612+96ZNm4YbbrgB0dHR2L17N6ZPn46AgIAy/Rhg4RSBwgH673//i71797pcGG+//TYee+wxm+YIIYRUYrzpFBMSEpCSkuL48RAcHIxmzZohKSkJQGEmJgBYsWJFqe3MnDkTc+bMQfPmzQEU/riIi4vD0qVL3Xokw22nmJqaioEDB+L7778Xs2UwSwYhhJALpawwbO7sBwLApEmTMGnSpAu2w+09xfvuuw+jR49GTk4O2rVrh4KCAhQUFODgwYO4++67MX/+/As2ghBCSOWjMgptKhq3neLPP/+Me++9F0FBQU6rwsjISMydO9exkUkIIeTioDo6Rbdvn5bcDD537hxOnz7t2NwsKCjA3r17PW8dIYQQn1FVHVt5cNspBgYG4tNPP0Xfvn3Rpk0bjBkzBg888AAAYN68edbJTouxScJrG+fRRgEmJffVlGWa+lRSI9oo57T6mmJWUzRKaH2RlG+2ylFpPDQVrDTO2jFtVLfaOdGSztarV8+lTFMB2io8JbS+SHNaU916IumsTVJpTX0tqTZtFJTauNmoyLXvgpLhvkqSnZ3tUqapqbV+S9ehTXxS2+TdEtXRSXkbt53i6NGjce+992LFihV4+OGH0b17dyxbtgxA4aT1ZPgeQgghvqUq3wItD247xfHjx2P8+PGOv3/44Qd8/PHHyMvLw3XXXed2VmNCCCFVAzpFC6Kjo3HHHXd40hZCCCHEp1ywUySEEHJxw5WiD9CELxKaSCM0NFQslzb5NXGKdPK1DXAtUIGUuNZWpCG1oQkCbEQyGvXr13cp08QbWlgsSYCgCW2OHz8ulpc3ga5mW2RkpFgu2ayFitNEPFKyXS30mzbPpX5rx5PasA0RJs0PWwGbJBixSTKsXT+aHTZCG00ko81Hmzak7w5NBCeNke11ZZPUuKKgUySEEEKKqI5O0X0tMCGEEHKR47ZTnDZtWkXaQQghpJLBiDal8NJLLyEoKAijRo1yRB8nhBBy8VJVHVt5cHul2LhxY4SHh+O2225Dt27d8PLLL+PYsWMVaRshhBDiVdxeKc6ePRuDBw/GpEmTsHfvXixZsgQ9e/ZEs2bNcNttt2HQoEFWSVeL0ZRXEtqvFk1xKbWdk5Mj1pUUbpraVVOnSUo7TyRG1pCUqlJZaUjjoSl0tX5L2IbykpScNopGra6m1pPqaypmrQ1pPLQQbRrS+dIUupKCUjsn2vjbJMrVkGzWxkiaX9o1aKOy1r43tHJp3mnfJzYqa20+2yiFtXLp3NqEhCsvVfkWaHlwe4QHDx7s+H/z5s3xyCOPYNu2bejYsSP+9Kc/ITIyErfffjvWr19fEXYSQgjxMtVxT9Ftp/iPf/zD8f8tW7bgL3/5Cy655BL8/e9/R2xsLO69914MGjQIixYtQvv27ekcCSGkilMdnaLbt09feeUVnDhxAkuWLMHevXsRHh6O4cOHY9SoUejSpYuj3uDBg3Ho0CH0798f27ZtqxCjCSGEkIrAbae4d+9ezJkzBzfddBNeeOEF9O3bV733fujQIWRkZHjMSEIIId6nqq72yoPbTrFFixbYunWrmheuJAsXLsSYMWPKY5e4gW0bds1GtCJt8muhuTQxi1Rfs0ET8Uh91EJU2YTIswklZZPjUrPDtg3JDk14YSMm0o4nlWvjaZM/UwvlpbVx9OhRt+2Qwq5pY2Qj8NLmhiack/pokwPSViwijYd2zWttS9eQTchBDe37ULJPGyNN6GSbK7MioFMshbVr15bqEBctWoTRo0cDAF544YXyW0YIIYR4GdUppqSkOFcMCHApK8mzzz7rcIqEEEKqPlwpliAuLk69RUEIIeTipiorSMuD6hTj4+OxYMECx9+HDh3CM888g2HDhqFVq1aoV68esrKysGPHDixevBhTp071isGEEEK8A51iCcaNG4eePXs6/r7llluwatUqxMTEONUbNGgQRo0ahQkTJpRbXEMIIYT4EtUpPvjgg05/796928UhFtO0adNS9xtLQ1NY2dy6tUnkaxPCSVPfaceT2taUozbqwOzsbLGuZJ+mvtPUoJKS0zaBqzR2tso56VxpY2QTQssmYa+mAtTKpWNqatesrCy37dDOlTTvtLraeEj2adeENg9s2pDKtXZtQjBq/daQ6mvzSzuHUihCm7ByNrYB8jm07Xd5qY4rRbe10UePHsXmzZvF9zZt2oTMzEyPGUUIIcT3MKJNKUyaNAnXXnstBg0ahI4dOyIsLAyZmZnYunUrVq9ejYcffrgi7SSEEHKRs3btWtx8882oVauW+hxpReO2U3z44YdRv359zJo1C0uXLnWUR0dHY86cOZg0aVKFGEgIIcQ3eHO1d/vtt2Px4sUwxqgBOrZv346BAwciIyMDxhjExcXh888/R9OmTZ3qrV27FrfddhtOnDgBYwzatWuH9evXo27dumXaYRVa4q677kJKSgr279+PzZs3Y//+/UhJSaFDJISQixBv3T5NSUnBypUr8e2336op3LKzs9G1a1cEBgbi1KlTOHbsGDIzM9G+fXunejt37sSAAQPQqlUr5OXlYe/evUhKSkKnTp3cssU6OZe/vz+aNm2KLl26oGnTpl7N70UIIcQ7lNch2jjF6OhoZGRklOq4JkyYgLy8PCxfvhwBAQGoU6cO5s6di+PHj+Oxxx5z1Bs7diyMMVizZg0AICYmBpMnT0ZycjJWrFhRpi1+xse7oTNmzBDLJVWXTVxDQFawampEmzipderUEcsl+zQFq2azpNq06Z8Wik9TUGptS9jEfA0LCxPramo9KS6k9otR6ovWDxv1qabss0mYrLWh9Vuyw0ZtbBP/Vmtbu660tk+ePOlSZhMXV6urKZYl1a1mm/Z1Js0vTeGu2SeJCTUlutQXbW7YlGt1ix2AJ6lXrx4GDhxYrja2bt2KpKQkq88Uf3ecv6fYsGFDnDp1yuncFxQUoEaNGmjRogX27NkDoPB7KiwszCkpRXJyMi699FL06dMHX3zxRanHd3tPkRBCSPWiMilIjx8/jvDwcKcyf39/BAUFIS0tDQBw7NgxnD17FlFRUU714uPjAcDhOEuD9z4JIYSIlPf2aWpqKgIDAx2v4cOHX7AtBQUF4h2hmjVrOp6h3r9/PwD5jpm/v7/4rOn5cKVICCGkQoiJibG+fepr6BQJIYSIVKbbp/7+/mokquL99ri4OABy9KGCggK38gH73CnaCBO0jXhNCBEcHOxSpgkvJLGBthGvTRRJiOKJMFCawEUSD2gCBE3wI/XbNkSbJDyyEQcB8phqYydhI04B5D5qx9PEFNKFp110Wpg3aR5o4fSk820r3pDmv22SW2k8bOpq46y1IdXX2tD6Is0vm3EG5DktiY40tLlvE9bP21QmpxgWFuZyHRUUFOD06dNo0aIFAKBBgwaoWbMm0tPTnert27cPANCyZcsyj8M9RUIIISKVKcxb3759kZeXhx07djjK3n//fQDArbfe6ijr2LEjDh8+7PSD5dVXXwUATJ48uczj0CkSQgip9Lz22msIDAzE0KFDkZ+fj5ycHNxzzz0ICwtzek7x7bffhp+fHwYMGAAASEtLw4svvoj4+HgMGTKkzOPQKRJCCHHBmw/vA0BCQgKCg4ORlZWFrKwsBAcHo1WrVo7369atiy1btiAnJwchISEICwtDWFgYtm/f7tROYmIiVq9ejR07diAwMBBxcXFo1aoVtm7d6pYdPt9TJIQQUjnx5p7i7t27y6zToUMHpKamllmvf//+OHLkyAXZwZUiIYQQUkSVWilqylGbxMGeUI7aJHDVEplqyjepbU1RJykrbRVrks0hISFiXW3sJOWnNnZav6UEs1o4PUlVrCkXNeWu1BctvJemDpT6cvjwYbGuNqZSG9r8kvqoJebVjifND00VaZO8W2tDGn+tXW1+SW3bKjmlMbVNTH3ixAmxXELqi63KVCr3thq0MqlPvUWVcoqEEEK8B50iIYQQUkR1dIrcUySEEEKK4EqREEKISHVcKdIpEkIIcaEiotJUBXzuFG3UYlpdTTUonVBNcaYpPG3qSopLTR2oIcVXtOm3FuvTRq2nxU/V+i0pHTU1qE0iX+140jnUVL42sTBtk99K9TV1rc38slFT28bWtUmurPVbGmtt7GzUrrYxUW3qSn3Uvgu09EKS3TbzS6troxivDPFQL3Z87hQJIYRUTrhSJIQQQoqgUySEEEKKqI5OkY9kEEIIIUVU2pWiJFjQwi9pm+vSxriNaEUTBNiE1tKOZxNKTRO+SISGhrpdF5ATqmqiFZtwYFobmlBAEghp4yzNDSn0G6DbLNnniWSvWlg5GzGLdjypL9rc1wQ/NgIjDemYNgI2m+TR2vFsrnlAtk+7rrQ2pDG1EQraisEqg6imOq4UK61TJIQQ4luqo1Pk7VNCCCGkCK4UCSGEuMCH9wkhhJAS0CkSQgghRdAp+gBNYWUTlslGLakpvSRlq02YK0BWS9oklwXkPtauXVusK01YSU2qtavV15ScNgmTbRPJ2qgwJfWilgA2LCxMLD958qRLmaZG1ELnSUpTrX9a29K80/ottaEpsrV5YDNntPMtzSVNKSxdg1JSaq0uIM8N29B00thJIRUB4Pjx42K5hGaHNEdtwtVpVAZF6sWOz50iIYSQyglXioQQQkgR1dEp8pEMQgghpAiuFAkhhIhUx5Wiz52iFmJK2uTXRDLaBr2NiEGqa5P7D7CzWUMSb2j53SQBjtY/m1yImihEGw8JLdyc7XhISKIOTQyjCXCkvmhjl5mZ6bZtmqBJK5eOaSvwskEaO+14NqHUNLGOTahFT+SA1AQ/0rzT6mrnysZBSOIzm9yLGt4U2vA5RUIIIaQE1dEpck+REEIIKYIrRUIIISLVcaVIp0gIIUSkOjpF3j4lhBBCivD5SlH7JSKprGyUo4Cs9rJJhlqnTh2xrtaGFNpJS6iqqW6l8dDUtVpCWwmbBMGazVpoOilcllbXJvyYNs7S+daOp80Nqb5tsl1pTLU2bOadplKUFLbaeGptSPZpttmoUrX5JalEtfmlHc9GcakpdG0SdWvnULJDGzt3Pw/YJeT2RKg4G7yxUgwLC0Nubq7LWObl5aFRo0ZIT0/H3Llzcd9997l85zVt2hS7d+/2qD1cKRJCCBEpfizjQl/u8sUXXyA3N9fpFRAQgKFDhzrqdO/e3aWOpx0iUAlWioQQQiof3npOcerUqWjZsqVT2fz585Gfn49Zs2ZV+PHPh06REEKIz5g6dapL2bx589C6dWs1y01FwtunhBBCRLx1+7Qkhw4dwi+//IJp06Y5lSclJaFRo0YIDg5GcHAwrrrqKqSlpXmim07QKRJCCBEpr1NMTU1FYGCg4zV8+PAyj/nQQw8hODgYI0eOdJQFBgbCGIO1a9ciNzcXK1euxLZt29CiRQsxN2p58DM+fhDl7rvvFssllZWmttQS+UqqLq0NaRg0lZyW9FeqrynLtGGX1JKawk1SfWrH01SYkmpQO54nVLA28S2140lJkLV+2ySj1RSbmsJTUgdqbWgJbSW08ZRUkVpCXJsYuJrNNsppbT7bxFq1aUOLW2rTb62uNqbSHLNR6GrXlaacltrQjrd582axvDyEhISgU6dO5Wrj2LFjSEpKsvpMvXr10L9/f7z33nul1ps1axamTZuGcePG4Y033iiPmU5wpUgIIUTE27dPP/vsM2RnZ+Ppp58us+6IESMAAJs2bbI+TmnQKRJCCBHxtlOcMWMGmjVrhtjYWKfy5ORklzsUxXe/bLL3uAOdIiGEEBFvOsUzZ87g22+/FbfUOnfujMWLFzuVffjhhwCA9u3bX3gHBegUCSGE+JxZs2ahRo0aqs5k2rRpDrXp7t27MX36dAQEBOC5557zqB0+f07RZtNdC7+kJZiV0MQD0ia4VtcmoaommtCEF5KAQBKWAHab+drYSW1rG/8aNmG/bEJ5aWNkc7vEJmGyJjjRREpauYRNkmebRMy2SZul+aEJTrRf+lK5pgC0CdeoHU+6Dm3qAvJ1pc1zTbQlzV2bMdKuQZvQbZ6+VVga3k4y/MYbb6B3797iHJ05cybmzJmD5s2bAygcs7i4OCxduhTR0dEetcPnTpEQQkjlxJtOMTU1VX1v0qRJmDRpklfs4O1TQgghpAiuFAkhhIhUx3yKdIqEEEJE6BQJIYSQIugUfYCmyJIUYJqiUVORScpPTZ0m1bVVI0r22YbQktSgNqGrtDGyUbvaJjKV7NMUwTZhsTQk9a/t8aRxsklmC8hz17YNmyS1kpLWRimplWtzRvtClK43TRUp1dXmvjZ20jhrqm5NBav1UcJmLtqebwkbx2PTD3Jh+NwpEkIIqZxwpUgIIYQUUR2dIh/JIIQQQorgSpEQQogL3o5oU1mgUySEECJCp+gDNHWmVK4l97VRn2on2SbZrmazpETT4pZqNkv2af224cSJE2K5pATU1IEaklpPUyNqar3yquq0eLTaObRRGGrnW2rbJsapVl+bG5L6VOuHpkqV0MauopS7Wl1tjkrHs1UxS/PRNsavdG1qx/NE/Fqp3952UtXRKXJPkRBCCCnC5ytFQgghlZPquFKkUySEECJCp0gIIYQUQafoAyoy7JpNiCkplJQmVtDEGzYb4zYinlOnTol1pTHSBC62obwkNFGBjR02SaU1bMJ+2QgybML3aW3Yhl3Tzq2ENDdsQrFpbWhoCZqla0gbf8kOLbSjjVjHRlCj2aFdg5odUrl2vm2TP0tI59abSYarKz53ioQQQioffE6REEIIKUF1dIp8JIMQQggpgitFQgghIuVdKVbFVFd0ioQQQkToFH2ApnCT0BLJagow6YTYhHayTYYqoSnttMkiKSC1/knKRZvkxYCsktNUmJodUniuOnXqiHU19Zx08WljJ/VRC1Vmc1Fqx9NstlHdSsmctfo2Yb9sQxFK46SNkXa+pXNlo6LVxsgmfKJNeEhA7qN2vm1CA2rfBdIY2SrRbZN9VwTcUySEEEKqMT5fKRJCCKmcVMeVIp0iIYQQF6rrc4q8fUoIIYQUwZUiIYQQkeq4UvS5U9TUW5LySjtBNnEvbRSUGtrxbLCJu3jy5EmxrqQS1ZSjNko7TY1ok2zXNvam1IaNqlhDUzdr429zPGl+aQppG2WrNs+luWGj5gVk5a5twl7JDu06ls63NhY2x7NRuwJ2SZdt7NDmkdRH7Zxo14Rkh8289QTV0Sny9ikhhBCR4n3FC325w9dffw1/f38EBwc7vSIiIpzqbd++HU2aNEFgYCBq1aqFli1bIiUlxeN9plMkhBDiU5o3b47c3FynV0ZGhuP97OxsdO3aFYGBgTh16hSOHTuGzMxMtG/f3uO20CkSQggR8cZK0R0mTJiAvLw8LF++HAEBAahTpw7mzp2L48eP47HHHvPYcQA6RUIIIQqVxSmuW7cOgYGBaNeunaNs5MiRAIB3333XY8cBKoHQRts4loQatWvXFuvahHzShAnSRrxWVxMKSAIcm5BwgCzq0OyQ2taEJZoARyrXRDI2YgUt7Jp2vm0EPzah+jTRhI2wR7u4g4KC3LZNmzNS21q/beaSFlZO6qONbYB8XWnXoCRgsxHXadjMI8AuOa82D2xEUZ7AJml5VSc9PR3R0dE4fvw4CgoK0LJlS7z77rto06YNAOD48eMIDw93+oy/vz+CgoKQlpbmUVu4UiSEEOJCeVeJxhikpqYiMDDQ8Ro+fLjLcWrWrAljDN58803k5ORgy5YtSElJQYcOHfDzzz8DKPxBIv0IrVmzptWPZHfw+UqREEJI5aS8K9OYmBgkJSWVWqdLly5Oj5116NAB77//Pq6//nqMHz8eX375ZblssKVaOcWuXbuiRYsWeO+99xxlAQEBGDx4MLKzsx2/RNasWeMrEwkhpNLgq9u1/fr1AwDs2LEDQOGtUmlr6OzZs+qzwRdKtbh92qVLFwwbNgzXXnutyx7aoEGDkJeXh/Xr12PNmjWIiIhAr169fGMoIYRUM1JSUsQAJX5+fo593LCwMGRlZTm9X1BQgNOnTyM6Otqj9lSLleI333yDb775BmPHjnXavA4ICMA111yD5557zlH2/fff47rrrsOGDRscZf369UOnTp0QFhaGBx98EABw5ZVXokePHmjYsCGefvppHD9+HB06dEC3bt0QERGBpUuXonXr1oiMjMSZM2ewYsUK5OTk4MYbb0RUVBSysrKwcuVKZGdne20cCCHEBm+sFPv06YMbbrgBL7zwgqNs48aNMMYgPj4eANC3b1+899572LFjh0N88/777wMAbr31Vo/a43OnqCnOJAWYpmjUOF8Rd+7cOad2L7nkEgQFBeHIkSMOBV6xCiogIMDx+dWrVyM9PR0jR450lP3nP/9BWloa7rrrLpw5cwZ5eXn45ptvsGfPHjz44IPo3Lkz/vnPfyI/Px/Dhg3DzTffjKSkJLz//vswxuDPf/4zrr32WixbtszJRknhZqM+1ZIM24Ru09rQkM6VdktDu8gk+zQFpU27nkjgqrUhKSs1O2yUzDbKShtVJSCrY23Drkn1bdTG2hhpx7Ppo6a+tvly1+yQrhWb8631wyZUn8014Qm8dfv0zTffxJ133onWrVsjIyMDQ4cOhZ+fH1588UUAwGuvvYYVK1Zg6NChSEpKwpkzZ3DPPfcgLCyMzyl6kvr16wNwvsjz8vLg7++PevXqlavtn376yXGB/vTTT4iKikJaWhrOnTuHgoIC7Ny5E3FxceU6BiGEVHVmz56N2NhYdO7cGcHBwWjcuDECAgKwevVqdOnSBQBQt25dbNmyBTk5OQgJCUFYWBjCwsKwfft2j9vj85WiL6lVq5bDSRVT/GswKCjI5R62DUePHnX8v/hXdMmynJwc1KlT54LbJ4SQisYbK8VbbrkFt9xyS5n1OnTogNTU1Aq3p1o7RelWRPFtP+1hZHdx5wFnb0e8J4QQd6muSYartVPMyspCjRo1UKtWLcetzuLHMjIzM53qSvf9PS0FJoSQygSdog+wCdEWGhpq1YYmTCjeQ9y7dy9OnTqFunXrOiTB4eHhSE9PR1ZWllPYtmPHjgEoFKEUixWKww6dO3cO+fn5CAgIcDjPgoICp1fJsuL/F3+2LLT+BQcHu5TZCj2kMdKENpqtUtuasEcrt7n4bIQXNnNDEzFI46y1bRvWzya8oCSS0fqniWek+to50dqQ7ND6LQlfbIQsWn1bAZUnhDY2806qq+VF1cLKSfPx4MGDbttALoxqff/OGIPvvvsOl19+uaPsiiuuwPr1613q/vrrr8jLy0OnTp0AFDroksFpCSHkYqOyBAT3Jj5fKXqDzp07o0OHDujUqZPjV/H333+PrVu3YtmyZRg5ciT69++PkJAQ/Prrr6JTzMnJweLFi3HTTTehZ8+eSE9Px4YNG9C8eXNMmDABn332GQoKCnD99dcDKNw8Xr9+Pfz9/dG7d28AwJgxY/Dxxx/jkksuwZVXXgkAmDx5MlauXOmVDWRCCLGhqjq28uBnfNzrwYMHu11Xu32qId1i0bJFSEhZLwD9docUsNYmswQg37q0uX2qoe1/lneMAPn2W1W8fardNqvI26dSv7X+2WSn8PbtUy0os83tU5vnJbXbpxX5nKLNvJP6UpG3Tyvi+cWAgAA0aNCgXG2Eh4eXGfu0slHlV4qliV2ki70inaLUtiecIlB+NSwhhNhSHVeKVdopBgYGYsGCBb42wys88sgjdIyEEK9Cp+gDtEGXblmdOnXK6W+bUF1VHX9/f5dbRtKtOttJLK1MtXG1WWVrdT1xG0uyWbv1pq28pfqazVI4N0C+S2Gb5Fm67ajdXZDOtzZGWrl090QbO60vWrm72Ibkk8bD9tqXbn1qt7o1+6RblNKWCVCYFPd8tDjH2vhL5d78YVyVxTLlwedOsTzk5eVh5MiRqF27tvi+TeZqm9ucWl2bCDVaG5LN/v7+XCUSQogXqNJOESh0jNqvcBunWN5nkAD9F5+ETWBsRr4hhPgCrhQJIYSQIqqjU+QShBBCCCmCK0VCCCEi1XGl6HOnqO2XaQ8DS2hqOGl/TlMjSuVau5qgRkq0qj3rqCEpGm0eVNaOpyntpH7bJq61Sb6qPShuozC0Ud1qbUhjaqtGlB7G1uaXTV80O2zEVtr+tieOJ9XXrldpPGzPlYTWP+1akZSj2lz0RFJjqY3z1fPFaH2RxsnbTopOkRBCCCmiOjpF7ikSQgghRXClSAghxAU+vE8IIYSUgE7RB2gb9JJgRNuI16LD2GQEkNBCONmIGGyOB8gb91obkihHs00T4Eib/7Yh2iT7bIQlmn02IhlNYKGJJiQ7tLHTxl+aX5rQRkM6ptaGNDdsEvNq5bZJf6XxsAlooZ0rm+NpaN8n0neEVlfrizT/bbKi2AqabBJQE8/hc6dICCGkcsKVIiGEEFIEnSIhhBBSRHV0inwkgxBCCCmCK0VCCCEi1XGl6HOn+PXXXyMmJsbXZhBCiMeQlOHNmjWrkGOlpqZWSLt8TtFHaNmoCSGEEG/jc6dICCGkcsKVIiGEEFJEdXSKVJ8SQggRKd5XvNCXOyxZsgQtW7ZEYGAggoKCEBQUhB49eiAjI8NRZ+7cuahRowaCg4OdXgkJCR7vM50iIYQQnzFmzBjk5eUhPT0dp0+fxqpVq7Bx40YkJiY61evevTtyc3OdXrt37/a4PXSKhBBCRLyxUgQKV4thYWEAgH79+qFbt244duwY1qxZU0E90+GeIiGEEBFv7ClmZmaiTp06TmXFj+mlpaVV+PHPhytFQgghFUJqaioCAwMdr+HDh7vUOd8hAsCePXvg5+eHwYMHO8qSkpLQqFEjx37iVVddVSFOk06R+ITZs2fj0ksvhZ+fH/bv3+9rcyqM7OxsPP7441473i+//IIFCxZ47Xjk4qa8t09jYmKQl5fneC1durTMY2ZkZGDbtm3o378/wsPDARQGQzDGYO3atcjNzcXKlSuxbds2tGjRAidPnvRon/1MddTckkrBhg0b0Lt3b+zbtw9xcXG+NgcAsHz5ctx5553YunUrmjRpUq62srOz0atXL9x9990YM2aMZwwsg/z8fAwbNgytWrXCU0895ZVjkouTXr16OSlAL4SIiAhs2LDB6jOtWrXCkSNHkJaWpubKBYBZs2Zh2rRpGDduHN54441y2VkS7ikSUoK6desiNjZWDNNly913341OnTp5zSEChYlp33nnHcTFxeHaa69Fnz59vHZscnFh68w8wYABA3DgwAEkJyeX6hABYMSIEZg2bRo2bdrkURvoFAkpwR/+8Ad899135W7n0KFD+Oc//4mdO3d6wCo7ateujTvuuANz5syhUyRVhhEjRmDDhg3YtWsXIiIinN5LTk5GkyZNUKtWLUdZzZo1AQAFBQUetYN7isRrPPnkk2jcuDFat26NoUOH4tChQ07vd+/eHbVq1ULt2rUxZcoUAECXLl0QEBCA9u3bl7r3+Prrr+Pqq69Gp06d0LFjRwwbNgwHDhxwvD9lyhQ0aNAAfn5+uOaaawAAd911F+rVq4dLL70UH3zwARYvXoxWrVrBz8/P6VfyTz/9hL59+6J9+/Zo3749+vbti+XLl5fa1xUrVqBx48Zo2bKlo2z69Olo2rQp/Pz8HGWvvvqqy97qW2+95bBj6dKluOWWW9CyZUt07twZ33//PdLS0jB06FDEx8ejd+/eTv0spnfv3vjiiy+QlZVVqp2EVAZGjx6Njz76CD/++KNDeTpq1CjMmDEDANC5c2csXrzY6TMffvghAKB9+/aeNcYQ4gXmz59vAgMDzX/+8x9jjDG//vqr6dixowFg9u3b56j36KOPmoCAAPO///3PGGPMe++9Z0aNGlVm+5dddplZs2aN4+9//OMfpn379iY/P99Rtn79egPAzJs3zxhjTHJysunQoYPJzc111Nm3b58BYL788ktHWfPmzc1TTz1ljDGmoKDATJ061fTs2bNUe4YPH2569+7tUv7WW2+Z8y+7L7/80mUciu3o3bu3yczMNMYYM3LkSNOmTRszY8YMc/r0aXP27FnTrVs3M3LkSJfj7N+/3wAwa9euLdVOQnzNHXfcYQCYIUOGmAkTJjhejRs3Nn/+85+NMcbUq1fPNGrUyPz222/GGGN27dplateubQICAhxlnoJOkVQ4+fn5Jjo62txyyy1O5TNnznRxBnl5eSYxMdG0adPGpKSkmMsuu8wcPny4zGMkJSU5/Z2bm2sAmM2bNzuV33777SYkJMTs3r3b9OzZ06xfv97p/fOd4uHDhw0A8+677zrqpKWlmRdffLFUe3r06GGGDRvmUm7rFIsduDHGfPDBBwaAWbVqlaPs2WefNY0bN3Y5zsmTJw0A89Zbb5VqJyG+xs/PzwAQX8VO8aWXXjLNmjUzgYGBJjAw0NSoUcPEx8c7fjx7Eu4pkgonNTUVaWlp6NSpk1N5q1atXOrWqlULr7/+Onr06IFOnTrh+eefd8iyS8MYg1tvvRU7duyAv//vuwJ79+5F165dHX/PmTMHH3/8Mbp164abbroJvXv3LrXdhg0bonXr1pgwYQKSkpIwatQoJCQkYPLkyaV+7vDhw4iNjS3T7rK49NJLHf9v0KCBS1nDhg2Rnp7u8rmgoCAAKLd6kJCKxp09wUmTJmHSpElesIZ7isQLHDx4EAAcYZyKqVevnlj/mmuuwYgRI5CZmenY/yuN3377Dd27d8fZs2exZcsWbN++Hdu3bwcAnDlzxqlu/fr18cQTT+DIkSPo2bNnmW37+fnhyy+/xNixY/HSSy/hsssuw9VXX43vv/++1M/VqFHDI9FAQkJCnGyRyqQvleJjl6XgI4Q4Q6dIKpzGjRsDKAznVBJNBHL06FH89NNPiI6OxsSJE8ts/+OPP8axY8fwwAMPODkMjQ8++ACXX345/va3v+H48eNl1m/UqBHmzp2LgwcP4t1330VaWhpuuOEGnDt3Tv1MREQEcnJyXMpr1KgBwDl8lqcfPgbgOPb5Kj5CSOnQKZIKJyYmBtHR0di6datT+U8//STWv++++zBjxgy8/PLL+OSTT/DOO++U2n5eXh4AOKk6pVuKAPD2228jISEBK1euRE5ODu6///5S287IyMC9994LoDCqxsiRI/H8888jLS2tVIcaExMj2lDspI4dO+Yo27VrV6k2XAjFt02LlXyEEPegUyQVTo0aNTBt2jSsXr0aGzduBACkpKRg0aJFLnU///xzZGVl4eabb8aAAQMwfPhwTJkyBUeOHFHbv+6661CzZk3MmzcP586dgzEGM2fOdKmXkZGBuXPnYubMmbjkkkswe/ZsLFy4sNSHlHNycvDKK6/g22+/BVC4wtu0aRPatGmDhg0bqp/r16+f6OyuuOIKhISEYNmyZQAKnfeKFSvUdi6UpKQkhIaG4qqrrvJ424Rc1HhcukOIwt///ncTFRVlEhMTTb9+/cybb75pAJjExESzcOFCc9ttt5n69eubZs2ama+++sr897//Nc2bNzcATJMmTcwrr7yitr1ixQrTunVrExsba3r37m3mz5/v+Nwjjzxi5s2bZ5o0aWIaNWpknnvuOWOMMe3atTMATP369c2f//xns2jRIpOYmGgAmPj4eDNr1iyTk5Njpk+fbtq2bWvatWtn2rZta4YMGWKSk5NL7WtWVpYJCgpyUb8aY8zSpUvNpZdealq3bm2GDRtmli5d6hiHRYsWmeXLlzvZsXDhQrNw4UITHx/vqPfJJ5+YJ5980jRp0sQAMO3btzdbtmxxHGPChAnm1ltvvcAzRUj1hbFPCakgHn30UXz33Xf4+OOPvXrcgwcPIjExEZs2bRIVvoQQHd4+JaSCmDFjBkJCQvDggw967ZgnT57ETTfdhJdeeokOkZALgCtFQioQYwxWrFiBoUOHeuV4v/32G1JTU9GlSxevHI+Qiw06RUIIIaQI3j4lhBBCiqBTJIQQQoqgUySEEEKKoFMkhBBCiqBTJIQQQoqgUySEEEKK+P8TqOX3ElzYRwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s.plot()" ] }, { "cell_type": "markdown", "id": "e237e4f7", "metadata": {}, "source": [ "Note that `kikuchipy` has a `kikuchipy.load()` function almost identical to `hyperspy.api.load()`, which can read several commercial EBSD formats.\n", "See the [IO tutorial](load_save_data.rst) for more information." ] }, { "cell_type": "markdown", "id": "7b11e36a-3bc6-481e-a6a8-23e6fb232694", "metadata": {}, "source": [ "## Pre-pattern-processing maps\n", "\n", "### Mean intensity in each pattern\n", "\n", "Get the map of the mean intensity in each pattern with `mean()`" ] }, { "cell_type": "code", "execution_count": 5, "id": "cabc49c8-fb34-4e64-9fd2-5b3b2c79d88c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_intensity = s.mean(axis=(2, 3))\n", "mean_intensity" ] }, { "cell_type": "markdown", "id": "1053ef15-f259-4264-8ee1-21513a10fd7b", "metadata": {}, "source": [ "Plot the mean intensity map" ] }, { "cell_type": "code", "execution_count": 6, "id": "4a9376ec", "metadata": {}, "outputs": [ { "data": { "image/png": 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zZ+PEiRMAyt9GVHx/ZKo6/7NmzUKLFi3w9NNPW/W7Z8+excSJExEWFoa3336bPA+mnuNMi5m6SGxsrOjRo4fYvXu36Natm4iMjBRBQUFixIgRGhPrnJwc8fjjj4uYmBjh7+8vmjdvLh5//HExePBgAUCEh4eLN954w1p/79694oYbbhANGzYUMTEx4tVXX7V+ZrFYxOTJk0VERIQIDw8X3bt3F8eOHbN+np2dLaZOnSpiY2NFo0aNRFxcnBgxYoQ4fPiwtc73338vwsPDhaenp3BzcxPh4eEaq9BVq1aJ8PBw4ebmJjw9PUV4eLjYt2+f+PLLL63lFfeuWbNGlJSUiPfee0/06dNHxMTEiIiICBETEyPuvfdekrWkEEIcPHhQvPzyyyI5OVnExsaKsLAw0aBBA9GsWTNx//3328zhWpYvXy5uuukmERoaKiIjI8Wtt94qfvjhB5s6R44cEXfeeado1KiRCAkJEW3bthULFiwQTZo0sc5v9+7dYs6cOSI8PFwAED4+PiI8PFxkZmaKRYsWWcuvra/H448/LsLDw0VwcLBNm+Hh4aQ1WbhwoQgPDxc+Pj7Cz89PhIeHi40bNyrrpqamCj8/P40VZHXPXwVTpkwRnp6eNpaxFTz66KOaddq3b5/1848++ki0adNGBAQEiPj4eDF9+nSxefNmAcDG7UUIIbZs2SJuueUWERAQICIiIkS3bt3Eu+++KwBY51yB3vm/ePGimDx5soiJiRFhYWEiKipKjB07Vpw6dcpa58qVKyI8PFz4+flZ3U/Cw8NtLDiZ+o1JCOlPQ6ZK4uLiEBcXx0FsGYbIJ598ghEjRiAlJQW33Xabs4fDuDD8SpNhGLvwxhtvKMOe/fDDD/Dx8cHf/vY3J4yKYf4/LPAYhrELZ86cwfPPP29NY1RaWopVq1bhww8/xAsvvICQkBAnj5BxdTycPYC6wty5czF37lxkZWXh7NmziIiIwDvvvIOhQ4c6e2gMUysYPnw4srOzMWTIEBQWFqKoqAitWrXCBx98QHJeZxhHwzo8hmEYxiVw/hNeJQ6nRZmZwF++NxWhnSpQRUi41n8NAC5evKipc62vGBW5bwAaJ1/5WuX7JP9doaojj08VKsnb29vmWmVeL9/n4aHdZr2wXxWm4tcih/KitKuagzx31d9c8n1yrjxV33r7oipT7YNcRzU++T7Vmdy/f7/NdePGjW2uAwICNPfI7Rj9e5Ryn9yXag7yPOV1V+0D5XsmR2ShhKGjjI/iwK46F0b6luepqiN/X1V15LOu2ju5LCYmRhMu8HpJTk5GZmYmuX5YWFidM95zvsADUHzqVLlwKyyET2yss4fDMAxTq3FEQuTMzEz89ttv5Ppt2rSx+xgcTa0QeAzDMIzzqe8arloh8PipjmEYxvmwwHMSJpPJqt+T37mr9Abyu3KV7k3W86n0BvJ9Kh2UPB5K1HXKHCi6hYKCAptrlc5CblulU9HTfaiC7cpfBtWXg6KLoXyp5LXIzs62uVbtL0VPShmLvH6qOVH0kDfddJPNtbwPqv2WzxJF10vRMarOAEV3JH9n5PGp5kBZd0ogb3k8qjlQ9tzIuZDnaUT/r+pL1Q7lt6EijKGjYYHnYIr/ip1YgXXBJSMFhmEYxnGI8oTgzh6GQ3G6wIOctqSeLzjDMExthQUewzAM4xKwwGMYhmFcAhZ4DoZiqCEr1yvyrl0LJaMzxSlaVhir+pKRFdEqxbRcplKcUxTcRgw+VPOU14JiqCG3oxqfEWMEFXrGLxSHe6OOypQzSTGE0JsD5QxQ+jYKZZ7yGspzMupILaM6N7LBjMqYg2I8pOcgThkfJYACxbBFtb/yeFq1aqWpIzuEJyYm6vZlBBZ4DMMwTL1HCGHYGrWuwAKPYRiGAcBPeAzDMIyLwALPwcjvxlV6D7lM9R5c1ulcvnxZt2+V/kHW2VEOgFxH9b5fTxeiaofi8EzRHRl1DtajsLBQU+bj46N7H0XHo+fgTHHIVu0vxbGbAsUJXw/V+CiO+0Z0RRSHbCPtqM4WxWHcSMBkI/o5gDZmPYzuFeW3QS5LTU3V1JH1l126dNHt2wgs8BiGYRiXgAUewzAM4xKwwGMYhmHqPRxajGEYhnEZWODVMEYzZMvZf1VKejmjAgVVX3LGAn9/f5trirGJCkqWAwpGshrIfVHmoNorGYqyn5JNWoZi5EAxljCa3YFiLGEPKGdAVcdINnPVWui1o1obSvR/ShADuY7KEI3i/K03ZorRlFGMnEmVE76jzpcMCzyGYRjGJWCBxzAMw7gELPAYhmEYl4AFnoMxkuH5gpQ0VnUf5V0+xTndbDbrtiOjOjQUfRflHopOx0iwXoqDLAWKTkzW6aj2XB4f5ZxQHIrlgMQqfQnFaVvGiDM4JVO5UYdsvXZVqPZcr21KxnjV90W+j6JjDAgI0NSR95wScJ3SNwV5fEYDaRsJCO8IHG2luWXLFgwdOhReXl7Izc2tsm5gYCDy8/PtPp6a0YQyDMMwtZ4KoUf5Vx3GjRuHQYMGKbOcyDz77LMaI8QKfvjhB7i5ucFsNtv8CwsLI42DBR7DMAwDwDECLy0tDRs3bsTevXvRoEGDKusWFxdj3rx5aNSoUaV1mjVrhsuXL9v8k9MnVYbTX2kyDMMwtQNHvNKMiopCZmam0j1FZvTo0QgPD0ezZs3w3Xff2X0s/ITHMAzDAHDME56HhwdJ2KWnp2PDhg1YsWLF9Uyh6rE4rGUilCzksiJa9b724sWLNtcqJ3PZSCUnJ0dTRzZSMeL4q1JeU7KQUzICUDJtG1HCU7I5UByVjRh4ULIayGtDMQxS1ZGzORjJhgHQggToGVJRzokKe2UaMJL5m5K5RJ6Dap6UH0DKesntqHREFOdvI1B+uyjfV4rBmD2ym1BwppXm3Xffjfbt2yM5ObnKeufPn0dUVBRyc3NhsVjQsmVLrF69Gm3bttXtg5/wGIZhmGo93QkhkJ6eDm9vb+u/u+++23DfP/30E3766SesW7euynqenp4QQuDDDz9EUVER9uzZg7S0NCQlJeH333/X7cfpT3gMwzBM7aA6T3jR0dHK3H1GGDFiBPr27YsWLVpUWe/mm2+2Ce2YlJSEtWvXon///nj44YexY8eOKu9ngccwDMMAcM4rzbVr1+LUqVPYt2+fofv79esHADh06JBuXacLPCMBk/WcFgG1U7nsZBwcHKypYw8dGcXpXQVFN0OpY8Rx2ogjsNEs2hSdip7zsuoeuYyyfhSdj0qnIjuwUwJgy3MyGrTYyBmlrAVFlyrPyahTvqz/8vLy0tShOHbL+Pn5acpKS0urHI/RAN1G1o8CJXiDo3CGwFu5ciVMJhMiIyOtZRV7VmFTkZKSgl69eiEtLQ0hISGagP0mk4m0j6zDYxiGYQCUC3bqP3vx5ZdfoqyszMav7u9//zsAWK979eoFAOjVqxeee+45m/t3794NIQTi4+N1+2KBxzAMw1TbaMVZfPjhh/jtt98AAJmZmRgyZAhMJhMWLlyoey8LPIZhGAaA40KLJSQkwGw2Iy8vD3l5eTCbzWjdurWm3qxZs2A2m7Fr1y4A5a80o6OjrZ/PmTMHsbGxuOGGG2A2mxEZGQkPDw989dVXuPnmm3XH4XQdHsMwDFM7cNST29GjR0n1ZsyYgRkzZlT6+bBhwzBs2DDD46h1Ao+igFcpgmWHcZXRCkUZLL+bVhksyO1QDD4oymuKYYYMJRs3BcocjHwZKA7ZKoqLi6v8nJJVQ1VHbpeyVipncNkAysjZosyBgtEAAPK8VPOUxyPPm/J9VbVLCXRAybpAcYTX68te+0D5Lqr6ksdjr++eETg9EMMwDOMSsMBjGIZhXAIWeAzDMEy9x9nWlzWB0wWe7BSqIiMjw+ZaFRhaLqM4JqugOHbLUPRzRpxJKXNQ6QSMBJqV503RvVH6MeJIrRqPrM8xmgHaXmOWUQVD1js7qjNBcRin7IORvVJlf9fTL1Ecsil6K6N+XRT9vpE5GIGiw1PZBMjjUa1XVlbWdY6OBgs8hmEYxiVggccwDMO4BCzwGIZhGJeABR7DMAzjErDAczCXLl2yuW7QoIGmjmyQojIQuDZHEmBcEW0kEj1FCU4xhKBkipZROWjLkecpBhUUx3N5XnLGAIBmsCBjJDMDpV2VgYCROqrxUeap9+NBMTahOCEbMbJR9aU6t7IhC8UIQ25Xdf4ohhqUrBUU5Pvk75lqfBSjKHnMqv2W10/1naE480dEROiOxx6wwGMYhmHqPeyWwDAMw7gMLPAYhmEYl4AFnoNRZR2X8fHxsblW6SzkzNUU3YLqPT3FAdtIxmRHZTH29fXVlFHGp6erpOjIVFmqKTpQSmZyuUzWVarukfdTDiiuqkPR0arWj9KOno6MkgmcolejZE6nnFHVHPSyhVP0rxR9sApZt6bKTk/RpRrRccrtqnRvlLMu76f8W6Zqx5lChwUewzAM4xKwwGMYhmFcAhZ4DMMwTL2HrTRrAIruTdaXqPRhFL2QjJEgy/bCaGBoGdVaGNEJUJJ2GvHBUrVjj2SzqntknaJKX0I5J5SEnBS9kN56UdqgnAGjemZKEla5fyN+ixQ9nwr57FCSMRvxOTWapJiih6T4rspQAoY7CnsF0q6tOF3gMQzDMLUDfsJjGIZhXAIWeAzDMIxLwAKPYRiGqfew0UoNICudVYpz2blaDjitguLwrEJ2cFYpyvWU4JR7KHVUUBzYKYYGlMzaMkYMISgKeMqcVAYoRtBzpAa0hg+qs0QJ9G2PrN4Up22jRg6OMlAwEphBBcWoh2J4I59/+Zpy9uUA9qq+KBnsKftCCTDtKFjgMQzDMC4BCzyGYRjGJajvAs9YIi2GYRim3lGhx6P8qy5btmyBr68vgoKCdOsGBgY6xPfQ6U94FP2NnNxVdQ8loK7eu/zKyvSgvKc34sxMCRysgqIv1NOzqOYgO3YbaReg6V1kZL0axcFYBSU5rgxFH6yap56juVE9s5HA0Eb/ctfbG8qPEiW4tQpKIHd5fKq+5PvkPacEu6A4vVOCtFPq1JS+ToWjnvDGjRuHFStWQAihDDp/Lc8++yzy8/Mr/fzgwYMYNGgQMjMzIYRAXFwctm3bhpiYGN1x8BMewzAMU62nu+oIxrS0NGzcuBF79+5FgwYNqqxbXFyMefPmoVGjRsrP8/Pz8be//Q3e3t4oLCxEdnY2cnJy0KFDB9JYWOAxDMMwABzzSjMqKgqZmZno1KmTbt3Ro0cjPDwcrVu3Vn7+yCOPoKSkBJ999hk8PDzg7++P+fPnIzc3Fy+99JJu+yzwGIZhGACOEXgeHh4k1UF6ejo2bNiAFStWVFpn69at8Pb2Rvv27a1lw4cPBwCsXr1afyyE8TIMwzAugDOtNO+++260b98eycnJldbJzc1FaGioTZmbmxt8fHxw9uxZ3T6cLvDy8vJsrlUOxrIjJiX7sErxS1GCUzBiNCBjNIMyxbhEdq5WrYXeHFR/kVEMNSiZ0ykZseVzIN9jNBsG5QxQ2pYDFKgU8UYyeFAMeihO7xTnaiNraOSMGs22TsksQDm3evdQDNxUGMk8r4JizFRTgqg6/aSnp9s45N9xxx1Yt26doX5/+ukn/PTTTzhy5EiV9SwWi1JGeHp64vLly7r9OF3gMQzDMLWD6gi86OhopKam2qXfESNGoG/fvmjRooVd2qsMFngMwzCM02Jprl27FqdOncK+fft067q5uWnergDlbwNU4d9kWOAxDMMwAJyjw1u5ciVMJhMiIyOtZRVqGbPZDABISUlBr169EBQUpFGDWSwWFBcXk54OnS7w5AWuTHpXdQ1o9RpywGlAq9tSvSs3koWaotegYET/RXFOp2T1lutQsspTHOwpgZdVe6X3xaOssUqfI58BSnBmVR15zBQ9kDxm1Tk2kvVe1bfcNqUd1Z7rBdKm6Ekp3zPKGVXpoo046lOCPlMCFMhjNprZ3UjmeUfhDIH35ZdfasqSk5Px3XffafRyffv2xZo1a3Do0CG0bdsWQPkTIlD+WlQPdktgGIZhADg2tJg9eO+99+Dt7Y0hQ4bgypUrKCoqwuTJkxEUFMR+eAzDMAwdRwm8hIQEmM1m5OXlIS8vD2azWelcPmvWLJjNZuzatQtA+SvN6Oho6+cBAQHYs2cPioqKrHE5g4KCcPDgQdI4nP5Kk2EYhqkdOOrJ7ejRo6R6M2bMwIwZM6qsk5SUhPT0dEPjYIHHMAzDQAjhsKTAtQWnCzw/Pz+bazkzggqV8tpeCmQZVTuUjNgysqGGUcdpI/M0otinGO+ooGSk0HMqV5VRos7LYzbiuEyFYpwjI49PL2q86h5V3yUlJbrtqJDPJKWOvQwsKBkyjNxDmZORvijZMFTfafm3ghIAwJnRTup7PjynCzyGYRimdsACj2EYhnEJWOAxDMMwLgELPAcjOwKrFpyiE9BLLKhCpV8yEuBXfr9vVKdCgRJE2YgOj+LwLJdRHJWNOgvr9U3ZO3tl4zaq59Nz0qboaFV9y3oqlS5QFcBBb3wU5PFQgixT9K0UB3aKc7/qTOo54Rt1KqdkRafo52qLoYgz/etqCqcLPIZhGKZ2wALvL44dO4adO3ciIyMDmZmZ8PDwQFhYGKKjo9G3b19EREQ4cpwMwzCMg3F5gffRRx/h9ddfx+HDh+Hu7o7g4GD4+PhACIGioiLk5ubCZDKhS5cumDlzJnr16lUT42YYhmHsjMsKPCEERo8ejQMHDmDKlCno2bMnmjVrpvR1OnLkCDZv3ozRo0djypQpePLJJx0+cIZhGMa+uKzAmzNnDkJCQnDo0KEqG/D09ES7du3Qrl07PPbYYxg6dCjatWuHfv36kQYgR8NWKZ1lZbDKQMWIM7gKSqR3WVkt11Fl5KU4xBpxRletF8V4Q8/RnKJIVyn7VZkPZCgGKHrGOSqncns5z1OMS2RUc5D3Rh6zanyULAKUOpTcYJTM33pZNIyuDQVKVgPKuZXXwkhGdkq7FFR7TgmQYHQNq4vLCrzHH39cEwVFD19fX6SkpGgsLxmGYZjajStYaVb6J3B1hd2mTZvKG3RzUz7hMAzDMLWb2p4e6HqptltCWVkZMjMzNa8XZsyYgTvuuMNuA2MYhmFqlroqyKiQBd5vv/2G8ePH4z//+Y/mMyGEYZ2Z/P5a9XRYkea9Ou1QxqN6L29Ef2MksLHRILKyLlClR9NrVzVGI8F8VWsjOzyrnKLtkb1ZNe8///zT5joyMlJThxKw2R4O2ZR2KI7nqjry3Cl6b9X45HZUzup650Klf6Lo0+V2KYGXKQ7iRoJJULLeq5ADTKh+uyhnSQ7OQNEHOwoWeH8xduxYNG/eHFOnTkXDhg1tNlIIgYceesghA2QYhmFqBhZ4f1FQUIBPPvmk0s/1kvYxDMMwtZv6LvDIdtudO3dGfn5+pZ/b4zUVwzAM4zzYaOUv3nnnHbz55psIDg5G8+bNNf5Ws2bNwpgxY+w+QIZhGMbx1GVBRoUs8P73v//hrbfewsWLF5WfG33Ci46Oth2QQjEtK9MpRhiUTOCUbM0UwwKKoYE8PpXzvOyEr/JnpESQpxjI6N1jJAs5oJ2naj8p2Rz05qDqOz4+XreOESMHisMzZb0oGPnBoewDZS1UxmGyUQplHyj7K58LI0Y/qjpGgjeoMJKpXBVcQn4rpnJWlx8eKJkjHAULvL+YMGECHn74YQwdOhQhISEao5Xbb7/dIQNkGIZhagYWeH/h7u6OWbNmVfr5m2++aZcBMQzDMM6hvgs8stHKzTffjDNnzlT6+b59++wyIIZhGMY5WCwW8r+6CPkJ74YbbsDAgQNx6623Ij4+XvPe+b333sOzzz5b7QHITpcqvZWRbNyUd+4qKIFl7RFoWaUXoughKWthZL0o91D0NzIqZ2bZQZein6DoVmUditHgzHp9U8dTU38tG1k/VZnqHMttUzKpU/qmIO+n0YznevNU6ZnldiiByC9duqTbjqynB4DCwkLd8ah0/vaGjVauYdKkSQCAn3/+Wfk5uyUwDMPUbeq7wCO/0uzQoUOVj7ft27d35DgZhmEYB+NIP7wtW7bA19cXQUFB9h84EbLAe+2116r8/L333rvuwTAMwzDOw1ECb9y4cRg0aJAm/mgF27dvR6dOneDr6wtfX194eXkhLCwMa9eutan3ww8/wM3NDWaz2eZfWFgYaRzkV5p9+/at8vOdO3eic+fO1OasUILc2kvvYiSJqAp5jBQdinwPJWeg0eSuRvzcKH5bFB0ZZT9lPZAq6C7FX05G3k9KoGiKH5lR/ZyeXtRIYHIqFH0rxadTLpP3Ki8vT3MPJTGqEV84lZ8bZU31EgNT/N4ogdKN+iRSArnn5ORoyhyBI15ppqWlYePGjdi7dy969eqlrLN48WL88ssv2LlzJ7p164aCggJ06NABw4cPR/v27ZGYmGit26xZM/zxxx+GxkIWeN9//32Vny9ZsgTTp083NAiGYRjG+ThC4EVFRSEzM7PKzC7NmjXDyJEj0a1bNwCAv78/Zs+ejXvvvRcff/wxZs+ebZexkAVecnIyTCYT6QmDYRiGqVs4ykqTksJMpTLLysoCoI3GdV1joVZMTEzE5s2bbcoKCgpw+PBhrFq1Co8//rjdBsUwDMPUPLXFSnP79u149tlnERMTg4kTJ9p8dv78eURFRSE3NxcWiwUtW7bE6tWr0bZtW912yUYrc+bMQWxsrM2/Nm3aYNiwYVi5ciXmzZtX/VkxDMMwtYbqGK2kp6fD29vb+u/uu+++7v43bNgAT09P9O7dG2FhYdi1a5fN556enhBC4MMPP0RRURH27NmDtLQ0JCUl4ffff9dtn/yEN2jQoEo/8/Pzw/Hjx6lN2SA7a1KMJVQGDBRjCbltlXLdiLLfiKO3yuBD7steDrEqZb98nxwAQGXQQzEC0etHhcqAR94byr6ogh/LUNaPYsBDmZfe63/KGaWcE6MBxFXnQq8dShB0vYDTKigBulVQVCqOigoin1vVOaYEqahNUUuq84QXHR2N1NRUu/Y/dOhQlJWV4ejRo+jTpw/i4+OxY8cOq27v5ptvRkFBgbV+UlIS1q5di/79++Phhx/Gjh07qmyfLPDS0tI0ZUIIZGdnY/369ZofTIZhGKZuUVteaSYkJGD//v1o1KgRRo0ahRMnTlRat1+/fgCAQ4cO6bZLFnhxcXGVmmc3adIEH3/8MbUphmEYphbiLIGXnZ2NoKAgmyfi0NBQmM1mnDt3zlqWlpaGkJAQ+Pv729xvMploIR6pA4qPj8eSJUtsytzd3REWFob4+Pgay9fEMAzD2B9nxtJs1qwZ5s6diwcffNBaVlpaiuLiYpvX5r169cJtt92Gt956y1q2e/duCCE0+TBVkAXe1KlT0aNHD2p1Mkb0Jap3+/L7c6O6I3sEoVY9CRvRHamg/GEh92XkdbNKf2gv/ZKMat5ykF1Zf6haB4q+RJ4XxVGZEpCYouuVUd1DMeE2oselzJMCZd5G9JuqeVMCHRj5gaY4nlOCVMgYnYOR77SjcOYrzWeeeQa9e/dG06ZNUVxcjO7du0MIgbFjx9rU+/DDDzF+/Hi0adMGmZmZGDJkCEwmExYuXKjbB/nEy6ahDMMwTP3CUaHFEhISYDabkZeXh7y8PJjNZrRu3dr6+ezZsxEYGIjExESYzWYEBgbijz/+wCuvvIIFCxZY61V4C9xwww0wm82IjIyEh4cHvvrqK9x8882646j0z8nnnnsOvr6+eP7558mTslgsuO+++3DXXXdhyJAh5PsYhmEY5+OoJ7yjR49W+fnEiRNJD1XDhg3DsGHDDI+j0ie8mTNnYteuXejbty++/fbbKh/pCwoKsG7dOtxwww2IiopiYccwDFMHcWS2hNpApU94np6eSElJwSuvvIJhw4ahsLAQMTExCA0NhY+PD4QQKCoqwvnz53H27FlERUXh5Zdf1rxvZRiGYeoGdVWQUalSQ+7h4YGXXnoJM2bMwLZt2/Ddd98hIyMDWVlZcHd3R4sWLRAdHY1+/fqhS5cuhgZAUYLLUBTIFEMDlbKY4kQuQ1HSU4wR5HlRlNmq9TJiIENx3KdEdadErzfigC1fq5zgKfOmxIKlGDU4KkO83K5qbYx8Z1RrQQnoYMQp2kgwBIrRj72+i5T1k+etylROcdyX26Z8Z4watF0vdfnJjQrJStPT0xMDBgzAgAEDHD0ehmEYxkmwwGMYhmFcAhZ4DMMwjEtQm+J6OgKnCzyKLsSIoy3FUZOyuZT36fKYVe/2Kfo4WS9lVDdDCQQtIzvhU7I3G9X5GMmpKN9TUlKiqSPPW7U2Rvoy+iOgpyui6K0oc1Dtg7yfqjnIWbQDAgJ0x6M3lsrK7FGHEgTCSDBwSsZzo07vRnS9zhQ6/ITHMAzD1HvYaIVhGIZxGeq7wKt+ML1ryMnJwYEDB1BcXGyv8TAMwzBOor47npMF3ocffohmzZrhlVdeAVCegj02NhY33ngjmjZtip9//tlhg2QYhmEcT30XeORXmitWrMDTTz+N+++/HwAwZcoUxMfHY9myZfjhhx8wffp0bN26tfoDkByyVQpbigOqvAGqDAEUZTBFmS63Lber6jsvL8/m2s/PT1OH4vBsxLGb4qRtJL2TyhiGYphhxPlbz1Ee0M6JYoygOhMUoyhKO3rtUhzuVXMw4vCsIiQkRLcve/ywUb7TlLNEWWN7GXzIe6X6Tsv7YNQgxUiAAkdRVwUZFbLAKygowPjx4wEABw8exKFDh5CSkoKkpCQkJSVpcuUxDMMwdQsWeH9x7V8zy5cvR1RUFPr3728tozwZMQzDMLWTuvyqkgpZ4LVs2RITJkxAXFwc3n//fUyfPt0q5L788ktSrEiGYRim9sIC7y/mz5+P0aNHY+XKlejZsyeefvppAMCIESOwZs0azJkzx9AA/P39ba4LCgo0dShZ0SnI7+UpgZcpWakpwZBlp16VzuLgwYM21wkJCZo6Pj4+VfYN0HRFMpQ1pTgCy8ZLgYGBmjpRUVE21/KcqH3JyPNUZbSX906l3zQSzNde+0DRbVH0uPI8jX5n9Pqi6EApTtuqM0AJOCGPR7Xn8hiNBLf29vbWraNaC0rQB3nPVfppI9npjcAC7y8aN26Mb7/9VlO+evVqrF692q6DYhiGYWqe+i7w7PZnw5QpU+zVFMMwDOMEXNot4X//+x/8/PyQmJiIFStWVNnQxo0bMX/+fHuOjWEYhqlB6qogo1KlwOvXrx/i4uKwb98+3UzmbKXJMAxTd6nLT25UqhR4W7ZssTpId+jQAQcOHKi0bseOHQ0NQI56r1I6OyqauJHsyIB2jBSHcRmVVWunTp1sro0am1Duk42FZFTGQ5Ss46+//rrN9QsvvKCpIyv7VY7UesYSqvWjGBFQ6lACHVAMR/Syl6v2TjZyuHDhgqZOcHCwbt+UMyn3T8l+YeRsU4xWKA7ZqqzjekEgVBjJhKDaKzl4xMWLFw2NjxK4QpUdxBG4tMDr3Lmz9f9z586tsiG9zxmGYZjaTX0XeGSjlcOHD1f5+Ztvvnndg2EYhmGcR303WiELvLlz5yof2YHyOJvff/+93QbFMAzD1Dz1XeCR/fCKiorQq1cvTJs2DaNHjwYAnDx5EuPHj8c333yjfO9MQdZZUJx8jWaypuhQjGRipjjjGmlXNU+KY7zcjtls1u1b7qtBgwaaOrIORaV727Jli+74ZH0EJRiyjMpRmYK8fqq90gssANCCbevtuWpt5H0ICwvTbZdyBoxm7JbnSdG9UX4LKI7xFOdveT8pyOdPdZbk8VH0zKGhodXuW1Vm5PtgL+qqIKNCfsKbMmUKvvvuO2zbtg39+vXDrFmz0K5dOxw7dgybN2/Grbfe6shxMgzDMA6kOk93RgTjli1b4Ovri6CgIPsPnghZ4E2ePBlBQUEYP348Dhw4gBdeeAFt27ZFamoq+vfvj5SUFEeOk2EYhnEwFouF/K86jBs3DoMGDarU2nT79u3o1KkTfH194evrCy8vL4SFhWHt2rWaugcPHkSTJk3g7e0NLy8vtGzZEmlpaaRxkAVe586d8eSTTyI5ORkRERHYunUr2rRpg+HDh+PMmTPW2JoMwzBM3cQRT3hpaWnYuHEj9u7dq1SVAMDixYvxyy+/4Ouvv0ZRURGys7PRoEEDDB8+3MZgMj8/H3/729/g7e2NwsJCZGdnIycnBx06dCCNpVpWmosWLcKLL76Iffv2oU+fPliyZAkmT56MO+64Ax988AG1KYZhGKYW4giBFxUVhczMTI2f8bU0a9YMI0eORLdu3QCU+wnPnj0bQgh8/PHH1nqPPPIISkpK8Nlnn8HDwwP+/v6YP38+cnNz8dJLL+mOhWy0Eh4eju+++w4tW7a0Ke/Zsyd++OEHtGvXjtqU7QAIGc8pBh+yolflmGwk4rhqPIcOHbK5bt68uc21SrlOmaeMarxyOyqlvZHM6TKqAy07mqvaUDmsy9gjcIARYwWA5jBOMWqgnCV5DY1k66AYm6gMaCiO06dOnbK5joyM1NSRDVDkM3Dp0iXNPfJ3kTI+ivO8ypiDYkSj5zxfXFysuUeeJ8WYTtWOnC2EYnCncrCvqfRrjjBaoYz9tdde05RlZWUBAKKjo61lW7duhbe3N9q3b28tGz58OEaOHInVq1frCj2yBJg2bZpG2FXg4+NjOD0QwzAMUzuozhNeeno6vL29rf/uvvtuu41j+/btePbZZxETE4OJEyday3Nzc5V/RPj4+ODs2bO67ZIF3pNPPlnl51u3bqU2xTAMw9QyqmulGR0djZKSEuu/devWXfcYNmzYAE9PT/Tu3RthYWHYtWuXzecWi0X5xsXT05MUfq1az8mFhYVISUnBn3/+qYkn+dVXX1WnKYZhGKaW4Ww/vKFDh6KsrAxHjx5Fnz59EB8fjx07dlh1e9cLWeClpqaiT58+sFgsyMnJsb7vz8rKQlFRkc171upQVFRkc52ZmampExISYnNNed9P2TijAXWrUr4CND2C0cDVMqrxUfRUem2rxif3pXo37+vra3OtCgYu/yVGWS+9sQC07NJGAgCo9IWULNV6Z1DVLkX3ZiSAc4U+5Frkv8jHjBmjqSM7U8v7Iu83dXyU76dcR+XQLuv1KLo2ea9U+yCfW5VeXj5vqjry7xvle6VaP6M66+ribIFXQUJCAvbv349GjRph1KhROHHiBIDy9VPpSsvKypTrL0MWeE8++SQWLlyIIUOGoGPHjtbMCUIIvPnmm5qNZRiGYeoWzhJ42dnZCAoKsvmDIDQ0FGazGefOnbOWBQUFIS8vz+Zei8WC4uJitGjRQrcfsg4vIyMDQ4YM0ZSbTCY88cQT2LFjB7UphmEYphbirFiazZo1w9KlS23KSktLUVxcbPPk1rdvX5SUlNhYylc4p48YMUK3H7LAkx+zc3Nzrf8vLi7GsWPHqE0xDMMwtRBnBo9+5plnrK8ui4uL0a1bNwghbJKPv/fee/D29saQIUNw5coVFBUVWaOA2dUPLygoCO+//z4eeOABdO7cGXfeeScee+wxAOVe8o0bN67e7P5CXrioqChNHYpfjwzFP021aUYCVVOCveoF4VW1S5mn0YOnp+ejBK6m6CFVgavld+2FhYW6fcmo9HUUnyyK/kauo9pfWUem0lXqzcFogl+KrkLez5iYGE0dWf+malfvDBrRD1PrUBLJyuNT6Xf0fGApSZ5VEUIoQeNlnzqVJaG87nJiWaA8woijcWQWhISEBKSlpVn3x2w2o2nTpkhNTQUAzJ49G//3f/+HxMREmEwmWCwW+Pn54ZVXXsGMGTOs7QQEBGDPnj0YOHCg9fzGxcXhm2++IY2DLPAmTpyIJUuWoHfv3njhhReQnJyMu+66C0C5MGQrTYZhmLqNowTe0aNHq/x84sSJNv52VZGUlIT09HRD4yALvKFDh2Lo0KHW619++QW7d+9GSUkJbrnlFo0lJcMwDFO3qC1Wmo7CcLwaX19f9OnTx55jYRiGYZwICzyGYRjGJWCBV8NQnIdVAWtlp1RKlmojWdIrK9PDSFBglSGEDMXhWbWmcv/ytcrgwojRCqUdlUOxnjGCql15X1TGJpQxy/epzonsC6RaYz1DIEoABRXy/gYEBOjWURlLTJ482eZadZbkNc3OztbtmwLFSEruW7XGFGMw+ezI7aqMdWSDHtVvjnyfqm/ZaOvixYuaOrJhiyp0lqs5njuKWifwGIZhmJrHkVaatQWyH961vhAMwzBM/cOZfng1AfkJb+3atXBzc8PIkSPRq1cvR46JYRiGcQJ1VZBRIQu8Fi1aYNiwYViyZAkmTJiAO+64AyNHjrRJxGcESiJIGVXAWjmWp+q9PCUwL8U5XS+xpwqKE7mMKjgzpW+9YLmqdowkpKV8OShrc+HCBU1ZUFCQzbXK8VdG1vGoEmnK81TN++WXX7a5fuihhzR15PFQdMYylCDBqjMg11HpKuW1UAUAkNumBEOQ+6Z8hyj6akrfqnbkMpX+S09HRgkcoUK+T6WLpsyBorun/C7aAxZ4f7FkyRJ07twZt912GwoLC/HZZ5/hqaeeQlZWFoYPH44RI0YYjrbCMAzDOJ/6LvDIOrzOnTtb/+/n54dRo0Zh1apVuO222/Dcc88hNjYWvXr1wtKlS1FQUOCQwTIMwzCOQQgBi8VC/lcXIQu8adOmASg38V2zZg0GDRqExo0bY86cOejRoweWLFmCefPm4dSpU+jSpQtWr17tsEEzDMMw9oeNVv5i3bp1uHjxIj7//HNcunQJSUlJmD17NkaMGGFNBguUxzl7+umn0aVLF1K6BoZhGKZ2UFcFGRWywDtz5gy+++47TJo0CSNHjkRiYmKldbdt26bMXK6CkiGAksHA39/f5lplsCAbslAey40YI6jaNaIYpyiqKVkhVHX0ItEbPfhGDHiu/YOpAj1HW8q+eHl56d6nytQwe/Zs3bHI+6mqo7d/qjWmGDdRMs/LRipG+5JRZTORoXxfKcZDMqp2ZPWJyrhJL7uE0ewrcpmqjnwGKYEsnPm6kAXeX7Rp0wa//vorqe7Ro0fx4osvGh4UwzAMU/OwwPuL//73v+RGn3rqKUODYRiGYZwHC7y/UPm3MAzDMPWDumyMQsXpsTTl99UUXQiljsoJlJLp2IgjvJF37kYdSWU9BkUnoNJl6R1sii6O0re9nNMp2aWNODOr9DtyoGBV0GKK87ee07HRgADyfSpHZYoeTZ6XShcoI8/JiLO66j7V90Een+ocyzo71XrpfWdU6yevMaVdSoDn4OBgTVlOTo7ufUad46sLCzyGYRjGJWCBxzAMw7gELPAYhmEYl4AFHsMwDOMSsMBzMBTjDSObYMQQQnWfvTKeUwwCKEpvSt8q5b4MJbO8jBFHeKOZ5/WyBlCyWFCMklTGAHId1d7JZXLgA0C7xkbWnGLYImcKAbQZRVRW1pRI/kbGJ0P5/qoysssGRZTzpxqPbMAm7wMlswolIAZlr1RrLI9PtV6U34/rha00GYZhGJeBBR7DMAzjEtR3gVf9dxgMwzBMvcSR2RK2bNkCX19fTXLnmsTpT3hGHLtV78opWZYp+i9KHbl/iu5NrkPRs6nWhhJoVm7bSMZpVd8U529ZH6HSLxkZn6xrU91D0Q3K7aqCjFPOpFyH4nhOCSQst0P5YVHpBuV1VwViMKKzk8dDCQKRn5+vqRMSEqI7Pgpy/6o11cvSrloHSruUQBZyGcXJXaVvramA0o56whs3bhxWrFgBIYTyt2/VqlWYOXMmTp06ZV2zzp0749NPP0VYWJi13vz58zFt2jRNGzExMTh69KjuOPgJj2EYhgHgmCe8tLQ0bNy4EXv37lVmswCAsWPHoqSkBOfPn0dxcTE2bdqE3bt3K7Py/P3vf8fly5dt/lGEHcACj2EYhkH1hF11BF5UVBQyMzPRqVOnKuutWrXK+rqzX79+6Nq1K7Kzs7F58+brmZYNTn+lyTAMw9QOHPFKk+JSkZOTo3HtiY6OBgCcPXvWbmPhJzyGYRgGgGONVqpC5cd67NgxmEwm3HnnnTblqampaNSoEcxmM8xmM7p06UIWik5/wqMsHMUYQcaokpeiyKcYqeihMpagGOfIRg1+fn6aOrJiXNWXfB/FaIXiVC7XkTNvq+5TnQHZiEFeC5WhBiVbgrzGlCj0lHYojvBG1lh1HiljltcnLy9PU0d2TqcECZBRGaQ0bNjQ5prilE+Zp2qNjTjzy+1Q2qD8nlDGp1pPihGc0ewq1aU6giw9Pd3Gaf+OO+7AunXr7DKOzMxMHDhwAAMGDEBoaKi13NvbG0IIbNmyBTfeeCO2bt2KO+64Ay1atMD58+eVZ+1a+AmPYRiGAVAu2Kn/oqOjUVJSYv1nL2EHAMnJyWjYsCE2bdpkUz5hwgRkZWXhxhtvBFCu63vxxRdRVFSEqVOn6rbLAo9hGIZxmNFKdRk4cCBOnz6NQ4cOkfR/9957LwDgxx9/1K3LAo9hGIYB4DwdXgX33nsvdu7cicOHD9v431Vw/PhxjcqmQv1Bee3sdB0eRYIbeX9OCfZqtC979E1xnle9t5f9WFROnLLuQ/VeW9aRUYJmy6gOPSVTtAzFwZ4SWICCyhFeD0qAZBUUnaIMJaCzvOcUXaBqH+QfDlVfso4uMjLS5lrlMC6vF0W/SXHCpzh/U/ZKrqOaA0VPT9lfeU1V+kKjQbEdgTNDi40ZMwZffPEFfvvtN6uF5siRI9GsWTO8/PLLAIAbbrgBc+fOxYMPPmi9b8OGDQCADh066PbhdIHHMAzD1A6cJfAefvhhrFixAoMHD8brr79uLd++fbsm8sxzzz2H2267DVFRUTh69ChmzJgBDw8PzJs3T7cfFngMwzAMAMcJvISEBKSlpaG4uBhAufV206ZNkZqaCgBYsmQJAODzzz+vsp3Zs2dj7ty5aNasGYDytwBxcXFYt24doqKidMfBAo9hGIYB4DiBpxf6i6pKmjhxIiZOnGh4HCzwGIZhGE4AWxNQnGhljDqeGzEaULVTWFhoc63n7AiUB1C9FtXjt2zAo+qbYlwiO5qrDFvkvihKeorDuBGnfEq2BLldVT+U6PWqaPUyctuUTAhGHPUpxjqqNTaSzUFlmCEb8ISHh2vqyIEDKIYu8veDYsSl2k/K94GSwV7v6YFiVEPJvKGqIxupqOZpJHuDo2CBxzAMw7gELPAYhmEYl4AFHsMwDOMSsMBzMPL7anu9T1dB0X1QHJxlnd3OnTttrjt37qy5Jz4+3uaakqlcFZhXHk+Fme+1yEGBVToUvTU16jBOQe5bpVfT02tQnJBVTr4lJSVVtqsqo5w3o476Mkb0cyrkcxEQEKCpExwcrNuOrEejZHq/NqAwQHO2ppxRI4HmVWWUAN0U5D2n6NwpzumqdlzB8bwmcLrAYxiGYWoHLPAYhmGYeg+7JTAMwzAuAwu8GkalnzCi16DoAu3l+9OtWzeb6/T0dM09QUFBNtcqvYY8nsDAQE0dil+PDMWXi6JToSCPT9aZAbSA4XIduV3VmaDoQmT9kqoORccjlxnZByOBjgGt/5wcUJzajqwzpvzYyTo7iu5NBSURrxHdFiVZL+W3wshvDuUMqM6+vfS/9oAFHsMwDOMSsMBjGIZhXAIWeAzDMIxLwAKPYRiGqfewlWYNIDsdq5S6FMdzChTlsF7AX0A7Rnl8spM5AJw5c8bmWjZiAbTOwSoluBwYWmU0IAcKvnTpkqaO7DxPUeTLqOrI46O0o9pzPedvVbv2CkROcUQ24jhNObfy+qkMUmRjk+zsbE2d0NDQKu9RQTEY0zv7gHb9KMY5quDWlD2X+1KdAb3vtNGM5xTk3xzV2apNGc+paXoA47/DzsTpAo9hGIapHVTnCY8FHsMwDFNn4VeaDMMwjEvAAs/BUHQLlMSeMkYd2CnojUf1HjwsLMzmWqV38fPzs7lWOafL7/JVyWdl/YMcTBrQ6i0oukuKToriuC+XqYJH6zkUq3Qs8nhU7VKchSnnxIgTOcVhXHaMV81B1gM1bNhQU0ell5KR94GSqJWCnt4PMHbejOpt9QIdGP2RpzjGGwmIQUkM7AjYaIVhGIZxGVjgMQzDMC4BCzyGYRjGJWCBxzAMw7gELPAcjF42YoCWhdxeGbqNKKIp45MPUmxsrKaOykFcRl4viiOrat56jrWUCPKUvaJkgVbNQS8qP8VhXGUQJY9HZdCgt7+qdlSZ5318fGyuZeMh1RpT9lc2bqIYaKnq6BkuqerIUJzBVXXkdlXGJ5Q5UL73egZQqjbk8akMyCgO9hSDFEoGipryeWOBxzAMw9R7XMFKUz+GEsMwDOMSVAg9yr/qsmXLFvj6+irDKtYULPAYhmEYAI4TeOPGjcOgQYOUCaEBYNWqVWjZsiW8vb3h4+MDHx8fdO/eHZmZmZq6W7ZsQWhoKLy9veHl5YUbb7wR+fn5pHE4/ZWm/G6cEriX4myqeuctvxunZLumOMRSHONl/Y1qnhQnfFkvRFkvShZovWDNKgoLC6vdrgoj2a6NZo6mIDt7q/RYlC+8Su9zLRSdmbzfAE23RcHIXum1AdB0ZEb03pSAzir9l959FN2gai8pgbQpvw0U3bie87y9cMQrzbS0NGzcuBF79+5Fr169lHXGjh2LqKgonD9/HkFBQdi6dStuu+02JCYm4uLFi9Z6hw8fxsCBA9G1a1d8//33SE9PR8uWLdGpUyf88ccfumPhJzyGYRgGgGOe8KKiopCZmYlOnTpVWW/VqlXW1539+vVD165dkZ2djc2bN1vr3H///RBCWMuio6MxadIkHD9+HJ9//rnuWFxK4Lm5uaFBgwZo0KABGjZsqAnLFRgYiAYNGiAgIECTqodhGKa+4wiB5+HhofuEmpOTg27dutmURUdHAwDOnj1rLdu/fz9CQ0NtfrvHjx8PAHj77bf1x0IedT2gQYMGyM/PhxACJpMJYWFhMJlMuHTpEgIDAyGEsLoGVAhE1Ws7hmGY+oYzrTRVMYGPHTsGk8mEO++8E0B5/OGysjJERETY1KvIP3rs2DHdflzmCc/DwwNeXl7Wd/xCCBQXF1t9mvz8/GySbxYVFWn8nQICAhAREYEmTZpYy/z8/BAREYHo6Ghr22azGaGhoYiMjISPjw+CgoLg7+8Pf39/uLm5wWQywcfHB35+fjCbzXUyrxTDMPWP6jzhpaenw9vb2/rv7rvvtts4MjMzceDAAQwYMMCazPjkyZMAtH6oQPnbO8rDidOf8IwopinOrpU5Jru7u1uNEiwWC9zd3eHp6Qk3NzdcuXLF2vaVK1fg6ekJIYRV8ZyTk4PS0lKbbNKFhYW4evUqGjVqZC0rKSlBWVkZGjVqBD8/P+Tm5sLb2xtmsxm+vr4oKyuzKmJDQkLg7u6OvLw8jYLbbDbrroUKeS0oDuJGhK7KQEB+daGK9i+j2k/ZgEfl2C1DMbqQ21FlLJCRsxwAWmMS1SsbvcwRKmMYOVsCxWCGYvBBMS6x11/3FOMhuQ4lU7nqDMjGYJTsHJQgBvJ4VMZDsiELJWMGZa9Ua6FnAGUvqnMGoqOjkZqa6pBxJCcno2HDhti0aZNd23W6wKsprl69inPnztmUeXl5oaSkxPrDdO1mWywWmEwmuLu7X5f1X3FxsbXdsrIyeHl52Xxxr33KZBiGcSa1wfF84MCBOH36NI4fP27zR2NcXByAyq3DKb+jLvNKU8bT0xOenp7Izc2FyWSqdKOv93XjtX+lVvRxrQAVQhgyB2cYhrE3jnQ8p3Dvvfdi586dOHz4sCaHaEhICDw9PXH+/Hmb8hMnTgAAWrZsqdu+S/7SmkwmBAcHIzs7G1euXKkyXub1bqzRhI8MwzA1jTMF3pgxY/DFF1/g119/tVpojhw5Ev/85z+tdTp27IisrCwUFBRYy959910AwKRJk3T7cPorTXnhVO/BKe/Kq+OAHRwcjNzcXKuRSllZGUwmEywWi0b4VbzarGrc1z65VegFK8ZT8Ur08uXLVr1UhY4P+P86mrKyMo2+S+WIThGORpznKQF/KfpWef1UdWR9iEo/IesxKHpJiv5XXotrDZUqgxKEWnX+5HnJ46PoaI06dsvzpDh/2yvTthHHeMr3V6VvldfUyHoZDZROCWQho2qHEqyccravl2vtFWqahx9+GCtWrMDgwYPx+uuvW8u3b99u83uxfPlytG3bFgMHDsTOnTtx9uxZLFy4EPHx8Rg8eLBuP04XeDVNQEAACgsLrSFu/P39UVBQgKtXr8LDw8MqdDw9PVFWVqYUgED5oaz4v15EeYZhmLqAo15VJiQkIC0tzWq/YDab0bRpU6vRy5IlSwBA13k8MTERX331FUaNGgVvb28IIdC+fXts376dNA6XEni+vr42bgEWi8X613tRURF8fX2tAs/Pz08Zn620tBQWiwW+vr4oKCiAm5ubxlKMYRimLuIogXf06NEqP6/Ok+WAAQNw4cIFQ+Oo8wKv4nWA3msTDw8PhISEwGQy2bwaKSwshMlkQm5uLoKDgxEYGAg3NzeUlpZaBdq1CCGQnZ1tjcpSVlaGS5cuwdvbG2FhYcjPz4enp6dVCPr7+6OoqAienp5WK6Lg4GDk5OTAy8vLWhYeHo6srKxKg6syDMM4mtpgpelI6rTAM5lMiImJua42/Pz8KjVnDQwM1L3/WuHm6emJhg0b2nzu7u6u0T14eHjY+O0B5Xqixo0bk8acm5tLqscwDFMdWODVMJTMxxUKXLZu1DoqA7ax5yqrIyvcZcMM1drKjtRG3SkoCnjZgEf+o4Ri6ELJZE0x6KGg6kses7zGFEMSFZTxyfNSGXpRXiPpjYdiJEJx7KYYhVAMPowY8FAyLFDOiaodSjZzyveBkknlenFmaLGaotYJvOoghLD6YFAOn3xoVZsrHz7KD5AsUFRRGa41o62sb1kXSLEOZBiGsRcs8Go5FRtkJEwSxfTeaDv2aJdhGKYmqe+/S3Ve4DEMwzD2gQWeg6E4M1Oy/drLiZbyClNuW7asVOkh5b5VTrR6wYZV41M5TsuvVFWvRuW+jLzupehQVe3IQYBVbh3yGsrzpKwNJSu66rxRdFBymcrwSS+YsNE3DEYcuSn6LyO6QRUUh2zKWbdH3yooayy3Qwn6rEJed4qqRUVdznhem3C6wGMYhmFqByzwGIZhmHoPW2kyDMMwLgMLPIZhGMYlYIHnYGSlrsoIQza6UCmQKdH+KVHJ7eHMrjJakR2eVUp6ig8gReEuG62cOXNGUyciIqLK8anWQTbOUUV8CQgI0G2H4kQrz0tW2qvmrVp3GSNGSaqs7UFBQTbXRvw+jYyF0i5AMzAy4tNpL/caeTyqbOZ6ZwCgfa/0sjdQ1kF1tuT9o7RjdL1qyv+WBR7DMAzjErDAYxiGYVwCFngMwzCMS8ACz8F06tTJms6dYRiG0Sc9Pd3ubfbo0QOZmZnk+mFhYXYfg6Mxifou0hmGYRgGgLH8LgzDMAxTx2CBxzAMw7gELPAYhmEYl4AFHsMwDOMSsMBjGIZhXAIWeAzDMIxLwAKPYa6T0tJSPPvsszXWX0FBAWbPnl1j8RUZpr7AAo9xOX766SeEhIRg7969191WWVkZBg4cCLPZbIeR0fD390dGRgZGjx5dY30yTH2ABR7jcvj5+SE2NhZ+fn7X3dasWbNgsVjwz3/+0w4jo7NgwQIcOHAAy5Ytq9F+GaYuw5FWGMYgpaWlCAsLw7p169C3b98a7//999/H/PnzkZqaWuN9M0xdhJ/wmBrlnnvugb+/Pzw9PXHPPfcAAAYPHgyz2YzWrVvjxx9/rPTeDRs2oFevXujYsSM6duyI/v3747fffrN+/sYbbyAiIgImkwmJiYm4dOkSZs2ahUaNGiEmJgZvvfUWtm3bhqSkJJhMJixfvtx6b3p6OoYNG4b27dujY8eO6N69O5YsWVLlXL799lsUFBSgR48e1rJ33nkHzZs3h8lkwsmTJwEAX3zxBVq3bg2TyYSdO3cCALZu3WodxzvvvINx48ahTZs2aNWqFbZv345Lly5h9OjRaNWqFW688Ub8+uuvmv579uyJw4cP48iRI3rLzjAMAAiGqWGWLVsmAIhNmzYJIYT48ccfRXJysrBYLFXe169fP7Fo0SLr9aeffioiIyNFfn6+tezw4cPC29tbTJ06VQghRHZ2tmjbtq04f/68TVsAxLJly6zXPXv2FA8//LD1evHixSI2NrbK8UyfPl00bdpUU75jxw4BQJw4ccJaduLECQFA7NixQzOO9u3bi1OnTgkhhHj22WdFw4YNxUsvvSRycnKEEELcc889okuXLpp+rly5Itzd3cXixYurHCfDMOXwEx5T44wdOxa9e/fG+PHjcebMGTzyyCN49913dbPNL1y4EA899JD1eujQobBYLEhJSbGWtWrVCjNmzMCCBQvwww8/4PHHH8e0adN0I7vv3bsXcXFx1uv7778f48aNq/KejIwMhIaGVlmHQu/evRETEwOgfE4XL15EcHCwNav6sGHD8J///EeTcd7d3R3BwcHIyMi47jEwjCvAAo9xCu+99x7y8vKQlJSEu+66CwkJCbr3+Pj4YOLEiUhKSkKHDh2QlJSE7Oxs/Pnnnzb1nn76aSQmJmLw4MHIyMjA2LFjddvu3r07Zs6cicmTJ+PAgQPw9vbWNUTJysqCj4+Pbtt6NG/e3Pr/kJAQTVnDhg0BQJm6xcfHp1opXRjGlWGBxziF+Ph4TJkyBRcuXLDRgVVGYWEhevbsiSNHjuDbb7/Fzz//jIMHDyIqKgqlpaU2db28vDBv3jxcuHAB3bt3J41n/fr1mD59OtavX49OnTqhXbt2+Pbbb6u8x93d3S4JM319fa3/r3jKVZVdvXpVc68QAh4eTk9ryTB1AhZ4jFMoLS3F119/jTZt2uDRRx9FWVlZlfV3796N48ePY9KkSdYnnqpYu3YtOnfujDlz5mieAFX4+fnh5ZdfxunTp/HVV1/Bzc0Nd9xxBy5evFjpPWFhYSgqKtKUu7u7A7DNHl1QUKA7BiMUFRXVyUScDOMMWOAxTmH27NkYPnw4Vq5cicOHD+O1116rsn6F/upaPZ/FYkFWVpam7o4dO5CVlYXt27ejUaNGGD9+vO54hg8fDqBcWN1+++1Yvnw5CgsLrZaWKqKjo3H+/HlNeYUAys7OtpY5wpKytLQUubm5iI6OtnvbDFMfYYHH1Dipqan4+uuvMWXKFCQlJeGJJ57AK6+8gqNHj1Z6zy233IKgoCAsXrwYly9fBgDMnz9f84RVXFyMJ598Eu+88w78/PywePFibNu2DR999FGVY1qzZg02bdpkvd69ezfCwsKQmJhY6T39+vXD2bNnkZ+fb1MeHx+P6OhorF+/HkD569iVK1dW2b8RKoSoM3wAGaZO4mQrUcbFePrpp0V4eLho3LixWLNmjThz5oxo1aqVACDCw8PFCy+8UOm9u3btEjfddJOIiooSycnJYubMmaJx48YiPDxcPPDAA2L9+vUiPj5eBAYGiieffFIIIcSAAQOEh4eH8PPzEwMGDBDffPON6NChgwAgmjRpIh577DEhhBCvvvqq6NSpk2jfvr1o3769uPXWW8X+/furnIvFYhGNGzcWn3zyieazHTt2iLZt24qEhARx2223iW3btgkAIj4+Xrz66qtiz549NuN45ZVXxL///W+RmJhorbd06VKxdOlSER8fLwCIxMRE8dlnn1n7mDNnjrjllluMbAPDuCQcaYVhroNly5Zh/vz52LdvX40ajxQVFaFFixZYvnw5+vTpU2P9MkxdhgUew1wnU6dOxdmzZ7F27doa6e/q1au4/fbb0bNnTzz99NM10ifD1AdY4DGMHfj0008xbNiwGunr8uXL2LlzJwYMGFAj/TFMfYEFHsMwDOMSsJUmwzAM4xKwwGMYhmFcAhZ4DMMwjEvAAo9hGIZxCVjgMQzDMC4BCzyGYRjGJWCBxzAMw7gE/w/QaHhKNXpdbAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_intensity.plot()" ] }, { "cell_type": "markdown", "id": "3f0927f2-3a06-4b51-ae07-fac43bd749b7", "metadata": {}, "source": [ "### Virtual backscatter electron images\n", "\n", "Inspect angle resolved backscatter electron (BSE) images, typically called VBSE/vBSE/virtual diode imaging.\n", "\n", "Create a `VirtualBSEImager`" ] }, { "cell_type": "code", "execution_count": 7, "id": "367a3fcf-f180-4872-b054-a820e669131c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "VirtualBSEImager for " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vbse_imager = kp.imaging.VirtualBSEImager(s)\n", "vbse_imager" ] }, { "cell_type": "markdown", "id": "b096a33d-de79-4d8a-a1a9-4347cc351d4f", "metadata": {}, "source": [ "#### One image per VBSE grid tile\n", "\n", "Separate the EBSD detector (signal dimensions) into a (3 x 3) grid by setting `grid_shape`" ] }, { "cell_type": "code", "execution_count": 8, "id": "2bfbaf06-d150-41c3-8a19-5dce95cb0ede", "metadata": {}, "outputs": [], "source": [ "vbse_imager.grid_shape = (3, 3)" ] }, { "cell_type": "markdown", "id": "6a1b028b", "metadata": {}, "source": [ "Plot the grid with `plot_grid()` (not keeping the output signal)" ] }, { "cell_type": "code", "execution_count": 9, "id": "71ff4960", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = vbse_imager.plot_grid();" ] }, { "cell_type": "markdown", "id": "81545ae3", "metadata": {}, "source": [ "Get one VBSE image from the intensity within each grid tile with `get_images_from_grid()`" ] }, { "cell_type": "code", "execution_count": 10, "id": "90157091-257f-4732-b9ed-e66b3f56f122", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vbse_imgs = vbse_imager.get_images_from_grid()\n", "vbse_imgs" ] }, { "cell_type": "markdown", "id": "00e68f5e", "metadata": {}, "source": [ "Plot the images (one by one)" ] }, { "cell_type": "code", "execution_count": 11, "id": "cf7ca51d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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0b9xx6PcCdUADzPNQ5TtLJVl/TSAGUp16N5CCIAhC3SEGUh0xkIIgCB6EGEh1zO/gBEEQhP9JNE1DeXm58p8KV69exfDhwxEQEAA/Pz94e3sjNDQUa9asMZRbvXo1goOD4XA44Ovri4SEBDYeNzU1FY0aNYLT6YTD4UBKSgrbl9mzZ8Pf3x9+fn5wOp148MEH2f5NmDABTqcTfn5+8Pf3x6xZs5TOC7gFniCtdA/A+v09V6dp06aGbS6hdlhYmGE7Pz/fsF2dBW5VElJTzYXTdmg79BxVJi+XBNoqOTyX6IDqTLT/XAA2p/dUhLsxVALIKXQucHoi1WLp2HF6ED1HlUB12g7VDlXmBtcu1Y1p/1WeCKwWcwas9V0uuQPV6Kpz/6okK6fjz81/q0XFuXNWNQIVoefMfU9YLWrNzTnO56E2qOknyC5duqCwsBD79+9HREQEdu7cifj4eHz33XdISUkBAOzevRtDhw7FL37xC2zevBm5ublo27Ytunfvjp9++klvKyMjAxMnTsS4ceOQnp6O7OxsJCQkIDk5GRs3btTLLVy4EHPmzMFLL72EGTNm4IsvvsCwYcPg4+OD1NRUvdzDDz+MtLQ0fPLJJxg5ciQWLlyI6dOno2nTpnjssccsz02eIAVBEDwId6iHyp8VixYtwp49e5CZmYmIiAgAQOfOnZGWloa7775bLzd+/HhomoaMjAwAQGRkJKZOnYoDBw5g5cqVerkpU6bA4XAgPT0dABAfH48hQ4Zg06ZN2Lt3r17u6aefRkhICGbMmAEAuOuuuxAXF4f09HTdQaq0tBRvv/02OnXqhJEjRwIApk2bhrCwMDz77LNKYyUGUhAEwYOoSQP5+uuvIyAgAJ07dzbsf/DBBw37tm/fjuDgYMNT8uTJkwEAixcvBuDy/D127BjatGljaGvMmDEAgAULFuhtXb58GbfddpuhnPtVrPsJMj09HeXl5RgwYIChXGJiIoqKirBt2zbL8xMDKQiC4EHUpIE8duwYgoKCMHr0aDRo0AC+vr4ICwvDe++9p5cpLCxEWVkZwsPDDXVjY2MBAPv27QNwfT3M6OhoQ7levXoBcBlGwKVlAkD79u0N5bp27QoA2LJlCwBg8+bNAFxPoRVp164dAOCrr76yPD8xkIIgCB5EVQxkbm4uHA6H/ud+mnNTWlqKY8eO4euvv8bBgwdx+vRpBAcHY9y4cVi/fj0A4PDhwwCAgIAAU1/sdrvug3H06FEA5vjn5s2bA7juR+JeZILGN7sNcEFBgeHfkJAQQ7ng4GAAwMmTJy3Hqt6ddFQCja0Ebs5JhDrccE4jp0+frrRvnKhPHS2sAvq5dmgZ7jhWbXCODdSRQcUphDpJVcfJRWVlEdoundyAedUNrv/0WNSBhRt/FWcZCh1L2gaX4IKOJQ3G564ZrcPNBTqWKvOFouLwxF17q+PSOiorytBxUVkZhV4zmiwBMF8j6nCmMk/p3FZZXYgbW5oogJ6PymoktUFVU81FRkYiJyfHstznn3+O0NBQAEBmZiaaNWuGyZMnY//+/dXu661AvRtIQRAEoe6oaS9Wm82GhIQEfTs8PBx+fn44fvw4ACAmJgYA761fXl6uP1m2aNECgPmHsvtJz73UoNsZiC4P5n4ocj8xuv91P0m6OXPmDACgWbNmlucmr1gFQRA8iJrUILnXpoDLaLrf5gQFBcHHxwenTp0ylDl06BAAoG3btgCApKQkANdftbrJysoCAHTv3h0AMGjQIAAweLUCQHZ2NgCgT58+AIC+ffsCAHbs2GEo5643cOBAy/MTAykIguBB1KSB7NmzJzRN0x1oAFeMc1FRkeEJrVu3bigoKDC89l6yZAkAYOrUqQBccklUVJTutONm+fLlAIDp06cDcBnKgIAAfPfdd4Zya9asgd1ux4QJEwC4QkvsdjvWrl1rKLdt2zb4+/sjMTHR8vzq/RUrDT5WeTdP9YioqChTHfr4zb3fp8eiGpFKYDHVGrgV1elxqO7BJY6mZWgbXN9UtE0rzUWlXQp3zeg+leB8OnZc0gL6i9Vq5XbArBFZJbVWaZdLdEDbpXOO0yBVklFYJXPgztlKt6TJwAEgNzfXsE0D11W0T07ns0pywfkH0PlDx5u7z2j/rHRMwPqeV0l8wF3Xqh4HqLsUcDV5nLS0NLRu3RqjR4/G3r174e3tjSFDhgAAXn31Vb3c0qVL0blzZwwdOhQbN27EiRMnsGjRIsTGxmL48OF6uSVLlmDIkCGYMGECUlNTkZ2djVWrVqFfv3669ykAzJ07F9OnT8f8+fPxxBNPICMjAzt27MBDDz2kzw1fX19MnDgRf/3rX7Fy5UoMHz4cixYtQl5eHl5++WWl86t3AykIgiDUHTVpIFu2bIm1a9fivvvug9PphM1mQ8OGDbF06VKMGjVKL9ehQwesWrUK999/PxwOBzRNQ1xcnO7p6mbw4MF455138Mc//hEffPABNE1DcnKynmDAzbRp01BYWIjnnnsOzz77LDRNw/3332/IogO4DG5paSnGjh2r/7B58skn8cQTTyidnxhIQRAED6E2FkxOTk5WCpkYNGiQZeQA4Mqd6n5NWhnPP/88nn/+ecty7777Lt59913LchxiIAVBEDwIWc1DnXo3kFTr4ZIHu91/3dDE4wcOHDDVsVqkGDDrC9XR8KzaAMz6A22D02CsYic5bYTG7nG6Ky1Dj80tOEzrWOmYgHXsJKcHUX2Rumer9IWDxrKpJMi3WshbRZ9WSQSvkvidtkM1a5VrprKAOB1/q3EDeC2QQutRd39uLtB99Djcdaf3iIp/g5V/gErspEqye5UFFlSermoCMZDq1LuBFARBEOoOMZDqiIEUBEHwIMRAqiMGUhAEwYMQA6mOGEhBEAQPQgykOvVuIGkwMifY0wBmGuRMs78D1o4xHFQ4V3HssQqCBsyJlWlf3DkGKzs2dUDg8gjSYGqVwGh6HC45M3WyoE4h1VkJnbseKoHdVk4VKseizhvUoQIArly5YthWmae0jlWCC8A8f7gydLzpNeKumVXSbW5uU+cflS9SOnac8wl1BKPjxDm2WfVF5bpTRySub9T5R+V7g44dV4YeiyZS574nuO+BmqY2wjz+l6l3AykIgiDUHZxxFnjEQAqCIHgQ8gSpjhhIQRAED0IMpDr1biDpO39Oj6A6AU1EzmkAVroTYNYoVPQUq9cTKhqSyudWC9G6V9WuCJ34XF9UFoSl0HGxCkLn9lFNiQuap9eDSwJN9R9ahwtcp3WstgHzeNNrxM05Ot4quhPdx+mhVosdc+1aLeTNXTPaX5XkFFRn5caflqHXTGUxc26BZAq9x1USBVhpmdwcpHWopgqYz9Eq8QSgtpB3TSAGUp16N5CCIAhC3SBOOlVDDKQgCIIHIQZSHTGQgiAIHoQYSHXq3UBa6VuA+YJSzYjT8FTK0GNRzaI6mpHK5KP6BNc3qhGp6Isq0HpUH1LR42hfuDhImpCa6jQqMYGhoaGmMlQXo+PP6UH0WCqJu6mWprJYsFXcnUq8Ijf+9NhUv+X0LdqOyoLbVvGVKknpVRbCtuord2x6zpxuabV4OXccCtUcOQ1SZcFnuo8eW2UsawsxkOrUu4EUBEEQ6g4xkOqIgRQEQfAgxECqIwZSEATBQxAv1qohBlIQBMGDEAOpTr0bSOp0cfHiRVMZ6jxDHUBUgt05gZ6K+mfPnjVsc4HRdB/tr0qCbepUwSVHsArS5pwH6D66QjxgvbK5SrJy6gjDBf2rJH6nqOSI5I51s3WsnEgA8xhwXzL0utLjcmNAz5lzcjl//rxhWyVBPt1H+8b1n/aPOkBxx1FxPqmOgxmdY3Quc/cMTSbAOfxR6HeLSuISeo3o9xFg7czH1VHpb00gBlKdejeQgiAIQt0hBlIdMZCCIAgehBhIdcRACoIgeBBiINWpdwNJ39U3b97cVIYuBNy0aVPDtkqgPad7UF2DBveqLIRKj8PpCFYB5MHBwaY6dBLTdjlthOqHnLZGz0lF96PHploPd8NRLYeOP3dcOi6cdkivmUrSAqofUlSC81U0JLqPzidubtDryI0lTfRO5xOnNdN26fXggtutdGKV+cRB9U96P3NYzRfOP8AqmQD3HUDHUiU5Ak3qrjL/VZK603ZrA/FirRr1biAFQRCEukMMpDpiIAVBEDwIMZDq1E3yP0EQBOGWwP2aVeXPii1btsBut8PPz8/wR/Mov/zyy2jUqBF8fX3h7e2Nli1bYteuXab2srOzERUVBYfDAV9fX7Rt2xZHjx41lVu9ejWCg4P1cgkJCeyr+9TUVDRq1AhOpxMOhwMpKSlKspKben+C5PQ3ilXcoEp8GadZUP1EReejOobVYraAWdegGh6njTRu3NiwTWM0ucTGtP9crKQVXF+sxptbjJr2j25zGhiNKVW5ZirxlnQcVBJ303bo+HO6Hz0O7Rs3n1TKUG2T3g8qNzy9rlyCdjpPVWIC6dhx40/30WvI9cVKA+a0T6uYTC6RPXcdK8LNwSZNmhi2Oa2czjHaX26cuPuoNqjpJ8hWrVrhp59+uuHn8+fPx8yZM/HAAw/gvffew7lz59C6dWskJCTgzJkz+ny+cOECevXqhcjISFy+fBnFxcVo2bIlunbtarj/du/ejaFDh+IXv/gFNm/ejNzcXLRt2xbdu3c39CMjIwMTJ07EuHHjkJ6ejuzsbCQkJCA5ORkbN25UOjd5ghQEQfAQNE1DeXm58l9NMHfuXPj4+OC9994DAAQGBuK1115DcXExHn30Ub3clClTUFJSgs8++wze3t5o0KABFi5ciHPnzmH27Nl6ufHjx0PTNGRkZAAAIiMjMXXqVBw4cAArV640tOdwOJCeng4AiI+Px5AhQ7Bp0ybs3btXqe9iIAVBEDyImnzFqsKFCxdMbwrvuusuAK5XpW7WrFkDh8OBuLg4fd/YsWMBAMuWLdP3bd++HcHBwQaP9cmTJwMAFi9eDMAV2XDs2DG0adPGcNwxY8YAABYsWKDUdzGQgiAIHkRNG8hTp04hIiIC/v7+cDqdiIuLw86dO/XPbTab6WnU/cr/zJkz+r5z586ZpCW73Q6n04kTJ04AAAoLC1FWVobw8HBDudjYWADAvn37AAAbNmwAAERHRxvK9erVC4DLyKogBlIQBMGDqIqBzM3NhcPh0P/cT2BufHx8oGka0tLSUFRUhKysLBw9ehTx8fHYv38/ANcr1TNnzhg07M8++wyAUecuLy9n40N9fHx0nfrw4cMAeO3Ybrfrer3bsYcaXHec/blz55TGqt6ddOivFK7jVLymYjsnblOHAi4I18qRhHMEoI4L1IGCE/VDQkIM2yrJmqlTiEpAtopTjpXjBZesnJah463izEQdMbik9PQacWNJnXvoL1MugJ86RKgkvqZzgb4i4q4HPWd6HE7T4RxHKNSpi15DLlGGlZMalzzBKgkDdz3oOHFz0MqRjXOSovvo/OHueTr+1KtRRVOj84tzplFx5rO6r+oz1KIqx46MjEROTs4NP09MTDQ4KcXHx2P58uUYOHAgJk2ahA0bNmDu3Ln4/e9/j0GDBuEf//gHjh8/rmuPKk6O9Um9G0hBEASh7qht45ySkgIA+mvW3/3udzh79ixeeeUVNGrUCA6HA7/97W+RlpZm+KFjt9vZH3tlZWV6uZiYGAA3XkHF/SOvRYsWAMwr4Zw8eRKA66lWBXnFKgiC4CFU5fWqiiE9evQoG+ZCdcennnoKZ8+eRWlpKS5evIjXX38dV65cQceOHfUygYGBJoNWXl6O4uJiREREAACCgoLg4+ODU6dOGcodOnQIANC2bVsAQFJSkt6/imRlZQEAunfvbnlugBhIQRAEj6ImDWRycjJmzZpl2Ld161ZomqY7zmzZssUQfgEAH330EcrLy/Hss8/q+wYMGICSkhKDg8/y5csBAPfee6++r1u3bigoKDAY5iVLlgAApk6dCsCV6zYqKkp32qHtTZ8+3fLcAMCm1XPeITpwFb2a3HDv+CvCnQLVdqqTTIBrl+ocVoshA2ahWOW9u1UANqdjqgRtU+2Map1csm86TnSb04PoqxKVhYGtrjNg1qI4/YpipRmpJKW3Sh7P9YWOJaeDU22Ka5eOJdVvuXlqpTlydazGSSWgn5sLdB5aBdFz+1QWE6b6IX0NpxKIb7WAAaCme9PvH5VFruk5z5s3r1L9rzpERUVh0aJFyuVnzZpVaR9at26NkydP4ttvv0WnTp2Qn5+PLl26oKCgAN988w0SExPx4IMPYsWKFdi/fz8iIyOxe/du3HbbbUhMTERmZqbe1oULFxAaGooWLVogJycHpaWliImJQVlZmSlRQOfOnfHLX/4SGzduxIkTJ9C6dWtERESYEgUMGTIEDz30EFJTU/VEAX369JFEAYIgCIKZmnyCnDdvHqKjo9GjRw/4+fmhWbNm8Pb2xqpVq5CYmAgA6Nu3L5xOJ2JiYuDv74/bbrsN/+///T+DcQRcq9ZkZWWhqKgI/v7+CAwMRGBgILKzsw3lOnTogFWrVmHnzp1wOByIiYlBx44dTaEbgwcPxjvvvIMVK1bA6XQiMTERycnJWLdunfJYiZOOIAiCB1GTLw1HjRqFUaNGVVrmoYcewkMPPaTUXnx8PHJzcy3LDRo0CKdPn7YsN2HCBEyYMEHp2BxiIAVBEDwIWc1DHTGQgiAIHoIsmFw1lA3kvn37sHHjRuTl5SE/Px/e3t4IDQ1FZGQkBgwYYEr9owrNAk8z5QPWDhNc0LnKSgQ0a0N1RH0qtqus7k6dFjgHBKsVMziRn56zyooHNACeGyfqcECdNbg61CmE9oVzrlFx5KFB8/TYnAOUVTA+1xfaLr1GKl8y9Hw4By7ajkowO71mnMNWYWFhldul84e2yzlw0bHjjsOdd0W4sbRySuMc0Ohx6BzkkmBYzTnuu4U67nDJEaySjnDztK4MlxhIdSwN5HvvvYeXX34Zu3fvhpeXF5o0aQKn0wlN01BUVIRz587BZrOhd+/emDNnDpKTk+ui34IgCEI1EAOpzg0NpKZpeOCBB/D9999j2rRpSEpKQqtWrdjUUnv27EFGRgYeeOABTJs2DY8//nitd1wQBEGoOmIg1bmhgZw3bx6CgoIMQZscPj4+6NKlC7p06YI//OEPGDlyJLp06aKnGxIEQRBuHcRAqnNDA/nII49YrrZN8ff3x5dffskmQr4R9BhcLj6qO6kk8qaahUrAb6NGjSptg+sL1RI4bUFlNXQr6KTmdA+VdqnuSutw19xqpXmaHgowjyXVd1WSMHDaINXWaB1uNQCr/nPX2Uo35q4zrUNTcHFaHO0bF4xP9WfaF+6eoeekoqHSduj5qIwTvT+4dul9x50zPUc6dpwGSZOT0/5yWjSd//S7izsf2i6nwdN2af+5ua2SuL4mEAOpzg0TBVTVOH7++eeuBv+7fpcgCIJwa1HTuVj/16lymEdZWRny8/NNv+CeeuopDBs2rMY6JgiCINQ8YvjUUTaQu3btwuTJk/HNN9+YPtM0rVqvDQVBEIS6RSXkR3ChbCDHjRuH1q1bY/r06WjatKnBIGqahokTJ1arA1Sn4S4e1a+s9BXA/M5fJYmyShJxq6TDnJ5ilRRdBarjcK+xabucTkP1kqroxTc6NqfT0IWvaV9UYjS5MlTb5MabQn8x07nAHYeWoePEjRvVlaxiKbk6KvIEbZfTNumco8ehOj5gPU6c1kbL0GWIuP7RvnHappVmqhKjTOGus9WCz1wcJO2vygLoVDvnEpxzcaa1gTxBqqNsIC9duoSPPvrohp8/9dRTNdIhQRAEofYQA6mO8moePXv2NHmJVUResQqCINz6iJOOOspPkG+++SYWLFiAJk2aoHXr1qbXJi+88AIefPDBGu+gIAiCUDOI4asaygby3//+N9544w12QWNAniAFQRB+DoiBVEfZQD788MOYNGkSRo4ciaCgIJOTzpAhQ6rVASpMc44MgYGBlbbBBc2rJCCwWrWcc3KhZajIr+KkQ19VN23a1FSHQp1CuEBjej6cw4dVEmjOgchqdXouCbRVooaioiJTHZWE7FaJDVScjujYcU4WVoHqHFaOMSrXg5vLdHxpHW6e0nGifQsLCzPVoQ4p9IuUG1t6zbh7lfZFJcE8HQfue8EKes6cM5nVogDc9aD955KQ0KB/WodzMuLu6dpADKQ6ygbSy8sLL7zwwg0/X7BgQY10SBAEQag9xECqo/yTJTExEcePH7/h5//5z39qpEOCIAhC7SFOOuooP0H26NEDQ4cOxa9//WvExsaaXjn99a9/xZNPPlnjHRQEQRBqDjF86igbyKlTpwIAduzYwX5eXScd+v6e0yOorkff33Pv81USUlNUFn+l7VoFGgNmDclqoWauDNXauKBtTouiWF0nrl16Q9FrxNWhWhTVgFUWr+WuGe2/ynWl0GumEvRPUUlWTtugSTEAtfmvsii3VV/oOHGaPJ1zNJkAdz/Q/nJaIa2nEuRPrwltl7tn6JyySkTOlaGo9JWbK40bNzZs0wQXXF+4746aRp4Mq4byK9auXbuivLz8hn9xcXG12U9BEAShBpBXrOoo//x+6aWXKv38r3/96013RhAEQahdxPCpo/wEOWDAgEo/37hx4832RRAEQahl5AlSHeUnyM2bN1f6eWpqKmbMmFHlDqjEO1kt8stdSKoLcNrOiRMnDNtUN+A0F6oZUX1UJaaLaiVc/2kdq/hFrh1O07BKts71hcYsqiSLt4qvVOk/166VzsdBz1ElKTq9RnQMuNg3ioomTM+Z03MpKnGc9JxUEtnT+UJ1swMHDpjq0Bhebv5Y6XgqycpV9GmrRQC4ftDxpuPGzS+VmEyrOFSJg/x5oGwg+/fvD5vNZhpcyaAjCILw80EMpDrKP1k6dOiAgwcP4tChQ/rfjz/+iOXLl+Ouu+7CunXrarOfgiAIwk1SlderKoZ0y5YtsNvt8PPzM/yFhoYays2dOxeNGjWC0+mE0+lEcHAw3n//fVN7q1evRnBwMBwOB3x9fZGQkMAukpGamqq353A4kJKSwr7xmz17Nvz9/eHn5wen01nlfOHKBnLevHmIjo42/HXq1AmjRo3CBx98gNdee61KBxYEQRDqnprWIFu1aoUrV64Y/vLz8/XP09LS8MwzzyAlJQXFxcUoKipCq1at8OCDD+Kbb77Ry+3evRtDhw5Fx44dUVJSgoMHDyInJwfdu3c3HC8jIwMTJ07EyJEjUVxcjG3btiEzMxPJycmGcgsXLsScOXMwe/ZsXLlyBStWrMD777+PCRMmKI+VsoG88847b/hZQEAAq08IgiAItxZ17aTjjnD4+OOPAbi0VvfawosXL9bLjR8/HpqmISMjAwAQGRmJqVOn4sCBA1i5cqVebsqUKXA4HEhPTwcAxMfHY8iQIdi0aRP27t2rl3v66acREhKi+8bcddddiIuLQ3p6OhsHzKGsQR49etS0T9M0FBYW4uOPP65WMmHALFZzQjs9GVqGS0JMA3E5p4RmzZoZtlWSKFPnDLqt4hhDy6jouFTA5wR9ui83N9dUhjpVUGcUzvmEOqhUx2GCHoebL9ThiRtLetPSldq5VdmtdHPu1Qzti1XCcMA6aJ47H9oONy5WDjZc/yn02CpB/7RMmzZtTHVoUm4ugJ+ON+0/FzRP70U6/tz8t3KK4j63ctji7k16P3AON1bXlVvUoK6oaw3SPa+uXr2qf1e4v9MrjtP27dsRHBxsuIcnT56M+fPnY/HixRg+fDiKi4tx7NgxdO7c2XCMMWPG4IsvvsCCBQuwZMkSbN++HZcvX0a/fv0M5VJSUvDDDz8gNTVVT35TGcpPkDExMWjZsqXhr1WrVujRowc+/PBDLFq0SLUpQRAEoZ6o6SfIU6dOISIiAv7+/nA6nYiLi8POnTv1z+fPnw+bzYY77rgDpaWluHDhAkaOHAm73Y7nnnsOgOuHbllZGcLDww1tx8bGAgD27dsHANiwYQMAIDo62lCuV69eAFxGFnBpmQDQvn17Q7muXbsCcGmnKig/QcbGxiI1NdWwz8vLC6GhoYiNjbV0sRYEQRDqF03TlN44uMnNzTU8IQ8bNgwrVqzQt318fKBpGtLS0jBo0CBkZ2ejf//+iI+Px+7du9GmTRv06dMHf/vb3/DAAw/A6XRC0zQ0bNgQmzdvRocOHQAAhw8fBsCnUbTb7fqbCfebTBqS17x5cwDAuXPnAFwP4QsKCjKUcxvggoICpfNXNpDTp083Pa4KgiAIPy+q8oo1MjISOTk5N/w8MTHRkGM4Pj4ey5cvx8CBAzFp0iRs2LABixYtwiOPPIK7774by5cvR3FxMfr374/k5GRs3rwZiYmJN3U+tYmygfzd735XKx2gT54qC/bS9/tUB1E5DmDWNqlOwCWXrsqvLzdUY6ETVGXC0v5zdahOQ12tAetAaBXdj/5644LbrRaV5fpPV4ih+iJgrdeqaOG0L5w2Ra891TY5DcnqGnF9V1mwmtajfVFJcq2ic9O5TeetSkIF7rrSc6Rl6ELNgPkaUW1TpS8qGrDVoukqiUtUvhPodVVZYKG2qG0NMiUlBQD016x/+tOf4HQ6dUcbX19fbNmyBQ0aNMC9996LAwcOICYmBgCvYZeXl+tPli1atAAAnD9/3lDm5MmTAK4vkhAREQHA/B3i9q4NCQlROpcbapCzZs3C3LlzlRpxU15ejrFjx+Kzzz6rUj1BEAShbqhJDfLo0aPsg4TNZtN/OBQVFZmcA916pXuN4aCgIPj4+ODUqVOGcocOHQIAtG3bFgCQlJSkH7ciWVlZAKCHhAwaNAgADF6tAJCdnQ0A6NOnj+W5AZUYyDlz5uBf//oXBgwYgMzMzEp/3Vy6dAkrVqxAjx49EBERgREjRigdXBAEQahbatJAJicnY9asWYZ9W7duhaZpuoONl5eXrg26uXr1KkpKSgxP0t26dUNBQYHB4C5ZsgTA9eUWnU4noqKidKcdN8uXLwfgkgIBl6EMCAjAd999Zyi3Zs0a2O125VjIGxpIHx8ffPnll7j99tsxatQoBAQEoHXr1ujVqxf69++Pfv364bbbbkOLFi0QGBiIxx9/HI8++iheffVVpQMLgiAIdU9Ne7GmpaVh165dAFyvMEeMGAGbzaZHNtxxxx24fPkyHnnkEb3O4MGDUV5ejvvuu0/ft3TpUthsNgwdOhSAy9Fm0aJFiI2NxfDhw/VyS5YsQUlJiW7ksrOzsWrVKvTr1w/t2rXTy82dOxf5+fmYP38+AFeCgR07dmD8+PGm1+Q3wqYpjEJZWRnWrVuHTZs2IS8vDwUFBboHa2RkJFJSUtC7d2+lA1I+/fRTwzanB6kkJ6fQd/ycTkb1N3psri+0jooeQfurollYxWRWJw6Pq0f7z40TjfuiWk9NLWysMi5Ur7JawBqw1oBVdEtahzsfOrZ0nLjgZNpfLg6VjqVKTCYtQ3V6bsFqq/uB083o3ODGn563VYwpYJ2sn8PKn4F7C0avo8qi6SrJ+q3mskri9FmzZlXqIFMdQkND9acsFf7v//6v0j588sknePbZZ3Hw4EHYbDaUlpYiPDwc77zzDgYPHgzANRZTpkzBhx9+iGvXrkHTNDgcDkydOhV//vOfDe2tXr0a999/Py5evAhN0xAXF4f169ebEuenpqbij3/8I0pLS6FpGvr164eMjAzTtXn22Wfxyiuv6AZ/zJgxbIq7G6FkIGsTMZA8YiB5xECKgbwRYiCtCQ0NxbRp05TLf/DBBzXeh58Tyl6sgiAIws8fWc1DHTGQgiAIHoQYSHXEQAqCIHgQYiDVqXcDSd/Vc4HSVDugGgCnT1CtympVc64vKsHItA7VZACzrmTVBmA+R1qH0wq5eCQK1VhqIgCb6wsdb5UE4VQr5LQpmkyA9l9lRXs6n7jjcAm0K8KdMz1Hqvtxc5teD07PoueskributW7A7HdnD592lTHSqvl7jOr68zVU0laQOvQ8aZOG4B1snuVxOM01Rk3D1T0USvNVCVBfm0hBlKdejeQgiAIQt1Qk8tYeQLKq3lwnD17Ft9//73y2lqCIAhC/VLX60H+nFE2kGlpaWjVqpWefm79+vWIjo5GQkICWrZsiR07dtRaJwVBEISaQQykOsqvWN9//33MnDkT48ePBwBMmzYNsbGxSE9Px5YtWzBjxgysWbOmyh2g7/M5DYbqHCpaIU3orLIoq8rizVbQRN4AcPDgQcN2VFSUYZvTkOg50ad0rg7VOjmdg46LyljSG4VeM7qkDGC+jrS/nFZrFYfH9Y+eD/c2g56jlb7F1aHxotx8onVUYnGt2gDMOis9R05Dpcd2J2murC9W2rjK/cCNP50LKnHBtIzK/LHqHze36XWk2j9Xh95nXBmra88ZH9XsLjeLGD51lA3kpUuXMHnyZACu1D47d+7El19+ifj4eMTHx5vWihQEQRBuPcRAqqNsICv+Alq6dCkiIiIwcOBAfZ+KZ5ogCIJQv4iBVEfZQLZt2xYPP/wwYmJi8Pbbb2PGjBm6UfzHP/6hlEpMEARBqD9EW6wayk46CxcuxL59+zB37lwkJSVh5syZAIB7770Xw4YNw+jRo2utk4IgCELNIE466ig/9jVv3hyZmZmm/cuWLcOyZcuq3QEa0M85uVCBmz6tck+v9OJyAjh1NqF1aKA3YJ1wgEuI3KpVK8M2dZhYuHChqc6UKVMM28HBwYZtzrGhOskEaDucw4fVquvc4qM0UP3HH380bFfHmYPrn0oA+dmzZw3b9BpyzkB0vqgky7ZKXM85kdDzqc6q99xY0jr02CoJ5mn/uetBHVa4MrS/KuNPA/bpdkFBgamOVeJ6zrGHnjO9P+h9B1gnkQDM40vnKXUuA8zfC7WFyqIAgoubioOsSFUyxAuCIAj1gzxBqlPpE+S///1vBAQEoEOHDpZraP39739nn4QEQRCEWwcxfOpUaiBTUlIQExOD//znPxg3blylDYkXqyAIwq2NPBlWjUoN5OrVq/V3/127dsX3339/w7LdunWrVgeobnD+/HlTGapzWGmSgPlXEmfAqS6jMnFo0DaF0yhpnYYNGxq2Z8+ebapDz7E6CZ85DfLMmTOVtsNpwHScqKa3cuVKU50LFy4YtgMDAys9LsBraRSqn6gkF6Dzh46BCioB5FbJsrnkDlQXa9asmakM1XOpTsZpm1T3U0nIQftP5zJ3fejYUq0QMM9/emxOE6NlqO7HJean40vv5+oYBjrXAXOiD3p9APNY0mTxx44dM9XhEm7UBmIg1anUQPbs2VP//yuvvFJpQ1afC4IgCPWPGEh1lJ10du/eXennCxYsuOnOCIIgCLWLOOmoo2wgX3nllRu+mnr//fexefPmGuuUIAiCUDuIgVRHOQ6yqKgIycnJeOyxx/DAAw8AAA4fPozJkydj7dq1rKahAtW8OG2HxpdRbY2L3bOKcQTMehXVMDjNiGoLdDFbLkaKakRWOhpgrdNwuhMdF6oDAtbjwi2kS2PB6LGPHDliqkPHiR6Hjhtg1rM4aDt0nDg9mp5zWFiYYbuwsNCyjsr4W+nCKrrxyZMnTfus5o/Kor60DS7e0uo4XP/pPm7RX6vvBitdHzBrjirxorQMFwtNvzvocbi+c/ohhY5lXl6eYZubpyrJ7GsCMXzqKD9BTps2DZs2bcK6deuQkpKCF154AV26dMG+ffuQkZGBX//617XZT0EQBOEmqcrToxjSKjxBPvroowgICMDkyZMxfPhwrF27FomJiVi/fj38/PwMicsFQRCEWxMxfOooP0H27NkTjz/+OPr374/w8HCsWbMGnTp1wtixY3H8+HE9N6sgCIJw6yJPkOooP0Hu3r0bhw4dwnPPPYeZM2fCx8cHd9xxBzZs2IBhw4bh4MGDeOmll2qzr4IgCMJNIoZPHWUDGRYWhk2bNqFt27aG/UlJSdiyZQu6dOlSrQ6EhoYatjnBngr/VODmkhBTJxDOwcAqkJibSJ06dTJsHzp0qNK+cfuskgAAZgcJWoYLlKbnyPXfKiE115fc3FzDNk20HBERYapDnR+sVogHrJ1EAPNY0v5yzjP0WLRdLnE0nVMqycppu9TpiHOmoeNUnVXvVQLtqfMVTdzA1aGJAtq1a2eqQ+cGN050H53/nCOM1TlzzkB0Hw28575b6DnSucAdhzqtnThxwlSGXnur7zDA2pmpphADqY7yK9bHHnvMZBzdOJ1OzJs3r8Y6JQiCINQONfmKdcuWLbDb7fDz8zP8VXzwCQwMhMPhMJWx2+0mj/LVq1cjODgYDocDvr6+SEhIYL3xU1NT0ahRIzidTjgcDqSkpLA/FGfPng1/f3/4+fnB6XTiwQcfrNJYKRvIxx9/vNLP16xZU6UDC4IgCHVPTWuQrVq1wpUrVwx/dOmuzMxMUxlvb2+MGDFCL7N7924MHToUHTt2RElJCQ4ePIicnBx0797d0FZGRgYmTpyIkSNHori4GNu2bUNmZiaSk5MN5RYuXIg5c+Zg9uzZuHLlClasWIH3338fEyZMUB4r5VesgOsVxZdffomDBw+aXoGsWrWqKk0JgiAIdUx9ON/86U9/Mr19XLx4Ma5evYoXX3xR3zd+/HhomoaMjAwAQGRkJKZOnYr58+dj5cqVGD58OADXWrkOhwPp6ekAgPj4eAwZMgRffPEF9u7dq0sBTz/9NEJCQjBjxgwAwF133YW4uDikp6dj8eLFbFwsRdlA5uTk4I477kB5eTnOnj2rJ1UuKChAUVERIiMjVZsyQIO009LSTGUGDRpk2KbJvrmgc5pYmdO8qN5Dt7nE4zSQm2oNKhqM1QK4gHkhabp4s0qCdu5GoPqPSrJvq0V9uUB7Oi70HLlzpv1VSQBBx5KrQ49Fz5EbS9oOnU/c2NKxpH3jFnOm7XKLdFNou5yGyr26qkjfvn1Ndeg1o6+sfvrpJ1MdlUQN9Bzp2KpoqHSb05rpdaWJxrlE6lQbpF+anCZM2+XGnz5A0NeEISEhpjr/q4kC/vSnP5n2vf766+jUqZNBC9++fTuCg4MN4zl58mTMnz8fixcvxvDhw1FcXIxjx46hc+fOhvbGjBmDL774AgsWLMCSJUuwfft2XL58Gf369TOUS0lJwQ8//IDU1FRMnTrVsu9VesW6aNEinDx5Eh06dMChQ4dw6NAhXLx4Ea+88gomTZqk2pQgCIJQT9T0K9ZTp04hIiIC/v7+cDqdiIuLw86dO29YPi8vDz/99BNmzZql7yssLERZWRnCw8MNZWNjYwEA+/btAwBs2LABABAdHW0o16tXLwAuIwtc/0HYvn17Q7muXbsCcGmnKigbyLy8PMP7Yjc2mw1//OMf9Y4LgiAIty5VMZC5ublwOBz635gxYwxt+fj4QNM0pKWloaioCFlZWTh69Cji4+Oxf/9+9vhPPvkk/Pz8MHbsWH3f4cOHAfBP+Xa7XfdAPnr0KABzitLmzZsDuL70mNuzmHoyuw1wQUGB5TgBVXjFSl81nDt3Tn88Li4u1i28IAiCcOvCvdK+EZGRkcjJybnh54mJiYaQs/j4eCxfvhwDBw7EpEmT2Aenzz77DHfddVfVOl1PKBvIwMBAvP3223jooYfQs2dP3H333fjDH/4AAHjrrbd0C15VqG7AvRemOgHVI7hXASoLxFol7uYSIlNUXkNQvYSeM7fgKi1DtRHuuFycnVVfVPQsGj9G63B6ENVc6PjTWDLArF9xujHtn0ocJ9WSVeaGVVJ0TuCnx6F9464Z1dO5ZPF0/tN2Oe2K7lu2bJlhm3vFROchbYPTR60ShHOoxMRSvwKVuFQ6f+jTCKcnul+5uaFxndw9pRITaxWHzS3EzN17NU1dOOmkpKQAAPuade3atbhw4YIpqYx7QWkuVrW8vFy/li1atAAAnD9/3lDG7Rvifmhzx2ZT/wi3dy2nAXMov2L93e9+h5UrV+Lw4cN45plnkJubi9GjR2P06NHYvn07XnvtNdWmBEEQhHqiJjXIo0eP3jBpCfek+uyzz6Jly5YmDTEoKAg+Pj44deqUYb87EYvbCzYpKUk/bkWysrIAQA8JcTt27t2711AuOzsbANCnTx/LcwOq8AQ5cuRIjBw5Ut/+4YcfsHXrVpSUlOD22283vesVBEEQbj1q8gkyOTkZgwcPxhtvvKHv27p1KzRN0x1s3JSWluLbb7/Fq6++yrbVrVs3fPfdd7h06ZL+NL1kyRIA198sOp1OREVFmSS95cuXAwCmT58OwGUoAwIC8N133xnKrVmzBna7XTkWUvkJkuLv74877rgDQ4cOFeMoCILwM6GmvVjT0tKwa9cuAK5XmCNGjIDNZsOiRYsM5V588UV4eXnhkUceYdtZunQpbDYbhg4dCsDlaLNo0SLExsbqMZCAy2iWlJToRi47OxurVq1Cv379DOkQ586di/z8fMyfPx+AK8HAjh07MH78eKUYSOAmDKQgCILw86MmDeS8efMQHR2NHj16wM/PD82aNYO3tzdWrVqFxMREQ9l33nkHSUlJrOYMAB06dMCqVauwc+dOOBwOxMTEoGPHjnrohpvBgwfjnXfewYoVK+B0OpGYmIjk5GSsW7fOUG7atGl45pln8Nxzz8HPzw8jRozA/fffj9TUVOWxsmn1nLmWOg9wUIHbnaTADU1rBKgFdlPHC/rOnPuVQcvQbS5QmgrKVm0CZgcJ6qjBBZ3TOpzzhpUHG+eAQB0vrBKGc8embXA3CQ1U595M0CBzeg05JxHqMEEdL1SSRKskCOecQCrCjRMdBy7RAR1L6sig4hjjdoJwc+bMGVMZmpyCJuLnHPGsktJzUKcuzsmLji8twzm20XGhTjp5eXmmOnSO0fuMSxZC4a4Zncu0//T7CTB/38ydO7dSD9LqEBgYiDvvvFO5/H/+858a78PPiSqlmhMEQRB+vsg6j1VD+RXruHHjarEbgiAIQl0gCyaro/wEuXz5ctjtdvzmN78xZU0XBEEQfh6I4VNH2UC2adMGo0aNQmpqKh5++GEMGzYMv/nNbxAXF3dTHVBZ5Jfuo1oCzd/HleH0OKvFdjmdgJahGgW3wKpVsm9Og7FKAq2y4DBXhupMVovZAub+Uw2P097ouNAy7tRSFaGxUZxORvtCx6VJkyamOvQc6djSmCrAtYRPZcflzpnqZioJFeg14sbfarFgLm0W1ahpALxKYmx3zFllx1HRP+l504QD3FjSa0THn7vO9JxpfB73PUH7YjW/AP46UqieqKI11xViINVRNpCpqano2bMnBg8ejMuXL+Ozzz7DE088gYKCAowdOxb33ntvtbPpCIIgCHWDGEh1lDXInj176v8PCAjA/fffjw8//BCDBw/GrFmzEB0djeTkZLz77rtsZgVBEASh/hENUh1lA/nYY48BcL12/Nvf/oY777wTzZs3x7x589CvXz+kpqbitddew5EjR9C7d2+l8A1BEASh7qiKcRQDWYVXrCtWrMCZM2ewcuVKXLx4EfHx8fjzn/+Me++91xCXGB8fj5kzZ6J379649957LdtVWQjVarFgThuhiX85zYU+6VKdgOsLnTQ06TB3HCstitMtrfRETh9V6f+NgnTdqCyyTPUTrk2rmNJu3bqZ6lB9VEXno+OgsoxNaGioYZtqn4A5OTadTyq6GR1/LhEzp3FR6LHoeEdFRZnqWCVK564Z7QvVgLnYT9ouNy5Us7ZK6g6YdWOa3J67zjQemuqjKqtY0DKcxmq1eIJKGa4vdaVLiuFTR9lAHj9+HJs2bcLUqVPxm9/8Bh06dLhh2XXr1rHB+4IgCEL9IgZSHWUD2alTJ/z4449KZffu3Yvnnnuu2p0SBEEQagcxkOooG0iaFb0ynnjiiWp1RhAEQahdxECqo2wgVbOfC4IgCLcuYiDVqfdcrFTU51Ytp1DRn3M4oO1wzjO0nkp4ipWQzjldUIGe9oUT+a1WvedEfno+XF9oAmd6HM4pgbZLy3BjS68RHbcLFy5U+TiA+eamzhDcDznavyNHjhi2uaBzOr40OTa3+jtth44/N05WSekB69XPuXuG3ldW8wmwdlrjsHIG4vbR41AHHAD46aefDNsqCQnoWFJHH85JyipRCTef6DXizpk6nDVs2NCwTRPoA7zjXU0j3qlVo94NpCAIglB3iIFURwykIAiCB6ES7iK4EAMpCILgQcgTpDr1biCrE3RL4bQdqllERkaaypw4ccKwraK50ABylcTFtP9W+hDXLtWzOA2D9p8bN6qFUJ2GW4iWaiMqx7FaPJjTR6mWxul8tC90nLjjWo03p03RY9NzpnMHsE4u0LRpU8u+UY0YMOtZjRs3tuwLHV/aLjfXrbRybmzply23KDStR+cg90TTsmXLSvvLfcnTcy4sLDRsc4uM075x/afQ+aMy5+g85c5ZZeHumkAMpDr1biAFQRCEukGcdKqGGEhBEAQPQgykOmIgBUEQPAgxkOqIgRQEQfAgxECqU+8GUiV7PnVKoKsMqKygcfLkSVMZumr88ePHLdulAe9WK5IDZscS6jBBzw8wOzKorABv5cACmB0BVALtaTtWzigAcPDgQcN2UFBQpf0AzDcuNxeqs+IBdfCgzjIqwe10m3OmoXOOJkug8wswjwvnPEMdsqgzSkREhKnO+fPnDdv0PuOcROgco31RSbZRcWUfN3S+0EQBKveMyvcEhc4xzgHHKtEBN050/LkytP+0jsq9WVuIgVSn3g2kIAiCUHeIgVRHDKQgCIKHIF6sVUMMpCAIggchBlKdejeQVAPjNBiqYVjpQ1w7nH6yf/9+wzYNJOaSB1sdWyXZAO0L139ahupZdBsw6zKcnkjHkqLSf6qJcXoQ1XdV9EU/Pz/DtkoCCCtNGDBrO1QrrM414zQkqkXRvnC65dGjRw3bXAIFqpnS68rNHzo/6Lhx42SVnCIqKspUJy8vz7DNLZRO+0evB7dIAL0mNLk9d82skkZw84leM6pTcvoiPQ43lnReVuea1RZiINWx/mYQBEEQ/mdwv2ZV+bNiy5YtsNvt8PPzM/yFhoYayl29ehXDhw9HQEAA/Pz84O3tjdDQUKxZs8ZQbvXq1QgODobD4YCvry8SEhLYlX9SU1PRqFEjOJ1OOBwOpKSksD9mZs+eDX9/f/j5+cHpdOLBBx+s0liJgRQEQfAgatJAAq63RVeuXDH80TcJXbp0wddff439+/fjypUryM7ORmFhIb777ju9zO7duzF06FB07NgRJSUlOHjwIHJyctC9e3dDWxkZGZg4cSJGjhyJ4uJibNu2DZmZmUhOTjaUW7hwIebMmYPZs2fjypUrWLFiBd5//31MmDBBeazEQAqCIHgQNW0grVi0aBH27NmDzMxMPSSpc+fOSEtLw913362XGz9+PDRNQ0ZGBgBX/uypU6fiwIEDWLlypV5uypQpcDgcSE9PBwDEx8djyJAh2LRpE/bu3auXe/rppxESEoIZM2YAAO666y7ExcUhPT1dee3NetcgVeKO6D6qjajEN3HQevRRnktCbBU3xWl8VLOjWhTXf6ph0L44HA5THarLcP23inVT0UZojB2H1XE4DYkeh9OMrGLFuHGh2rLKOdN2VOIIrcafux70VRSH1eLNKjGldD5xWifVjQ8cOGDYPnv2rKkO1da4caHJ4Klmx80Feu3posoqi3TTdrmFsa3iRbm5Qf0mAgMDTWWskt1z48TFE9c09eHF+vrrryMgIACdO3c27KevO7dv347g4GDDOEyePBnz58/H4sWLMXz4cBQXF+PYsWOmtsaMGYMvvvgCCxYswJIlS7B9+3ZcvnwZ/fr1M5RLSUnBDz/8gNTUVEydOtWy7/IEKQiC4EHU9BPkqVOnEBERAX9/fzidTsTFxWHnzp3658eOHUNQUBBGjx6NBg0awNfXF2FhYXjvvff0MoWFhSgrK0N4eLih7djYWADAvn37AAAbNmwAAERHRxvK9erVC4DLyAIuLRMA2rdvbyjXtWtXAC7tVAUxkIIgCB5EVQxkbm4uHA6H/jdmzBhDWz4+PtA0DWlpaSgqKkJWVhaOHj2K+Ph4PUqgtLQUx44dw9dff42DBw/i9OnTCA4Oxrhx47B+/XoAwOHDhwHwnt52u11/C+H2+qbZx5o3bw7g+tsV9xJwNFOV2wAXFBQojZUYSEEQBA+iKgYyMjISJSUl+t+KFSsMbSUmJuLSpUsYNGgQAJceuHz5cly7dg2TJk0ylP38888RGhqKRo0aITMzE4DrFeqtTL1rkIIgCELdUdsaZEpKCgAYXrPabDYkJCTo2+Hh4fDz89PzE8fExADgFy8vLy/XnyxbtGgBwKwdu3Ntu/VgtzMQXTTb7V0bEhKidC71biCp2K6SlJsK3FzQNoVzhLFy1uCEdPpOe8+ePYZtGuwOwCQoV/S04o4LmB0BKCqOPVwAM+2fStJn6ohBnSE4jzCr1ek5JxE63twK8LQMdYriHFZof6szBnSOcXXofKJlVJILcONiFQDP9YWeM33VxH0R5eTkGLa5OUY5ffq0YZtLvE/7YuVABJjnLr0fuDq0XTqW3D1F99Fz5r6PaLuc85VV0D93z6s4Ft4smqbV6HGOHj2KoKAgk4ORzWbTjxMQEMA6L9psNn3uBgUFwcfHB6dOnTKUOXToEACgbdu2AICkpCT9uBXJysoCAD0kZNCgQXj66adN37XZ2dkAgD59+iidn7xiFQRB8CBq0kknOTkZs2bNMuzbunUrNE3THWx69uwJTdN0BxrAFTFQVFRkWP2lW7duKCgoMGRWWrJkCQDoHqdOpxNRUVG6046b5cuXAwCmT58OwGUoAwICDHGWALBmzRrY7XblWEgxkIIgCB5ETXuxpqWlYdeuXQBcrzBHjBgBm82GRYsW6Z/b7XaMHj1afyIfMmQIAODVV1/V21m6dClsNhuGDh0KwOVos2jRIsTGxmL48OF6uSVLlqCkpEQ3ctnZ2Vi1ahX69euHdu3a6eXmzp2L/Px8zJ8/H4ArwcCOHTswfvx4Ng0nhxhIQRAED6ImDeS8efMQHR2NHj16wM/PD82aNYO3tzdWrVqFxMREAEDLli2xdu1aFBUVwel0wsfHB7t27cLSpUsxatQova0OHTpg1apV2LlzJxwOB2JiYtCxY0fDkycADB48GO+88w5WrFgBp9OJxMREJCcnY926dYZy06ZNwzPPPIPnnnsOfn5+GDFiBO6//36kpqYqj5VNq+fMtW+//XaV61CdidPA6C8ELhiZ6g1Um+L0IBpAPnjwYMM21SQB8/tyqllQHQcAwsLCDNtUlOb6RnUPTmugZVQWlaXQOpzWSbUdqqNxWi2dipy2Q6H6G6dBWiUX4DQ8q9uCJn8AzEm3VbRxFaw0I26RYrfbvBs6b1W0NTounI7EBd9bQY/NXWc6D1USTVjp3Nw1o8em95lKEhLuXqTtquiW9J557bXXTLrwzeLn54dOnToply8qKqrxPvycqHcnHUEQBKHukNU81BEDKQiC4EGIgVRHDKQgCIKHUB+5WH/O1LuBVFkk12rxY+59PtWdOK8lq8V3Of2B6kyff/65YXvAgAGmOrm5uYZtqtlxSYrPnDlTaV9o8mbArGVycV9Uh6HtcmNpFd/H3XA0ZRS9HpzuR3UaTlu20jK5/tM6tF2u/1bJ4bk4Nzp/rOYXYD5nri80qPnIkSOGbTpXAPO40DHg7jN6zlRr4/RGq4W9Aetx4TRWWoaLibU6Dr3nuXOmuiptg9NdVb5brBZr5s5ZRXOvCcRAqlPvBlIQBEGoO8RAqiMGUhAEwYMQA6mOGEhBEAQPQgykOmIgBUEQPAgxkOrUu4GkgreKwwRdwZsTt1USOls5JXDByNT5hNbZtGmTqU7v3r0N2zt27DBsc04W1CmEOilwyaap8wnnyEOdjKhTBRf0bJV0m7tmtA49jkrQNuf8YJVMmksKQPun4jBEocfh5gaFXkPO6YvOZS5phHulAjd0/DnHGNo/letM+0fHn7vOdB+XAMLq2Fwd6hxD66g49qhcM9o3laT6Ks4/dC7TOcc50NH5UhuIF2vVqHcDKQiCINQdYiDVEQMpCILgQVTFQNZV6MmtihhIQRAED0IMpDr1biDp+3yq8QHmi2S1MCoHlzjaSkfitB2qN9DAYq7NLVu2GLabN29u2L5w4YKpjpXOxPWtYcOGlfYNAC5evGjYpgvpcnqK1WLB3HFoHaoZcXqc1cLGXDt0mxsXq76oaNgqc47qZjThPKc1U32Rg44v1Zq5vtD+0mvGacD02tMEFjda7b2q0HuES3ZvNee4+4x+l1Cdj7vOtP8qCfOpjs+NZXUWz1bRwmsCecWqTr0bSEEQBKHuEAOpjhhIQRAED0G8WKuGGEhBEAQPQgykOvVuIBs3bmzY5jQkqwVKuaTWNLEyF3dklTSZ00NpHap7cNoCLVNYWGjYPnv2rKkO1ROpzqESr0i1Eq5dqrFwyZlpfBbd5vQgq4WMuTp0LnD6D73WtF0VDZV+QXA6Gu2fVYwg1xeq2XFJ6ek4cdeVnhM9H64OLUP7y+lddG7Qe4b7Yq3OIuNUc+SuMx0rej6chk330fuXm9tUg6f+ANw8pZowN3/oOVt9bwA1t8C2FdXRjT2VejeQgiAIQt0hT5DqiIEUBEHwIMRAqiMGUhAEwUMQJ52qIQZSEATBgxADqU69G0grZw7A7LhjlXwaMAdlc2K7VZYITsym+6jTCCe+WyUIj46ONtWh/VdJFEDPh3NMomWoYwN11ODqUAcEzknKKtBepW+c04JV/1XmD4W7ZocPHzZs0+QONOECYO4vnXPcOdP+qgTNqyT4p9BjqzhWUYcbrv/VSZxOx1sl8btV4gPAPA9pu9z9TPtLnXbOnz9v2RfOYYj2hY6TylyoLcRAqlPvBrKucDgcaNmyJWw2Gxo3boz8/HwcOnQIgOtGat++PYqLi/UvhX379tVndwVBEGoFMZDqeIyBbN++PXbu3Ilr167Bx8cHSUlJsNvtOHDgANq1a4dr167h4MGDAIDu3bujZcuWugEVBEH4X0EMpDoeYSADAgLQpEkTBAQE4MKFCygrK0N+fj5iYmJw6NAhREdH4+uvv9bLnzx5Eq1btzYYyHbt2iEyMhJ+fn744osvALhejbZu3RoBAQHIzMzElStX0KxZM0RHR6NBgwb44YcfEBYWhoCAAFy9ehXbt29HaWkpEhISEBgYiKKiImzbtq3Ox0MQBM9FDKQ69W4g6cXiAr1VFjGlVAwSdjqdcDgcaNy4sa7xXLt2Db6+vmjcuDG8vb1RXFysa2tXr15Fo0aN4OPjo2sde/fuxeXLlxEfH69rBSdOnEBxcTESExPh5eUFLy8v5Ofn48KFC+jduzeioqKwc+dOnD59GgkJCejRowdOnDiBH374AZqmoXfv3ujevTv7Opcmuj569Khhm0vkraLlWCXq5nQ/qrFQXYarQ/tPk3Jzi8PSBAqcHkqvPZ0bnDZF9cNdu3YZtkNCQkx1uCQRFeHOmV4T2hfui0klAQGtZ6V1AmZtTUWPs1ownOs/raMyf+g15DQ8GtRP9TmVYHfaf07jo1oh9RdQ0V1VFummdbjvOS6xR00jXqxVw/ob9X+A4uJirF+/Hnl5efq+Ro0aobCwUP9Sq3iTXrt2DTab7aZX+C4oKNBvhBMnTqBx48Y4d+4cysvLoWka8vLy0LRp05s6hiAIQlVwG0mVPyu2bNkCu90OPz8/w19oaGiVyrjJzs5GVFQUHA4HfH190bZtW9PDAQCsXr0awcHBermEhAR2VaTU1FQ0atRIf0hKSUmpUiYhjzCQlMaNG6Nx48bIycmB3W7XDZYb9wCqPKlWRkWPRPcv+orpx0pLS2/aCAuCIFSFmjSQANCqVStcuXLF8Jefn1/lMhcuXECvXr3gcDhw+fJlFBYW4uzZs+jatauh3O7duzF06FB07NgRJSUlOHjwIHJyctC9e3dDuYyMDEycOBEjR45EcXExtm3bhszMTCQnJyuPlccZSLvdjo4dOyI7OxuXL1+uNHfnzeYs5OrT10meviCpIAh1S00byJpiypQpKCkpwWeffQZvb280aNAACxcuxLlz5zB79my93Pjx46FpGjIyMgAAkZGRmDp1Kg4cOICVK1ca2nM4HEhPTwcAxMfHY8iQIdi0aRP27t2r1CePM5CdOnXCvn37UFBQAMD1+tVutxs0AveTI41J4yZMXSUYFgRBqAluVQO5Zs0aOBwOxMXF6fvGjh0LAFi2bJm+b/v27QgODjYktJ88eTIAYPHixQBc3+vHjh1DmzZtDMcYM2YMAGDBggVKfap3Jx2VJyi6ygNdJYFb0Z5zOGjVqhVOnjyJs2fPwm63o1mzZjh27BhKS0vhdDr1dt2P+NeuXTMI/W6nC19fX/3/dNWBs2fP6itvXLx4EWfPnoWvr69udL29vZWcN9wG3E1ERIRh+8SJE6Y6FM54W62Yzq14QMdXZTWGI0eOGLbpq2Sub7QM57xh1RduLtBwHeqAw40/va4qq9NTJ4uKmjdgDkIHzM4ajRo1MpWh10Tl1T89JzouKquGWDnXAGYHFZXkDnSba9fqy1llBRbaBpfEwGplFO46U62Lm3N0XOhYcv3nVnupDWra8J06dQoRERG6f0Xbtm2xbNkydO7cuUplzp07h+DgYEPbdrsdTqdT/74rLCxEWVkZwsPDDeViY2MBXI9f37BhAwBzEpZevXoBcBlZFTzmCTIiIgI+Pj6w2Wxo2rQpgoODdcN78uRJNGvWTC/brFkzUyYVwOW9efXqVf3i+Pr6mrw1BUEQblWq8vSoaRpyc3PhcDj0P/cTmBsfHx9omoa0tDQUFRUhKysLR48eRXx8PPbv369cBnD9aLjRMnLuH6ju72XOy9xut+sPOW7HHvpw5fZoP3funNJ41fsTZF3g7++Pjh07wm63G35R5ObmAnCJvp06dUJsbCy8vb1x/vx50xMQ4HqC/PHHH9G2bVu0aNECly5dwuHDh9GkSRMkJCTgwIEDuHLlCjp27AjAlXBg79698PLy0h/1e/bsiZycHDRu3Fjvy2233Ya9e/eyXliCIAg1SVWeICMjI5GTk3PDzxMTEw1vTuLj47F8+XIMHDgQkyZNwoYNG5TK3Kr87A2kl5eXZfxfcXExexFKS0vh5eUFTdOwc+dOQzs30hZPnz6N06dP69uapuGf//ynvn3lyhWcOnXKUMfX19cUB1hYWKi/+nOHmlR2fPdnstipIAg3Q21riykpKQCAnTt3VqmM3W5n8zqXlZXp8ktMTAwAs8wGuL4b3U+WLVq0AGCO2XZ/DwcGBqqcSv0bSKqvcBeP6j9uLcHLywt33313rfXtVuSjjz7CtWvXWH3u+PHjhm0uhIQGs7v1Ujcq+hbVXFQSX9PrzP0AiYqKMmxzNxjV8ahmwXkl0x8VdI6pBNrT/nLzlO6r+NoeUEtQzX1B0GOrJPin2plVIm+V43DQc+Z+wNFrQutwY0mPTV+9cdeZnhPdpnMdMOvGVnMFULtH6PirXDMuMXptUJMG8ujRowgKCjLppzabTR9LlTKAy2jRMSgvL0dxcbH+Bi4oKAg+Pj6mhxD3w0bbtm0BAElJSfqxK5KVlQUAppCQG+ExGqQgCIJQs16sycnJmDVrlmHf1q1boWma7jijUgYABgwYgJKSEsMP4+XLlwMA7r33Xn1ft27dUFBQYPhxs2TJEgDA1KlTAbh+UEVFRZmylLnbmz59uuW5AYBNq+e8Q3//+98N2yq/2Cr+uvfy8mI9zTjPMoqVRyeH1fI+3JMd/VVKPRXpryHuOO423O3X5RMkHUurNGaA+RezSkqyyMhIw7bKEyQdy+o8QXLnbLVckUraOJXlrqw8PDnoOaosk2TVN+DGc64y6NjV1NO41RMk94rN6gmSS89InyCtlmkD1J7G6T2jcs1ou2+88Ual+l91sNvtlmkUKxIVFVVpH1q3bo2TJ0/i22+/RadOnZCfn48uXbqgoKAA33zzDRITE5XKAC7v4NDQULRo0QI5OTkoLS1FTEwMysrKcPbsWf2Yu3fvRufOnfHLX/4SGzduxIkTJ9C6dWtERETgp59+0stlZGRgyJAheOihh5Camors7GwkJCSgT58+2Lhxo9p4KY/ULYr7dePP6a+8vNzwd/XqVdPfjeoKgiDcDDX5BDlv3jxER0ejR48e8PPzQ7NmzeDt7Y1Vq1bphk+lDOD6sZuVlYWioiL4+/sjMDAQgYGByM7ONhyzQ4cOWLVqFXbu3AmHw4GYmBh07NjRFLoxePBgvPPOO1ixYgWcTicSExORnJyMdevWKY9VvT9BVsx8AADvv/++qcxdd91l2KZJrLknAPqrjjMuVk+Q1Un+zekc9MmB/lLknhqsFljlnsBoX1R0mupAx5I7Dh0H+kSgorVxLt9Uy6RzgbvOdH7QX+8qsZ+0/yrziW6raJAqsatWibC5/tLrzs05Ok5Wycu5Y3O6pdUTIzeW1ckwZXWOXP/pPtp/lbFVWYiZ3iNcHXqs119/vVaeILkn6RsRHR1d4334OVHvTjqCIAhC3SGreagjBlIQBMGDEAOpjhhIQRAED0IMpDpiIAVBEDwEWTC5atS7gaTJpidNmmQqQ12xqWODims/B50oVivCA2bh38qZBjD3l7qoqziW0DLcJKcOBxUTAbs5duyYYZs6E3D9p2NJwzF27dpl2RfqcEOdawBzEmjOUcMqiTh33Wk7NBiZSxJtNX9UEgVQOKcjOn9U5oJVCApgHn96nbm+0HOmx+VCp1QSmtP+cQ5aFHrv0XtTJVm5VbA+YO6vijOWipOalYMQF2rBtVMbiIFUp94NpCAIglB3iIFURwykIAiCByEGUh0xkIIgCB6EGEh16t1ATpkyxaRpCYIgeDru5fhqGjGQ6tS7gZQ1EAVBEOoOMZDq1LuBFARBEOqGfv36IT8/X7l8aGhoLfbm1qfec7EKgiAIwq3Iz341D0EQBEGoDcRACoIgCAKDGEhBEARBYBADKQiCIAgMYiAFoYqUlpbiySefrLPjXbp0CX/+85+V8gsLglBziIEU/ufZtm0bgoKC8O233950W2VlZRg6dGiVVmW/WRo0aIC8vDw88MADdXZMQRDEQAoeQEBAAKKjo9kVFKrKCy+8gPLycjz77LM10DN1Xn/9dXz//fdIT0+v0+MKgicjcZCCoEhpaSlCQ0OxYsUKDBgwoM6P//bbb2PhwoXIycmp82MLgiciT5BCrXLPPfegQYMG8PHxwT333AMAGD58OPz8/NCxY0d8/fXXN6z76aefIjk5Gd26dUO3bt0wcOBAw9qT8+fPR3h4OGw2Gzp06ICLFy/ihRdeQEhICFq0aIE33ngD69atQ3x8PGw2G5YuXarXzc3NxahRoxAXF4du3bqhb9++SE1NrfRcMjMzcenSJfTr10/f9+abb6J169aw2Ww4fPgwAOCLL75Ax44dYbPZsHHjRgDAmjVr9H68+eab+O1vf4tOnTqhffv2WL9+PS5evIgHHngA7du3R0JCAn788UfT8ZOSkrB7927s2bPHatgFQagJNEGoZdLT0zUA2ueff65pmqZ9/fXXWv/+/bXy8vJK66WkpGh/+ctf9O1PPvlEa9asmXbhwgV93+7duzWHw6FNnz5d0zRNKyws1Dp37qydOnXK0BYALT09Xd9OSkrSJk2apG+/9dZbWnR0dKX9mTFjhtayZUvT/g0bNmgAtEOHDun7Dh06pAHQNmzYYOpHXFycduTIEU3TNO3JJ5/UmjZtqs2ePVs7e/aspmmads8992i9e/c2Hefq1aual5eX9tZbb1XaT0EQagZ5ghRqnXHjxuFXv/oVJk+ejOPHj2PKlClYsmSJadV1yqJFizBx4kR9e+TIkSgvL8eXX36p72vfvj2eeuopvP7669iyZQseeeQRPPbYY5Y5JL/99lvExMTo2+PHj8dvf/vbSuvk5eUhODi40jIq/OpXv0KLFi0AuM7pzJkzaNKkCQIDAwEAo0aNwjfffIOSkhJDPS8vLzRp0gR5eXk33QdBEKwRAynUCX/9619x/vx5xMfHY/To0WjXrp1lHafTid/97neIj49H165dER8fj8LCQhw8eNBQbubMmejQoQOGDx+OvLw8jBs3zrLtvn37Ys6cOXj00Ufx/fffw+FwWDreFBQUwOl0WrZtRevWrfX/BwUFmfY1bdoUANik0k6ns0rJpgVBqD5iIIU6ITY2FtOmTcPp06cNGt6NuHz5MpKSkrBnzx5kZmZix44dyM7ORkREBEpLSw1lfX198dprr+H06dPo27evUn8+/vhjzJgxAx9//DG6d++OLl26IDMzs9I6Xl5eNbJUkL+/v/5/91M0t+/atWumupqmwdtbFuERhLpADKRQJ5SWluKf//wnOnXqhN///vcoKyurtPzWrVtx4MABTJ06VX+iqozly5ejZ8+emDdvnukJkyMgIADPP/88jh07hlWrVsFut2PYsGE4c+bMDeuEhoaiqKjItN/LywuAcZ29S5cuWfahOhQVFXn8EkSCUFeIgRTqhD//+c8YO3YsPvjgA+zevRsvvfRSpeXd+ltFnbK8vBwFBQWmshs2bEBBQQHWr1+PkJAQTJ482bI/Y8eOBeAybkOGDMHSpUtx+fJl3ROVIzIyEqdOnTLtdxuswsJCfV9teJqWlpbi3LlziIyMrPG2BUEwIwZSqHVycnLwz3/+E9OmTUN8fDz++Mc/Yu7cudi7d+8N69x+++0IDAzEW2+9hStXrgAAFi5caHqCKy4uxuOPP44333wTAQEBeOutt7Bu3Tq89957lfbpb3/7Gz7//HN9e+vWrQgNDUWHDh1uWCclJQUnTpzAhQsXDPtjY2MRGRmJjz/+GIDr9fAHH3xQ6fGrg9vo1kcMpiB4JPXsRSv8jzNz5kwtLCxMa968ufa3v/1NO378uNa+fXsNgBYWFqY988wzN6z7r3/9S7vtttu0iIgIrX///tqcOXO05s2ba2FhYdpDDz2kffzxx1psbKzWuHFj7fHHH9c0TdMGDRqkeXt7awEBAdqgQYO0tWvXal27dtUAaFFRUdof/vAHTdM07cUXX9S6d++uxcXFaXFxcdqvf/1rbfv27ZWeS3l5uda8eXPto48+Mn22YcMGrXPnzlq7du20wYMHa+vWrdMAaLGxsdqLL76oZWVlGfoxd+5c7auvvtI6dOigl3v33Xe1d999V4uNjdUAaB06dNA+++wz/Rjz5s3Tbr/99upcBkEQqoFk0hGEKpCeno6FCxfiP//5T506yxQVFaFNmzZYunQp7rjjjjo7riB4MmIgBaGKTJ8+HSdOnMDy5cvr5HjXrl3DkCFDkJSUhJkzZ9bJMQVBEAMpCNXik08+wahRo+rkWFeuXMHGjRsxaNCgOjmeIAguxEAKgiAIAoN4sQqCIAgCgxhIQRAEQWAQAykIgiAIDGIgBUEQBIFBDKQgCIIgMIiBFARBEAQGMZCCIAiCwPD/AVrRcNVk2HWiAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vbse_imgs.plot()" ] }, { "cell_type": "markdown", "id": "5dc4f0f4", "metadata": {}, "source": [ "Strech the image contrast in each VBSE image by setting the darkest intensities to 0 and the highest intensities to 255 within the 0.5% percentiles, using `rescale_intensity()`" ] }, { "cell_type": "code", "execution_count": 12, "id": "19d684a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 101.76 ms\n" ] } ], "source": [ "vbse_imgs.rescale_intensity(percentiles=(0.5, 99.5))" ] }, { "cell_type": "markdown", "id": "f868634f", "metadata": {}, "source": [ "Replot the images after intensity rescaling in a nice image grid using HyperSpy's `plot_images()`" ] }, { "cell_type": "code", "execution_count": 13, "id": "ef6da9e5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 10))\n", "_ = hs.plot.plot_images(vbse_imgs, fig=fig, axes_decor=None);" ] }, { "cell_type": "markdown", "id": "4a70cc57-81b4-4a6e-971e-ccdacde57f96", "metadata": {}, "source": [ "#### RGB image\n", "\n", "Separate the EBSD detector into a (5 x 5) grid" ] }, { "cell_type": "code", "execution_count": 14, "id": "930b87c9", "metadata": {}, "outputs": [], "source": [ "vbse_imager.grid_shape = (5, 5)" ] }, { "cell_type": "markdown", "id": "b84bcdd1", "metadata": {}, "source": [ "Set some (can be more than one) of the grid tiles to be coloured red, green, or blue, and plot the color key" ] }, { "cell_type": "code", "execution_count": 15, "id": "b4804951", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgb = [(2, 1), (2, 2), (2, 3)]\n", "vbse_imager.plot_grid(rgb_channels=rgb)" ] }, { "cell_type": "markdown", "id": "b1c588f1", "metadata": {}, "source": [ "Create an RGB image from the specified grid tiles with `get_rgb_image()`" ] }, { "cell_type": "code", "execution_count": 16, "id": "8ab028fd-8400-4fba-afc2-f94883839d25", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vbse_rgb_img = vbse_imager.get_rgb_image(*rgb)\n", "vbse_rgb_img" ] }, { "cell_type": "markdown", "id": "c05bc6cc", "metadata": {}, "source": [ "Plot the resulting image" ] }, { "cell_type": "code", "execution_count": 17, "id": "176a7524", "metadata": { "nbsphinx-thumbnail": { "tooltip": "EBSD analysis with kikuchipy" }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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jfbYpqzetN9r4cU2Z+JipNtZgExkWzLOKwbxmZO3TXcCacdrVoatDRx/rwPVFXKeQp5bimdNuoXhLYivF8RRr2R1Gv67MAmVhkMvFJjppCy/YKOE1IIjx44vqCr7ffXFeVLK7Xb9JQSyqzPNY+DfNG1fqfrMv5E1XEAQhh8igKwiCkENk0BUEQcghw67pxiNsDJJnY61ESzdS/P+O0+fpfvuXbJryvW+cT/GDi/5OsW8ObzRpsh1B8asb2IjZFOYcTC3N+a0AoHl4c8PwAJsze4o4t3TDdtaI6vP5719gN+tpKY11SAAIgfVUt1kx/nBznYrtrCP3D7B2lYizVmaJse5oGcRIfWUR50DGU9xW05o4hzKibPq3rof1U4DrlIQNKsEdign5XC/FBqUO7f2sI5vtrL9O8nGOZTbUTHG0mPV6ABjYzoZGnjw2WdlsV4xh0jzPMAJ8b6Ial+EZpI+Zk3w/Il5uuxZwOxTY+X5mBropNnm5T3a3c38KOfW54XUWP8W7Y5xPbFSuM5xinTiVZM0+nObNTsMpfZ6ur4ivI6LM8wTiiqFRFZvc97bydexqYY1e8/FcRdbC5QFAEnx/S/18f7Ryvp/7Q950BUEQcogMuoIgCDlEBl1BEIQcMuya7vHVrMeEgvx3oDfKWspPf/Sm/iQeznF9YPE7FM+4hb0YAtFZFIcTrPHl2ZSN7NysCTkdenPnLWHWHkeXTaE42se6ka2EcyRdfaxdW/ysha0Jsv4GAA12vu4QWMu0WDhBMRjl6wTY5LrExnm/KU3JX00oG3wCCFtZY/eMZp1xXRm3S8NmvhdORbsMseyMhFmfIxuJc9sVDMykuH8zbxLZVsAa4JgpnN+6unsbn6+cr9vdzFopAGSKuO0NTtboa2sq+AcOftSMFm7rhJIrXJlXqyvToRijOwuOpDjZxRsA1I1kH4SWALeb0cLtMFJTPAmySv47gP44lzGulL0TTBG+38Ys97kCJUcW2e9T+GaMjdUBwK0YujfFud5FHs6J7tzB96agRDGld3IftJp5zGkBfw8ACQM/WzuUPGw/3879Im+6giAIOUQGXUEQhBwig64gCEIOGXZNN23iPD+rkq9aZ+UqFvj0OtMV//VTipcHn6V4R5S1rIEe1kdNZtZrwl72IU31rqK4M6jXfMpMLOrETMqGfE7OT6yOKV62btZfjQOcp3t0dhC/hxRry3Yzr4tP93GObMiwkWKPt4G/72S9LV3E12Tq52sAAM3EG/LFIpyvGPTwOdeXsz6XaVJySTXWBK1R/f1WWb2N29KTz+csi3DbblnYRvHsU1mX3rqb280Hfb6qLcXnKMznBf9hI+fxRhN8bxIJ7nNdbdzvu/ys8QNANMtapbOD/XP9E6ZT/ItHeG5jah17jOQXcv9Junh+pb1J771gyVPy0R1PUlybYq9pp+JBsqWJc2gddp5XKLbpPXybo5yHX5DPedr9Kb7/znLuM1oP99s+xffEmmV9NqipueNAspPbwj+CtexwYBDf530gb7qCIAg5RAZdQRCEHCKDriAIQg4Zdk139doAxUWFrDu9+Qzrs429nL8KAK9v4z2Udjs5Ly9mZD2mvIi1q/4gr/cORVmndCXYI9Y8iK4cjLI+FjaxjhxJcm5hXT/rUIF+1pUCyq3xJ/X+qmkbX2dePEBxVvFktSteDJEB1mxDVtYMi+KKH8QgsrI3zeeMKdddEFb2q6piPc5bzXuspcIfUtzKtwIA4MhjDbYCfH+1CGt4cQ/rp5X5k/mEUf59lVfRCAfJy45klf3FOMUVdttR/EGG81vdfr6GZJrnNnxWfeKnycPatCGlaO7JAMVzj2Lt0u/gMgMx1lMNUb6X3lGKES2AVID3I1y6YiLFFx2n7HHn5Dz7IiNrn24rf789zFo4ANSBn9dtXQGKS8ZwLnCwk+9X3MfPdzrIfbLNyL+vLa/S1aHXzp3fn+Y6PP6/f9H9Zl/Im64gCEIOkUFXEAQhh8igKwiCkEOGXdNNJ9nDs66K8/y++SKvez/lBM5FBIBkEeu+ljTnaTrD/Lcl5mQtLGtlQc4M1qWspZyn6XXqdWWDcg5bkZJvHGQ9zZLhXNBixQvXlOBbU2TV+6t2KzqT3cM6YzjCmq4pzRpdTZ7ix5plPW3dRtYEXZV6r1NTmvWzCnBeZsLH5/CZOK7xcrt0xvmaWOHfw5T64yl2OLntAjUlFBcHWfO3mJT+UcKaYcrFWme4k3NyAcA5mTXYfhvnbvvzuV3KFZ9oc1Zp21rWU5023ucNABJJrnehko8cSnKfqvCeQrEpyR4TYeV8Rjff3/EWfT+Pl3AOu7WDNfmghbXrkZYNFOdVsidF2MB98thC9rYGgPZ2nlM5ZiTrwi0B1mQ9RXy/PMWcM9/ZztdQovko7uvQ75Hmc/KeeHELjwnfPf9bFC94dxCPmH8ib7qCIAg5RAZdQRCEHCKDriAIQg6RQVcQBCGHDPtE2iT/bIr7f8UmxkdVslBfWqDfmHJxJ08I1BeyEB4v50mJHbFmiq0FvDFhJsQJ+iYjb+jX1cwbBAJAtsDP59zOCdgblD9v02O8EWE6ywn9ySxPnPXp57DQG+KJjmBSWRSS4ck9X4Ynb9zlyiagAT7/+JE8WeBJ6xdo5FXwhUUHeOorlu2heMDIRiFNXTy5s62Zu2QXeNEIANTV8GKHVC+X6dvNkzmJcp4osfTzYohtr/NkjvNoNpw3JvQGKFsV06NyH59zwzq+n7YET/6UHsF9MhjkCafCQjYgB4CsxsYvm3bws1Bs4gnB5T3LKY4FeaVJlbuW4oSdzWiiRr15e0eW78+WdXxOm4Mnrf4+mp/nSYnjKLYri4Ty/fohKW3jxQq2Pi6jxMnm7jsi3D92tvHDU6RMKCbiPMYkjXqDo4TVT3Gl8jz31wz9/VXedAVBEHKIDLqCIAg5RAZdQRCEHDLsmu6ubZzQXxznRPdTf8zmJC9+9DfdObRuXmDxj342wrb5PqDYq5h/2wpYE/LksZbVuJM1nvxSvQFKYYLNuXtirK/FFPOZXf0BiosirFMlTVxmIqJ3myn08DmiAWVBhV8xAjGy9r25mXXEZJbPV2FkM5JWA2ujALC1lxdUZE2sI9tj/Js8H5fR0sDtkmdSDHH69WXu2sq6cOFY1twLGvj4zAe82KXTpmym6ebke1+QtfG2Y+t0dTiimPtIKI/fX0YGucweC5tzG5Qnr0/ZeNRjZi0cAHaAn5VS5ToCyvEjyvn4btd4ipNm1qpt4DkCm4ENkACgUCklVM56eNs2vhejKvn+rouwbjwunzfXdPfqFwHZMjzH0h/hPuEwK5p8hvuQXZmsaLXzvTMZWfO1mfVzNvk2XnjS0sPXWfIJXl/lTVcQBCGHyKArCIKQQ2TQFQRByCHDrukG06ynuWadT3EDp9DizeZlunMkzJxnV27YSXFPL2s0ATNrOF1LlXOWKLnALo47OhXHagCBfNYZk32sdbryOJfUkeQ6ZSxchhZjnTqh5GACwLq2AMXjHWw2U+jl22tRcoF9iqa3i2UrxEN8nRa73mDaAaXeUE1S2FyoL7uF4knZkymOKcY+Wpl+M8zKSaw1Ll7CObBL3uAc6NPOZQ2+xs6a4O42zgVOxrhd4lnFkBxAWy/np2aTrMl2m/k6fBprvO0DnAtsiHJ/SOXV6sq0Zrgt88xs7JNKcR52Is1tZ1FM6X0JrnOmkO/39mCzrg5FXmVuwcbGP9kevv+JCD9rI6qUOmE9xdGsYjAPoMLAebqtdn4WHO18L8aVn0NxzMfmM+YI95edfZyvXjJS3+e6O/j57dzJ80BFY/W6/76QN11BEIQcIoOuIAhCDpFBVxAEIYcMu6a7gdPdoPom//IuZZ10dJbuHNnpSygOgzWaymo2pc5z8mUnavn4vgjnt1qVzfVMmt7/ocjCGl5SYzNmo4k1oRGFbOYciGyleLyrjOJUj958oWMka3zVGdbHU4pm60myH0RK2RQwkcf5jSPTrH1ljew3AACdIdb4NCufw2rgfGNnhHOFzWHWwsoalI0Ng5xrCgATxzdQHFPyLIswl2JDC2udhVNYw82bwfq5Y1Qtn9/CGjEAlFaNotjuYd0xNcCaX9ahbGzo5skKY4D7j6mU2xEACtrYjN1r535osHK+aks3e1DYDdyn7D4u027i8+cX69s+z8F9LNPM5t6pLOvnI2r53nT2spbdk+HvzVn9Bo+mZAPFVhPHUTdfhznLmm9kKw8qZjebnPv93NYd2/W5wllFL58ydRLFsbg+t3dfyJuuIAhCDpFBVxAEIYfIoCsIgpBDhl3TXdv8e4on5/H68N72Zopbtus3CfTYWDfMq+VjvDWsO/UPKLphmoVld5rzHysqWCPqbWZfUwBoy1M2r8yyhjd1GeeGlqQ5v7G4ijcR3JVlnbrPpvd0TW37iOJACetj8SRr1ZmU4q+b5XYoUVIw+7Oce1xgVBJ5AWRt7F060s36WSTKPgb5jhMo9hTwRqSmXesodtY36Mp0mmdSfPT4C7nMCGuwBQWsM+5OsRa+84//Q/H0r51GcVM96+0A4DFwbmi/u5FiVx7f713b+P1Gq2K9fLyd9ViDsnkmAKSzrMEHEnzD0gnWqp0e5fEO87xCysjH21Oc/9zXrX8ni2T5WTGN5bbdtZRzXM07WMOFiWNHsZ/iTEivI/fmK5ptkPv9uCLWV7UY3xtvEW/6GcqwD4YxzH044eH8ZQBwGUdTnM3ys+a2sda9P+RNVxAEIYfIoCsIgpBDZNAVBEHIIQZN0/RGrTnktHNupXjtWtayWvs4dxBx1mcBAFn2zzVfzJ6d6STroUYva3rW4lqK/Qb+vlvx18w36X1G80KsCx39IetI1SXKfmSdyt5iHj/FJXHWT+OKdgoALiPrpe8Y+boTZta2e/o551n1AO2Ich5vSQV7OThC7L8LAANO1rYMfax/Txz1G4pTRs5v9cd5r7CIj7WxCqt+vyolDVPnI1un/KS3Vbnfpeynmq+0Q0aRU0N21r4B4NgpfH9iJX+luDvN/TaR9lNsy3Kd0ibl/mb1ZWoO1mhDYdZPnQnOLy+wsb6edHB/qVaS4gNZvqbWkF7DL1P2G4y3sTa9agk3fqGfnxUtn/toWS03trNA9e4AjB3K87ie22pSLecfV41hj94w2NO3LMPa+JqUn+KOXv38SbiC+62ji/1djDaeL7nhvAuwceNG3XkAedMVBEHIKTLoCoIg5BAZdAVBEHLIsOfpXnYB51j+98afU9yaN5F/oOgvAIB2XufutvN6fmcR5xaG46wJOcC5g65C9hiYEWZ9dnQL61oAcLKbcx6bbaxDRUK8Tt7oYv3UoOx/1RZnPXZsAftHAEA4zev9T+nm3NA+C+fZNoXHUWyt5txSzcVet04n53WaDaxLA0CBfyTFR066jWKPlb1oo1GeQnBorOklw6wJRjJcBwBwxFnLLIzzMR12JSfWq+yJxbcGUQ/Xoa+d8zTdDp4zAADNz9eR3z2PYitY48vnKsCQ4D73fmAxxck8Jb8VgKbsF5fNcL/ujvCFxRUNNxjjtv0wuYriMpuf4ohRP48wMMA5yyZlL7/+CN+LaBfPh9RN5hzqcJB16Ey3fm+4VIrvp2EszyN0Jziv3riV9VZ3Oc8TRAa4nUKuqRT3hTt0dUA7lxkzch+xBhUTmf0gb7qCIAg5RAZdQRCEHDJkeWHLli1444030NHRga6uLpjNZhQXF6OyshInn3wySktLD3wSQRCEw5wDDrqPP/44fvazn6GxsREmkwl5eXmw2+3QNA3RaBSBQAAGgwHTp0/Hbbfdhrlz5x7olIIgCIct+xx0NU3DJZdcgtWrV+Paa6/FnDlzMHLkSBiNrEikUils2rQJr732Gi655BJce+21uOGGG4ZcgStufJ/iCmUyAFnFHHiQGs9q4Mm2hkZlEivAE05OL096BUt4wUVxL0/M5XvZhCdm3KSrw6tdfE4HuN5mLydoZ0Js4mG0sOF0kYOF+pYWvVBvyHAC/UCMJ1+8Vl5FMDLGE0KGTbMp9nl44m3RlqUU143gCQcAmGG5i+KIsjFh3MUG0SYl79zFvj8wKgsfkkp3AADVEiWozHOlW7jtStmTBU1QjNd7+Hi7mdvV79JPpJlC3Gdq/TxplTZxRw1mebJuIMqbfH5tBBsBbdb4uQCADg8buURD3LZup2LWnVL6GK8JQHUP1zGbx41t7mITHgBwFfCEUlYx2anN58nWRAlPeo5RDIx6g7wAo9/Jk7sAkEryLOQ4H193NskTX5qBJ6172rjt017uEIkgT2qnB1n85DPw82s3chkZI09y7o99Drr33HMP8vPzsX79+n0dAgCwWCyYOHEiJk6ciKuvvhrz58/HxIkTMW/evP3+ThAE4XBkn4PuNddcA5dL/5dufzidTixcuBDJpD7VRBAEQdhP9sInHXBffvnlPSc0GmG36/eNFwRBED7F4ohUKoWuri5kFFeQW265BWeeeeYnrkD/wEqOg2ygYS9mDem8iXqT44IUa3QuBxu1VOazkNgTZE2nzMF/e9xjedPARl8zxZuKFJEQgLeQdaejl7K+lk0qOqKTdUR/gjVgzcxlJI1Kdj0AkyJ3u80s2nktitGPg8+RznJb+iOsXZ5TchHFhaX/pauDy86J6Zri/6zktcOuJLlklX8UdW9lXdFRrL9up6L7mqP8Rz6ifO9V9vT0G3jhQkTZiLSsiE+Q0efrY9U/2NDGNIV1xvIKZXGDmTVBh40rtbWTH0W7iY22AcDdO51iZ82bFPdnAxQHLFynZBdvruhTNiI1a36KJ45XGhJAUNlAs125gaqReq+y2GHHANfBpCxUqB7FG7oCQCjIevnOrmaKjSbWV/sSqykeX3oSxQMpfra6Nb6XNoP+X+p+s7LAxs7Pc+/Q96Uc+qC7YcMGXHHFFXj33Xd132maBoPSkQVBEAQ9Qx50L7vsMtTV1eG6665DQUEBDbKapuHb3/7251JBQRCEQ4khD7rhcBh/+tOf9vn9LbfcclAqJAiCcCgz5EF32rRpCAaD8Hr1GhuATy8vBBVj7SI2qzmumo1eSgZJjOg1sC7c6mdtMtjA2mVLP+tt+YqBuMXDph2RftaU/KoQCWBbG+d2ttazycak1ay3Ovv4+LiZ269n63sUl+bP0JVpMLNmO6CYh1hMrBvuMvB1WSK8wZ85UUtxIsBaWSr5oq4O1qKvURwtYY03HuHrKrOw6BuMs6ZXVs79q8r/R12ZnWEus1vR6Mt9fP/7lT0DizawANdTztpmJMH6a8KhiMIAPL180rQ1QHFTkK+zpoDb0uDgzRR9aa5TgYOPB4CCIm5Lc+Zkil9tfY6/93P+qWbieLeS++2v4Rzb1Zs5lxgAsm7WebNBzlk3GrhdXFY2GDda2WQn42XRPxLiZw0A0ho/Kwajn+I8M+f6dplZb93U/QbFxxWwCVO7jftsyqY3kH9/FRv4t3o5r3psHmvZ+2PIg+4DDzyA++67D3l5eairq4PTye5Cd955Jy699NIhFywIgnA4MuRBd+XKlfj1r3+N3l695RzwGd50BUEQDiOGPOh+97vfxXe+8x3Mnz8f+fn5uom000477XOpoCAIwqHEkAddk8mEO++8c5/f33fffZ+qAi88/mOKwzN5UcZra3lzt7YB/WL8dhsbaRcVcg5xXtJPsSnEObRpRbJL5inr6i1NFG8P6421q5KsZUXBRsqlc87i45/m62rtZF1xjLI+PB5WdksEUOVTFtM7WT/Ld7E+lulirdNfw/q5IcPdIWHn8xt36dfFe9R18LWsbW3v4OuIsVwKnzJHEFa82sOZ83VlRq2sl6adrH+mlWmHhLL1araO62RT5DiPsh9juoyvEQA0Ze1QsbJ5adDIumB3J5t3e2vG8PGtmym2W/VlJjqU61Y28Ty7lrXulSb2b3B5WNMNjeMyvBo/CMkivZ9AKMQ50UkrJ17HRytm3y3c1g7wBgGwKhuwmvT9PM/Bz3eZi9sKGW5Lf4znNjodPPexzc069K0XXk3x2ErWfAFg7FQ+xuviepYb9Jt47osh++kec8wxaG1t3ef3q1at2ud3giAIwh6G/KZ71FFH4fTTT8eJJ56IUaNG6SbSfve73+GHP/zhQa+gIAjCocSQB92rrroKALB27dpBv5eJNEEQhAMz5EF38uTJWL169T6/nzJlyqeqQOQ81kY27GTvhRhYl7RW8hs2ADgDrDMlejj/MKlsLGhXtKuQhbUuS3A7xduVtd3OuD5XuSvEOpLfzXXqL+Rc4a4ylmqKE1zHvADryj3KunoA2DXAbRexKzmwBt5As93COrMhyre/0MDiZjzAdTR49Tpj3zZeFl5QdArFozkFEn2Kn66b5XUoS/fhzypmDgC6zXw/FFkZVqWLOJV18RrfbhQqebzKsnp062VGlChl/GM56+mzjm7mMvLYODg1wH3Q5WC/D3OGPQ4AIF3GQrIP3DaRODfeCOOxFK/veoLimGJKMaBx/rkZys0DYFZuR9zq5w/8it/2ZvaJRlzxrk3x86059CYGjSH2byiNcCWcbvYZNmrcP/zK8/2jr3HutzpV8f5gUunLl1FYq/Q57QdX6H+zD4as6d577737/f53v/vdkAsVBEE4XBnyoHvyySfv9/s33njjs9ZFEAThkGfI8sKbb7653+8feeQR3HTTTZ+5QoIgCIcyQx50Z8+eDYPBAE1jweuzTqAZHbzeu2O3Yh1praCw1qL3+NzkaaG4OMj6Wqci8v117RsUl1dzHaxdfLzFqXgx5Ot1Rm8R60apJOcn7tr6FsWGMSwKtW3ma4iGeZ8mLxQhEoDByPci1hdQK0Why8Badccu1pF7opxLCu9oCvM11q0BwGJi/SvSwn6pXhP/C8mX4nNYQ+x97FEsB3qz+pzoWJwPUvf+CijL913KKZSt4qBYccCvdLFEt77tOzys0WeURynj5LZvy/BchUHZXcVka6O4L+vXlWlWNoxLBbjMcB63S7aH78UR5ssp/sHPTqT47G+cTbG3iH8PAK4SRczs4MRqn5915U1drGX3KvnLRTa+eR4HtwMAVLtZdA+b/RQnwuyHW1LNz/9LT3JOfJNShL6H6VElgT7FfuXOe1hera9njf7fGfKgW19fj9dee40+C4fDaGxsxJNPPolrrrlmqKcSBEE4bBnyoHvPPfegRnEhAoAJEybg1FNPxYUXXog5c+Yc1MoJgiAcagx5Iu2MM87Y53culwvbt2/f5/eCIAjCHob8ptvS0qL7TNM09PX14bnnnoPFovf/HAqvL2JP1139LLjFE5xLaAnr8xedFl7P3eoMUJxpYxHn9KNOpzibZK/MbjfnQ9bls8gXSCuJnAB8yh5KuxIs+tjdnDMbiiyl2DxHydNdwn8Py11VujIzimfrW2ufp7isfiLF1cVHUlxaw23b1cntGEzy9wUVijECgLIwmyn0KPtwheLsC5x/8qkUq/uPdSmvAe1B/Z54o1kuRY+i4Sop0dim5AYXK1vctSlPQanSlVMF+jo4lRTWWA9rlbvbWWcsr+d2Kgb3oXUhrkS5Tf8+lMxwn4qaOB/d0alsCKtsEBsH1+n/3vQ0xesHFlHcl+LjAcC5k5+NcJLv90eNtRRHPKwBF2eUfduSfHNsacWcA0CriZ/5Aie3ddLCGm7Llg6KX354PcU7lP6gMtgslVorvQPM0BnyoFtbWzvopJmmaaiqqsL//u//foZqCIIgHB4MedAdNWoUHnnkEfrMZDKhuLgYo0aNgsmkn9EXBEEQmCEPutdddx1mzZr1edZFEAThkGfIE2lXXnnl51kPQRCEw4J9vunefPPNcDqd+NGPfjTkk2WzWXz961/Heeedh3POOWdIv2nv42T5TIJFc5+DhfuYgxdLAMDWfk5+Lo3zJEXKy8ntbc0sg+e5lU0he9mkwxTliRTNrk+n3pnh2R2rjdX6WBdvnmm1KubdykTMiqls1Dy5iRPZAcDcz9d14exjKE4rm0LGFEOTljAvhoiBJ17GFXKKYHNUP7GSUYx43CaeKCmxc1ub3mDTleA4dXk5J9PXKJ7XAGBWFjfUKBNjXuV7xQcILe3c1keX8w+2x9nhps6jl852s8cK3B5lIrSI+22RkRcN7I7w+85UVy3FMY/eXCgb4AmimJfbyqb0Y00xCzImuE86bXy/84vZ1N4cVibmAAQ1NqQpLuTrbM5yFpPXP43i9o3KSpaRPMltMeqnqGw2xTHexfWytrKB+MrlPDGu9XCdle4C1WJHP01+4N98Evb5pnvbbbfhrbfewsknn4wlS5Ygldr3bpfhcBjPPvssjjrqKJSXlw95wBUEQTjc2OebrsViwcKFC3HHHXfg3HPPRSQSQXV1NQoLC2G326FpGqLRKDo7O9HW1oby8nLcfvvtuOyyy3JYfUEQhC8X+51IM5vNuPXWW3HLLbdg8eLFWLZsGTo6OtDd3Q2TyYTRo0ejsrIS8+bNw/Tp03NVZ0EQhC8tBk11sMkxZ7zyV4rDac50dwywhtuh6fdps2dZq8xmWQpJu3lxgz3NelkgxUnmiSwrOPkuLtPl0i+Hdka4Dl4H68ARG5dR7GGdalcz/75vgFUjZ6E+o3vG31izcykaXLyP611dzH8Yu/s5abwrwlqmLc3nt0NZyQDA7RvPH1hYL3UppjyRfq6T31dLsTbuIorDemkTmlXZQDHLqxlKXH6K4xqraBWKaXlzJ6e+d1r5eFY692DV+DqtIb7OUIbvxZjp7JSdMLEOWefgTSAjNr2OXDqKr3PDKtbYjziC+1RE2ciyoITrPLBbWRzTH6DYUq3vc22JDyiOxvgc3QY/xcF3WcNNh9hMqm4mt0vIpqx0AVDhYa26NcjzQPEAH//jb/Cijy79eqrPnfr6emzcuHHQ74acvSAIgiB8dmTQFQRByCEy6AqCIOSQIa9I+7wIxllPsydZgNkWZw3Ja9HrqRYlF3SXsvuh08j6aCLJ2pjVzFqm38JColvReONRfbOtDrI+WpKdTHGBlXWp9lY+h8nFmu44M2vCbS59yt7GmZwsWvH2GIp9ynX2bmaTnc0mJZfUwLmmFcrGhZpd0W8BBGOsTbojrBvaFOOW9iznJ7vD/Hv/hvsojo7S5yfDzfUo8rJIq0WVtjJxHXqbuEyPmX+fn+A+mefSv5tErdxndob5uks9rPGarZxTe9wJbNJiDLKm26exERQA9G7nPjJzKueLt3ezhhtTtO6uftaZHQ5+TvyeWopdVsXUHgBSoyjsNG+l2Ovkfr3RwG3Zl1A0WzfX0RHSG2ftBrvMF2d4N9NX3uFnaxBPrC8U8qYrCIKQQz7ToNvf34/Vq1cjHh/KhheCIAjCkAfd3//+9xg5ciTuuOMOAMDrr7+OmpoaTJ06FSNGjMDatWs/t0oKgiAcKgw5T3fWrFm4+OKLcfnll8NqtWLSpEkwmUx49NFH8fbbb+OVV17B3//+909cgdn/4A0bM8qugu4CFmiyQf168LBB2eQvy1rlAHZQbMtw3q7TzLmD8LCGW2zlMkNZfa6wJcNa1CsP/4zio06/lOKkkktclmVNL6+MywxGleRSAP1dWygu7+a2mtnLxgVFYdaJUyl1s0S+hvbMTq6jkesIAPEI52Eqfu/oVDa7zAZZ49PAOqTFz3q6I6vX+PoLaykuHH0uxYk4l2kMs54aS3M7lZdxpdtZykZmkIX2fmUxfjSsGIoru2VOPZb1U0OW62geqeQ3D7IxpTutGD5YuW2CWaWfJlgLLbCx9ukxsxN7ysr3ZldUaQgA9iz7fQS7V1DcVcDneGMRzxNkulhPH3EMl+EsZH8JADArQ5Q3xW31g/8zgeK2j16iOAqeF8oF+8vTHfJEWjgcxhVXXAEAWLNmDdavX4+FCxeioaEBDQ0NOq9dQRAEQc+Q5YV0+uO/SI899hjKy8txyimn7P3ss27FLgiCcDgw5DfdMWPG4Lvf/S5qa2vx8MMP46abbto70L7yyiswm4c9+0wQBOELz5A13dbWVlxyySV4//33MXPmTDz//PNwOBy4+OKL8fTTT+Oee+7BTTfd9Ikr8H1O80Nj+2KKTQHWHbu79dW1FbDG49QU/1sHa18xAx+fbWcdOWDgbIxKF2ujKWVjPABAiIW/dAG/+W/8C/uG9v/mNv79yeyFO3HeCXw+l/6PmjuhlOlmXXH2ktEUW7tYb7Mo6/vz7H6KbZ2sXb+29k5dHYoajqf4iNhxFEerRvLxYM3OluZ2MiS5TmmjXtP1KNsEdvtrKbbXnEmxVdmgUd1ncsDA+npvG5dp0+/HCZtyOzLKRqRVNtamt6z7HcUpxQ/irAu4HTM+vZ6aNvAmkOUG1qKtPs4dblM2UDXF2LMgrfhkmG0sVPsT+qyksJ3z5BXrYiTs7AeRSvB12qN8v9clllE8MIi/R0kV1+O+/+Qb+NJ6ZZ4grMw9RBbozvl5c1A03YqKCixZskT3+VNPPYWnnnrq09dOEAThMOKgLY649tprD9apBEEQDln2+6a7cuVKuFwu1NfX449//ON+T/TSSy/h/vvvP5h1EwRBOOTYr6ZbUFCA2tparFq1Ckbj/l+KDQYDMpnMfo8ZjK8s5kUVH370NsUlJtaxsil90mTGwZcQHFC8SBVNr9DEGpDNxppezMKaXkjjHMuCqF9XB1ce//0yKsmdJQleL+6oZv2ss5W1sHCIc3C1glJdmWYj18Od4Laa0juV4gJnOcUDy1gusit1SIZZh/7Zusd1dVBxgnNmv1KgJLS6uA5jDJwzO+sodq9d28p1AIB4hPNVY4qXcXbMGRQXFR9LsT3L+9lllL3FQopXR5mbfRIAoH+A5wFScdZLu6M8F/H/lj1J8SkVrDu6E7wvn8XLfRQAjlQsJTYH+bpHVbOG39nbRHFBAWvA8TyOv3LSkRTXVHI7AYBZ8QCJdXM+csjLebhmSwvFTjPf3+vu3ESxycrtAADfnXUUxZlOLuP7z/LzubtF3WdNzS+/UVfGgRinDCmbDjDUfWpN969//Stcrj0LDSZPnozVq1fv89gpU6bsvxaCIAjC/gfdadM+3snzF7/4xX5PdKDvBUEQhE8wkdbY2Ljf7++77779fi8IgiB8gkH3F7/4BXp7ewf97o9//CPefPPNg1YpQRCEQ5UhL44oLi5GWVkZrr/+elxyySUAgObmZlxxxRVYtGgRLBYLEolBFg0cgGOffI7ijhQnR2fSyuZ4CZ6wAACbkyepUhE2sIkEmin2FbLRR7+Shz7KymWuXMOLBI6vZwMVANgeZCMQr48nNfK4SGiKYXgMLP6nW/gPnFPTJ8u7nHzr6hOzuA79XCebu4riTIjLsGzmSY1Uk7KIxKxf6t3UzZ+NKGSzoazbT7EdzRzbuS3PnMLGPhvfU0xeAHRZuV7Rbr5fRnV15FheoBE0zqZ4ZDFP7rWneHLPbtZvEpkMcp/o8/Kkk/v9Zylu28WTWskSxUi/S+k/Wf2OnD3FfoqL4jyhFE3zJJfRyxNt2gD3uRZlcc3ZNWwO79P0s0WjnTz5lvRw27/55rsUO8Zy2/33Bw0Udwa4DnETT8wBADJ8HX/8Jvfj9gg/Gz95hp+lhLJZJnQG8V4l3gE9n2wtwkHZmPLaa6/FsmXLsHjxYsybNw933nknJk6ciC1btuC1117DiScO4vAvCIIgEENekfb9738fLpcLV1xxBc4++2wsWrQIxxxzDF5//XU4HA4yvxEEQRAGZ8hvutOmTcMNN9yA2bNno7S0FH//+98xYcIEXHTRRWhtbcWCBblf3ywIgvBlY8iartFohN1ux80334wFCxbA8s8FBEuXLsWNN96IHTt2oK+v7wBn0fPoAGs6z695leK2btaVivU549jSwRqMz8sGNfk+1rpCAT6JwaJsXJlhjeiqWWy0/tslrAECgMXGCfQlDq5DT5CT6Y32AMfJWoqP3qwktg/ob5MxyTpgf9l0igsLORE9ZVc2iexopnigjbWwkgQb6HiaefEFAPg9vGijdzsb2vjdXGYsw5qd08Iafu2RrNft3rRdV6YryhpfR5Y1/XyNdf8mM2vAJUecQ7Etn7VMm4kXdGQzek3XWMBtH+1kjbbtrVspNjlYqw4GuZ3cBmVxxQBfEwC4vNyPkx9xmmbpCOX44vMoPrKQ++Sfj/0/FH/l3YUUF2psYg8AfSmeL6k28bMT7ud5gT+/+wrFr4Hbvhl8v7PQlwnUU+RUNqq85+IKij9U9tN8bAmPS+XjZlLc08E/SA6yOSYyDysfvDFIPT/moBjelJSUYNmyZRgzhnecnTNnDt5++21MnDhxqKcSBEE4bBmyvHD99dfrBtx/Ybfbcc899xy0SgmCIByqDHnQveGGG/b7/afZH00QBOFwY8iaLgBEIhEsXLgQO3bsQDLJutpDDz2Etja9OcmBKLv35xR3/B/FCP3C/+C4Wp8jW6zkWfoqOVfUFmUtrMTESbO7wmz0Umbi3NN4CecmerOqdTPQlmH9M9nJxssOC/99c5r5HCd8xHqqJaBoflm9xudMs5lz5Mhaio1Gbpe0i+9ZfIDr6HRzrGlsFFRk1JtadzexsUtsNbelOcUKVneGdeFiC+ulU6o4C6YvuVlXpiHKuaEdGS7TFGTt0hFfT3HBNNb0dxfxJLDLxK7lHUm9Clc9wOfY2r+K4qz2PsXJVazRGzOcC5ys5jJHamruKND73fkU33reJIovVo6/bAbnJztckylOR7n/WOw8l2Fzc645AHT3c35yiZ3zieMa6+fxNr5Xf9v4HsX/z/xfFGeNesf4YELZ7VTJ9c4Ha6e/Pp2N1u9+lTem3Gicy6fL8vOugZ+TPah58npD/3/noGi6GzduxEknnYRsNov+/n6Ule2ZOOru7kY0GkVlZeUBziAIgiAMedC94YYb8Jvf/AbnnHMOpkyZstdxTNM03HfffYhG9TPbgiAIAjNkTbejowPnnHOO7nODwYAf/OAHWLp06UGtmCAIwqHIkN901S3WA4EA/H4/ACAej2PLli2D/OrA5DnZYPi4f3CebibAeXzdve/ozpG0c17dzj7Ooay2sbbVEWfNpifLupPFxLmInizrORt3sn4LAEV5/BuvX9GeO7iMuT2ct1sK1sYsTq6zJal4UACIFLAObHDx+v+UYmruT7KOPGEUl9G+i3cJTVlYR85Y9d4aBbWstw1UH8EHrOX7Nbab81XNHs7D7tY4LzfVq8/97lQ8B2ryuJ6dWSUn2s/tsvMt1oBLz+Rc0nc6OO8zENbnbb6hbLBo9XBbd2s8r4CJXOej13MZjhD3H/j15lL/uegNim9Vvld9AD9sY4/rUXE/xdvdXOfxPu6zzgTrtwAQCXIfaLXxs1Rt5XmE/DrWVy/y8nW/+VGA4l12xaQEQDCj5GorG25OOY5N6z1zeXPUX00YR/EHm3l8uPWlFyhOYDBjL9Xm4FIlPrDB/78Y8puu3+/Hww8/jEwmg2nTpuGss87CCy+8gBdeeAGnn346KioqDnwSQRCEw5whv+leeeWVeOSRR3DCCSfgxz/+MWbPno3zztuz4sXv9+PVV189wBkEQRCEIQ+68+fPx/z5H6esfPTRR1i+fDkSiQRmzJiB/Pz8/fxaEARBAD5hnu7nQfnDv6U4P8IaX2+Y8xmPOVK/3Hj3ds4V3Rjj3E5zjP0BTEWsS3nirCub3cpGh1nW9OIZzqEFgAIb57Qe08j5p7UZ1pFSvayv2qN8nf1p1nir/Poc2YRZ8dMdxzpTM7jMGLhONjt/39TD153nY600FtPnLyb7ODe7PcReCq4s19EdUjYW3c1/rFMJzme1Q6+fD/RzGXY7S1sWpS2zEX63sFVzOyzTON2xKcReHkHdxoaA28GarTGj+DyXsseEFuF2mF7J319z3rcodnn0OrKlhTX30hhfR+em5RS3rGMt9Nx3b6f4zsKLKM54uI7VJjU/FkgoXsVFik+F2cjt0t3LXgxFfs4N/mYj37suTe+XDdsopRItygHqSlkeD24/s5ZiR4bnQpoTnBv8wKKv6+ugo0GJ11B0UPx0BUEQhM+ODLqCIAg5RAZdQRCEHDLkibTLLrsMjz322EGvgC29i+I+o7LXlIfXuK/euFJ3jup6zqErVjReLaXsNzXAmmDawNpVR5h1xJoI5x46/PpJQ3cP68Qj7KxNu3o5J9KmLDHP2PmDRJjzQNMeveeEtY/3D/NmWE+LGPg6QybWCRPtnPvrU9bRdwc59zpfzT0F4HBXU2x0sGb3Pz+/heL555xL8REn8e/t/fx7R5NeFwtY/RQnAsq+ema+jp/1PMQn6BnLcc1Ujg2sM1oNej09FmX9057P2qZxgPVvYyl79q5qX0FxVysf/+7Ov+jK/Nrk07mak3geITuCtc/i0/j3iTX/S/FrOzgH3hPlPhts42sCgJSF9dBoiPtQudJFbDYuo7iI63ynlXOqr1yjaP4AkOFnIQVVa1Z1YL7/d77M+cZ3Kf67Ryt+2pdzFwQAdPP0B15VNNxPwpAH3WeeeQZGoxHf+MY3MHfu3AP/QBAEQdAxZHlh9OjROPfcc/HII49g7NixuOmmm/DRR+qumoIgCML+GPKb7iOPPIJp06bhq1/9KiKRCF588UXceOON6O7uxkUXXYSLL75YVqUJgiAcgM+Up9vT04P7778f9957LzRNw8yZM/GNb3wD559/PtxufY7fYIy+/16KTcWcU9vZy3rNSJvqawk4rZxPaqjgS8qG+IW+o4e10EyCdSaHgXMLPX28/9mkLr3Xqbd7G8WpMK+1tyt/3+x2bh+rmesQybLO5OvR520mfXxdRx/PRvMt5nUUG3tYcNumeFZYo6yFpWKs6VaNZ70dAPqCfH/MynVOKeEc1/Wdit9qmutQbOD725bidgEAZ4o1OpeV9fDgKvbPHeXieYH3K1hf39bN/aUFrI1mjfq2Tw3w/TW2sR6KMqVdwjwv4C9gj+fLprA/wHFTeb87ADAq+wN6lG6oPslp5d+xDnWrN8UWupdTpFE4yHqnnjbWYENJ1lvdEfYt2L2GT1oe4DkZk20CxSc+yfsRAkBbkvXwVDqlHKG0vZKfrmq+BrBW/d//wX30rf+9UlcHVRLoUmJVVTYejDzd66+/HsAec5unn34aZ5xxBioqKnDPPfdg1qxZeOSRR/DLX/4SO3fuxPTp0/HUU08N9dSCIAiHDUOWF5599ln09vbiz3/+M0KhEBoaGnDXXXfh4osv3mtoDgANDQ1YsGABpk+fjosvVr3sBUEQDm+GPOi2trZi2bJluOqqq/CNb3wD9fX1+zx28eLF6OpSX8AFQRCEIQ+6EyZMwLp16w58IIDNmzfjpz/96aeulCAIwqHKkCfS4vE47Hb9pMZnpejnvBFlMuynOFXMInmsWxXNgWqb8pmTJ6mcHjaIjrZysvsJu3kxRX6EJ/Mm+HnyZ2NQvzVRcYYnvtIxnnDIKJtZphUjZleWy0z72bTFYNDfpqyJZ1Zqrzye4k12nnCo/YgnwtojfD+tRm7HbC9PaqU0rhMARFPKZpfdPOmUn88TTjYbG72ELFwHc5AnObpiyuwOAM3BCfo2Ly+wKB9bS/E7Hz5D8UCADW3aenkxTDbD7dDWxROpAODO8r/0LOBZrVSWJ5QiUb7/R0zkRQMntrBJ02hls0QAMDi433oUT3nfkedTbD2SJ6kcFm7bmJln1pTHBmG9Zz00pVrKXpbI49uLF15mc5q5p/C98nRz/7nkbv2u4h9sUlJTEwHliFIl3qrE6iIPvrATqvn+zqvVb4657M2r93MGIKjEoYMxkfZ5DLiCIAiHG+K9IAiCkENk0BUEQcghQ55I+7xwmtlA2mTdSXF4o6KemPVVbilVDGpWjqb467WsZUairDvaQ6x9GrOsQ24KsZCVn9Qny/sdXIeglTW/gXCA4kyQrzPjZJ14fQnrULutek133JGsj1n9ijlzG5eZPJ71M9dCvq7+ACehx5QFHglNb0bi0PgYV+Ukig0urnfrDk4jP+V43jzxg+a1FJtjilkRAGOWNfracXUU7+5nHTiqJOx3ZFkqG1HJYubGOK8KKNF7mCPRyffPauYFOsVx1hnNxazxJ3pZn13oYXH0jD4+HgDcA9xWIwr4N5HWdyk2rOdNQTsU4XFCA28amR7Nm4raill3BgBXmPvlmuaXKW446UyKv3UO99GY0o1L8vn+3nqRflXrubfzYqaYRdm8MqVmSo1UYlVx5fu/pIX7x5iRyiahAOqqWZPf2sLjEt99/fKMf0fedAVBEHKIDLqCIAg5RAZdQRCEHDLsmq61lfUWYxUbg9x0Gmtj8UWDbAq5mV2HjQ7WnaItbJR+9+msAT73Fue77h5gvS3foOQKu/SKTTTKOqApzprcmAm8ed7SDOvMG0ZxbqBqeOM2sskLAHiO5DKLXHw7k1u5nm5FH01/lXXkqvc4f3XXLm7HUqc+X3XxMtay64x8fwqVLmY0ca5vXxubeWtp1tuKy/SO0gXlnH9abGWD95Wbn+BzKkb4lWZuty6whjfOzX1S8+nNvIvrWFds7wxQvH01bwqZGmDVz+9mbTsY5pzZ9516bfOrDm67DWHuI7Y06+v5qtF6ljX9lZtYK02sWEKxL8nGQQAw+djvUVzdwXqoyf8GxxNnU9yp7G268rUXKd657jVdmR4lhz1m43kgpNRhTNXD1ZxnNea2f/CNgK4OI8p+RHHZVH52vBk2h0J88BxdQN50BUEQcooMuoIgCDlEBl1BEIQc8plMzA8GP77sOxSnFG3Uag5QbE77decwm1iDNac47zJjZL00mmUta8FX5lD86s5mips62/j8Fn3ipj3JOlIsj3Mc/2zic3YquqHBzufsamWtdN78yboyfXZuq9eXvknx7NNHUJxn81OcX8btlObl/wh8wNqZpUe/GL/ax3XoTQcoNma5exV7WFfOGlhP7elW7KD9qvM2UDheydM08zneXc6a7m4T6+HmAdYAbQnO8+wych0z/ezNAQAWE+upZjdrz8tXcc5seTkbo7et4JxYTwnngYbS+lzw6T7uh0cN8FyDtYO1a5eZ/SAsJi5jvJfbpariQoqjAb4GAEgr2jO8rKf3hnmjyl4j95loOz97HV5+7zND7+/RG+J6P9bBz0oaaj6xqtkOKLEiLGOnEiuaMYBx43jz25SF5z9cWR6DUtmFn917QRAEQfjsyKArCIKQQ2TQFQRByCHDrun+z+V3UJy0KOvJA0peblL/dyKj/KbExmuv+xJ8DlOEdaN8G2uCVcedTXHbxsUUt+zW5y8aijl3dMd41uSCPs4/boyzzlRkYY234eiJFB8xUn+buvpY02uPsc44stZP8eh89lZoQyPF/gRrXSue4NzSQrPe4xWd3PZuF+e09vXxOZ0R1h1t9Zy/7OsNUBw0qevmgYZjplK8rPERind0cI5sX4g12RF21l97rH6KrT5Fs4/oc8MNcW5rQ4K1y64k5xtXOLg/DCjzDMG4ovE7VR0SsEdZe863sp5u6WG9tWEzb5Y6Y8zlFIc6WV9NWZXr3qHv5x2pAMVWjTXdXSFuFy3C7ZI3gvXyRITPF1d3eARg1bifu4/jHOaf/pWfvdYedYxQN7KMKzH361Gj9csX3C6+Lr+ykWzayb/p635MNF1BEIQvAjLoCoIg5BAZdAVBEHLIsHsvbO1lfdWT7qQ4GGbN0OFX90MCqhVNJpHivLu0jfWYvBDnee5MsebTv+RZLuC7vN78+UW8XhwAKo/knMhlr91CcX41b0dfWMDH7+hizW/G8Zz3uwvKBlYA/ry0h8soZh1wZD7rhh0x1ujSXta24hq3ddbGdWqOcp0BwOvgtotFWFcsqFHq3R+g0BLdwHUI8Fr+3XG9r6yvlbXHnYofatLN9bYYuZvvSLInhbmd+2DUx+0aGmCNGACSiqevx8hlGtKcU9vuZd8Ks4F1Yqui+fri+vehbf2sZXZNClB8fe9MLrOT+/2KzoUUlxSOo/gvS1+ieGShsuEZAHOaNdp2cNvUF7HG26Hx8zzQxPrsbquL4vws69AA4J7OczQDTvbwzfcpns096h6G+Uqsbj3G/bq9e6WuDr4k96FUhn2CM2bFQ0Zv1/Hxd/v+ShAEQTjYyKArCIKQQ2TQFQRByCHDnqd794U/oDgaZp/ZTIr1Nr9H72WbMSprzm2sK9qtrFWGTfx956haineklXXwPs4t/PvV39bVYeQLb1F8bBnn5Qa7PqK4NcC6kr+e45MmsDfq315jjRAAZk9lnclnYX2sW2kXo6I7OmysQ1k1/hucb+Ou8cYr03V1cPXx/dA0bqvabs4FDnQuo7jAzHXuUTbyaknr73fJKN7bK+54leL+AGt4Ph/7VnRmuG1jEdYZg3bWob1GvR9Ad4C17CJFutY01kNDcc6xLStg0W8gwfMSY78yTVdmsJnnKka9yBq9P8JlVin9uJcvGwPdrIV7PaxT9/n0enqh4vfRllXyqDXWnUM9H1IcNnIfq/BwnQvH6sVQ8wTOs/aW+SkObOV+/cdXuO3eb1Y9Q1jDrR6h5JoX6pOFTX6ulzHKY0iil+cBDIbXJU9XEAThi4AMuoIgCDlEBl1BEIQcIoOuIAhCDhn2xRF2B0+kpJMs7uf7ORG+Mx7QncOg+CpvKeRFAS1GnhCIJlhIT1l4wigQYCE9PsCTWL4beaEDAOx4iic56hawYc3Kdv7eZ2Hx/7RyPn7x33gSbMpU/SRW1sb16izhCQFnjCdGSt28eCI8wAtNnG6ecEgY+XyGlH5zTFMLx7HA6xQv3xqguLaUF2Q0NbLpit3DM1LFRtWcBGg18oxQ3N5AsVXZzHJbFyfLOzTluguaKY6086RIbJCp5jzl/nn8PBFmUyZaRo7gMg0FvIjAqBh1dzS+rStzxhM8yVxlZQOjzk5+djrSfN2N7U0Uzytm8++OBC+mQAdPigJApIz7XG8T/8ZoC1DcF+Q6lJVzn7RNVjYIqPDrykzl8Wcmk7LAYitP5n3Fx+brYQub+RsmKBNlLp5oNXq5HQHAyms8EFHGlB4Dn5PvFCNvuoIgCDlEBl1BEIQcIoOuIAhCDhl2TddWwtqWzcUbMq5OsKa3Y+JY3TkSSsJ12Mb6SnQb62/9fjbWNvWxaYff66fYXsYJ4c40m5cAwNEjd1E8StlocpeNNbuz5/I5O4PKpoOTWRVa+Z4ingKYM4/PGTexCYfPzbpTf0L53sk6c0zZRLKNbwXSLbzQAQBaQ3wd2UQ9xZMKVlDssPH966tkTTcZYx2x16ZfHGFOsibvTbF+GnXxwgWrl89RmGKdMRZns/byCtYpO5L6RQLFJtZoMzHWAa1VAYpTGpssJddupbhv90sUz2s8Tldmnon7XWuIr8M5wPfPqmihR45soDgywHU2OrkdPFmeVwCAZJI12RGV/CwFFaP7WsU0x3M0LzSJlSr6rFlvGF8Q43rtXsoLFRrNfH+7K9lEaXYgQPHGLBsDOU1cpiWuX6DRn89jTDrIc1GjCrjfBvWy8F7kTVcQBCGHyKArCIKQQ2TQFQRByCHDrukur1A2MixgM5OksoFjULfJHGDTWHuq9LJ+1qUYgFvtitGLkXXJuLLpIBRt06JPX0S7lw1rBtb8huKQkw1w+sysS67dzjpUXpC1s/lnsfYNADtdrF2fBNZs3w6xyUqdh+voUrIJI2BttLqA9bdlNn32Yb9i9JKJcZnNmTkUux2cK+os4BzKcDPfm527OecWALp8fN0esH4eWsN5tq5SvmEpF/eXcJB1xYpyP9c5w3MCALDLwomblWWswe7YxPq33cCavcnK55zdNZ9if0ifn5w0c7907OLrtJXxOeNhbjtPMbdDf5Z/X9DD2qbHr3/Wtiom9c4st31fupli7RjWvovr+ZwZN+u141z6ft7+POeHp9r5OkLV3KfsBh5TwiP5+2xKyW/WWIfOM+jN+tO9zRRrRtbXg4Pcr30hb7qCIAg5RAZdQRCEHCKDriAIQg4Zdk03PZI1n2Av60qOfMXk2Mb6CwCEA6xNZRXzbf9ozqlzd7MQmTHx8WVezsuMadxMyYQ+T7c0j7WqaIyv47uns3Z5z+O8PrzcxDm3EQvrjr0Z1s4AoCDG19XrYFPrkR5Vgw1QtGgbi9U1lX6Kezazvh4w6vNVDQnWcK0lrKd7K1lXLDSwL0ZxP2thbYoPQm05a34A0D2GdcUMuO3SJXx/Csv5fhsVrTNiYO16S3AtxWNrxujqEGjnc/TFOOfZ42L9vNTKOuPR7/L7jqeTteyIV91MERgd4ZxY4xj2DGjqZ+3SV8nPTlGC+1QyyvcK+fwchEz6PN3Ccm6rgT7WmevreBPJ+tP8XKab750lwtcdXabUCYA/zRtoRs38vF808E2KX9V449hgsbJxbZDbvsjLfdKUVE3PgSajn+JJhdyn+qOKRwxXkZA3XUEQhBwig64gCEIOkUFXEAQhhwy7pru2n3XCEfm8sZ0WZ210d1Kv6doNrJ917t6jVRY5Xbhk0lGwO30Yl5eHdzs68MTmzUB4AFaTCVcdOw1dkQispj0azq9WLAUARFysS3kyrFvmZfQbzu3ysKZz2insj9vjZD3utKNrKf7bTs4VPfcE1ozsXn0eYBYsHPWFWYtKGZW8Syd/f3wd5/Xawfqc1sLHB4LKJoQAugysp3qzvA6+tYU9I3wTWYfcFuWcSUcRX6cty3naAOBPsdbYb1N8gB2st2bcnPP8x9d4I8sTJrNmmOkKUNwZYV8NAEilud+mNS6zXvHbrVvCfdQRZ69idSPLlF5OxYCD+1BenHXkmjzW+MMZ7h8mk6JdZjn/1Rbh7xMmxUQWgMvJ8wSlE7nP5M1lPb3LoHhZ8yUg+rc6int38bMGAHka9ztblLXn1k727/BPm0BxJq5o3XFFu04oifgZbgcAKHTxb1r6ue3dxaP5B/vRdId90P08ufaYr+C/31oMq78CXqsVz51yKkwGAx5/+z1ceczRiKVSeGLNRwil2nDfqefi0oZj8fiaFQc+sSAIwqfkkJUXanx5aCgpxwj/nlngYDKJFR0dOK9uNKwmE84ePw5Ltn/8F/Af2xpx9vgGOsdNUxvw3oXz0XjFDXs/u6B+Mp79+lV458qfoPSfb7enjZuMp0/4Bt47+/s4oWI07p72VXzPNR3/6ZqGEqMbboMVZ2IMvo0GXIB6eDDIkjZBEA4LDtlBN5XJoNDh3DvoAkAgkYDfasXogny4rFa0hj7+Z0trMICxhSXw2T5O7fnZyjX4xao1dN5nGtfi7qWv0GcLN63Fde++DAA4Z8RE3Ll6MR6IvIvebBRnOY7AUdZKvIqteARrYIQBM5XluoIgHD4Mu7yQtbAn6Nr2ZootTj/FJX3tunOkSioprinaozOe/+qf9nyQ2KMDj/N78WFnB2or9uhnlnwbvJoVmR4jsoYUjAYDqvI8CPR/XIY1u+dYl/VjLTn2T/0uqvkQ1vb83Rqbv0cHWhnsgN3vQTaewUatAxN9DXg9tAVvvb5Hdyoc4cTXakdj3U5ei3/D/FkU/3XLOopnuVk7BQCfgXXAHjdrcKkY/001gr1uzYqpRDTDOuPWbaylVbkUowUAo6tYg9+1/SOKgybWNneGuM5aD+ttKStrgtk2ZT8rACaPn+twFNdhyapVFDsUb+NoL7d9QOMyfQ7OHR9Rov8jGQnxMZXt3FZ1jdz2KcUTVrOzuDnKyZp+74A+VzSr8W/azayvukIsJEYTfE6Ac2wzLs6J1TL8vSusF5b7mwMUJ09lrbp1F/fBbmWPtMJtfD5rl7LHWi8fDwCaX9G7XdzW23o5nrSSr+vt6vf498ocQFM/59gf79X76e5ScpwDSpkdvcso9u7nH7OH7JuuyoSCQkwoKMIvV74Hm8mETDaLrPaxOJ7M7umgLqt+cPsktMc/nkiKZffczL7Mxx0plEzCZ7PrficIwuHBYTHo2kwm3DRtOha8+TqagwMIp/TuSU7znj9NCeVt75OSyP7728WeQT2lZegTk0GfgSEIwuHBYTHo3nzMcXhg9Sosb93zT/zeeBQmoxF208dLEp3WPYNuZ5j/2ZBVtrABAKdFb/UnCIIwFIZd0y3O9lFc5OO8TbuDNxvqduq1roI0vzmajR/nK148bgJe2boW77ftybU8a8wEPL55OwYSCWQyBjT1B+FIaKhw5WNnoBddwSjsmY/1t9DAHi3HYbNh4J/7tY0s2yMPGN0DMBn25JGOyNujI1V6U0iYk9iwYgO0gkrguGnYsnormtr26G0T/7kmv7OZdceV63lN+oVHcO7ozg69lt3o4d/4rH6KU7Fmjo3cdq021jqdMc6pDIc5F/HNFv26eC3BPsBTRrJuPG401ynYw3+wAgnWKScewftX/fnvm3RlFoxgwWzZK69RXFTC2nOkh+s4fcoxFIf7uf8kfayF7tqxQ1eH9X9kf4bvlEyiOB5kbTNiYO8NZz73+x1BlrWiFr+uzGSU9c58C2udbsWuIaH4IoQ0vv95Yb5um0/RiBV/ZQAwK94JpnzW3H0mvp/ujayPtvdynMlyLrnm0w9J3VHu+2klH/1oB1/47ijveTghynm7C3uep7jAcALFjSH9v0QLKzgPO5rmep5wFPtGr2pcrTvHvzik33RPrK6Fx2qF2WDEjIoazKisxbiCYmQ1DQt3bMNXR4zae+y80RPw5Nr3dedY39GFWCqFk2v3bKiYb3dibtU43XGCIAhDYdjfdD8vKtweXHPk0bCYTDhr9Mc70C7ctsfR/+7338VPpx+P706egjxDGhu72gcddIOJBH709l9xzVFfwUX1U7A90IsnG1egobgK/3fuxXh0w3JEUgl8p+okAMAFZcdjcc9a1FVFMX/Mnjeqm489G3dmFmNCYSnmj2sAADz7H7fgvxc9iXUdzZ9vQwiC8IXiSz3oOv6ZjmTX+J88NiPQE4vivFf2WLx1Kf/Uc5htyGgafvLOW3vi6J7UKbt5z/nMBm6Wt3c34e3dH6c2Gc1RTP/T3XTMfU2cu9vaFsC7bZv3xtt6UljduRtPbFgJANACO/9Zlz3/VLYqZZr++Y+QDAZZDyoIwpeWL+2g6zBZ8N7XbjjwgcPFQVIgXsIKGXgF4RBi2AfdTd08gWCMswg+kOWcVntsTx6s02IBvvb51u2LwPLOPiSRwTGlc3XfXX/N1RS7a3iS6tjRPNHScARPQFksAYqthWz0ETdwQr/fOcjgb+X0u3Ub+P6FzLzR4GWnsynLq11HUtzZyZNYx5x2lq7IohQvbng3n01yjBae3MmaeELJZuHjLVmukznCEzfHrNXnVc+rPZri9jhP+HrNvGDDrRim9O/gtnVY2XzGWKTPkPFlecJocztPEIbBi4QsZp7Uqsry/V1vYHMZb2+AYpdTb5z/0TZe/FK4myfGjDu4Di07eQFOlY1TMrtCfJ2WrL7MgSzXc2wxL0wZ6OaMo2QNt3W8n+vodvOEcGcPTyA6i/R1aFJMkHxOHjqfSPIiH55OZoZ90P20RFMplN3xUwBA0MEPWa2PH3Qj+KGJJvn4SIpX4titym4VaZ5pHjmRXcgA4KtT2VXsV4/z7LbNzWVOreKO4hh5Ep/QEQAAJKGuKhIE4cvMl3bQBfYMvAAQVf6ix9L89mVUUl/U76Np/n3WyN+rxyey+gUUaUUCiKUV6z7lHMksxyZNfYuUwVYQDkUO6ZQxQRCELxrD/qab6uQ3vOBdN/IBl7BumRyhN12xplirstj5zbavg02Osyk2tbbDT7Eb/BY6oLzYbt6yGSod69noOq7ohPOms8mxq4h1Jy3ETiB5+WzCsjbytq7M8cefS/G0Sfx2XFrMt9fm5OR6N6sqiA0oxyurpWNJfbJ85chpFHeu/QPFNZPmU/zcX16nuNjOCzLaO1l3Lnbp9dRMlucBZiSmUzzg4UUda7ex9mmvZQ2vKMXtMuW9qRQ7OllvBQCPslKxo5f/tTSQYDN3Y6+yqMfOfdCbZkksG9I7poQyLHNZFTOorCKTmfsUc6FC1rLzDdwOfjd/H0zqF+Qclc9qZdtyRaM1cx8pDLB+alA28DQ4WPsutuoXJnhMfB1tAW7bsQWsdRfHWcNt1njMOFW53wuP5g1YVxR6dXVAVqmXmecJkM+LJ8BTG4S86QqCIOQQGXQFQRByiAy6giAIOWTYNd1gdA3Fhu+eSbE2EOAfRBQhEoDPzfrplo2qETL/xmdjfabSxb/vVY53OFkTyqb1RsuNITbuGJ3HBicDVtaACnqVDficrCvZLZxSlt+iz5g47VhOQ/v54/ybn1zAdSj2sxZqUAxw+jb4KTYb2Jh51UpFtwLgMLHOWNBwIsU1inZtV1zcCos5rzNiZK0zr4nzQgEgCD7G6eEVh8kNfL8mO1h3buz6G8VT3mP91J7ie2MJ6k2tB5SphZF5rANGulgf1fI5HzXbz1p1RDHzTykbOgJAnpm1y2yC2z7RzRps1MnzCJqihdvAZRi8rCsnBzEUtylbTS1by21faA1Q7FekaXsNp1aaI4o5uIlzsAFAy7Iu7LQ0U/wRuB+belhfN1t4ciKV4BzpTTbFKN/K7QAAMPDzDTufAwnO094f8qYrCIKQQ2TQFQRByCEy6AqCIOQQg6Zp+q0RcojX60VlZeWBDxQEQfiSsHv3bgSDwUG/G/ZBVxAE4XBC5AVBEIQcIoOuIAhCDpFBVxAEIYfIoCsIgpBDZNAVBEHIITLoCoJCMpnED3/4w5yVFw6HcddddyGblb3wDgdk0BW+9Lz33nvIz8/H+++//5nPlUqlcPrpp8Ph0PstfF643W50dHTgkksuyVmZwvAhg67wpcflcqGmpgYuxbjo03DnnXcim83iJz/5yUGo2dD51a9+hdWrV+PRRx/NablC7pHFEYLwT5LJJIqLi/Hss8/i5JNPznn5Dz/8MO6//35s3Lgx52ULuUPedIXPxAUXXAC32w2LxYILLrgAAHD22WfD4XBg/PjxeOedd/b52xdeeAFz587FlClTMGXKFJxyyinYsOHjrXV+/vOfo7S0FAaDAfX19QiFQrjzzjtRVFSE6upq/PrXv8bixYvR0NAAg8GAxx57bO9vd+/ejXPPPReTJk3ClClTMHPmTDzyyCP7vZYlS5YgHA5j1qxZez974IEHUFdXB4PBgObmZgDAX/7yF4wfPx4GgwFvvPEGAODvf//73no88MAD+OY3v4kJEyZg3LhxeP311xEKhXDJJZdg3LhxmDp1KtatW6crf86cOWhsbMSmTZsO1OzClxlNED4jjz76qAZAe/nllzVN07R33nlHmz17tpbNZvf7u3nz5mm//e1v98bPP/+8VlZWpgWDwb2fNTY2ajabTbvuuus0TdO0vr4+7YgjjtA6OzvpXAC0Rx99dG88Z84c7Tvf+c7e+MEHH9Rqamr2W5+bbrpJGzFihO7zpUuXagC0pqamvZ81NTVpALSlS5fq6jFp0iRt586dmqZp2g9/+EOtoKBAu/XWW7X+/n5N0zTtggsu0KZPn64rJ51OayaTSXvwwQf3W0/hy4286QqfmcsuuwwnnHACrrjiCrS2tuK//uu/8NBDD8Fg0G8y+O/85je/wbe//e298fz585HNZrFw4cK9n40bNw633HILfvWrX+Htt9/GNddcg+uvvx7FxYMYTf8b77//Pmpra/fGl19+Ob75zW/u9zcdHR0oLCzc7zFD4YQTTkB1dTWAPdfU29uLvLw8+P1+AMC5556Ld999F4mEYr5tMiEvLw8dHR3qKYVDCBl0hYPC7373OwwMDKChoQHnnXcexo4de8Df2O12XHnllWhoaMDkyZPR0NCAvr4+7Nixg45bsGAB6uvrcfbZZ6OjowOXXXbZAc89c+ZM3Hbbbfj+97+P1atXw2azHXByrLu7G3a7fvfhT0pdXd3e/8/Pz9d9VlCwZ3fbri5l9xDsaZPBPhcOHWTQFQ4Ko0aNwrXXXouenh7SRPdFJBLBnDlzsGnTJixZsgRr167FmjVrUF5ejmSSt1uxWq345S9/iZ6eHsycOXNI9Xnuuedw00034bnnnsORRx6JiRMnYsmSJfv9jclkgnYQ5pWdzo+3E/rX2/5gn2UyGd1vNU2D2Tzsu2gJnyMy6AoHhWQyiX/84x+YMGECvve97yGVSu33+OXLl2P79u246qqr9r757Y9nnnkG06ZNwz333KN7Ex4Ml8uF22+/Hbt27cKrr74Ko9GIM888E729+97Lqri4GNGofl8wk8kEADQgh8Nh3XEHg2g0ekDpRPhyI4OucFC46667cNFFF+GJJ55AY2Mj7r333v0e/y89899132w2i+7ubt2xS5cuRXd3N15//XUUFRXhiiuuOGB9LrroIgB7BszTTjsNjz32GCKRyN4MhMGorKxEZ2en7vN/DYJ9fR9vBPl5ZBgkk0kEAgEx9T/EkUFX+Mxs3LgR//jHP3DttdeioaEBP/jBD3DHHXdg8+bN+/zNjBkz4Pf78eCDDyIW27NT8v33369704zH47jhhhvwwAMPwOVy4cEHH8TixYvx+OOP77dOTz/9NF5++eW98fLly1FcXIz6+vp9/mbevHloa2vTOf6PGjUKlZWVeO655wDskUaeeOKJ/Zb/afjXQD4cOcJCDhnm7AnhS86CBQu0kpISraKiQnv66ae11tZWbdy4cRoAraSkRPvxj3+8z9++9dZb2tFHH62Vl5drs2fP1m677TatoqJCKykp0b71rW9pzz33nDZq1CjN5/NpN9xwg6ZpmnbqqadqZrNZc7lc2qmnnqotWrRImzx5sgZAq6qq0q6++mpN0zTt7rvv1o488kht0qRJ2qRJk7QTTzxR+/DDD/d7LdlsVquoqND+9Kc/6b5bunSpdsQRR2hjx47VvvrVr2qLFy/WAGijRo3S7r77bm3FihVUjzvuuEP729/+ptXX1+897g9/+IP2hz/8QRs1apQGQKuvr9defPHFvWXcc8892owZMz7NbRC+RMiKNEH4Nx599FHcf//9WLVqVU4ntKLRKEaPHo3HHnsMJ510Us7KFXKPDLqCoHDdddehra0NzzzzTE7Ky2QyOO200zBnzhwsWLAgJ2UKw4cMuoIwCM8//zzOPffcnJQVi8Xwxhtv4NRTT81JecLwIoOuIAhCDpHsBUEQhBwig64gCEIOkUFXEAQhh8igKwiCkENk0BUEQcghMugKgiDkEBl0BUEQcogMuoIgCDnk/wOHiRzwsIHieAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vbse_rgb_img.plot()" ] }, { "cell_type": "markdown", "id": "e63c3bcb-a5ba-434d-abda-7333b4b67671", "metadata": {}, "source": [ "## Process pattern intensities\n", "\n", "The raw EBSD signal can be empirically evaluated as a superposition of a Kikuchi diffraction pattern and a smooth background intensity.\n", "For pattern indexing, the latter intensity is usually undesirable, while for VBSE imaging, as we saw above, this intensity can reveal topographical, compositional or diffraction contrast.\n", "\n", "### Remove the static background\n", "\n", "Effects which are constant, like hot pixels or dirt on the detector, can be removed by either subtracting or dividing by a static background.\n", "Ideally, this background pattern has no signal of interest.\n", "\n", "A static background pattern was acquired with the Nickel EBSD data set, which was loaded with the data set into the signal metadata.\n", "\n", "Retrieve this background from the `metadata` and plot it" ] }, { "cell_type": "code", "execution_count": 18, "id": "77f55501", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bg = s.static_background\n", "\n", "fig, ax = plt.subplots()\n", "_ = ax.imshow(bg, cmap=\"gray\");" ] }, { "cell_type": "markdown", "id": "b41f5b66", "metadata": {}, "source": [ "If one is not available, we can try to generate a suitable static background by averaging all patterns (and reverting the data type to 8-bit unsigned integers)" ] }, { "cell_type": "code", "execution_count": 19, "id": "e41d1dc3", "metadata": {}, "outputs": [], "source": [ "bg2 = s.mean(axis=(0, 1))\n", "bg2.change_dtype(s.data.dtype)" ] }, { "cell_type": "markdown", "id": "e0253a8c", "metadata": {}, "source": [ "Compare it to the background from the metadata by plotting it" ] }, { "cell_type": "code", "execution_count": 20, "id": "076ef482", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bg2.plot()" ] }, { "cell_type": "markdown", "id": "2da01f66", "metadata": {}, "source": [ "Remove the static background with `remove_static_background()`" ] }, { "cell_type": "code", "execution_count": 21, "id": "97dae9df-1090-42aa-995d-e2eb96d0a4e6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 102.13 ms\n" ] } ], "source": [ "s.remove_static_background()" ] }, { "cell_type": "markdown", "id": "2d239e33", "metadata": {}, "source": [ "### Remove the dynamic background\n", "\n", "Uneven intensity in a static background subtracted pattern can be corrected by subtracting or dividing by a dynamic background obtained by Gaussian blurring.\n", "A Gaussian window with a standard deviation set by `std` is used to blur each pattern individually (dynamic) either in the spatial or frequency domain.\n", "Blurring in the frequency domain is effectively accomplished by a low-pass Fast Fourier Transform (FFT) filter.\n", "The individual Gaussian blurred dynamic backgrounds are then subtracted or divided from the respective patterns.\n", "\n", "Remove the dynamic background with `remove_dynamic_background()`" ] }, { "cell_type": "code", "execution_count": 22, "id": "f2002bec-36a4-4ab3-b2f6-9f3f074ad7c3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 709.05 ms\n" ] } ], "source": [ "s.remove_dynamic_background()" ] }, { "cell_type": "markdown", "id": "e835aba9", "metadata": {}, "source": [ "### Average neighbour patterns\n", "\n", "The signal-to-noise ratio in patterns can be improved by averaging patterns with their closest neighbours within a window/kernel/mask.\n", "\n", "Let's average with all eight nearest neighbours, but use Gaussian weights with a standard deviation of 1.\n", "Create the Gaussian `filters.Window` and plot it" ] }, { "cell_type": "code", "execution_count": 23, "id": "c3a6ebb6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "w = kp.filters.Window(window=\"gaussian\", std=1)\n", "w.plot()" ] }, { "cell_type": "markdown", "id": "0d7e4ae0", "metadata": {}, "source": [ "Average all patterns with their neighbour patterns using the Gaussian window with `average_neighbour_patterns()`" ] }, { "cell_type": "code", "execution_count": 24, "id": "8696b773", "metadata": {}, "outputs": [], "source": [ "s.average_neighbour_patterns(window=w)" ] }, { "cell_type": "markdown", "id": "84719e22", "metadata": {}, "source": [ "We can subsequently save these patterns to `kikuchipy`'s own h5ebsd specification Jackson et al. (2014) for the general format).\n", "This format can be read back into kikuchipy, or as a file in the `EMEBSD` format in the powerful suite of [EMsoft](https://github.com/EMsoft-org/EMsoft) command line programs." ] }, { "cell_type": "code", "execution_count": 25, "id": "359db6c5-f13b-4f6f-8491-c66fbb419c0f", "metadata": {}, "outputs": [], "source": [ "# s.save(\"pattern_static_dynamic_averaged.h5\")" ] }, { "cell_type": "markdown", "id": "cb155960", "metadata": {}, "source": [ "Note that neighbour pattern averaging increases the virtual interaction volume of the electron beam with the sample, leading to a potential loss in spatial resolution.\n", "Averaging may in some cases, like on grain boundaries, mix two or more different diffraction patterns, which might be unwanted.\n", "See Wright et al. (2015) for a discussion of this concern." ] }, { "cell_type": "markdown", "id": "2f68fb74-ca38-43db-b1a8-a66901e1a0f8", "metadata": {}, "source": [ "## Pre-indexing maps\n", "\n", "The image quality metric *Q* presented by Krieger Lassen (1994) relies on the assumption that the sharper the Kikuchi bands, the greater the high frequency content of the FFT power spectrum, and thus the closer *Q* will be to unity.\n", "It can from this be expected that grain interiors will show a high *Q*, while grain boundaries will show a lower *Q*.\n", "\n", "Get the image quality map with `get_image_quality()`" ] }, { "cell_type": "code", "execution_count": 26, "id": "2b6d302d-505a-4c8d-a0eb-e817a1f64d64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 403.35 ms\n" ] } ], "source": [ "iq = s.get_image_quality()" ] }, { "cell_type": "markdown", "id": "d1946515", "metadata": {}, "source": [ "We can also produce a map showing how similar each pattern is to their four nearest neighbour (or any other number of neighbours specified by a binary mask).\n", "Get the average neighbour dot product map with `get_average_neighbour_dot_product_map()`" ] }, { "cell_type": "code", "execution_count": 27, "id": "22ed4662-0935-4d9c-b399-c4c1171077e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 1.45 ss\n" ] } ], "source": [ "adp = s.get_average_neighbour_dot_product_map()" ] }, { "cell_type": "markdown", "id": "be28d320", "metadata": {}, "source": [ "Let's plot them side by side with colorbars using `Matplotlib`" ] }, { "cell_type": "code", "execution_count": 28, "id": "c1455990", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(11, 3))\n", "\n", "im0 = ax[0].imshow(iq)\n", "im1 = ax[1].imshow(adp)\n", "fig.colorbar(im0, ax=ax[0], label=\"Image quality\")\n", "fig.colorbar(im1, ax=ax[1], label=\"ADP\")\n", "for a in ax:\n", " a.axis(\"off\")\n", "\n", "fig.subplots_adjust(wspace=0.15)" ] }, { "cell_type": "markdown", "id": "4a19c77d", "metadata": {}, "source": [ "## Dictionary indexing\n", "\n", "Now we're ready to set up and run dictionary indexing of the background corrected and averaged patterns.\n", "\n", "### Load master pattern\n", "\n", "Before we can generate a dictionary of simulated patterns, we need a dynamically simulated master pattern containing all possible scattering vectors for a candidate phase.\n", "This can be simulated using `EMsoft` (Callahan and De Graef [2013]) and subsequently imported into kikuchipy using `kikuchipy.load()`.\n", "\n", "For demonstration purposes, we've included small (401 x 401) master patterns of Nickel in the stereographic and Lambert (square) projections as part of the `kikuchipy.data` module.\n", "Load the 20 keV master pattern from the northern hemisphere in the Lambert projection" ] }, { "cell_type": "code", "execution_count": 29, "id": "bb04ea26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mp = kp.data.nickel_ebsd_master_pattern_small(\n", " projection=\"lambert\", energy=20\n", ")\n", "mp" ] }, { "cell_type": "markdown", "id": "aaf73c45", "metadata": {}, "source": [ "Plot the master pattern" ] }, { "cell_type": "code", "execution_count": 30, "id": "bfe245f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp.plot()" ] }, { "cell_type": "markdown", "id": "860c660c", "metadata": {}, "source": [ "Extract `phase` information loaded with the master pattern" ] }, { "cell_type": "code", "execution_count": 31, "id": "f534bf20", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phase = mp.phase\n", "phase" ] }, { "cell_type": "markdown", "id": "00c0a2a4", "metadata": {}, "source": [ "Inspect it's crystal `structure` (list of asymmetric atom positions and a `structure.lattice`)" ] }, { "cell_type": "code", "execution_count": 32, "id": "c56a559a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[28 0.000000 0.000000 0.000000 1.0000]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phase.structure" ] }, { "cell_type": "code", "execution_count": 33, "id": "525ec54e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Lattice(a=0.35236, b=0.35236, c=0.35236, alpha=90, beta=90, gamma=90)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phase.structure.lattice" ] }, { "cell_type": "markdown", "id": "17cbaa33", "metadata": {}, "source": [ "### Sample orientation space\n", "\n", "Here we produce a sampling of the Rodriguez Fundamental Zone (RFZ) of point group $m\\bar{3}m$ using a \"characteristic distance\" or \"resolution\" of 4$^{\\circ}$, as implemented in [orix](https://orix.readthedocs.io).\n", "This resolution is quite coarse, and used here because of time and memory constraints.\n", "The creators of EMsoft (see the aforementioned tutorial article by Jackson et al.) suggest using a smaller resolution of about 1.5$^{\\circ}$ for experimental work.\n", "\n", "Sample the RFZ for the Ni phase space group with a resolution of 4$^{\\circ}$ using `orix.sampling.get_sample_fundamental()` and inspect the results" ] }, { "cell_type": "code", "execution_count": 34, "id": "cda85375", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Rotation (11935,)\n", "[[ 0.8606 -0.3337 -0.3337 -0.1912]\n", " [ 0.8606 -0.3397 -0.3397 -0.1687]\n", " [ 0.8606 -0.345 -0.345 -0.1456]\n", " ...\n", " [ 0.8606 0.345 0.345 0.1456]\n", " [ 0.8606 0.3397 0.3397 0.1687]\n", " [ 0.8606 0.3337 0.3337 0.1912]]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rot = sampling.get_sample_fundamental(\n", " method=\"cubochoric\", resolution=4, point_group=phase.point_group\n", ")\n", "rot" ] }, { "cell_type": "markdown", "id": "cdc44937", "metadata": {}, "source": [ "### Define the sample-detector geometry\n", "\n", "Now that we have our master pattern and crystal orientations, we need to describe the EBSD detector’s position with respect to the sample.\n", "This ensures that projecting parts of the master pattern onto our detector yields dynamically simulated patterns presumably resembling our experimental ones.\n", "The average projection/pattern center (PC) for this experiment was determined by indexing five calibration patterns using the EDAX TSL Data Collection v7 software, and is ($x^*$, $y^*$, $z^*$) = (0.4210, 0.7794, 0.5049).\n", "\n", "Create the `detector.EBSDDetector` and inspect it" ] }, { "cell_type": "code", "execution_count": 35, "id": "89e5f7c3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EBSDDetector (60, 60), px_size 1 um, binning 1, tilt 0, azimuthal 0, pc (0.421, 0.221, 0.505)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "det = kp.detectors.EBSDDetector(\n", " shape=s.axes_manager.signal_shape[::-1],\n", " sample_tilt=70,\n", " pc=(0.421, 0.2206, 0.5049),\n", ")\n", "det" ] }, { "cell_type": "markdown", "id": "48f939ea", "metadata": {}, "source": [ "Let's double check the projection/pattern center (PC) position on the detector by plotting it in gnomonic coordinates and showing the gnomonic circles at 10$^{\\circ}$ steps" ] }, { "cell_type": "code", "execution_count": 36, "id": "bb003466", "metadata": {}, "outputs": [ { "data": { "image/png": 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HpWhZv98vzSU2eInN0Ej1G1DzKpTSyM4xSlmjgtrY69j3MpHCklUa+PPPP4/Dhw9j27ZtUhrPrVu34q233pqwcjMwJoy2bt0qCY7zzjsPn//857Fjx46k689NFeFwWPEhUxXV04mhoSFJ+BkMBhWZkmqEw2G0tbUpiKXCwkLU1NQkXQl9LqG8vFyV7Ky7uzvthXzNZrNCYA8ODmaUFq7X6xXfWrZ7o0yErBLgTU1NaGhoUORaXrlyJRwOB5qamia8dnh4WLWylZeXIx6Pz5oAl9/XZrNlFOEWiUQUvunpJlcjkQja29sVC15FRUXG5otJFZxOJxYsWKBYwPx+f9qFeHFxsfRe4vF4xhUXnk6B4GxEVgnwlpYWVUg0x3Gorq5GS0vLhNdS25ljx45J3gxyvPrqq7jkkktw1lln4ZxzzsG2bdumRSLJV34qf0U6Ic80aDKZ0hpZF41G0dXVpRLemUb4pgsWiwXz589XmCD8fn9aPSyMRqPi/QwNDWWMtwygNCFFo1HSdDEXkFX7UrfbTQoah8OhqjAzGXp6evDqq6/i//v//j/FeYvFApPJhN/97ndwuVzYvXs31q9fj507d+Lll19W3Wf79u3Yvn27dCxOlGg0qvCHziQBHo1GFVpJYWFh2rTcRCKBrq4uxONxScusqKhIuzkn02A2m1FbW4tTp05J53w+37gVgVKBwsJCKZ1BIpHAyMhIxqScNRqNEqcCjC14mZrT53SQVQJ8psDzPL72ta/hy1/+Mj7/+c8r/u2LX/wivvjFL0rH55xzDu69915s2rQJb7/9Ni666CJF+82bN2Pz5s3ScXFxMebPn4++vj5pMsfjcYW2QpkqKPKG3fpRGg5rG6aiPFkSqq+vT/rozWYzSkpKSCKOCohhiSjKLMSSilTAiM1mgyAI6OjoUAQ/VVRUSPZVirSl7Jls36kPlUoWxRJY1POyZBVluqDIOfZdUUKWCro6ePCg4pgdXzGKU+QJRPdDNqMdRZSz0ZNUYA1VGYodc/kYiBkWzWYzent7YbFYJGWA3dlS2flYXkjMeinHggULVOfY90K9c5fLJT1PKBSSshbKQTkBUDsb9v1R8ymZsmvUObbvrLI3kWkzq0woBQUF5Afs8/mmtN3+5je/CbPZrNCcJ8I555wDANi1a1fSv8G6D2YKeJ5XTP50hvX39/crFqni4uKMTPKVSTCZTApeIJFIpNWVTz63Y7FYRlWHl+/W50KGQgpZJcCXLl2q0pIEQUB7ezuWLl2a1D3uvPNOtLe34ze/+Q2pPVIaiNguWRtfPB5XpWTNFHi9XkV1+XSZKkZHRxXEl8PhILVGDWpYrVaF9hyJRJKKhZgNGAwGhTaarn5QEIt2iJiLZGZWCfD169fj8OHDirwH+/fvh8fjwdVXXy2dEwRBVdEdAO655x4cOHAA//f//l9p2/u9730Pe/bskdqcc845qrwk+/btAwCsWLEiqX56PB5FYQGqine6II9MczqdafGMicViCs7CYrGgoqLijPY2mSqcTqditxKJRNIW6CNXUPx+f0ZEjQJjDg5yLXwuuhNyQhaFKUUiEZx99tk499xz8eyzzyKRSOCqq65CMBhUBPJs3boV9957L/72t7/hggsuAAA89NBD+I//+A/84Ac/UAjUp59+Gg888ADWrFkDAKipqcGll16K7du3w2Qy4dSpU1i3bh2Kioqwc+fOSV3tCgoKsGbNGkkTyc/PV9lyKS2fMh2w21FqArLBNlRggphwyu/349ChQwDGdglLliyRtCfKi0csUyVHMhVN2Odlief29nbpWcRybSaTSWUPpXY8lJYuPpMIaiGgdmjse6C2/6xQpCoCUXm82Uo6lF2V8m0/evSo4ljuLSRCNBcKgoChoSFEIhFUVFRAr9ejrq4OJpMJnZ2dqusmey8AnYCJnfPsexEEAT09PZJ9t7S0lJyHFA/A9pMKfafuxZr+KBt4S0sLAoGA9C50Oh1Wr16teB7qe6Y4m2SC2lhlKJlgH6rv7Px98cUXx00JkFUkptlsRnNzM775zW9i8eLFEAQBF154IR577DFFu8LCQkUFdY/Hg3vuuQcAsHHjxgl/Y/v27Xjuuedw9tlng+d5BINBXHnllXjwwQeT9pOWC4JMSnwv35Xk5uampQrMyMiIYnxKSkoyLr1AtkDM2S6+V9GjhyrbNdv9KCoqkqIzh4aGUFZWlhFJ26xWK3Q6HXieB8/zCIVCGRdQdzrIKgEOjBVbfemllyZss2nTJmzatEk6djqdSedDuOKKK3DFFVdMu3+CICjIkpycnIzIiCZWsRFBeSDMNsSSXCJyc3M1d8HThFiVXYTP50tLAqeCggL09PRIhZ49Hk9GENI6nQ5ms1nynAmHw3NKgKd/iZxjkC8UJpMpY0LA5XZ5vV5PuujNNvr6+iRvCb1ej7KyspT3IRkkEglFYWIxLWmm2HZZiLU/RfT09KQ8qIZdSDKJzJSbKNIdwTrTyAzpMocgd+fKJPJSbtfLy8tL+faWrfhTXFycEYubaCYLhUIYHh5WCWrWV1us0i6mLc0Uba6iogJ+v18KqhkdHU15JGteXp6k/YsKQyYQ03L7tSbANUwIeZFdk8mkKqc2HiiCMpn8Eiy5Mh4R19/fL5l2LBYLPvroI0Ub6mOnfItZEpESwqymGgqFpIoz4u9bLBZVUANLAlH3pioXsddRJgQ2YCMSieDw4cPw+XyStko9L2vi4XkegUBAGmeO43Dy5Enk5+crAjBYwU+RYBRJzD5zXV2dqg1FsoVCIdhsNomYbWhowHnnnafQPtkKOe+//77qPhRYHofaOY2MjCCRSChI3+HhYcWYUP1mvw2KD6FIYtbLjMoSKV7HVqyPRqOSAkPtqijPLHZuUD7lbBvqPpTJkDXvsnNlzgTyZAPkLyNTNPBAIKAoVpxqu3MgEFB82OkM3fd6vTh16hQ++ugjRSUiFhzHQafTSSlsx/uIBEGA1+tFW1sbjh07Brfbnbagmvz8fEXMAhVZOpvQ6/UKgU1FXqYDZrNZMd8ygZOaKWga+AwjEwU4W3En1aYLuSuczWZDTk5OypPsi0UiKKHCcRwsFguMRiNMJhPMZrPkHinXNuPxODiOk0wufr9foYlFIhH09vbC7XajuLg45V4+Op0OhYWFknba29uLqqqqlM5Du90uadUej4d0u0w1OI6D1WqVlAhxtzIXoAnwWYLRaMwIGy+gJJRSTV4Gg0GFxpOOZEeBQABHjhxRadtGo1FyN9Xr9ZOGWotRh6JJQdS+2epB0WgUbW1tyM/PR3FxcUr5BpfLJZmQeJ5Hd3e3qmjCbMJut0tBWpFIBOFwOCPK38kFuKaBa5gUmTBpgTFhIiduUm0+kdue2XqFsw2e5+F2uxEKhRTvIycnByUlJaftKSGaowwGA6LRKNxut4K3GB4eht/vR0VFRcrmg1iUWkRvby9qa2tTFnEr7mBEfsPr9WbEtyCfd3OJyNQE+CyA4zjk5OSMq3lRUWPUpGI1RjYXOqAmy9gIQDnhJt8VsD66VBg2lQKXJd4o0kl0aRP9gcXnLSsrk7w2qN0Ja96gxonNqAeoySOxEpLb7Za0ap1OB51OJ+UZ5zhORaBRZp1jx44pjpctW6ZqIwgCjEYjSktL4XA40N3dLdlcxSjFRCKh8lipqalR3YsdF4ropHYKbOzBqVOnpOfx+XzIy8tTkZHUu5tqNkIR8rkeCoUwOjqK/Px8DA8PS79LZV9kdwdUdkDqnbOYbPckL88HjJH2er1e9b2Mdy+W7KQikNk2lB88lY2QlRPsdzARp6KRmLOETLF/yz+aVOdDHh0dVZRsS1VSr0QigaGhIcWHmJubi4aGhlknUG02GxYsWICioiLpd3ieR2dnZ8qSKen1esVOK9WV4zPR75olMjOlX6cLTYDPEjJFgMu1glSHrMvJU5fLlRLPE1HzZmuRLly4MGULmE6nQ2lpKaqrqyXtShAEdHV1pSzhlNyMIgYipQryeRaLxTIiAEokMkWkK/HXTEMT4LMA0f0s3RAEIW0aeCQSUfx2KshTQRAwODio0LztdjucTmda3Bbtdjtqamok+7MgCAp/+NmE6GsvIpWZ+AwGg8LmninaLruwzAWkX8rMMYjbd7ntlA3GYDPOAXTOcNaGRmnQrK+vXFBGo1EYjUYYjUZwHAeHwyFphKx9nbLXUzZhtp/UohAMBjE8PCx9JAUFBapnofyvWZczKiBHzKwoh0gciqYC8Tqz2SxFJVIJnlj7J/UsbFUZNgAKgJTxUg75IlJUVIQTJ05I46nT6VBfX0/adllNmdKcqcWQtZP6/X7o9Xrp+sHBQZUQp1z8qHnY0dEx4W8B6mAf+aIZiUSg0+nIZ2GFO+XeRwUAsdkIqfnEBgBFIhGp4pHo50+VYmTfOaC231OkMLvrplJaUwVUkgkAGg+aBj4LyJTq83LCxGQypdSdTW7vTYXtOxqNKgS+0WjMCO8HYEy4LVq0SDr2+XxTruE6HchJaJHYTRUy0Q4uJx7nSnUeTYDPAjJFgKfLfBKPxxXa1mwLcEEQMDAwoNBwM4WDEFFQUKDwge/o6Jj1SunygCQgtYI0E/OPaAJcQ1I40wW4/INlS27NBjwej2LBkBfWzSTU1NRIQkS0h8825K6Ls71gyCGfb5lCZMpNkJoA1zAuMkWAyydpKj1Q5MJ0tjVhQRAUNlK73U766GYCjEajwhYfDAZn3RtCPv6pIE9FiDlk0vHb44HVwLOoGNm40EjMGYYYnScndT788ENFm9WrV6uuo4JmWA2N0thY8kjutsbzPDiOQ15eHiorKxVaERuFSBGGVVVVk/4edZ3b7ZaEuNlsJoNDqEpF7Dkq8yCbdc7r9YLjOImoraioIEk+sWSeHBTxx4K1o1N2dYqYYn2v5URgJBJBIBDAyMgIIpGIgmxj77948WLVvSnykyX6xGczGAyK59Tr9ZKCcfjwYdV9li9frjrHBi+xpCZAa/der1cS3F1dXaiurla1Eav4iKAEPfU+WUKW+n12LHmeVywqOp2OJHIproj1KqO8elhTEWU6pBQaltxl760F8qQYmaCBU3k/UgHWdXG2NX956PpsJeqaaU1NLvADgcCskotGo1EhkFKpCcu/g0wwWYjRuCIywaxzutAE+CwgE3zA5UJBr9enzAMlGo0qNIbZFOCiJitiNnzNw+EwXnzxVzMaCCPmTwHGFofZ9tGWa6LpEuCprhA0HuTfZiYsKqcLTYDPAjJBgMsnZyr7I9/KTpRHeyYgNxuYzeZZIUvb2trg8fhnNLc2m3BqtkPsWUIxVchEYSnfiWoauAYSmVCNW67xpJLUk38Us71wyG2OlE19JtDdeQTnrwC6O9XBV6cDea4Sdtcy05C/h1RqwpoGPvtIv6o4x6DT6VSa4FlnnTXpdRRByZZHozRM9pyolcZiMUVpN9atLhlyjoqAYxcnllQUBEHS+HJzc5Gbm0uWeaNMEiw5Ri0Acnt0MBiEIAiwWCwoLCyUiOCKigrVdUuXLlWdYwk0NgtcOBzGy3/ox3//Djh7Q9+4wUHvvvuu6hz7fKzpQhAEqf/AGGFrNptx5ZVXKtpRY0CZXNgFQH6dyWRCKBSSClaI/uhUOl2KoLz44osVxxThvnv3btU5nU4n9SsWi5GENxuhS7l/Un7k7LyndjFs+T9gjFgU343FYiG/KUoBo4j4ya6j7kN5HbHzjl3sJuJg0q8qThG9vb245ppr0NDQgPr6etx8881J53U+cuQIPvWpT6GxsRH19fW44447SPZ6165duOCCC7B06VIsXrwYjzzySNa5HMknQSpNKKnSwKPRqOIZZ8Nd8fjx41h1lh6NC4Gzl+hVNSVPB6LnjIjZ3M6nS+vMRA1cvkBk2zdNIasEeCQSwaWXXgqbzYbW1la0tLSgp6cHV1111aTXDg4OYs2aNTj33HPR2tqK3bt3469//Ss2bdqkaPfRRx9h3bp1uPnmm9HS0oI33ngDP/3pT/G9731vlp5qdiCfnKn0ipFrmrP5u3IN12QyzcpvnTz+Ib50xZhg/dIVMZw68eEkV0wN6RDgPM+nrGanXANNV53QiTAXBHhWmVCef/55HD58GM3NzdDpdDCZTNi6dStWrVqFV155BVdcccW41/7Hf/wHwuEw7r77bgBjW6l77rkHGzZswB133CGZOe6//35UV1fjpptuAjBWhOBb3/oWtmzZgm984xtpKQk2HcgnZyqjElNFnrKRl9PFgQMH8O7/vg6OE1RCpn/Ag/Xrxv5//aXA7T/owOjo74i76FDXcDYWLFgwpd9OlQBnOZBEIpESniYTo2HnmgaeVQK8qakJDQ0NimxhK1euhMPhQFNT04QCvKmpCR//+McVbm1icMfvf/97nHXWWYjH4/jjH/+IG2+8UXHtmjVrEA6H8eqrr+Jf/uVfJuwjx3Equxprs6QK68oL/4pgy581Njaq2rBJkUpKSgCMCQRRgJpMJpU7H/txUfZC1kZM9Z21b/f390vufKWlpeOWcKNs4Ow5ipgUF9B4PC6Zv3p6ehR2UspVjgq2ef/99xEKhRCNxREOevGTLQJqZObzonyg7P/F2JQXAwf+W8Dg8D9srW3dwDcf5pCXV4zFixcrAjfYxYCy/55//vlS1kqLxYIlS5aoFj02CAyg0yKwY8UqGr29vdJcEQUXFSREjR3bByoj5IUXXqg6d/ToUYVp68SJE6o2LD9EvXNqgWa/Marf1HcmCIL0/GKmShbU3GTHnLqOtedTZj1qoWafbyouq1llQmlpaVGVFeM4DtXV1WhpaRn3ulAohOPHj6uuzc/Ph91ul649ceIEgsGgqp1Y+mqi35D3JxOQLu0iVZq/XECezu9YrVZ87Nw1KJu3CP/nAR16B4ELV4391TMV7Opr//FvvYPA5gf1WLhoBT53zZenlbBL3u9UmhgyYW5kAjKtP9NBVmngbrebXKEdDseE6TlHRkYgCMK414rRfOJ/2XbixymP+hOxfft2bN++XTrOhJwPGqaGsfzcS+Bw5OOr9+7BK3+LY/vdAnIIt/JAENj8kA5/eMOIiy7+JMrLyzPCbVTDmQlt5p0mNm/ejNbWVukvUxIppWsnkCobo1xoztTvFBQU4Nzz1uAvO/Pw9QfoT+OWB/R4a08xPnvVF8k8GlOBvN+zvQikixORI1N2pyIyrT/TQVYJ8IKCAtIH1ufzoaCgYNzrxHqMk10r/pdtJx5P9BuZjFRuFdMhwGfS/GAymWC1mLF4Pn3PxtoEcnJsM1IsQm4PnU0Bzo5PqgRXJpooMmEhm0lklQll6dKlqpBmQRDQ3t6ODRs2jHud1WrFwoULVdeOjIzA6/VKQR4LFiyAzWZTtROPqWAQFlRui/b2dsUxW+oJoIkhliAcGBhQtWEDDEQvkOHhYSlooL+/X+X/S/0eC8rkxAYiUKXZRJK5trYW8+bNIz+UN998U3WOJW8o4lF8DpPJJAkmk8mkaPvXv/5Vdd3555+vOsea3WKxGHieR29fPz7/qbFzQyPAjt8DN64HCl3A5z4FbH26A5+0WiXXRYqAZvtOubru3r1bGs/S0lIsWrQIx48fV7ShCC1q8WBLxsljI0Sznjh2iUQCgiBIhLcclDsmW0Zu7969k/4+MDYG4vwUs2KyYMeOMlNSgUNsO0q5ooJmwuGwNB7RaFSVNRKgSWJ2gaXasI4C1L2phZqNRRkvwyiFrNLA169fj8OHDytqze3fvx8ejwdXX321dE4QBFU9uvXr12Pnzp0KG/Vbb70l/Rsw5vb2mc98Rjovb2exWHDZZZfN8BPNHtLlgyv3opjNAgJyL4RYLDZjgSI+nw/zSjksrAbe2AU0fkaP/3yxBI3/bMAbu4BFNUBFCTcjxRjkC/1spQIA1Jp+qmz28nei8QSzg6wa1ZtuugkNDQ246667wPM8YrEY7r77bqxZs0bhQvjwww+jvLwc//u//yudu+OOO2A2m/Hwww8DGPt4HnzwQdxwww0KV6bvfe97aGtrw44dOwCMaWmPP/447rzzzqzxAQfSl8ozVUn8zWbzrCwWAf8wvvBpHt/5IfDPX9fhwouuxLXX3YgL/ukzuOpfjfj3xzh87pMxnDyhzqU9FQiCoAj/nk0BLn8P6YrKzRRuaK6ZULJKgJvNZjQ3N8Pn82Hx4sVYsmQJSkpK8Pvf/17RrrCwUFVUoaioCG+99RbeffddNDY2YtWqVbjkkkvw1FNPKa5taGhAc3MznnnmGSxduhQXX3wxbrnlFtx7771J9TFT7H7pEuDy351tjxy5Fj4TAlwQBHg8o3j6t8CO/7ZhwaIlqKurAwDU19fj+n/5Kn77P8V49v/qcOLE8dPa2QQCAcV7ocwEM4VUJhgb73czRYDLxzwT8vafLrLKBg6MRUa+9NJLE7bZtGmTKkQeGPsI//KXv0z6G+edd55Ce58qYrGYYnKwmju18lNukGwgAOVrzAbgiFtVn88nCRhKgLPClQo6oGytrF2PDVAJBAKSMPX7/XA4HIq6jCLkwVgi2DHo7u5WtZFXCTIajYjFYjCZTIhEItIzsBVkAJD2XjYRVyKRwL59e3HW0lVYsWIVdDqdQuDl5+fj4rVX4OCBvdizdz9OnDiB4uJiMkinrKxMcczaY0+ePCnZt202m/TvBw4cULSj3nlDQ4PqHLuYyH/P4/EgGo0iNzcXeXl50nxkuRkA5LtibbvUfGptbVWds1qtimCaj33sY6o2bHAPZZqich2xNmgq7zz1ziORiDRWHMeRChelDLDPTO3G2e+FCtqhOA1WHlCJz8ZD1gnwbEAikUj76p6uBEZycjEcDs/qb7tcLqnsWjQaRTAYPK2c4AUFBfjCF744YWEInU6HFStXo3b+IlLYJQOe5xVl0ShBM5OQC/OZ8J5JFunKST8R0rUbmS1klQklW5AJeYbTlcDIYDAoFi8qFehMwWKxKMxkVHjzVGAwGJKu6iOvqjNVDAwMSFqWTqcjvZJmEnIBPttFpuXIRAEu71OmmHVOB5oAnwVkmgAHUtcnNhcMlQt8JiHfyvr9/owY+8kgzzFTWFg4q4IkEonMetrd8cCW9Us3WEUmUxaV04EmwGcBmZD7mOO4tJlR5AKc8sWdSbD1JSlf+UxCf3+/YqfA2spnGvLxn620u+Mh0zRw1iadCX06XWT/E2QYBEFAIBBQ2BrZiULZIalzLDFDaWos4cGy7NFoFDqdDvF4fELPFIosoxYi0eYsYtGiRao2R44ckQItRkdHSeKGCoqSE5QAXQWF+ugqKyslAjQWi8Hr9arGs76+XnUd6+9PBV6wZBX1DijSlB3f119/HfF4HKdOnZLG1WQy4fBhpTuimDhtot+jCDt2rMSFrLe3V/I3nzdvnuI9U6YbKgMl+3uUOY41PcXjcQVBaTQaycyKbDZCivij+sQGAFHcBztXg8Gg1HeDwQCe58kdSTKZMililc28SUV+U8/Hkpjs+E5k/tQ08FlAJmjggHJRmMmq6pNBTu4lEolZDegBxrxD5B+i1+vNyAIC/f390tzgOG7WyUtAKUSmkzFxupDPN4PBkBHabqbtCGYCmgCfBWSKHTZdAlyv1yt+e7bt4BzHKUL2eZ4nc0GnE16vVyFMi4qKSE16JsF6AY2Xm302IF+0U+n5MhE0Aa4hKWSiBi73f00F5IEps20HB8b8guUabTgcJrew6YDP51P4uFutVlXy/9n6XflvptLrQq4wUHlD0oG55kIIaAJ8VpApGrjZbFbkoJhtU4YccgEeiURmtWSYiIKCApUHDFWtPJXw+/04efKkFIyh0+lQVlaWkjDuVOVaoZCJAnwuauBz4ykyCKL3h9FolCYJa76gfI0pQcPmm6YEMKvts14GVqtV8sWOx+OSFsZua6kIOEpzZok+igQSo0N9Ph8ikQj6+/sxNDSkeG4qepGNKqUI0v/+7/9WnZM/C8/zcDqd0oLB8zwEQcD//u//qoQmO+ZUNCw7TmeffbaqDZWNcHR0FD6fD52dnRAEAbFYTMrUKAgCIpEIlixZorqOzUZImZ+ozH+sfbuwsBB9fX3SgrZ48WJVRB9lVluxYoXqHEsGssfsveLxOHielxYQv9+PUChE/h6b6bCiokLVhiIojx49qjim0jaw7zsWi0nzPycnBxaLhdyVUhkRV65cqTimdlAskUwRndRCyj4fezyR55Cmgc8SUqntToR02cEBZUpVv9+fkjwxOp0OJSUlCnOBz+fDsWPHUvZOeJ5HX18fOjo6pGfmOA5lZWUp88OWZ+PMzc09rQjVqUI+z/R6fUb4gIuLpohU+sPPJjQBPktItbAcD/KJmgpbtBz5+fmSCSeRSKTs9/V6PUpKShQkod/vx+HDhzEwMDCrC4n4O3ItTqfToaKiYtqh91NFPB5X/H4qvF3kkEffzjZRmyxYDihTiNXThSbAZwmZooHLNa9oNJrSmp0Gg0Hh+ZBKUlEU4vLn53keXV1dOHr0KDwez4wK8nA4jI6ODhw9elTx7k0mE2pqalKqAQ8MDCj8nanCGLMJudknU+zfcoXKYrHMmfzkmg18hsFxHHJycmA0GqUqIezHSwl3akvHVgaibOes7ZOyZbvdbonACYVCyM3NVWUDpEgdyi5fXV2tOKaEstx8UVpaqkjc5HQ6YbVayYWE1RSPHTumakNVEvrggw8Ux6ydPpFIICcnR+ILBgcH0dbWhvfff1/RjqrqwgaanDp1Svp/QRDg9Xpht9ul6Ep5Wb78/HwUFRVBp9ORgoyaByzZS73zv/3tb6pz4jzgeR4nTpyQ7K9OpxP79u2T/l+OxYsXq+7DBhZR/RRT7Moh8gCRSAR9fX2wWCzIzc1FQ0OD9OzysRMhnxsAHUzFvgOq7+x9AOVCMjIygkgkgnA4DI7jJHs1y7sAdHQsy0dR/WRt59S9qe+MNTGxu3ctG2EaEI1GEY/HM4LttlgskjAOh8OzmnuaRU5OjoJIHRgYUC0Csw29Xo/q6moMDAxM6JUiEo0cx0l/csTjcfh8PoRCIYRCIQSDQcTjcRXxZrPZUF1dnVKtW8To6KhiEUhl8A6gJO7MZnPGaODyRShT+jQTSL90mWOQf/ShUCjl7lsU5AI8Go2mPEqxqKgIHR0dAMbs8H6/P+Xber1ej7KyMgSDQXg8HtK7I5FIqLx6xF2AIAjgeX5C22lOTg7Ky8tRUlKCPXv2zOwDJIFEIqHwiHE4HCnPuCcX4KkMHJoILIE5V+zfgCbAZxxy21owGMwIAW40GqHT6RR5ulOJnJwc5OTkSEJzcHAQLpcrLSWtbDYbbDYbYrEY3nvvvUnbTxaUxXEciouLUV5ennaBNTw8LJnKxisiPJtIJBIpKxM3FciVFo7jMoZYnQloAnyGIRdKmeKJwnEczGazZMZIR7+KiookAR4OhzE6OpqSaMTxQGmmer1e8hsfDwaDAVarVfqz2WykLTnViMViChvs6eQrny68Xq80dgaDIWVeN5OBJZXnCoEJaAJ8xiEPYAiFQrBaraoVnxKgFBnIalBHjhxRtWGz5VH3jsViMBgMkjYZDAYRDAYViw1V4owK2GC3n5SQYINRRJLGYDBIGprb7Vblwv7P//xPxXVUxsLa2lrVOfaZ//jHPyZ1HashXnXVVQAgFcwWBEGKmhTLq7W2tkq2cPGdsWXBAHXAD/XuKFssa7OmonopIrelpUXSMvV6PTiOUwWSsL/X0tKiug/l6skSq9TiFwqF0N3dLY2J0+lUZRGkyEF2Eac4CipFMJtdktKqxfnt8/mkZy8oKFCY7ygynSpCwp6jTHDsgkXdm/KJZ9/TVDiqubMUZQjkq3s8Hs+osHoRYsrbVKOgoEAaH9GlLxMheo2InhQiEZupFVzcbrdC8JWUlKRcyxQXNRGZYj4BlMJ3rgTwiNAE+CxAvspmkhlFrj2nI9GT0WhU7Bh8Ph8ZUq8heUSjUYULnVi4ONWQ+9VnkvmE5/k5GYEpQhPgs4BUlhSbCuQfVSQSSWlQjwiHw6EYn56enowJeso2CIKAjo4OyTQmetqkox/yKkN5eXkZY2cOBAKSaUmn080pDxQgywS41+vFxo0bUV9fj4aGBmzYsAHd3d2TXrd3717cdNNNaGhowNKlS7FkyRLce++9KuH61ltvobS0FCtWrFD8ffWrX51SP+WCMhAIpCQHSDKQJ9gCkLac2WJwCzCmIbW3t2dMCt5sQk9Pj8p0kg4zj9/vl5SBdHi/TAT5TjM3NzdjFpaZQlaRmBs2bAAAHDx4EEajEZs2bcK6deuwb9++CVfWa665Bueccw72798Pi8WCo0eP4hOf+ATeffddvP7664q2t9xyC+6///5p91EU1nLttru7W2WDZkFpoWwgCKUxs9dRE1T+UTudToyOjiIajWJkZEQKK6bKXZ1zzjmqc/v371ccUwQTG5FGEaQcxynajYyMwOFwKIjVnTt3qq5LpkzV17/+dVUbCl/+8pcnvTfranjw4EFVG4psZTPTUYvla6+9pjrHElhf+tKXVG3ef/99eL1exdhHo1EYDAbpHJVRjw04orIoUsFHbJZGlmgcGhqSTIUWi0VSqlhikTJfJLNwU2Q6CyrfS25uLnp7eyV7fFVVlYp0p56XiqBkYyco0x+rEFLPRpH+LF/AXjeRApg1y9Frr72G5uZmbN26VcpzvXXrVhw7dgzPPffcpNc/8sgjkpCvq6vDxo0b0dzcrEpnORNgK9KkOonURLBYLJKQFAQhbX1jbbVigI+GyREKhRQLhNlsTpvWG4/HFTxPKqN8J4MYKSsi3X76s4GsEeBNTU3Izc1VaIXFxcVobGxEU1PThNe2traqisWKuQ3ktruZhHxlp9yS0gWdTqfoWzqFpsvlUvTF5/Nl1GKXiQiFQujr65O0Mr1ej9LS0rSZBuRap8FgyKgwdbl7Xm5ubkaktZhpnPZbp7bQs4GWlhZUV1erovdqampIf1Y5KB/RY8eOIS8vT1VR/P3338dll12GFStWYPny5bjrrrum5bEhF0yxWCwlFWmShdxGH4/H0yY0xShGuYlndHRUE+LjIBwO49ChQ4rCyKWlpWlzb0wkEgoBnpOTk5bo2vEgV87movYNTMEG/tRTT+HrX/86ysrKFMThhg0b4HA48Ktf/WpWt3Fut5vMFudwOKbsihYIBPDiiy/iu9/9rkLQGo1GCIKAZ599FhUVFTh69CiuvvpqvP7669i5cye5EGzfvh3bt2+XjmOxmJTEx2azSWG84XBYup7SBCi3K/ZjoLQbdnGhbOlUhkKO46S2oVAI559/vur3qO3wwoULFcdipjs5iouLFceULVBuozWZTPB6vdIYiJVTqIXzT3/6k+rcJZdcojim7M1UFZvdu3crjtmgKAB49913FccTVSCS49ChQ4pjiqOh7LYsXyAqSOFwGMePH0csFpNsppWVldI3t3fvXsV1VMAIm0GPEraUJr9gwQLFsei26PF4JBOF0WiE3W5XpZKQ4+TJk6p7s++FmuPs7wPqec9mIxQVJvGbKy8vh8ViUSVSo3glynOMVVSp74z9hilFhJoH7JhPxTssaQ38hRdewLZt21TBF2+88QbOOecc3H777Un/KADs2LFDkfVtvL8nn3xySvdNBrfffjtWrFih6vMFF1yAV199VSJ76urq8Nhjj2HPnj144YUXyHtt3rwZra2t0p9cyMtfaCaZUQDlDiGRSKS1irvBYEBBQYFC6AwNDWVMEFS6EQwGcezYMcUurqKiIq3eHvF4XCHoWOGdbsiFp9VqnXPugyKS1sBHR0fxb//2b6rzRqMR999/P1lLbyKsX78e55133qTtRI2koKCA1MjEvMvJ4tFHH8XBgwfx+uuvJzXhRJv7rl27cMMNNyT9O8CYABe1nnA4jEQikRHlpYAxoWmxWCQCanh4OK0fodFohNPpRF9fn6Sxx2Ix8DwPo9GYUVvzVGJ0dBTt7e0KL4iKioqUZ3NkIf8WdTpdRpGXwJgWLSopmeTWONNIWoBPZgeeqp3Y6XROyS61dOlSvPDCCxAEQfExt7W1kW5cFH7605/ipZdewuuvv06aLIaHh+F0OhVCVvz/6fgpm81mVVRmpkSoAWNaeCQSgSAIiMfj8Hg8aU0wZTKZUFZWhr6+Pkn7TiQSEAQBJpPpjBLigiBgZGREQcRxHIfKysq0RxPGYjHFjjLTtO9EIqHwjEnnnJ5tJD3qCxcuxCOPPKLyh+R5Hg8//DBpp5pJrF+/Hn6/X5FneWhoCIcOHcLVV1+taEv5jT777LN47rnn8Nprr0kJg55++mmFTfXqq69W2UVFG+9UdxjAP6rziMikqExA7e44PDyc9oAao9GIsrIyhS1UDIdOdR7zdCGRSKC/v19hs9br9Zg/fz7JA6UacmVNr9enpXDFRJAHzxkMhozbHUwFkwUBckKSYYIHDhzAJz7xCdhsNixfvhwulwsjIyM4cOAAQqEQ/va3v6k8OmYa69atg16vx8svvwyTyYRbbrkFf/vb3xSBPL/61a9w/fXX49e//jWuvfZaAMAvfvEL3HLLLXjkkUcUH0BTUxOuvPJK3HjjjQCANWvWICcnBy+++CLsdjuGhoZw+eWXY2hoCAcOHEgqQU9hYSE2btwoHXu9XgXBVFtbS1ZJSUZLoMhPllilSCA2EEN+XTwex+HDhyUyqba2Fg0NDQDoIAc20yC1WLLXUelW2QxsgDJvTCKRwEsvvaQQFhzH4eyzz0ZZWZlC42PzzbABKwDIaNp7771XcUzxFKzApPpN7QDZElxUyS+K1ON5HsePH5eIrFWrVsFut2PNmjXSjrW9vV11XXNzs+KY0ojZjIxssBFAV/CR8yNerxe7du1S3HO83O7J2J1Zoq+/v1/Vhpr3rFCWz7nDhw8jGAxCp9OhqKhIQVyy/aS+acqawO6cKc6IdaagSEzKhMoqTXLLRCgUwosvvkgGZgFTMKEsX74cu3fvxv33348333wTQ0NDKCwsxNq1a3Hfffdh0aJFyd5q2mhqasLtt9+OpUuXQqfTobGxEc3NzYqJ4nK54HA4FDbC2267DaFQCLfddpvqnldeeaX0/w899BCeeuopnH/++QDGPta1a9fi4YcfnnZ2NbvdDqPRKBFQo6OjKS9zNREMBoPCa6S9vR1lZWVpd7vS6/UoLy+H2+2WIgYFQUBXVxdGRkYwf/78jNP8TgfxeBxdXV0qv/zy8nJceOGFGVGEQKy3KcJms2WceSIQCCgEJ+UhlE2YLE5jSp7tdXV1+PWvf31aHTodOBwOPPPMMxO2ufzyy1VaUrJuhhdeeCEuvPDCafePgpgbQtR2vF4veJ7PKJuhOMlDoRB4nkdLSws+/vGPp7lXYygoKIDFYlHYxQOBAD788EOUlZWlJXnTTEK0dXd2diIajUr2bY7jMG/ePFx88cUZY/vv7OxU7FLmzZuXxt7QkO8qcnNzs36Rn8zsOmNS5JprrpmpW805yHN8JBKJtKRynQg6nU5hBvD5fGSRgnQhJycHNTU1il2BIAjo6enBgQMH0NfXl5X2cY/Hg9bWVpw4cULh+5uTk4Nly5ahsrIyY4S33+9XxH8UFRVlnG05Ho8rlDU2HiHbIAjC6Wngf/jDH+BwOHDxxRfjgQcemPBG77zzztR7eIZAr9fDbrdLdjPR2yWTUFBQgKqqKqn48MmTJ1VCM50QQ8ZLS0tx8uRJSeCJpoeBgQGUlZWl3b0uGYyMjODUqVNSwWQRHMehqqoK5eXlGbVD43le0VeTyUTyDOnG0NCQgrzMdvdBcUc8ESYkMYuKilBTU4Pdu3fDbDariBk5ent7M6Z4QTrhdDpx2WWXKc7Z7XaEw2G0tbUBGHPDqq6uVhCOlKbFEh4UmcMSb1RqAyrrHGuHr6urA8/zOHnypGSvLy4uRkNDg6JvLIlJkU6s0KfskFSQDrszYQUc8A+3wnA4jHA4DEEQFPyLTqdDMBhU5b6gTEKvvvrqhP0GoEp2RhFzl19+ueocG/3a39+PUCiEYDAoja88BN5ms8HhcKiIrzVr1qjuTX3Uf/7znxXHVOQp635IkdtsqTJgbDGXh6Xn5OSoyHLKnMJGFFKmTHaOs5GSVBtAnYFyZGQE7e3t0rxyuVwkb8US6pSQpwhDdr5SmjFLRlIkJuVGzN5LNPsMDg5iaGgIH374oSqKVsSEGvjevXulF9XY2EiGTYtYuXLlRLc642GxWBSBM6Ojo2QodTqh0+lQVlYmaeGhUAi9vb0TLtzpAMdxsFqtMJvNKqVBrEnq8/lgsVhgs9nS5jctLjSBQAADAwOk4LVYLHA6nRlBUlIIhUIK4e1wODIyKRSbedDhcGRMHv7pIhlT64RvQl48dTLyMp3kZrbA5XJJWo/P50NhYWHGRGaKyMnJkVxEgTE3QbvdnlE1DkWImRUXLlyIoaEhRVkvAJKWDowVFXY6ncjLy5vVsOp4PA6/3y9p3KLQZoW32WyWCNpMRSKRULg/GgwG5OfnpzXtwniQOy7k5OTAaDSmpeLUTCEajSZVqSrppZTy5ZXjO9/5DploSMM/YLfbJZMDz/Pwer0Z54YFjJlO5Nu6U6dOob6+PqNShcphMplQXl6OkpISjI6OYnR0VLXFFrXyrq4uGAwG2Gw2+P1+GAwGGAyGKS+kgiBAEAQkEgkMDAwgFAohHA5LHx3lPaDT6WC1WpGTkyOlMshUCIKA7u5uhRCUV1LKJESjUYW5IlN4m9NBsmmep7QXam5uxltvvYX+/n6VvUfu3H8mI5FIqGxocht0MBiUPvKenh4pNQDF6LNCgLIbs+aNZLO5sfY5drvmdDrR0dEhabQDAwMoLy/HkSNHFO2SSZNL/T6brQ9Q20gpIUjFGxw+fFhxLGaVFOt+8jxP2uo5jkMikZDmslhyzmAwQKfTSelaRfA8j5GREfA8r9Co5dHBIsSFmeM4aZfgcDgUAvDAgQOq61hzDxW0Q5neGhsbFcdUUBJr76Xmitgnv98vzRGLxQK73Y5QKIRQKETyNVRQEpvdsaqqStWGfV5qPlFciHz8R0dHpbliMBgQDAYRCoVIopXVykVzoRzU87FjRdnJ2V0WZQKh+Cj23jqdDiMjI9JYTGQKSlqA33333fj+97+PhoYG5Ofnn1YKxDMZOTk5kgCPxWIIBAIZ544FjH20hYWFkl9tNBrFwMCAKhdNpsJkMsFkMkl5XvLz8xEIBCbclvI8j2g0qpjL7EKXTIZEnU4Hh8Mh+SHrdLqM3b1QEMlWEaIAz0QkEgmFtpppOcmng0QikXRO/KQF+C9/+Uvs27cPZ511FvnvGomZHAwGA3JyciSNwePxZFSCKznsdjui0ahkXwwGgwiHw2lPpjQVcBwHo9GIgoICFBQUIJFIIBKJIBKJwO12IxqNnlbaWlE4G41GmEwmSYun6oBmA2KxmEJzNBgM44bKZwK8Xq+koep0uoz9lqaCYDCoqLg0EZIW4IWFheMKb4BO7K+BRl5envSS4vE4fD5fxmo4+fn5iEaj0pY8FApBr9dnrNfEZBCTL4maMTC2ReV5Hnl5eYjH44jH4+B5HoIgKHaaollFp9NBr9dLx5n67qaKWCymIAN1Oh2cTmdG2r2Bsf7KtW/WRJWtkC+gky1IST/tunXrVJn65JAncNIwMdgMaV6vN+1ZAMcDx3EoKSlR+CwHAoGMKhF3uuA4TsrMKBZbzs/PR0FBgZT22Ol0wm63w2KxwGQyQa/XZ6xWOh2IHidyO67D4cg4Lyk55N4wer1+TmjfPM+rCmVMhKQ1cJPJhM9//vNYuXIl6urqVIOleaCMwWAwqMgTlpxzOBzIyclRJOofHR1VRRGyJBD1MbFEH2XeoKITWSKMKrsmb+NwOHDq1CkpKEen02HBggWkxsPamankXRSxyV5XV1enarNu3TrVud/85jeKYypDIhVo8qtf/UpxzGYnBNRBOjt27FC1ocaADV6i6lZSO9rly5crjlmCFqAzIrIkJkV+sqYikRCOx+M4evQonE6n9F27XC5JyWCvo56FIpfZTI6U/zj7bYznK88iGAwiGo1K9ywqKlLlPaGCdKhxYUH1k+0DtQNlvV+o4BvqW5QrQ6z5ZDJzZdIC/Pvf/z7Ky8uxf/9+7N+/X/XvU61LeaZDDPUVx03MUpiJQRLA2ISdN28e3G63ZHI4efIkKioqssomrkGJRCKBY8eOqbS+TCTW5ZAHF5lMpjmhfQNQvYfJdnlJSwstEnPmkZeXB4/HI4WHj4yMZHT6y5ycHEkTF32g29raUFNTownxLEQikcDRo0cVdmTRhJTJEN0ZRWQyyToVxONxhMNhyWMpGW4laRv4f/3Xf03473/84x+TvZWG/we9Xq8I5PF6vRlvW3Y4HKipqZGOE4kETp06lbTbk4bMQCKRwJEjRxTCu6ioKOOFN6A0TVgsljmjPMi1b6PRmFSgV9IauGivO378uKKgw8UXX4yFCxdmZG7gdMBkMqkSCS1cuFBxLA96KCoqgt/vl2x/4XBYspOxL5AKHmC3jlTwAGU7l29BAbr6DmW7Fp9t3rx5OHLkCLq7u8HzPNra2lBdXS1p6XJQ9kLKVPSlL31JcUwF8vzv//6v6hwb6EFtp6nAFvaZ/+d//kfVhtXs1q9fr2pD2YTZajddXV2qNlS6U7bvyRb/YG3HlAlEfJZ4PI62tjZFUInD4UAoFMKnPvUp1XXJjC+VBIutQsTOOUA9NykbtZysZHOz2O12+Hw+1TcG0POOfVdUkAw15mw7Sriyc5rSoClFR7xXMBiUgsscDsfMBvLwPI9vfOMbePrppxWTRafTYdOmTXjiiSfmxDYm1dDpdCgsLJSyCIrh9ZmuVYhh1WKOaJ7ncerUKZSXl2d9kYW5jHA4jPb2dsVOz+l0oqioKOO/X0EQFMJc9AiaCxCjhkUk65qatAnl4Ycfxp///Gc89thjeOedd3Do0CG88847+I//+A+8+uqrePjhh6feaw0AxlZ8eaReX19fVmRSKygoQHV1teLD7+npQXd3d1b0/0yD1+vFiRMnFMI7Ly8PxcXFGS+8gbHdpdzddq743wPKnbMYGJYMktbAf/GLX+Cdd95RmUo+/vGP4+qrr8Yll1yCLVu2JHs7DTJwHIfi4mLJlS8SiWBoaEiRDTJTYbfbUVtbi/b2dunjGhoaQjgcRnV1dcZ61ZxpGBgYUJl1CgsLMzKZGoVoNKoKmU9WyGU6eJ5XPNtUknElrYHr9fpx7dyVlZXah3qayMnJURBIbrebtNtmImw2GxYsWKCwC/r9fhw7dkwr8pFm8DyPjo4ORaEPnU6H6urqrBHegiAo7N5ihau5AjkHNtWApKSlLsdx+PDDD8ngg5aWlqR/cK5Dp9OpJhdb+YQN0AHGXKGqq6vx4YcfSgEtHo8H5eXl0vaW2uayaScpcoXy0WdXeSo4hMr7/OGHH457n/z8fLS3tysyDfb09KCiokJFqlEBOSwBK6/BKILK5sZmZPynf/onVZslS5aozp06dUpxTFWoYYnj8847T9WGqoLEjif7W4A6+AZQB+5QpDSlebLeS/Pnz0c4HMaRI0dgMplQWFiIYDAIi8UiLbbUfSjimA36ojylWltbVefYuUgReCzRSSXFCwaDikLghYWFqsAhinehlAf2fVJKKRVswz7L3r17VW3Y757qExVk1t3dLY2p3W5Xje+MkJjf+MY3cNFFF+ErX/kKVq9eLSX9/+CDD7Bjxw489NBDyd5KwzjQ6/Wora2VynhlakWc8aDT6VBbW4uenh7J1YvneakoRCYWsJiLEAQBfX19CrMWMMa11NbWZtVuORKJKBax3NzcrMrsOBlCoZBCYE81gCrpN/l//s//gcfjwUMPPSTlBBYEAVarFffccw9uueWWKf3wdOD1enHHHXfg7bffBsdxWLJkCX7yk59MWmC1ra0NZ599tiofcXl5uaqWYG9vL2699VYcPHgQgiDgwgsvxGOPPZayJPEOhwPFxcWSVtfX14e8vDzSzS9TkZeXB5PJhMHBQWlr6PP5EAwGUVxcPGei5jIRkUgEHR0dqt1aeXk5HA5HVpCVIsTgNhEGgyFpt8psgXxxGm9XNBGmtBTfdddd2Lx5M959913JD/z8889P2aBu2LABAHDw4EEYjUZs2rQJ69atw759+yZ1er/yyivJPBZyRCIRXHrppVi9ejVaW1sRj8fx2c9+FldddRXefPPNmXqMSVFZWQmPx4NYLAZBENDW1jZpRaRMg81mQ1lZGYaGhiQhnkgk0NvbC7vdjng8nlWaYKZDEAS43W7JL1/czhsMBsyfPx+FhYXjFsbNVIjfgAiXyzUnsg2KiMfjCrPSdOz6U/6CHA4H6ez/hz/8AZ/97Gen3IFk8dprr6G5uRnvvfeetIXaunUrysvL8dxzz2Hz5s2n/RvPP/88Dh8+jObmZuh0OphMJmzduhWrVq3CK6+8giuuuOK0fyMZiKYUkVsQTSmZ7hvOwmQyoaysDOFwGMPDw5Itz+fzYffu3airq1MlPNIwdUSjURw/flzFh+Tn52P+/PlZ6Ss9100ngDKX+XRL7E1ZgMdiMQwMDKjSn27ZsmVWBXhTUxNyc3NxzjnnSOeKi4vR2NiIpqamGRHgTU1NaGhoUCTjX7lyJRwOB5qampIS4NFoVBW5xpo/qEx8FBFcUFAguX719PTA6XSqXjIbzScPcxdBkUcsGUiVrUpmZ0WRXmz2usWLFyMcDqOrq0vqy/Hjx3H8+HHY7XaUlJRI5NpkoEK9WRMaZe6iijaw2Q5ra2tVbVibPRVNSBFTrKZIjSVFfrK7EorUE0nuRCKB4eFhjI6O4uyzz5b+3Wg0ora2VkWisb9HEaTUXGEFJ7UgHD9+XHWO1fipd8C+T7HWqJx4z83NRXl5uWJMWfKRehaqbB+b8ZIiZClNmCWlKVMHS5BS9xZlgVhYxGQyITc3F0VFRZIyQxH14yFpAX7o0CFs2rQJ7777rurfUlFmq6WlRRU0AowJrGTqcR49ehTr169He3s7IpEILrnkEtx9990Khr2lpQWrVq1SXMdxHKqrq9PiaVNeXg6v14tIJAJBENDT04Pq6uqsJAJFAT04OKioTykWG87Ly8O8efPmnJY1G+B5HqOjoxgeHlYpUiUlJViyZEnG5pdPBiMjIwphX1hYOKdMJ8DYgiCaFnU63bRz0CQtwG+88UYsXLgQ3/rWt1BQUKAQpIIg4Gtf+9q0OpAs3G43ud12OByTprLV6/VIJBLYtm0b6uvr0dvbi2uvvRbnnnsu9uzZI93X7XaTq6/D4SBdzABg+/bt2L59u3Q8k37Per0eVVVVknYci8XQ09ODefPmZRUZJUIMWHI4HGhvb1doe6Ojo9i3bx9KS0tRUVExZ4I0ZhKCIMDj8WBoaEilzZpMJixevFjyWMrW5GIi2S0iNzd3WqaFTIa4AItwuVzTVsqSFuB+vx8vvPDCuP8+1SjMHTt24Ctf+cqk7X72s5+dtodLZWUl3nvvPem4rKwMTz/9NOrr6/HEE0/gvvvum/a9N2/erDDfUD6kpwO73Y7y8nLJXzYYDGJgYICsTJ4tsFgsmD9/PrxeL/r7+6VtLc/z6OnpQX9/P8rLyyEIgkZ0Ykxw+3w+qYan3C9Yp9MhPz8fF110UdaPVTgcVpgqTCZTyry/Ugl5BS6dTndaAVVJv/GPfexj8Hq949pFp6oRrl+/ngyKYCHaowsKCkg7l8/nm5bQrKurg8PhUJhfJvqNZMk2nudV92C3s8kEPQD/CMAxmUwwGAySTW1wcBAcx8HhcKiCbaisd1SBXTbvOOtiCahtn4DaJiv6rMvBBumMF5whLk7Dw8Po7e1VhHr39fVJZc2Ki4sl/1hKSLEFRijzAeVf+8orryiOKY6jurpacdzc3KxqQ1WRYQOHqIo11K5OzmlEo1EMDg5icHAQ8XgcOTk5yMnJQSKRAMdxKCoqQklJCQwGg2pOUfOJnStUG0oxYOczZe+mTBwsp9HR0aFqI+4k4vE4BgYGpLki1uMMhUIqsyagtkFTBD8VAMOaKii7PHUduzOn+Bo2CIvKHqrT6dDb2yv9rt1uVz0L+y1OtDAnLcC3b9+Oxx9/HC6XCwsXLlQRc1u3bsUNN9yQ7O2kOoPJYunSpXjhhRdU9va2tjYsXbp0wms9Hg+sVquKfBFNK/LfaGtrU7QRBAHt7e2SC2O6UF5ejpGREUlbHRwchNFozIr8zROB4zgUFBTA5XJJKU7FdyIIAoaGhjA0NASbzYbi4mKYTKY5Zw9l4fP5MDAwgNHRUVKY5Ofno6ysLCu9SyjwPA+3261YCE/HrJDJCAaDkvCeiYLYSQvwDz74AD/5yU/IVUXszGxi/fr1eOaZZ7Bnzx6sXr0awBhbe+jQIfz4xz9WtO3r61Nonbfeeis+/elP44tf/KJ0rr29HSMjI1ixYoXiN77xjW+gv79f0kT2798Pj8eDq6++ehafbnLodDqUlpaiq6tLquDT19eHwsLCOWEvFtPqulwuuN1ulQdDMBhEW1sbotEo8vPzkZ+fD6vVmpVcAIVYLAav14vBwUGSR+E4Dnl5eSgtLZ0T71uE6HHCZkicS88ogk2Ha7PZTtvslbQq8/Wvfx0bN27EBx98gJMnT+LUqVPS38mTJ9HQ0HBaHZkMl112GdauXYstW7ZIXhlbtmzBokWLcPPNN0vtfvWrX6GsrExlr3/00UclN6pAIIDNmzfD5XLhX//1X6U2N910ExoaGnDXXXeB53nEYjHcfffdWLNmTcp8wCeC0WhEaWmpJLQSiQQ6OzvJLXy2Qq/Xo7i4GHV1dViwYIFKQ0kkEhgcHMSRI0dw6NAhdHZ2IhQKZeUYhEIhDAwM4MSJEzh27Bj6+/tVwttoNKK8vBxnnXUWamtrsy4WYDJ4vV7FM+fk5Mw50lJEMBhULFQzEQCZtPjX6/XYunXruP/++OOPn3ZnJkNTUxNuv/12LF26FDqdDo2NjWhubla8cJfLBYfDobCLf/vb38ZPf/pTrF27FhzHYXh4GOeeey527typSNlqNpvR3NyMb37zm1i8eLEilD5TYLVaUVRUJC1G4XBY8kyZSxBNKwUFBRJxy/rHxmIxDA0NSZyAWF4rFotlpAaXSCTg9/sxOjqK0dHRCf19xZQKubm5c2aXwSIYDCrs61arNatSRkwFPM8rtO+ZSoebtAA/99xz0d3dPW7ekT179uCTn/zkaXdoIjgcDjzzzDMTtrn88stVTvfLli3Dk08+mdRvlJWV4aWXXpp2H2OxmCqLHksYUsmpqI+ZHWtRyxSr1w8PDyMajWJoaAiCIKCgoID8AKggHZboozRYisRkbbKU+ygbK0ARRSzXAECVLoAlSG02G0ZGRhAIBBQBGeKz+P1++P1+yXvFYrFIQr27u1tlM2afmQrIYQlY6qOjQtRPnDiBcDiMcDiMUCiE/Px8hXuc0WjEhRdeqLgmNzcXJ06cQGFhoTT2Bw4cUN2bKsXG9ovybJAH+wDAO++8o2pDlTRjg1+oXQCVuZINepLPnWg0itHRUWlxMhqNcLlcSTsLsO+KIlapbIDsOYpgZyNaAfWYU9kl2W9KnvPH4/FInJto+xbnHzu+U+E2khbgq1atwmc+8xmsW7cOCxYsUAmKp556CnfddVfSP6zh9FBSUiJ9BMAY463X68lUtXMFOp0ODocDDocDiUQCoVAIwWBQMqnJEY/HJYEOjH2URqMRNptNShoUjUah0+nAcdyUiVGe5xGPx6XfSSQS0nEkElEEKwG0x4e4yygrK0NZWRnsdjv+8Ic/THFUsg+xWExKrSCOfUFBwZwlp1m/79zc3Blz+ZxSOlmA1giA2ScxNSjBcRwqKioQCAQku9rAwIBE8M116PV65ObmSoEekUhE0njHQywWg8fjkXZobLDLiRMnoNfrJUHCcZzkCSIuELFYDIlEQqFtJRN+Lu93Xl4e8vPzcfnll59xkaexWEzhcSIuYtnuwz4RRkdHFVGXM1mMIulRW758Ofbt2zfuv69cuXJGOqQheYhVkjo7OyUzRVdXFziOy5pqKzMB0f4tarlVVVUK80Wy0bE8z6vMKqwr21RC1HU6HaxWKywWC+rq6pCTk6PwnDnThHc8Hsfw8LDKXXAuj0M8HleYl+x2+4y6RyYtwL///e9P+O9PPfXUaXdGw9RhNBolIS4Kl87OTikQ4kyEwWCQtHMRxcXFCAaDCIVCiEajiMVi0Ov1EAThtDxY9Ho9TCYT9Ho9DAaDdFxRUQGTySQJa5YHOdMQj8fhdrsVC2C25bmfDuS+/OKucSaRtAAXCUqfz4ddu3ZJ+cDPO+882O12fOxjH5vRjmUrRDutHCwxQ/nSU0QfW26KMlOJkYLz5s3D0aNHJZtvW1sbKisrkZeXRwoPtjQaVVKNypZ33XXXKY4pc838+fMVx3/9619VbSivGZb0omqCJpMNkCLC5FqPyWSCyWSS2okmkmg0Cp7npQ9OEAQp4k4c+9zcXOj1ehiNRhgMBvJ9A2NxE3JcdNFFqjaU5skSm1SkK/Ve2GhJauzYflK75pMnT056HZWBkjonjmM0GkVHR4fieQsLC2G321X9ppQOqgAIG3FMBbRRQVCsgwE1Vyi+4ujRo4pjauFh++52uxXP53Q6SY6KJYDZLIYT7fqmZHj6wQ9+gAcffBDBYFAiIGw2G+6991585zvfmcqtNMwwrFYrFi1ahIMHD0qBPp2dnRAE4YywiZ8OOI4Dx3GkHZb9KGdag5rrECsEyYVSQUHBnCpKTEEssCHCaDTOyjMnLcCffPJJbNu2DV/72tcUNTF3796NRx55BA6HA5s2bZrxDmpIHjabDfPnz8fJkycVQtzhcJzxW3gNqUckEkF7e7tid5mfnz/nyqJR8Hq9ChfF/Pz8WXH0SFqA/+d//ifeeustLFu2THH+uuuuw1e+8hVce+21mgDPAFitVixYsAAnT56UPpy2tjbwPJ/VGQw1ZBfC4bBKeBcUFJwRwjuRSCjiOkTyejaQtADneV4lvEUsW7YsK0OZZwNGo1EVLJDMpKXsbqy9lzKFsPZQi8UCs9mM2tpanDp1CvF4HL29vejt7UVeXp6Uy50N/KB+X179aLw+UC50bH52KnMbFRDG2iwp29/777+vOscGQVFbVTZYAlDnbmcDXYCxADY5KF9lyiYtj/AFgLfeekvVhjLZsEEk7H0AunoTy2FMVugboPvN2oipe1PBTPLv3+/3o6enR5obYuZEjuNUgTNsIjrq3bFcEKDmkahvg3pX7JyibPeUPZ21lbN+/sA/eBZxPubm5kKn06G2tlYaM4rrYr1S2PGdSHNP2nM+Ho+TLxcYIxSo8kEa0gcx57Z8MoyOjqK3tzerq7VoyGy43W50dXUp/LzFIh5nAtic5gUFBbOa1iFpDfzLX/4yLrzwQtx+++0KG/gHH3yAxx9/PKniDBpSC7PZjPnz58Pv90saaDAYRFdXF+bNmzdn0pFqSD94nkdfX5/Co0Kn06GkpIT0IpmLEARBoZmbTKZZdyBIWoBv2bIFXV1duPXWWxXnBUHAxo0bp1yRR0NqIPok9/f3S9vFWCyGzs5OlJaWnjEfl4bZQywWQ0dHh8JMZTQapfztZwrk+fqBsXQXsx2hnrQA1+l0eOqpp3D77bfjzTfflPzAL7nkErLaiIbMgZhLfGRkRLJPi+XLxBzcGjRMB+KOTm7btdlsKC8vn9H6sJmOSCSi4GIcDkdKlKMpJyCoq6tDXV2d6vyf/vQnfOYzn5mRTmUzBEFQERUsyUYRf1QpN9ZrhMqcxn4kFFknkoMulwtGoxEDAwOKJE+Dg4O4+OKLVaQPlZ1v9+7dimMqAIgF9WzUvVlbIeVzTZFOLGFHuUxSHjhsAMWhQ4dUbVi+gMpUV1tbqzrHksJU+PSvfvUr1TmWAKcyD7Il64CxbKByUPNg7969iuNkvZJY7kucv6FQSHr/or+8WGkrGAxOmJ1PBGsbp/gZ6nthCWBK06eIefZe1Huh5hg7N+W/J7rrimNgNBqxePFiMrMj5ezBkvdTyQszZQEej8fR39+vGuh///d/1wR4FiA3NxdGo1HhZhgIBHD8+HEFW65Bw3gQiyzLhSHHcSgsLDxjyEo5hoaGEAqFpEjTysrKlJWDS1qAHz58GF/72tdUuZ4BqOpUashsmM1mlJSUYGhoSNLUAoEAjhw5gsrKyjM2h4qGySEmpJJ7nXEch7KysjlXLSgZhMNhhTtmfn5+Sr+fpAX4TTfdhOrqavz2t79Ffn6+YrstCAKZ2F9D5kIsXTYyMiKZBWKxGE6ePIn8/Pyk/Ig1nDkQBAGBQAAej0chvA0GA1wu1xkpvAVBQHd3t2QCERPLpRJJC/ChoSFS+xZxxx13zEiHNKQOHMchPz8fRqMROp1Oss8NDw/D5/OdETkrNEyOeDyu8rAAxmzMTqfzjN19DwwMKJKGpdJ0IiJpAV5TUwOe58etmkFF7Z2JSCQSKmKPJTUpIoMiTlhihsoUx9qsqXtTBA8bYRiJRNDW1qboR39/P+LxOCoqKiRihSX6qOyALKlHeSNQ84i9F1W2is10CKiJsFWrVqnaUMQ7G+FHRYzu379fcUxloWttbVWdY8lIqrwXRUpT5COL+vp61TlWcLDZ8wA1KUwtzvJzYkKm999/X0G06XQ6RSGN8X6vqqpKcUy9F9ZPeufOnao21ALBmimozI6UNsyWv6MELkWes9HF4XAYbrdbmsculws8zyvuT81x6hz7fbJzgMqqKN1v3H9h8Mgjj+Cb3/wmDh48SKaq/OpXv5rsrTRkIKxWK+rr61FRUaH4YNxuNw4fPpyUt4mGuYNIJIKTJ08qTATAmKDMz8+fs5Xjk0E8HkdnZ6d0bDabyTq3qUDSGriY7/tnP/vZrHVGQ3qh0+lQVlaGvLw8tLW1SRpxLBbDiRMnUFBQgEQikfJtoobUQdS6e3t7Fbs5Ues2m81nrMkE+IfLoMgDcByHqqqqtH0TSQvwyspKPPDAA+S/CYKA+++/f6b6pCHNELXxrq4uxYfsdrvhdrtRUFCAnJycM/pDnosIhULo6elR+bqbzWYpMdOZjsHBQUVcQ7q9b5IW4P/8z/+MG264Ydx/P378+Ix0aCJ4vV7ccccdePvtt8FxHJYsWYKf/OQnk3pMrFmzBgMDAypbU0dHBy644AL88Y9/BDCWMe6LX/wiSktLFe1Wr16NZ599Nqk+snYwQF0dhQpWoOyvrD2b7RegDqShbIGsLRJQ2/4o22t3d7dUQVz890QiAa/XC5PJBIfDQWbwY/tA2cApM9ySJUsUx21tbao2ixcvVp3r6OhQHFM2TCpIh7W5U9VS2Mx0lJ8zFYnM2srZIBqADjhin4XS7Chf/cHBQcUxVW3nd7/7neJYFMjRaFSqHiP3MNHr9SgsLFTZm6n3SfWTtfFTZjj2HJUUj5rTbHZAKvilt7d30ntRnAYVOFRUVCT5vtvtdoyMjMButyM3N1caD3YMKI6DMj2xCyPbZiJFKWkB/tnPfnbCf3/ooYeSvdW0sWHDBgDAwYMHYTQasWnTJqxbtw779u2b1Cb35z//GTU1NYpzdXV1+MIXvqA4d8stt2i7CRnEnBY+n0/xsUWjUQwNDeHUqVMoKSmZ87UN5yJEn26KiM7NzUVhYSEMBgOZOvVMg2hGFPkAg8GQNru3HEnvie68887Z7MekeO2119Dc3IytW7fCbDZDp9Nh69atOHbsGJ577rkJr92yZYtK2/n73/+OwcFBfO5zn5vNbs8JcBwHh8OB0tJS1XYxEAjg5MmTqmRGGjIXPM/D4/Hg1KlTKuFtMplQVlaG0tLSKYV0z2UIgoATJ05IGjXHcZg3b15GcEFJC/D9+/dDr9dP+FdWVoZLLrkEr7/++ox3tKmpCbm5uQp3xeLiYjQ2NqKpqWnCay+99FJVHoaf//znuO66685oNn2qMBqNKCgoQHFxsWrcvF4vjh07hu7ubnLrqCH9EEPg+/r64PP5FN4lBoMBJSUlqKys1DJUMujq6lLkzZk3b17G7DiTXmJ/+MMf4tFHH8VnP/tZNDY2wul0wuPx4MMPP8Rf//pXfOtb30I8HsehQ4fwuc99Dtu3b8f1118/Yx1taWlBdXW1yh5UU1ODXbt2Telefr8fL730Ev7+97+r/u3999/HZZddht7eXgiCgMsvvxzf/e53tYAWGUwmEwoLCxEOh2GxWBQ2UTGys7CwEMXFxZoWlwHgeR6Dg4Po6+tT8S96vV4K/9bpdNouisHQ0BCGhoYkhaWgoABlZWUKN8J0Iumva8+ePfjLX/5CllU7cOAAfvzjH+PnP/85AGDTpk246aabZlSAi94PLBwOh8rJfjL89re/RV1dnYroMRqNEAQBzz77LCoqKnD06FFcffXVeP3117Fz504yIGb79u3Yvn27dByPx1VECUvMUCQm9eGwZBxlq2TvRZXgYokxAKoUsskQTICaaLRarfB6vejv75eeweVyIZFIoK+vD4WFhfj0pz+t+r3Dhw+r7s0SfRRpy2ZDBNTjQs0TalfA3ov6PTZjH/XuqEALltikgkqo637/+98rjtlMloA6iyKgDu45fPiwREAPDw8jHo8r3oFOp0MoFEJOTg7C4bC0CFNznDU/soQpQGcaZJ+ZsqWzpdEojw6KxGPPUW2ozJEsAUx9UyKp6Pf7JSLd6/XCarXCZrOhv7+fvDd7jtLSqR0/++2z3/1E3j9Jm1BaW1vHrYm5fPly7Nu3TzpevXr1pCXWduzYAY7jJv178sknk+1i0nj++efJwKMLLrgAr776quTVUldXh8ceewx79uzBCy+8QN5r8+bNaG1tlf7OtGx+HMfB6XRi0aJFqKioUDy/IAgYHBzEu+++i3feeQednZ1aObcUwOv1or29HR999BEGBgYUkcBi+oSFCxdKWrcGNaLRqCIdrNFoRHV1dcaNV9IaeE9PD44dO0a6TB05ckQRlhyPxyf1EV6/fj3OO++8SX9X1IoKCgrIvNI+n29KZYuOHTuGPXv2SK6Dk0G0ue/atWtCN8ozHaJgyMvLg81mQ29vr0Lr9Xq9aGlpwUcffYSKigqEw+EzMgHSbCEej8PtdmNwcBDhcFiVmkFcaIuKis6oKjnTQSKRQFtbm6RsiME6maicJS3Ar7vuOlxwwQW46aabsHLlSuTl5WFkZAR79+7Fjh07JHPJwYMH8cgjj0zqmy0mfk8WS5cuxQsvvKBKXdvW1qaqbD0Rfv7zn2PDhg1k5enh4WE4nU4Fuyz+v6Y5JgedTod58+ahvLwcw8PDqsINsVgMbW1t6Ovrg9PpRElJCVwuV8ZpNtkCsYhuIBAg8+CIxLPL5SIromtQQhAEtLe3K3idioqKjCEtWSQtwB999FEYjUY88cQTCAaD4DgOgiDAarVi8+bNeOSRRwAAr7/+OvLy8nDjjTfOaEfXr1+PZ555Bnv27MHq1asBjNkHDx06hB//+MeKtn19faQ9M5FI4Be/+AVZCQUArr76amzbtk2xMxBNQytWrEiqnzzPqwIB2MAHyn+UClZgbdAUkcraUaldCrVDYe2RVDItKgEUe46qRiNWcMnPz0d+fj7C4TD6+vowMDAgLYQ9PT3o6enB4cOHYTAYkJubi4aGBjgcDkmYUwQoVeXk4MGDimPK3k09HztWVDAVmzyL6hMVlMT+HhXoRlXbYeeZPNe0CJPJhJGREYyOjoLnedjtdnR1dSnaiKHvBoMBXq8XXq9X1XfKJMrapAF1YAtlx6UUIna+slWDAPU4UXOVsq+z855SBikOhx1z+VwRBEFK6CYqiUVFRSgsLFR9n9Q3zHJx1LujbOescpgMZyYiaQFuMBjwwx/+EN/97nfR0tKC3t5elJWVYenSpQpy5Pbbb0/2llPCZZddhrVr12LLli14+eWXYTKZsGXLFixatAg333yz1O5Xv/oVrr/+evz617/Gtddeq7jHX/7yF9hsNlx00UXj/s6DDz6IF198EXa7HUNDQ/jOd76D2tpa/Mu//MusPNeZAJvNhvnz56O6uhqDg4OqCLl4PI7R0VEcO3YMOp1O2p0VFhZm5LY11eB5Hn6/H16vFx6PZ9wx0ev1sNvtcDqdmjfJNNDV1aVYwJxOJ5lFMpMwZR8vl8uFT3ziE7PRl0nR1NSE22+/HUuXLoVOp0NjYyOam5sVGoHL5YLD4SBX8ueffx433XTTuPb5hx56CE899RTOP/98AGMr+Nq1a/Hwww9rboQzAL1ej9LSUpSWliIUCmF0dFTljyymIhgZGUFnZydyc3ORl5d3xhUNiMViGB0dxalTp+Dz+RTmEap2aElJCXJycqTdiybAp4a+vj7FrjQ3NxdVVVUZn+8nq5x0HQ4HnnnmmQnbXH755eOmPn3ppZcmvPbCCy/EhRdeOO3+aUgeNpsNNpsN8XgcgUAAfr8fer2eLCLs9/vR1dUFs9mMoaEhmM1mmM1mGI3GjP/AkkUkEoHP50N3dzc8Hg/8fr8UeEPBbrcrFrYDBw6kuMdzB263W2GCslgsqKmpyQpeJqsEuIa5B4PBIJlMqqqq4PP5MDo6itHRUZUwj0QiCh9ojuNgNpsRjUah0+mg0+myQqBHo1EEAgFp4fL5fJItlrLVA2M2bdE8kqkeEdkIj8ejSJpmNpszJkw+GWgCfBbAegOwDDblxkV5CLABFBTReezYMcUxRXhQpBNLDFEBQFR2PpbQoiqxsCQi1W+KDBSDKux2O+x2OzweD3w+H3w+n0QEs5keATVJzPO8pKUbDAYpTJz9KFtaWhTHVIDKhx9+qDimKgJR5rq9e/ciFotJf11dXVLAjPiuKZOQfK6YTCbk5+fD4XAo0rmy75zqO3VvdpxEslkOylTILiqNjY2qNpQHDLt7oEhbdr5SCxOV/ZAlTSmTETV/5fB6vejp6ZHGymAwYNmyZWTwFEvuUjujZLx8qG+B7Ts7lhNV5ElagN94443YsWNHss01aDhtWK1WWK1WFBcXIxaLwefzSWXeJvpY5JGFcnAcB71eLwl10ZtK1N7lyYrE/4oeAeJHFAwGIQgCBEFALBZDPB6H3+9HLBZDNBpFNBpFLBZTLXTJVDQyGo1wuVzIycmB0+lETk4OGSmo4fTh9Xpx9OhRSZEQObVsy42UtAD/zW9+A51Oh+uvvx6XXHLJbPZJgwYVjEajlLMDgEKADgwMSEJ1IgiCoBD+lObOgtWOqIVhOsmfjEYjnE6ntEhZrVZJgGuYXfh8Phw9elR63zqdDosXLybzyGc6khbgixYtwuc+9zk8++yz+PrXv47PfvazuP7668cNrz9TQQkBDTMPjuNgMplgMpmkbbcoxIuKihAOhyUBn0gkJhXuswWDwQCj0Qie52GxWKQ/0favIbUQNW/xO+U4DosXL87ad5G0AH/22WfxsY99DJdffjkCgQCamprwne98B4ODg7j22mtx3XXXTRp9eSaA53l4vV6ycouG2YWYP4eK8k0kEpIwF/87NDQEQRDA8zx4npdszKKwlwt90ayi1+ul3xGFc35+vrSQGI1GmEwmRKNRhZcMG5GqIfXw+XyKEoHZLrwBgBNOQzUZGhrCj370I3z/+9+HIAj4xCc+geuvvx7XXHNNVm5HZgI2mw2rV6+W8mYD6kg9SkunBD4bkUVFcbH3oog4isxhCT2KXKGIzVOnTimOKZsha++lSC+KiGPNE1SEI/V7J0+eVByLlZvkoMhPNvshVa6NjaajPvbly5erzrEZAynTCwWWnKNCuKmoRxYvv/yy6tzHP/5xxTFlX6fmIfvOqcyKlPcMGx0qz5ckgnXVo56NmpustxHVb3kQjsfjwdGjRyXykeM41NbWkpkrqXfMZq6kvimWkKXmKjWnJzPB/eIXvyAjZIEpZCMUIyzD4TBefPFF/PM//zMqKiqwbds2XHTRRXj22Wfx2GOPob29Heeffz5+/etfJ3vrOQmxsne6tu4aNGgYg9vtxpEjRxQ279ra2jkRnJe0CeW3v/0t3G43fv/738Pn82HFihV4+OGHcd111ylWuhUrVuDOO+/E+eefj+uuu25WOp3JkGsUo6OjiMfjyM/Pz4qgAA0a5hr6+voU+XNE4T1XLARJC/Du7m68/fbb+MY3voHrr7+e3G6KaG5uJhO5nAkwGo2wWq3SVsnv9yMUCqG8vDxrggM0aJgL6OzsVJhtDAYD5s+fP6dKxiUtwJcsWaIKfBgPR44cwX333TftTmUzRJekjo4OyQ4aCoXQ09ODefPmwWg0krZHyi7OBohQtjnW35gKhKDsfKxtlTL1UEFB7E6CyuDHzhMq6IG6jm1HPS8VsFFdXa04XrNmjaoNVZWIta1SiYvYbTZlw6Rsu6zNnQ3KAuisiex11DhRWf3Y+UPZ3D/44INJ21B2W7ZyFWWnpqrtsHZxSutl+03NX8q+zmYDlAfHCYKArq4uBRdjMplQVVWl+k0qnoAKTmPfA5UVkw3Qo74p6vfYsWPHaSLPtqQFOFXKajx85zvfSbrtXIROp0N1dTW6u7ulFJPRaBQdHR0kAaRBg4aZAc/zaG9vh9frlXa8VqsVCxYsgMlkSppMzhYkbZjNtgildIPjOMybN08RPhyPx9HR0UFqcRo0aDg9xGIxnDhxQuEBlJubi0WLFs3ZKkQaszbLKC0tVQhxnufR19dHFqbVoEHD9BAMBnHs2DGFSdHpdGLhwoVk3p25grn7ZBkEl8sFg8GgcCt0u92IRqMoKCjIigx6GjRkKkZHR9HX16ewORcUFKC2tnbOf1uaAJ9h6HQ6FUFoMBhQWFiIkpIStLW1qVjwqqoqcovHmlooMoclGqmABurebJAQdV1nZ6fqHBukQyVpYoMcKDKU8shhST2K0KJITJZEZANPADrA6f3331cci6X65GBL81EZ/KjMfywRRRF/VDATe/93331X1YbKiMhWOaIEF0u8UYQaS1gC6rlC3ZsKOGKvo7w/2BJ9lLZMkcS5ubkQBAE9PT0YGBiQomM5jkNFRQWKiopI1132GyopKVG1oeYdO6eoe7PnqMA76t4s2cm+l4liSTQTSgphs9mwaNEixWQPBAI4fvy4ZhfXoGEKSCQSOHnypMKDQ6/XY8GCBaTHz1yFJsBTDKPRiAULFiiyzkWjURw/fpwM99agQYMS4XAYR48eVez+LBYL6uvr50R05VSgmVDSAJ1Oh6qqKlitVskuzvM8Ojo64Pf7UVFRoUVuatBAYGRkBL29vQoffrFK0ZkYKKcJ8DSiqKgIFosF7e3tkrP+8PAwgsGgFHSgQYOGMZNJb2+vKgiutLQUZWVlZ2zOIU2AzwJYIoY9lrsQ2mw2LFiwAPv371cQdL29vcjLy1OQixQZyRJ/FJlEBS+wRAlFWFIaDUtEUX1if4/KJkfFFbB9pyJWKUKLjdikIj+pqEe2D8ePH1e1YcldKkMjRUyxpCmVTW68qkFy1NbWqtpQY/DRRx8pjqnoWzaij4qMpPrElhij0mRQJDE776ldJUu+UmXXHA4HTpw4AUEQFO+6pqZGOk62Rij7/iYq7ScHS0JTkb3Ut8eCmodsH9g2c4rE7O3txdq1a1FTU5PurswYTCYTKioqFJNEEAQMDQ1hYGBAKxKh4YzFwMAAWltbFQuL3W7P+jzeM4WsEuCvvPIKzj//fHL1mwxerxcbN25EfX09GhoasGHDBtIlrLe3F9dccw0aGhpQX1+Pm2++Oal6hqcLjuNQUFCAsrIyhabi9/vR3d2tealoOKMQi8Vw/PhxdHZ2KjTQ8vJy1NfXz9nIyqkiqwT4o48+itdeew0XXHDBlK/dsGEDTp06hYMHD6K1tRX5+flYt26dYmWPRCK49NJLYbPZ0NraipaWFvT09OCqq66awaeYGDabDZWVlQrf4lgsht7eXgwODmrauIY5D7fbjUOHDqmSUdXX12PevHkawS9DVtnAX3/99WmFxb722mtobm7Ge++9J9ljt27divLycjz33HPYvHkzAOD555/H4cOH0dzcDJ1OB5PJhK1bt2LVqlV45ZVXcMUVVyT1e6zNKpmgmRMnTiiO8/LyEAwGFfbceDwOt9uNgoICyX7L2uuogBHKpsdmc6MWBipAhR1/tuoKoLa/UoV6KfsruyOi3Cqp4AjWbkplFaRsj6y/MGVHZd/LkiVLVG3Y9wuoba3ULo69N6C2y1PznZo/bJI0apxYFzuqqgw1D1ibO5sBE6ADYtjfo+amnBuIx+Mq90BgbP7U1tZKtUUBdUAXFSRE9ZN9ZsqeTyWcYzkiisNhFxaqDfVe2OvYdz5RNGlWLWXTzWnQ1NSE3NxcnHPOOdK54uJiNDY2oqmpSdGuoaFBEX23cuVKOBwORbtUgOM42O12FBYWKp47Ho+jv78fw8PDmjauYc7A4/Hg5MmTCuEtutvW1dUlTVKeacgqDXy6aGlpQXV1tWolq6mpwa5duxTtVq1apWjDcRyqq6uTzoU+0zCZTCgqKoLP51Noej6fD6FQCAaDgfTy0KAhGxCLxdDX16fSTO12O6qrqzVb9yQ4IwS4aHZg4XA4pHzdYjsqksvhcKjcnURs374d27dvl45ng2zkOA4OhwNGoxFut1sS5PF4HD6fDxaLBXa7/YwMZNCQnRAEAQMDA5J7oAidTod58+aR5h0NaqTNhLJjxw5FAprx/p588sl0dTEpbN68Ga2trdIfZTeeKZjNZpSVlalsoOFwGENDQwgEAmdsQIOG7IHP58NHH32Enp4exXzNyclBY2OjJryngLRp4OvXr8d55503aTs2G9x0UFBQQAZ3+Hw+RdmyidpRGjwFQRBUpBZLprCBEQBNArHkhkhGGo1G2O12eDwehX08FAqhvb0deXl5CrMKde9kiFUqWx2bx5wtZwaosw9SwSHUjmbfvn2KYyoalSI/WZKWCnShxpy9juIUWN6FKrd18cUXq86xJgE20Aagy6yxtl5qR0eRc+z8TCbbI/X7FMnGjhNFyFL8FEsuDw4Oor+/XzGH9Ho99Ho9SkpK4HK5cPjwYdV9KPKTPUd5plCBNawLMpXZkeoDq5hR74B93mTeE6Ae86kE8qRNgDudzpQ54i9duhQvvPACBEFQ2MHb2tqwdOlSRbu2tjbFtYIgoL29HRs2bEhJX5OFyWRCYWEhotEoPB6PJHzi8TiGhoZgtVrhcDjmdDJ7DdkBnucxPDyMwcFBlTByuVwoKSnRzH/TRFZ5oSSL/v5+xURZv349/H6/ohjs0NAQDh06hKuvvlrR7vDhw4oUlfv374fH41G0yxRwHIecnByUlJSo3KhCoRAGBgbg8XjIfNwaNMw2BEHA6Ogojh8/joGBAcU3abVaUVtbi/Lyck14nwbmnAD/+9//jrKyMmzbtk06d9lll2Ht2rXYsmULIpEIBEHAli1bsGjRItx8881Su5tuugkNDQ246667wPM8YrEY7r77bqxZsyZpH/B0QK/Xw+Vyobi4WFWd2+/3o7OzE6Ojo5rboYaUIRAI4OTJk+jp6VGY4vR6PcrKylBTUzOrfNGZgqzaX9977714+eWXpbSrK1asQFVVFV5++WWpjd1uh9PpVNmjmpqacPvtt2Pp0qXQ6XRobGxEc3OzwtnebDajubkZ3/zmN7F48WIIgoALL7wQjz32WNJ95HleZTNkjykH/2QSG1GQfwRWqxW5ubkIBAIKgZ1IJOB2uzE6Ooq8vDzY7XaVLZnqEyXwWYKJsoeytmsqyIIKoPinf/onxTGVXIraTbA2RMr2SfkRs5of9Swf//jHFcdUQBAVkMPaP6l+9/X1qc6xXlAUN0GRfKytnBKObP4gapyoMWCDWCgeQpwr4XAYIyMjCIfDinaiU0Jubi4ikYi0y2Vt2RSnQn0bybxzKlUGOw/27t2rakN9d+wcpuzbbMIyat5T9mzWDZiaY+MhqwT4Aw88gAceeGDCNitWrCAj+BwOB5555plJf6OsrAwvvfTStPuYbogfic1mg8/nUxBGoiD3er0oLy9Hbm7unK8ZqCE1iEQiGB0dJQWbw+FAUVGRVsh7FpBVAlxD8tDpdHA6ncjNzUUoFILX65VWfzF4wmg0wuVynXFVTDTMHKLRKAKBAKkl5+bmSjnvNcwONAE+x6HX65Gfnw+Hw4HR0VGFm2QsFsPAwADcbjfKy8uRl5enEUoaJoUgCJLgFt1R5SYbs9mM/Px8MqeIhpmFJsDPEBgMBhQWFsLhcMDj8Sj8wBOJBPr7+zE0NIT8/Hy4XC7N/VCDCqLgjkQiZIyAyWRCXl4eafvVMDvQvtIZBs/zKjsgSwZS2esoYoglXJIhcyoqKibsX05ODlwuFxKJBEZGRiTSSvRe8Xg88Pl8kvmF3f6yfaCCZthrKBMNpemz40KNE0XwsPkyqGCbY8eOqc7J0ygANBHG/h61sCUT/EIRltQYsJkbqWyPFG/Bkp0UactmSKSq6FCBQzqdDuFwGJFIBIlEQtVHs9mMvLw8SQsXhTs776mAMjarIBUbQuX6YechFchDZcFkn4+6dzLVk5KpKEXNVeo7Z+UFuzhmZCCPhvTCZDKhpKQEBQUFGBkZQSwWkz44nucxMjKCgYEBWK1WuFwuOBwOLQ/zGYZwOAy/34+RkRFSiIjBYmazWZsbaYImwM9wGAwGFBUVwW63Y3h4GENDQwqXt1AohFAohP7+fuTl5SEvL0/LEDeHwfM8AoGAIvulXHhzHAebzQan06mleM0AaAJcA4AxQV5cXIzCwkJ4PB5F1kPgHy6IQ0NDyM3NlUwsGrIfgiAgGAzC6/Wiu7ub9P/X6XSwWCwwm81asqkMgibANSig0+ngcrngcrkwMjKCkZEReL1exUft9/vh9/uh0+kQCARgs9lgsVg0n/IsQzgchtfrhcfjGdduLaYqNplM2vvNQGgCfBbAfgQsoUWRZRQpwp6jsvOx5BiVTZHKuMbaNFkyCRgT5gUFBcjLy4PH4yEDNQRBQCAQQCgUQm5uLnJzc1XkTSAQUN2bijBkyUCWdAPoMmvsvZKJQgTU0ZGUaYiNFKSIR8r+y75ztoQdQEcKss9HBb9QOx/2WdgIUmDsPUQiEWkn9eGHH6ra6HQ66HQ65ObmSoKbnVNURj3qXbEELPUO2OejtH82qhpILsMn9V7YvlPfCzXmLBFP3ZslOqn3xBLngJpwZuXDRPyCJsA1TArRlzw/Px9ut1vSwOUfG8/z8Hq90p8ozKnFSkNq4ff7MTw8jJ6eHnIxFSGmYrDZbBopmSXQBLiGKcFqtcJqtaKgoECK8GSFQjwex+joKEZHR6HT6ZCXlweHw4Hc3FzNvzwFEL2I3G43hoeHpR0Rtcsym83Izc1FTk6OFsSVhdC+Jg3Tgk6nQ05ODqxWK3iel7RydhvJ8zx8Pp+0VbVarVKgR25urqbpzQAEQUA4HEYwGEQoFEIwGJwwIZLFYpFyyWueJNkNTYDPAliyJ5m0mcnY3Sg7ORv4QGlRVOa/ZLK5UYFD7DnRP1x0MUwkEjAajfD5fPD7/RAEQdFvMcWt3++X8pmL5pa8vDyFQGez4I33LMlk/qNsj6zdtK6uTtWGfS8LFixQtaGChNhxosaSsiWzc4cKfhkdHZUiIkOhEMLhsGSDFndIbDCI3W7HwoULUVhYKL3r9vZ2lc2ZCrpi7dtUNSVKu2dt11RhcHlFLIAOUqL6xIbpU9dR9nR2TlE2cKoCELvQUXOM/fao36fmAfvtTSXtsybANcwo9Hq9JMzFqFTRPs5GVsqFOTDmypiTkwObzQabzYZIJKJ5P2AsIlWMhAyHwxgeHp70I9fr9XA6ncjPz5d89zW3z7kHTYBrmDWI3gziLiEYDEoCOxAIqLQYVqCPjIyA4ziYzWZYLBZYLBZEo1EYDIY5aXoR66mK2nUkEkEsFlNp05TwFnczdrsddrtdK1N2hkAT4BpSBlGzFrfWoVBIMrWM5x0h2nfFrafoZqfX62EwGGAwGCSzjdFozAqSNB6PS6kLYrGYJLSp3C8TLVTyhW3lypWKZ9eE95mBzJ/tGuYkxJBsm82GkpISSfsMBAIIBoMIBoOkz7eIRCKBRCJBZsbzeDyScBf/AoGAVAFd9HXmeV6qFHM6SCQS4HkePM9L/RJrkcbjccTjcYRCIcTjcSQSCckHnxLO4/XFaDRKAjsajcJisSiuz4aFS8PMQ3vrMwyO41SEBxtoQhEnlNcAq5VSAQ0s4UKRdZQ2xgo9ipShyBw2VSgVQMESNVR6UYo0FfsuapXBYFBhUohGo6T5gBVeolYrB5VlTwy2EYW4z+dTCHTRLCHHoUOHJGEt/lFg3ydVqYZKEJVIJGAwGGAymWA2m+FyuWCxWBTvkHqfbHg7le61vb1dcUwFF1FEOTt2FPmaTJY9qlwaS6ZT2QgpTxn2G6KCsCjCm70X9bzU98mOOfW9sHOaynRIjRPr5DCRrz4LTYBryFjodDqYzWaYzWbJE8Hv9ys023g8DqvVStqKk4UgCBAEgfwo2cWB8iKYDvR6PUwmk2T6Ef8ApWau5dbWMBE0Aa4hq8BxnGQWESHuTEQThuhGJ/8TBbRowpgox/LpQKfTSaYauQknGAxK5+SmHBaUHVyDhvGgCXANcwaibZsyz7DnBEFAd3e3JMx5nofValUJd4fDobBLFxYWSr8j/snt6iJY84FGKmqYDWSdAO/t7cX111+PEydOoK2tLd3d0ZCl4DhOpQFT9lA2iISy0WrQkC5klQB/5ZVXsHnz5imH/x47dgxPPPEEXn/9dej1eiQSCaxduxb33Xefgvxpa2vD2Wefrcr6V15ejj//+c9J/ZaYjlUOdqEpKipSXcdmrwOSy4THkiKUFwNVIorNFFdWVqZqQxGr7DmqbBVrBqBsyydOnFCdY8leigSiCJ5kIjEpEpMdKyrij21DRYdSpB475hTZSUUvsoQWFaG7fPly1Tl2DKhSd+wco0hqNjKSujdLhgJAf3+/6lxtba3imCo9x44vtYhSBDB73XgVg1iwc4O6N8U7sHOaMn+xHAxFhlLfJzunWfk2kZdUVgnwRx99FK+99hq2bduGt956K+nrvv71ryORSGDnzp3Iy8tDb28v1q5dizfeeAP79u1TMNhXXnklduzYMfOd16BBg4YZRlaFs73++utoaGiY1rX33XefpHGUlZXhjjvuQGtrK954440Z7KEGDRo0pA5ZpYFPN1jh1VdfVV0r+sBSpgsNGjRoyAZklQCfLiib+bFjx6DX63HBBRcozh89ehTr169He3s7IpEILrnkEtx9991kVjgKVGQfm82Nsi1T9lfWrkfZdllbXDJtAHWVHsoWSPlVs37QVAAFa9OjXOOoMWAXU8r2Rz0fa0umqv1Q/ttsv6jrWFs2ZaOl7PLsdVQQFlVbku0TNXZUHzo6OhTH1PiyHAp1H0qhYcecsvknk0GPqijF2s4pnoeqXJRMoRCK92DnAfVtUNxEMlk/Wb6C4nCo+cu+h4lSAbPIKhPKTIHneTz//PPYtGmTQriKBOe2bduwd+9eNDc3o6WlBeeeey5JBALA9u3b0djYKP1Rk0aDBg0aZgNpE+A7duyQtNWJ/p588skZ/+0f/OAH4DgOP/zhDxXnKysr8d5776G+vh7AmK386aefRnt7O5544gnyXps3b0Zra6v0l0zubw0aNGiYCaTNhLJ+/Xqcd955k7YrLS2d0d/97W9/ix07duDtt99OahtWV1cHh8OBXbt2zWg/NGjQoOF0kTYB7nQ6Ux4U8fLLL+O+++7DX//6V9Km7fF4YLVaVXZd0bSiQYMGDZmEOUli9vf3o7i4WEGCvfrqq7jjjjvw+uuvo6KiAgDwpz/9CT09Pdi4cSMA4NZbb8WnP/1pfPGLX5Sua29vx8jICFasWJHUbycSCVVGQDZwhyJOqOAej8ejOKYCA1jyiCL+KLMOS7xRxA1FYrKLLtWGJUSpflO7n76+PsUxlbmNIo/YZ1myZImqDZWlkd3dUc/CEuAUqZgM6UWBCrZhMwRSigYVgcyOC9WGLQdHjSVFvLFjR5GYFPHGzjuKR2LJe2r+UgQ0GxREkelUEBQVvMSCmncsuUt5xLFKHtUmmV2//L1MpjjOORLz73//O8rKyrBt2zbpXHNzMzZs2IDrr78ef//73/HLX/4Sv/zlL/HHP/5R9RE9+uijUhrKQCCAzZs3w+Vy4V//9V9T+hwaNGg4sxGLxcioVzmySgO/99578fLLL6OjowN+vx8rVqxAVVUVXn75ZamN3W6H0+lUuG3927/9G0KhEO677z7VPeXnvv3tb+OnP/0p1q5dC47jMDw8jHPPPRc7d+5UuQJq0KBBw2whEomgs7Nz0uyUWSXAH3jgATzwwAMTtlmxYoWqksvevXuTuv+yZctmxetFgwYNGpJFMBhEV1dXUrxbVglwDRo0aJjLGBkZQU9PT9L56jUBPsMQazvKwRIuVNQlFQXIkpgUAcNG4FEkFFU6i92lUBnYKLKVJQwp8ooloiiClgp4Ygk76lkoJFM+jSKUkqngwxJa1IfV29urOseOZ7JlslgyjpoXg4ODqnMsmU3NFZZUpO5D/R77XijCkIrqZMlP6h0kU3qOAvu8FNFJzV+WUKeitKn5w96LGl+WzE42a2ogEIAgCBgcHMTo6KiC6KysrMSHH3447rWaANegQYOGNCKRSKC3t1exeOn1elRXV0/qtaIJcA0aNGhIEyKRCDo6OhS7SIvFgurq6qQ0eE2Aa9CgQUMa4PP50N3drRDedrsd8+fPJ80/FDQBngKwtmwqMx2VBY6181G2OdauSdkwKTs1W0mHCkaZqBKICMq2y9pIqSo2FA/AVoMZGhqatA3VT3a8ATo4g2X5qedlg0EoroCypbP3pgJ7qAArNkskFexDPR875tT4slxMMkEtgLqfyWZIZDkMKmMhWxmKGkvqHCvgqCAh6ltgg5eoPlHXsaDGl3ovLEQzyfDwsDS/xXdXVFSEwsJC1bNM5I2iCXANGjRoSBF4nkd/f7+CTNXpdCgvLycXhcmgCXANGjRoSAHE4Bz5btdoNKKmpiZpjysWmgDXoEGDhlnG6Ogo+vr6FMLbZrOhrKxs2sIb0AS4Bg0aNMwaEokE+vv7VRyXy+VCYWFhUjzTRNAE+AyD4zgVocQSaFTgB5X3nCVvkgmEoMCSV4A6KxoVbENdx56jyE+W5EqmjBSgJkSp56XYedbdiiVoqT4B6uAPitBi7ZIUkUzZLtl7UX2ifHxZAovKqEf1k50rFPHHkpYUsUuNL/v+kvWQYN8nlRGSnT9Un9igM0D9PilCmBo7lsSkMitSz8eOOfXdsdfxPI/u7m5EIhFpjhoMBpSXlyuIUnaes882kZDXBLgGDRo0zDBELxN55K7NZkNpaWnSEZrJQBPgGjRo0DBDEKMqvV6vQtsvKipCSUnJpNkFpwpNgGvQoEHDDCAUCqGrq0shpA0GA+bNmzctF8FkoAnwGYYgCCq7HmtrpeyhVBIf1jZGBc2w2zGq+g11HRsQQyUoouy9rO2aslOz96aCLCg7LmuPpGyR1O9RtnoWyVTbmW7FI8rGzwZrUfZYyvuAJbuoPlHCgD2XTDUjKniM6hM75tRcofo52XcAqN9dMvZu6l7UXKGCrthkZNS7o3gdduzkvy8IAoaGhtDf36/6rYKCAoRCIelbomzuLDfAVqaaSGvXBLgGDRo0TBPhcBg9PT2qBaWwsBAWi+W0vUwmgybANWjQoGGKELVulqgUvUxsNlvSKYRPB5oA16BBg4YpIBwOo7e3V6V15+XloaioiCwWPVvQBLgGDRo0JAG51i2H0WhEWVkZGdsw29AE+CyAJUrYgshUQEMyQToUecSSbCyRAtABI2wfKeKGIltZgmXevHmqNiwxRBFjlC8s2yeKeKTGiSWrKLsjVZWI3eJSv8eSgxTZTFXpYe9FjSW1xWbfJ6XNVVRUqM6xhDM1Tuy9qax7FBnIzkPqfVJENXsd1Se239S7o8hIlgyk3ksypD9FLlPjMjw8jIGBAek7Ed9nQUEBysvLodfrVVk3KdL21KlTqnPs98KOkxbIo0GDBg3TAM/zGB4eRn9/v2KhNplMqKysnDX3wGSRXExsBqG3txdr165FTU1NuruiQYOGOQy/34+2tja43W6F8HY4HKivr0+78AayTAN/5ZVXsHnz5mmFoubm5mLhwoWq8/v371cce71e3HHHHXj77bfBcRyWLFmCn/zkJ+S2VYMGDXMPsVgMAwMDKh91g8GA4uJi2Gy2lBKVEyGrBPijjz6K1157Ddu2bcNbb701pWtXr16d1DUbNmwAABw8eBBGoxGbNm3CunXrsG/fvrSQFBo0aEgNeJ6Hx+NBX1+fitdwOp3Iz8/PGMEtIqsE+Ouvv04SITOF1157Dc3NzXjvvfckombr1q0oLy/Hc889h82bNyd1n8ki/CiiiCI8WHKDioxkiU2KjKQyHbJ9ou5NRfNVV1crjqkyUixJS5WQoyLgWPKI2mlRRCP7zBShRWWPYzPYUeQcS3IlQ6JSoH6fikZl70+RrxTYPlDEajLPQpF67Dyg2lDzl31mKsqSzZBIEY/Uvdl3R11HZdhkiUbx9wOBAIaGhhCLxRTfp9VqRXFxcVLkJ/u8VKQrNafZSEtWPlDvUmo77r9kIGZTeANAU1MTcnNzcc4550jniouL0djYiKampln9bQ0aNKQesVgMPT096O3tVeUwKS0tRWVl5WkVXJhtZJUAPx309/fjS1/6Es455xw0NDTgxhtvxPHjxxVtWlpaUF1drXLbqampQUtLSyq7q0GDhlmEaC7p6OhQ7dhcLheqq6uTKm6cbpwxAhwAbr31VuzevRu7du1CMBjExz72MYUQd7vdJLPscDhI320A2L59OxobG6U/yoShQYOGzIAgCPD5fOjt7YXH41GYJ6xWKyorK1MeTXk6SJsNfMeOHfjKV74yabuf/exnuOWWW0779w4fPiz9f15eHp5++mlUVFRg69ateP7556d9382bNyts4zabDQMDA3C5XNIkYG1h1OSgtmnsokHZWtl7Ud4ylP01maofVAAQ2456FjZohVrUKB6AZf2pLGyUXZO18VOmtvb2dtU5dswpOyprg6bssRTYdsnY4AE1N0DZ8ylugn3mZAh3ygZPvXP2PVC27GT4GWp8kwl4opQn9jrqeeVjJwgC/H4//H4/YrGYNPYcx8FgMKCwsFDSuCk7NTuHqbnJvjvKdk2NATsPKH5oPKRNgK9fvx7nnXfepO0oAm4mkJeXh4ULF2LXrl3SuYKCAjItps/nU6VInQjDw8MYHR1Ffn6+iqTRoEFDahEIBOB2u1VCWKfTweVyKZStbEPaBLjT6YTT6UzJb/n9fuj1etVKp9frFavd0qVL8cILL0AQBIWm2dbWhqVLl07pN3mex9DQEEZHR5GXlweHwzHrqSU1aNDwD4TDYQwNDZHh+g6HAwUFBTNa3iwdmJM2cDbs9dFHH8WPf/xjRRu/349jx45hxYoV0rn169fD7/djz5490rmhoSEcOnQIV199dVK/rdfrFYI6Ho9jYGAAHR0dSRUe0KBBw+khGo2it7cXnZ2dKuFtt9tRXV2NkpKSWfdqSwXmnAD/+9//jrKyMmzbtk1x/sknn5QSycTjcXz7299GLBbDv//7v0ttLrvsMqxduxZbtmxBJBKBIAjYsmULFi1ahJtvvjmp39fr9Zg/f77KdCJOKlGQT+TbqUGDhqkjGo2iv78fHR0dKluzSFCWlZWRSeGyFVm1BN177714+eWXJSG4YsUKVFVV4eWXX5ba2O12OJ1ORfDIl7/8Zfj9flx11VUAxrxNzjrrLLz11ls4++yzFb/R1NSE22+/HUuXLoVOp0NjYyOam5uTjsLkeV6hwVMYHBxM8olTi5GREZJEOtOhjQuNdI7L0aNHp9Te6/WSmTpnAzM9LhPZ5zlBUwU1/D80NjaitbU13d3IOGjjQkMbFxqpHJc5Z0LRoEGDhjMFmgDXoEGDhiyFJsA1SEg2WdeZBm1caGjjQiOV46LZwDVo0KAhS6Fp4Bo0aNCQpdAEuAYNGjRkKTQBrkGDBg1J4siRI1i5ciXWrFmT7q4A0AT4GQuv14uNGzeivr4eDQ0N2LBhA7q7uye9rq2tDfn5+VixYoXi7/LLL09Br2cOvb29uOaaa9DQ0ID6+nrcfPPNZHUhCkeOHMGnPvUpNDY2or6+HnfcccecSSM83XF56623UFpaqpoXX/3qV1PQ69Tg+eefx6c+9akpB+KdzlybDJoAP0OxYcMGnDp1CgcPHkRrayvy8/Oxbt26pNKlXnnlldi/f7/i789//nMKej0ziEQiuPTSS2Gz2dDa2oqWlhb09PRIkboTYXBwEGvWrMG5556L1tZW7N69G3/961+xadOm2e/4LON0xgUAbrnlFtW8ePbZZ2e30ymCx+PBL3/5S+zcuZMsjj4eTndMJ4Wg4YzDq6++KgAQ3nvvPelcf3+/oNfrhSeeeGLCa0+dOiXccMMNs9zD2cXPfvYzQafTCb29vdK5PXv2CACEP/3pTxNee+eddwp5eXlCJBKRzv3ud78TAAgtLS2z1udU4HTG5c033xTuu+++We5h+pBIJIREIiEIgiBcdNFFwkUXXZTUdaczpslA08DPQJzptT+bmprQ0NCgyDW/cuVKOByOSZ+/qakJH//4xxUJkUR76O9///tZ6W+qcDrjMteh0+nIIiSTYbbHVBPgZyBOt/bn0aNHsX79epx99tlYsmQJ/vVf/zVliYJmAi0tLaitrVWc4zgO1dXVEz5/KBTC8ePHVdfm5+fDbrdnfd3U6Y6LiPfffx+XXXYZVqxYgeXLl+Ouu+4iC6ScSTjdMZ0MmgA/AzGd2p8ixCIY27Ztw969e9Hc3IyWlhace+65cLvds9XlGcVEzz/RM4yMjEAQhGldmw2Y7rgAY2XIBEHAs88+i/379+Oll17CH//4R1x88cVkObkzBaczpslAE+BzADt27ADHcZP+Pfnkk6f9W5WVlXjvvfdQX18PACgrK8PTTz+N9vZ2PPHEE6d9fw3ZiQsuuACvvvqqVJO1rq4Ojz32GPbs2YMXXnghzb2bu8iqfOAaaEy1vuhM1f4UUVdXB4fDoagvmsmY6PkLCgrGvc7lcoHjuGldmw2Y7riMB5Fj2bVrF2644YbT7l82YqbHlIUmwOcAplpf9HRqf3o8HlitVlVVE7a+aCZj6dKlaGtrU5wTBAHt7e3YsGHDuNdZrVYsXLhQde3IyAi8Xu+U66ZmGqY7LsBYIW+n06koPiD+f7bMi9nA6YxpMtBMKGcgplL7s6+vT3F86623qtjz9vZ2jIyMKOqLZjLWr1+Pw4cPK4jX/fv3w+PxKJ5fEAQVObt+/Xrs3LlTYdd96623pH/LZpzOuFx99dXYvXu34ty+ffsAIGvmxUyA/V6SHdNp47QdETVkJdauXSt88pOfFMLhsMDzvLBx40ahoaFBCIVCUptf/vKXAgDh17/+tXTuhhtuEFatWiX09/cLgiAIfr9fuOKKKwSXyyV0dHSk/Dmmg3A4LDQ2Ngpf+cpXhEQiIUSjUeHyyy8X1qxZo2j30EMPCTqdTnjnnXekcwMDA0Jpaank8+z1eoWVK1dmvW+8IJzeuFx00UXC5ZdfLni9XkEQBGFwcFA455xzhNraWuncXMF4fuDU95LsmE4XmgZ+hqKpqQlVVVVYunQpFi9ejMHBQVXtT5fLBYfDobCLf/vb38bq1auxdu1aLFu2DPX19TCbzdi5cycqKyvT8ShThtlsRnNzM3w+HxYvXowlS5agpKRE5cddWFgIp9Op8CIoKirCW2+9hXfffReNjY1YtWoVLrnkEjz11FOpfowZx+mMy0MPPYT8/Hycf/75OOuss7By5Uo0NjbinXfeIb0wshFf/epXsWLFCnzwwQf44IMPsGLFCtxyyy3Sv1PfS7JjOl1o+cA1aNCgIUuhaeAaNGjQkKXQBLgGDRo0ZCk0Aa5BgwYNWQpNgGvQoEFDlkIT4Bo0aNCQpdAEuAYNGjRkKTQBrkGDBg1ZCk2Aa9CgQUOWQhPgGjScoejo6EBhYWHWVxI6k6EJcA0azlCYzWZUV1fD4XCkuysapgktlF6DBg0ashSaBq4h6/GFL3wBubm5MBqN+MIXvgBgLI2n1WpFY2Mjdu7cOe61sVgMt912G4qKirBs2TJ88YtfxKOPPgqO47BixQr85S9/webNm1FVVQWO47B7926sW7cOCxcuxHnnnYdDhw4p7pdIJPDggw9i4cKFqK+vx+LFi/Gzn/1M+ve//OUvWLFiBTiOw/bt23HTTTdhyZIlaGhowBtvvAGfz4cvf/nLaGhowOrVq8m6iT/96U+xePFi1NfXY+HChXjwwQelnNstLS1YsWIFTCYT7rnnHtx5551YtWoVqqqqsGXLFukera2tUrv7779fcf8DBw7gk5/8JGpra7Fs2TJcdNFFM1LNScMsYEZyGmrQkGY8//zzAgDhD3/4gyAIgrBz505hzZo1As/zE153xx13CAUFBcLhw4cFQRCE/fv3CyUlJQL7aYj3//rXvy7EYjGB53nhmmuuEc4//3xFu40bNwpVVVVCe3u7dL+8vDzhkUceUbQDICxbtkxqd9dddwkFBQXC/fffL4yMjAiCIAhf+MIXVPd/+OGHhby8PGH//v2CIAhCe3u7UFVVJWzatEnRrrq6WqisrBR27dolCIIgHDx4UNDr9cJf/vIXVTsxNa4gCMKRI0cEu90uPPjgg9K5bdu2qcZDQ2ZAeysa5gzWrl0rlJaWCl1dXcKyZcuEjz76aML2brdbsNlswh133KE4v3HjxnEF+N69e6VzL730kgBAiEQigiAIwkcffSRwHCf86Ec/Ulx72223CTabTRgdHZXOARC+9a1vSccffPCBAED48Y9/rLp/OBwWBEEQRkdHBavVKtx2222K+//oRz8SOI4Tjhw5Ip2rrq4WrrzySkW7JUuWCHfddZfiHCvAr732WqG4uFiIxWLSuUQiIZSWlgoaMg+aCUXDnMFTTz0Fj8eDFStW4POf/7xUeHk8tLS0IBgM4uyzz1acb2xsHPeauro66f/FvM9itZU333wTgiBItSBFrF69GsFgUFUzdOHChap7yc+JNRMHBgYAAO+++y5CoRB5f0EQ8Oabb47bV/E32Eo6LN544w0sX74cBsM/qi3qdDr09vZOeJ2G9EAT4BrmDBYsWIDbbrsNQ0NDuOiiiyZtLwqlvLw8xfmJ6ovm5ORI/6/TjX0+ov15aGgIwFhifznEY/HfRdhsNun/xdqk1Lnp3l/eV7G/k9WnHBoaUt1fQ+ZCE+Aa5gyi0Sj+53/+B0uWLMHmzZsRi8UmbF9WVgZgrCixHB6PZ1q/X1hYSN5PPBb/fbqY7fuL92DvryFzoQlwDXMGDz/8MK699lr88pe/xOHDh/H9739/wvZLly6F1WrF3r17FedZz5JkcckllwAAPvjgA8X5Dz74ADabDeedd9607ivi/PPPh9VqJe/PcRwuvvji07o/AKxduxYHDhxAPB6XzkWjUVx44YWqgr0a0g9NgGuYE2htbcX//M//4LbbbsOKFSvw7W9/Gw899BCOHDky7jX5+fnYvHkzduzYgY8++gjAmAtdc3PztPpQV1eHjRs34vHHH0dnZycA4ODBg9ixYwfuueeeCU0zycDpdOKee+7Bjh07cPDgQQBAZ2cnfvSjH2Hjxo0qm/d0cN999yEUCmHbtm0AxirQP/zww7Db7SgtLT3t+2uYYaSZRNWg4bRx5513CiUlJUJFRYXw4osvCt3d3UJDQ4MAQCgpKRHuueeeca+NRqPCrbfeKhQWFgrLli0TbrjhBuEnP/mJwgvlu9/9rlBZWSkAEJYvXy7s3r1b+NnPfiYsWLBAACAsXrxYcl+Mx+PC9773PWH+/PlCXV2d0NDQIGzfvl26165du4Tly5cLAITKykrhoYceEl577TVh8eLFAgBhwYIFws9//nPh5z//ueL+TU1N0j22b98u1NfXC3V1dcL8+fOF733ve0I8HhcEQRA6OjqE5cuXC0ajUSgpKRFuvvlmQRAEYfny5UJOTo7gcrmEyy67TDh06JCi3YYNG6T779u3T1i3bp1QU1MjLF26VLjxxhsFt9s9My9Lw4xCi8TUoIHB448/jm3btk3qsaFBQ7qhmVA0nNF49NFHceDAAcW5Q4cOYfHixWnqkQYNycMweRMNGuYujh8/jg8++AD/9V//BaPRiA8++AC/+c1v8NJLL6W7axo0TApNgGs4o3HVVVfhhz/8IZYuXQoAMBgMeOKJJ/DpT386zT3ToGFyaDZwDRo0aMhSaDZwDRo0aMhSaAJcgwYNGrIUmgDXoEGDhiyFJsA1aNCgIUuhCXANGjRoyFJoAlyDBg0ashT/P8O38iHkrDO7AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "det.plot(\n", " coordinates=\"gnomonic\",\n", " pattern=s.inav[0, 0].data,\n", " draw_gnomonic_circles=True,\n", ")" ] }, { "cell_type": "markdown", "id": "40506d71", "metadata": {}, "source": [ "### Generate dictionary of simulated patterns\n", "\n", "Now we’re ready to generate our dictionary of simulated patterns by projecting parts of the master pattern onto our detector for all sampled orientations.\n", "The method assumes the crystal orientations are represented with respect to the EDAX TSL sample reference frame RD-TD-ND.\n", "For more details, see the [reference frame tutorial](reference_frames.ipynb).\n", "\n", "So, generate a dictionary of simulated patterns using `MasterPattern.get_patterns()`" ] }, { "cell_type": "code", "execution_count": 37, "id": "c1429039", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 2.11 ss\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dynsim = mp.get_patterns(\n", " rotations=rot,\n", " detector=det,\n", " energy=20,\n", " dtype_out=s.data.dtype,\n", " compute=True,\n", ")\n", "dynsim" ] }, { "cell_type": "markdown", "id": "f3a7351b", "metadata": {}, "source": [ "We've now generated the dictionary and read it into memory.\n", "We could instead have passed `compute=False`, which would have returned a `LazyEBSD` to be computed during the indexing run.\n", "This can sometimes be desirable.\n", "\n", "Let's inspect a few of the simulated patterns to ensure they look alright by plotting them" ] }, { "cell_type": "code", "execution_count": 38, "id": "ed08fb09", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dynsim.plot(navigator=None)" ] }, { "cell_type": "markdown", "id": "36a83e65", "metadata": {}, "source": [ "### Perform dictionary indexing\n", "\n", "Finally, let's match the simulated patterns to our experimental patterns, using the zero-mean normalized cross correlation (NCC) coefficient, which is the default similarity metric.\n", "We'll keep the 10 best matching orientations.\n", "A number of about 4125 * 12000 comparisons is quite small, which we can do in memory all at once.\n", "However, in cases where the number of comparisons are too big for our memory to handle, we can iterate over the dictionary to match only parts at a time.\n", "We'll use at least 20 iterations here.\n", "\n", "Let's perform `dictionary_indexing()`" ] }, { "cell_type": "code", "execution_count": 39, "id": "e6d66897", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dictionary indexing information:\n", " Phase name: ni\n", " Matching 4125 experimental pattern(s) to 11935 dictionary pattern(s)\n", " NormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, navigation mask: False, signal mask: False\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 21/21 [00:06<00:00, 3.27it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Indexing speed: 641.42309 patterns/s, 7655384.59166 comparisons/s\n" ] } ], "source": [ "xmap = s.dictionary_indexing(\n", " dictionary=dynsim,\n", " metric=\"ncc\",\n", " keep_n=10,\n", " n_per_iteration=dynsim.axes_manager.navigation_size // 20,\n", ")" ] }, { "cell_type": "markdown", "id": "24b2a058", "metadata": {}, "source": [ "Inspect the returned [CrystalMap](https://orix.readthedocs.io/en/latest/reference/generated/orix.crystal_map.CrystalMap.html)" ] }, { "cell_type": "code", "execution_count": 40, "id": "dc2730f2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 4125 (100.0%) ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores, simulation_indices\n", "Scan unit: um" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap" ] }, { "cell_type": "markdown", "id": "7b08cfd7", "metadata": {}, "source": [ "We can write the indexing results to file using one of orix' writers.\n", "orix' own HDF5 file format stores all results to in HDF5 file, while the .ang file writer only stores the best matching orientation" ] }, { "cell_type": "code", "execution_count": 41, "id": "d2958cca", "metadata": {}, "outputs": [], "source": [ "# io.save(\"di_results_ni1.h5\", xmap)\n", "# io.save(\"di_results_ni1.ang\", xmap)" ] }, { "cell_type": "markdown", "id": "cd3bb947", "metadata": {}, "source": [ "## Validate indexing results\n", "\n", "### Indexing maps\n", "\n", "See e.g. the [ESTEEM3 workshop tutorial](esteem2022_diffraction_workshop.ipynb) for more details on analyzing indexing results.\n", "orix cannot reconstruct grains and analyze textures, so this has to be done in other software, like [MTEX](https://mtex-toolbox.github.io/).\n", "\n", "Here, we'll inspect the map of best matching scores and a so-called orientation similarity map, which compares the best matching orientations for each pattern to it's nearest neighbours.\n", "\n", "Get the NCC map in the correct shape from the CrystalMap's `scores` property" ] }, { "cell_type": "code", "execution_count": 42, "id": "a8335823", "metadata": {}, "outputs": [], "source": [ "ncc_map = xmap.scores[:, 0].reshape(*xmap.shape)" ] }, { "cell_type": "markdown", "id": "7360a9a2", "metadata": {}, "source": [ "Get the `indexing.orientation_similarity_map()` using the full list of 10 best matches per pattern/point" ] }, { "cell_type": "code", "execution_count": 43, "id": "1acd8946", "metadata": {}, "outputs": [], "source": [ "os_map = kp.indexing.orientation_similarity_map(xmap)" ] }, { "cell_type": "markdown", "id": "3bc54078", "metadata": {}, "source": [ "Plot the maps using `Matplotlib`" ] }, { "cell_type": "code", "execution_count": 44, "id": "cf7a1909", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = ax[0].imshow(ncc_map)\n", "im1 = ax[1].imshow(os_map)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC\")\n", "fig.colorbar(im1, ax=ax[1], label=\"Orientation similarity\")\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.subplots_adjust(wspace=0)" ] }, { "cell_type": "markdown", "id": "35b75a76", "metadata": {}, "source": [ "### Compare to dynamical simulations\n", "\n", "We can visually compare the experimental and best matching pattern side by side.\n", "First, we extract the best matching indices into the dictionary from the CrystalMap property `simulation_indices`" ] }, { "cell_type": "code", "execution_count": 45, "id": "5ba2f9f4", "metadata": {}, "outputs": [], "source": [ "best_sim_idx = xmap.simulation_indices[:, 0]" ] }, { "cell_type": "markdown", "id": "3d97da95", "metadata": {}, "source": [ "Then we extract the simulated patterns corresponding to the indices, reshape the array to the same shape as the experimental data, and create an EBSD signal from it" ] }, { "cell_type": "code", "execution_count": 46, "id": "1322f22e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_patterns = dynsim.data[best_sim_idx].reshape(s.data.shape)\n", "s_best = kp.signals.EBSD(best_patterns)\n", "s_best" ] }, { "cell_type": "markdown", "id": "e383e0d6", "metadata": {}, "source": [ "Plot the experimental and simulated patterns (this is not easily done via Binder...) side by side using HyperSpy's `plot_signals()`, navigating in the NCC map" ] }, { "cell_type": "code", "execution_count": 47, "id": "f9c863ef", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_navigator = hs.signals.Signal2D(ncc_map)\n", "hs.plot.plot_signals([s, s_best], navigator=ncc_navigator)" ] }, { "cell_type": "markdown", "id": "267ef391", "metadata": {}, "source": [ "### Compare to geometrical simulations\n", "\n", "We can can also add bands and zone axes from the best matching orientations as markers to the experimental EBSD data.\n", "The simulations are based on the work by Aimo Winkelmann in the supplementary material to the excellent tutorial paper by Britton et al. (2016).\n", "See also the [geometrical EBSD simulations tutorial](geometrical_ebsd_simulations.ipynb) for more information than is given here.\n", "\n", "First, we set up the relevant reflectors (the zone axes follows from these), namely $(hkl)$ = (111), (200), (220), and (311), using [diffsims'](https://diffsims.readthedocs.io) `ReciprocalLatticeVector`" ] }, { "cell_type": "code", "execution_count": 48, "id": "de798990", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ReciprocalLatticeVector (4,), ni (m-3m)\n", "[[1. 1. 1.]\n", " [2. 0. 0.]\n", " [2. 2. 0.]\n", " [3. 1. 1.]]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rlv = ReciprocalLatticeVector(\n", " phase=phase, hkl=[[1, 1, 1], [2, 0, 0], [2, 2, 0], [3, 1, 1]]\n", ")\n", "rlv" ] }, { "cell_type": "markdown", "id": "c72f158a", "metadata": {}, "source": [ "Get the symmetrically equivalent bands using `symmetrise()`" ] }, { "cell_type": "code", "execution_count": 49, "id": "fd8882c3", "metadata": {}, "outputs": [], "source": [ "rlv2 = rlv.symmetrise()" ] }, { "cell_type": "markdown", "id": "82bc1380", "metadata": {}, "source": [ "Create a `KikuchiPatternSimulator` (remember to reshape the best matching rotations array to the experimental data shape!)" ] }, { "cell_type": "code", "execution_count": 50, "id": "c4fbfd41", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "50" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulator = kp.simulations.KikuchiPatternSimulator(rlv2)\n", "simulator.reflectors.size" ] }, { "cell_type": "markdown", "id": "99e3bcc7", "metadata": {}, "source": [ "Generate bands and zone axes visible on the detector for the best matching orientations using `on_detector()`" ] }, { "cell_type": "code", "execution_count": 51, "id": "1f5dcbf3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Finding bands that are in some pattern:\n", "[########################################] | 100% Completed | 101.66 ms\n", "Finding zone axes that are in some pattern:\n", "[########################################] | 100% Completed | 101.45 ms\n", "Calculating detector coordinates for bands and zone axes:\n", "[########################################] | 100% Completed | 101.40 ms\n" ] }, { "data": { "text/plain": [ "GeometricalKikuchiPatternSimulation (55, 75):\n", "ReciprocalLatticeVector (44,), ni (m-3m)\n", "[[ 1. 1. 1.]\n", " [-1. 1. 1.]\n", " [-1. -1. 1.]\n", " [ 1. -1. 1.]\n", " [ 1. -1. -1.]\n", " [ 1. 1. -1.]\n", " [-1. -1. -1.]\n", " [ 2. 0. 0.]\n", " [ 0. 2. 0.]\n", " [-2. 0. 0.]\n", " [ 0. -2. 0.]\n", " [ 0. 0. 2.]\n", " [ 2. 2. 0.]\n", " [-2. 2. 0.]\n", " [-2. -2. 0.]\n", " [ 2. -2. 0.]\n", " [ 0. 2. 2.]\n", " [-2. 0. 2.]\n", " [ 0. -2. 2.]\n", " [ 2. 0. 2.]\n", " [ 0. 2. -2.]\n", " [ 0. -2. -2.]\n", " [ 2. 0. -2.]\n", " [ 3. 1. 1.]\n", " [-1. 3. 1.]\n", " [-3. -1. 1.]\n", " [ 1. -3. 1.]\n", " [ 1. 3. 1.]\n", " [-3. 1. 1.]\n", " [-1. -3. 1.]\n", " [ 3. -1. 1.]\n", " [ 3. -1. -1.]\n", " [ 1. 3. -1.]\n", " [-3. 1. -1.]\n", " [-1. -3. -1.]\n", " [-1. 3. -1.]\n", " [-3. -1. -1.]\n", " [ 1. -3. -1.]\n", " [ 3. 1. -1.]\n", " [ 1. -1. 3.]\n", " [ 1. 1. 3.]\n", " [-1. 1. 3.]\n", " [-1. -1. 3.]\n", " [ 1. 1. -3.]]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim = simulator.on_detector(det, xmap.rotations[:, 0].reshape(*xmap.shape))\n", "sim" ] }, { "cell_type": "markdown", "id": "41b4af94", "metadata": {}, "source": [ "Use `as_markers()` to make HyperSpy markers from the geometrical simulations and add them to the experimental patterns with `add_marker()`" ] }, { "cell_type": "code", "execution_count": 52, "id": "d3d953dd", "metadata": {}, "outputs": [], "source": [ "markers = sim.as_markers(zone_axes_labels=True)\n", "# del s.metadata.Markers\n", "s.add_marker(markers, plot_marker=False, permanent=True)" ] }, { "cell_type": "markdown", "id": "61de2dd0", "metadata": {}, "source": [ "Plot the experimental data, navigating in the NCC map" ] }, { "cell_type": "code", "execution_count": 53, "id": "36f730eb", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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