{ "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\n", "the HyperSpy workshop during the Microscopy & Microanalysis Virtual Meeting in\n", "2021. The offical name of the workshop is [M&M 2021 Sunday Short Course *X-15\n", "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\n", "to fit our documentation format. The original notebook, as presented during the\n", "workshop, is available via\n", "[this GitHub repository](https://github.com/usnistgov/hyperspy_tutorial/blob/2021-08-01_MandM_short_course/09%20EBSD/ebsd_analysis_nickel_completed.ipynb)\n", "hosted by the National Institute of Standards and Technology (NIST).\n", "\n", "
\n", "\n", "\n", "## Electron Backscatter Diffraction (EBSD) analysis of polycrystalline Nickel\n", "\n", "The goal of EBSD analysis is often to determine the crystal orientation from\n", "each EBSD pattern, typically called *indexing*. One approach is dictionary\n", "indexing, first described in Chen et al.\n", "(2015). Here we'll demonstrate how to do this in\n", "[kikuchipy](https://kikuchipy.org). The implementation is based on the one in\n", "EMsoft, as described in Jackson et al.\n", "(2019).\n", "\n", "Dictionary indexing is not as tried and tested as the commonly used Hough\n", "indexing. To aid the evaluation of dictionary indexing results, we therefore\n", "first obtain several maps to get an overview of the quality of the EBSD patterns\n", "and the features in the region of interest before indexing, independent of any\n", "bias introdued in indexing. After indexing, we'll also inspect the results\n", "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", "# pyxem family of packages (except pyxem)\n", "from diffsims.crystallography import ReciprocalLatticePoint\n", "import kikuchipy as kp\n", "from orix import io, quaternion, sampling, vector\n", "\n", "\n", "plt.rcParams.update({\"figure.facecolor\": \"w\", \"font.size\": 15})" ] }, { "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 | 1 | um \n", " dy | 60 | | 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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\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. See the [IO user guide](../user_guide/load_save_data.ipynb) 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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h008/dao7aNAghISEYO7cuYZg2L9/P5599lmXbTvO8/z8fMydOxdnzpxB06ZN8dprr2Hfvn2YO3cuKioqUFFRgblz5+LXX3/FwoULjfcv1CEu4s6qGiUxMVGlpqaqTZs2qauvvlrFxMSo+Ph4NX36dKd9/mvWrFE9evRQTZs2VZ06dVLDhw9XTz/9tLHdc+zYsUbdP//8U11//fUqOjpaJSQkmLY9VlZWqgkTJqiYmBgVFxenbr/9dsM3QSmlfvjhB3XTTTepqKgoFR8fr7p06aIWL15s2vqYmpqqwsLCjL5jY2PVqVOnjPN79uxRsbGxqlGjRsrPz0/FxsaqL774Qm3atEnFxsYqPz8/1ahRIxUbG6t++eUXVVBQoJ5//nnVq1cv1bx5cxUXF6eSkpLU3Llznbb9umLPnj1qxowZ6rrrrlMtW7ZUMTExKjQ0VHXu3FnNmDFDFRUVOV1z7NgxNW7cONW8eXMVGxurOnXqpBYsWGC6z5KSEjV16lSVmJioIiIiVJcuXdTcuXPVNddcY9zX+vXr1SeffOJ0X/v371fvvfeeio2NVQBUkyZNVGxsrGl7pSsqKipUbGys8fwAGOVNmzaxz+K5554zrg0LC1OxsbFu43SNHz/e5VbpJUuWqOTkZNW0aVN1+eWXq4yMDDV58mQFQEVHR6unnnrK6Zp7771XRUZGOr2vnJwcFRsbq0JCQozrJ0yYYJw/ePCgGjx4sAoNDVUtW7ZU6enpaseOHQqAmjVrlqmtLVu2qD59+qiwsDDVrl07NWjQIPXyyy8rACosLEz179/fqHvmzBk1fPhw1axZM9W8eXM1adIk07v9/PPPVZ8+fVSzZs1UdHS0+q//+i+1fv16U3/cPBcuHWxKWViU6jCtW7dG69at3UbqFISGyPfff49evXph4cKFuO+++y72cIQ6QL1WNwlCQ+XUqVOGT5Aj3333HQCzb4IgWCFCQhDqIeXl5fj000+xYMECVFZWQimFr7/+Gs899xzS09MNm5wgcNQ7IVEdEO7IkSP49ttvERcXh2+++eZiD0sQapWIiAjMnDkT77//PhISEhAREYGMjAzcf//9WLp06cUenlCHqLc2CUEQBMF76t1KQhAEQfAdAbXWkwvHqRKHGDc0wB511afxeU6dOmUqV1VVaQ3HsT+aX4KWqZMRXXzR83QsNIdBtfNSNY6x+F3VDwgwvybO8c4xLhVwPn6TTnu0f8f7o/dO6wYHB1v2xT1r7tnT89y7oPPohx9+MJVpUDu6j59er7Pw5urStmmZ3gt9lrTMfQZouBRuHnHj4Tyz6bvS6YveCz1PP0P0PJ2X9F3Qst1u93isVtxwww2GvxVHdHS0y4CHlxq1JyQAnP3fQGFN6kkYBkEQBEdyc3OxY8cOj+qmpKTU8Gh8Q60KCUEQhPpOfTPz1qqQkBWEIAj1HRESPsRRp0n1l1TfSnWQ1IZBbRZU30rrO+osad9c6GJurJwulgb543TPVD/L6YZppE1OH8vppq0mPb3X06dPm8r0uXM2BK5vzp7C2Y/oEp8+W24uWNmfvLVV0evpnKZj4ew3FJrwikL7p+Pl7k/n3XI2CA7u2XKfURqR2Vc2CaWU9r1c6tSakDhLEpfUN2krCIIA1L/vNrFJCIIg+BAREoIgCIJbREhcIJyenupnq7OdVVOd6MQd3F5/qpOk7TtCdYpcmbMRcLpdCn1W9F7over6PdDx6OqqrfqicD4gunvxuXnE6cW58er6AnjzhcDdC302dOy6vgEU+t6pDYTOK84Gwfk2WI3HyjfHVdsUzj+mU6dOpnJOTo7HY9NBKSVCQhAEQXCPGK4FQRAEt8hKQhAEQXCLCIkLhNOrc/vdqW67lGyppVCdJLVBWL1ILj4Rpyvm/BA4vTetr7sfnqPYIWYWADRp0sSyvuP903vT3bvP6a05GwUH5xPCwb1bipVqgXvP3Nh07TOcjUA3npGuzUHXfmTVlq7vDr03Wt67d6+pTO0tvkJsEoIgCIIlIiQEQRAEt4iQEARBEFwiYTl8CLcvmkrjwsJCy/o0thOHY/s0llLTpk1NZc6mQNGN8281NldlOh7aPjde+uwpVvph3Zg7unpuznbFtc/pzb3F6n69tbdwfhCc3wEXr4jzl6Hnqd1P175k9e69fS+684j6hPh6XjgiKwlBEATBLSIkBEEQBLeIkBAEQRDcIkLiAtGJyw/AKU+srj6U86MIckiAxOknuT3ZHJwumOuPQvWr3o6P0/s76rbpe+B0vbp752n8INq+bmwl3Zg/ujkTHMu6fg8U3dhLXK4NzkbAvSua75u+Oy4mGdefFVwsJl2fD4qOD4cONWW4zsjIwDvvvIM+ffogMzPTbb0uXbrgp59+woIFC/DQQw8Zx1966SU8+uijTvbWIUOG4N1337XsW1YSgiAIPsSXK4ns7GykpKSgefPmbLsvv/wyfv75Z7fnr7vuOksB446aM/ELgiA0QKq9rrk/T8jNzcWcOXPw008/WdbLycnB1KlTMWrUKF/cggkREoIgCD7El0IiJSUF48ePZ+v1798fAwcORI8ePbwdvhO1pm7SzXEQExNjKp86dcpUpn4R1AaRl5dnKjvaIFz1Z3WOi09E74WLX8TpvXX3cHNxb7j9+Dp6fW7vPhdPiNMl0zhS3urludwfuu+aYhXXSldHz90r9964/NxcvCLuWdDraTw1zndBB+77Qtd2xPll+YqLEbtp/vz5OHToEHbv3o2FCxe6rffLL7+gWbNmKCsrQ0BAAPr27Yvly5ezsdtkJSEIguBDPF1JZGdnIyQkxPhLT0/X7uv48eOYNm0aPvzwQ8sfAbGxsYiKisK2bdtQUFCA5cuXY82aNWjVqhXbhwgJQRAEH1JVVeXRX5s2bVBcXGz8LV++XLuvfv364YYbbsDAgQMt640cORJZWVlo27YtAGDQoEFIT0/HyZMnsWTJEstrRUgIgiD4EF/aJDgOHDiAzMxM2O122O12TJs2DQAwbdo02O12vPjii26v7d69OwBgz549ln3Umk1CN55Rfn6+5Xlqg6D76SMiIkxlKx0mZwPQjQfE6U919au6eZZ180br6P3ps+D25nP5wblnw+m9aX3qZ8GNh45fd2+/Y33OtqSbp4Qbu66PCNXzBwYGWrbH3TvNO19WVmbZv44dUPfZcHC+QL6itm0SdL6/9NJLePjhhzF37lyTn0Tv3r0xb9489OnTxziWlZUFAOjQoYNlH7KSEARB8CG1uZLwlH379uGBBx4wNjf85z//wZIlSxAcHIxJkyZZXitCQhAEwYf4WkgkJCTAbrcDALZs2QK73Y7p06c71XOlbqpe3U2dOhU5OTmGWqpz585ITk7G3r172V1v4nEtCILgQ3wdluPo0aMe1bNS0U+bNs0QILpcNCHB6T9pmfo5UJuEbi5iR50nl6NaVx/qbc4Fb/NP6O6/p+jovs+ePWvZFueXQM/T9rhnQX0DqG1Kd15w47VC1/+Ejp2LjcTFseJ8PDh/Gs6+xN2fTn1v5zj33rjcHDWl7rkYqqSaRlYSgiAIPkSEhCAIguAWERKCIAiCW0RIXCB0DzXl+PHjpjKNzUTLOnuwAb1Y/ZzNQXfPNTdWXb8IChcHS7d9q/vn9vpTvbZu3H5vxuYKzg+CoqvLdhwv95y5e+PsKZyti4tPxOVG5+Bsc7rj1UE3pzXnK3Ty5ElTOTIy8oLHRhEhIQiCILikppIOXUxESAiCIPgQWUlcIEVFRaZyaGioqUzVSVRNcObMGVPZ2y10VmE5uGUyp/Lgth5S6LZPGi6BU5lwW2Dp+Kkrv04YZd2QH7opO3XPc2ktdUOQcOO3Uj/pqsK47bZU/aSrXuK2tOqG1+bgQuY7jodTQ3Jjo89GN+1tXFycZf/eIEJCEARBcIsICUEQBMEl4kwnCIIgWCKG6wuEhu6m0BR6VH9KQ0Zz+lguxajji9TdTuvrsMPBwcGW/XPhtXXtANTmwbXn2D9nD6H2FXqevhcaboVL/crZW7jrOTsAF17bym6gaxui0LFxobc5G4Nu/1x6Uu4zp2OT4UK8c3OSvhcu7W1t/rqXlYQgCILgFhESgiAIgkvEJiEIgiBYIkLiAuH0m1SXzOmCdfe71yS6YTcoXKhy7l65ENG6++vp9Va+ALpjo/YQqkvm3jMX+kE3FS0XzoFi9S65ecDZFLhQ3Lo+I5zNgsLZ8bjQ4ty8dbx/3dSr3Hlq06BwNg5fIkJCEARBcIvsbhIEQRBcIjYJQRAEwRIREhcI1WfSMvUVoLGeKLppJun+fUd9K6dL5cKM64QhB3g/C04XrWsX0NWNW+lvubFTG4MunG8A1YNz9hRO7+9tuGwrHxJv9e666Pr7UHTT8tJnSeepzueCxm7jvi907S1cbCdfIkJCEARBcIsICUEQBMEl9TGfhF5sY0EQBMGSauM196dDRkYG/Pz8kJaWZlmvS5cusNlseOmll5zOrV27FpGRkQgLC0NwcDCuueYaJzW8Ky6aTYJC80XQ+lSHyNkFuLIVnL5Td68+lyeAwt2brl8G9U3Qbc/xfrj3SG0GuulDuVwaFN1YTLppLrlfhY7Xc3V1vxh0bVdcf5zNgZsXnD8PZz9ybF/XJ4Pzn+HO16QNguJLdVN2djZSUlLQvHlztt2XX34ZP//8s8tzWVlZGDJkCG677TZ8+OGHyMnJQWJiInr16oU9e/ZYtisrCUEQBB/iy5VEbm4u5syZg59++smyXk5ODqZOnYpRo0a5PJ+RkQEAeP/99wEAMTExuOuuu/Djjz/ihx9+sGxbhIQgCIIP8aWQSElJwfjx49l6/fv3x8CBA9GjRw+X53ft2oXo6GjTSn3EiBEAgEWLFlm2LUJCEATBR3gqIHypkpo/fz4OHTqEVatWua1TWlrqlK6hW7duAIB9+/ZZtl9rNomCggJTme6np/uYufjyVMfI6VOt0I27T9GNhc/ZEKivAL1XbrxUF6xrw7Aq077pe/Q2pzT3Hrn2uHzhuu1xvgGOunUu37ZuTC7uWeraY7j2ufhH3Dzj6juOn7MRcjZIXZ8O3XnpDZ5+f2RnZyMkJMQo33rrrVi+fLlWX8ePH8e0adOwdu1a9n3Qz0JYWBgAoKSkxPI62QIrCILgQzwVQG3atMHOnTu96qtfv3644YYbMHDgQLYu/fFZWFgIwNmRmSLqJkEQBB9Sm+qmAwcOIDMzE3a7HXa7HdOmTQMATJs2DXa7HS+++CKA8xkg8/LyTNdW72pKSkqy7EOEhCAIgo+obZtEeXk5CgoKkJ+fj/z8fMydOxcAMHfuXOTn52PKlCkAgO7duyM3N9e0mlixYgUAYPLkyZZ91Jq6icuFzNkk6L5qukSiSymd/Lu6ul8OHR0/wPtRcDkVuPOcDYLLY+D47Olz9zavB9Wj0vfI2V/oeW58XC4NOu90coPQvmhbunlFuDhVnD2H+wxw84bOQx2fEVftOZY5fxjOBsE9S91cHb7kUgzL8eabbyI5ORmjR4/GP//5T+Tm5mLZsmXo0qULrrrqKstrZSUhCILgQ6qqqjz685SEhATY7XYAwJYtW2C32zF9+nSneq7UTdU/upKSkvDRRx/h888/R1hYGFq2bIkuXbrg22+/ZfsXw7UgCIIP8fVK4ujRox7Vy8/Ptzx/yy234PTp09r9i5AQBEHwEZJ0yAsc9wMDzrGaKLr7pHV1jI7Xc7pfilUOaFdwNg9fxg9yVebg4lw5+kJwenEupg4dm+7efA5d3TOXg5ur79gfzePOQecRd95bPTsXC0q3Pjd+nba5GFt0Xunm167NL+4GKSQqKiqwfv16fPXVVzh27BhOnz6NqKgoxMfH47//+79x/fXXa38xCYIg1Efqm5Bgv9lXrFiBuLg4DBs2DJ988gmys7NRUlKC3377DWvWrMFNN92EFi1aYN26dbUxXkEQhEua2g7LUdNYriT++te/YtWqVVi+fDn69+/vMtxuWVkZPvvsM8ycORN//vmnR8GoBEEQ6iP1MemQWyFx9OhR7N+/H1u3brVUJQUGBuLmm2/GDTfcgPHjx2Po0KGIjo52qkf3v+v6IoSGhlqep+jk1+X24uvqmjm8jclD0Y3FxO3H190fb9UX9x68zYmg+4HU9WHhbCyOenlqz+ASuuja0Ti9PVefs33p5nKn84jzC3GcZ9x75fJNcDaHi/lFXZdWCZ7gVkgkJCTg7bff9rihwMBAvPvuu74YkyAIQp2lvgkJn1ibn3jiCV80IwiCUOdpUDYJyrZt27Bjxw7k5+ebbnLFihV47rnnfD44QRCEukZdEgCe4LGQeOqppzB79mxERUWhadOmpnMnTpxgry8tLTWVqT6T6hypDULXl4FiFdeG6j9p2zRnArc/XNdvgovFxMXg0dXT02fJhQp27J+LD8TFL/LWp4OzIVB09ejc+Kx06fRc48aNLcfG5bbgYivp3juHVawlgJ9n9H518ltwbXHo+t/oPhtPaVCGa8rf//537NmzB507d3Y617dvX58OShAEoa7SYFcSSUlJLgUEAKxfv95nAxIEQajL1Dch4fFaf/jw4fjyyy9dnhs5cqTPBiQIglCXabCG66FDh2LYsGGYOHEiWrRoYdLpVWc4soLqCKmePygoSOt6Th+r6zvgiG78Id24MdSmweWm5cajG5OH3juXF9qb2Pv03n777TdTOT4+3rJvire+Bdz1uj4sjvfH2dm4HNH0PXDvlX4mOLsdZ/ui13PxkXR8kQDz54bT21PfJC6XOoX6+nC2KV9R1wSAJ3gsJEaPHo39+/ejZ8+eTsH69u/f7/OBCYIg1EUarJDYu3cvsrKynCQ6AEycONGngxIEQairNNjdTcnJyS4FBAAjG5IgCEJDpkGrmyZPnoznnnsO6enpaNGihUknePfdd2PTpk2W1yckJJg7ZvSxunYB3bzNjmXOhsDFUqI+HdQnhMat4nS5nM2Dwj0L3XhEVrptb+0zbdu21arPPStuL7+uXwVF5wPPPVfuXqldjtocvJ2n9L362l7D1bcai64dr7Cw0FSmfhXU94eLU+VLGqyQGDBgAGw2m8vcqoIgCMJ5GqyQ6Nixo8sYTUopzJs3z6eDEgRBqKs0WCExatQojBkzxuW5vLw8nw1IEAShrtKgw3I89dRTbs8NHz6cvZ7uW6Z6el2/Bt0ctlZxZLyNfcTl6+Xa53TJ3LPg6us+K2ofctywwOlyubFyeZt17THe5ofwJd4+Gy5fBJefguuPg8vdzvka6NhEOFsSpaioyLJvagcsLi522zfgbEcMDw+37F+H+raS8Emo8NGjR/uiGUEQhDpPTXhcZ2RkwM/PD2lpaabjZWVlGDBgAOx2O6KiohAaGorg4GBkZGSY6r300ksICAiA3W43/Y0dO5bt2+OVxGWXXeb23PHjxz1tRhAEoV7jy5VEdnY2UlJS0Lx5c5ftnj59Gl988QVWrlyJ2267DQDw+OOP44UXXkCbNm1MG42uu+46ZGZmao/BYyGhlDJJnYqKChw5cgSbNm3CQw89pN2xIAhCfcSXQiI3Nxdz5szB+PHjXaoPIyMjsWjRIkNAAMADDzyAF154Abt27fLJGDwWEmPGjMGMGTOcjh86dAjz589nr+fi2Hiri9bNY2A1Ft3cwdS+QtHNF8HpdjkbB7fHnF7PvRtHXTh1qOT01hT6XrhYTbrPStc2petH4Y3fhK4PCC3TZ19QUGAqczkYuHujensuz4punhOdvCSc3xT3GeHim9HNNjSG2IXia2e6lJQUpKSkuD0fGBiISZMmGeX8/HzcfvvtCAgIwMyZM30yBo9tEu46TExMxM8//+yTwQiCINR1qqqqPPrzNdHR0YiIiMCvv/6KjRs3OqV2+OWXX9CsWTOEh4cjKioKw4YN82gzhFeG6zNnzmDdunU4evSoN80IgiDUGy5WqPDc3FyUlpaiW7duSEtLwwcffGCci42NRVRUFLZt24aCggIsX74ca9asQatWrdh2PRYSfn5+8Pf3N/2Fh4dj6NChYpMQBEH4XzwVEtnZ2QgJCTH+0tPTve67SZMmyMzMRGBgICZPnmwcHzlyJLKysoywOIMGDUJ6ejpOnjyJJUuWWLZ5wR7XNpsN4eHh6Nq1KxITE9nr6T5nTm9OdZac3pzLL2yl7+Xa1tXFcnH6dfeIczYF6oOiq/enWI2H2l90njPA5w3RzavMxb2i6Oq2deJq6cbg4nKlc/dO9/pzsZ4ouvNQN4eLN9B5Rsvcs7lYDm06q4Q2bdpg586dXvVXVlaGqqoqJ3tVs2bN8Mcff1he2717d7z77rtsPiCPhcT48ePdelwLgiAI56lNZ7rJkydj27Zt+OWXX0zHCwoKTD8ee/fujXnz5qFPnz7GsaysLABAhw4dLPvwWN308MMPe1pVEAShwVLbhuu9e/di/fr1RnnKlCkoKirC4MGDjWP79u3DAw88YKxe//Of/2DJkiUIDg427Y5yhVshceTIEYwfP95jqVhZWYm7774bJ0+e9Ki+IAhCfcTXhuuEhATY7XYAwJYtW2C32w0nuXHjxuGqq67C0KFDER4ejtDQULzxxhuYPHkyVq9ebbQxdepU5OTkGJ7WnTt3RnJyMvbu3cumT3Z7tmXLlmjXrh369OmDWbNmIS0tzaXOsqKiAl9++SVmzJiBe+65B82aNXPZnq6ul5Y5nSSF1rfaT6/rk6GrN6dwvgS0fWpz4OBi9evmgHCE3huNmUPtH/ReuWfF5Wmm13Pxg3T9ODh7EsWxf12dPlefu95bewznF6Hru0Sx8pPg/JooumPV/Yz5iprYuWS1e7Rnz54e2TWmTZt2wcnhLD8Bjz/+OFq0aGHsp23dujWioqIQEBCA8vJy5Obm4tChQ4b0uvXWWy9oEIIgCPWF+hbgjzVc33nnnRg+fDjWrVuHb775BseOHUNeXh7i4+PRs2dP9O3bFwMHDtT+tSsIglAfaXBCAjivQhg6dCiGDh1a0+MRBEGo0zRIIeELdGPscDpKThet6/vgCKfb5fTUdOy6enBdmwd3r1wcG52cDLp5m6mNgrs3zo+By2Ht69wa3LO00rNT6Ng53yDdHTC6/jacvYbzi9C1wTj2x9m2OB8S7jPDzZua8qNo0EmHBEEQBB5ZSQiCIAhuESEhCIIguEWExAXC6Yp148hw+5w5vaBj+9zYON0xherhdXXVXCwmCvUJ4fT6urpvx/Z08y2cO3fOVKb3xtkYuPZ19b+6NgrOz8MqRwKXx53mNAgLC7Psm6KbC0P3PPdsdONqWT0rXZ8MXdtTbdoJ6puQ8Nibp7S0FIcPHzY+9D/++CMeeughvP322zU2OEEQhLpEteH6YuSTqCk8XklMnz4d69atw6pVq9CyZUv0798fISEhWLVqFU6cOGHKpSoIgtBQqW8rCY+FxHfffYddu3YhNDQUixcvRqNGjbB3715UVlaif//+rJCg20a5bZzc8pGqLTjJbLXU5tqi52nayJCQEFOZU6HolrltpJxagsKFlLYq624tpGPzdusyp4bUVaV5ozIBrLdqcl8WkZGRlm17+2XDvQtuHnDPzptfw5yKlUudyo1Vd6uzL2mwQiIkJMSIX//xxx8jPT3d+HKkce0FQRAaKvVNSHhskygqKkJFRQUOHTqEzZs344477jDOUeOkIAhCQ8TTCLB1SZB4vJK4+eab0alTJxQXF6NXr17o3r07Dh8+jAULFiAuLq4mxygIglBnqEsCwBO0DNdJSUk4cuQIRo8eDQA4ceIE7HY77rzzTvb6pk2bmspnzpwxlTmdIge3hY7qwh3Pc+Gp6djoVkWq26XpADt27Ggq01SD3oYQ0A11Tuv/+OOPpnJ4eLip3Lx5c+N/buy6WxfpNlH6Lqg9RvdZeftsOT2+Y/u0Ly5kOwdnq+LsNdxngr5Lbhs67Z/b4mtlP6I2B5oGl56nbXPbwrn0x7ph2nWoSzuXPEHLT4IG+EtJSUFKSorXeVoFQRDqC/VtJeETcfr444/7ohlBEIQ6TYOzSYwYMQJt2rTBc889Bz8/P9ZjUxAEoaFTlwSAJ1gKiVatWhn66I4dO+KJJ55wqqOUwrx589iO6A4oLpSEt3o9nTDGXGpUTjhS3fNVV11lKuvaFLj61L5DofYeLnz3888/byo/9dRTprKjfpjbv87p5TldM3ee86fR1eNztjCq+87NzTWVIyIi3PbFzSMuBIhOeHvA+VlzNgnu3mn4bl3fJCs7AOfHQH2PTp06pTUWztepJndkNigh8cILLxj/jxo1CmPGjHFZ78iRI74dlSAIQh2lwRquHf0iKPHx8T4ZjCAIQl2mrtkbPMFjw/U999zj8nhubq5pxSEIgtCQaVCGa0d2796N0aNHY+HChYafwKeffop7770XOTk57PVUt8vtV9e1C+jG3LE6p5sSk2uP3ouVz4ar64OCgiz7o+3TMClcasj169dbjsdRf8ullaTQvfgc9NnQZ8/5tOiG16Zw4bBjYmLctqebepX7oqD3wtkUqN6dwvltcL4LXHh+CtX7O84FzlZFn110dLRWX7SsO2+9oSYEQEZGBt555x306dMHmZmZxvGysjLceOON2L59O/z9/VFWVobKykqMGjXKKUL32rVrMXbsWFRUVKCiogJdu3bFpk2b2M+oxyuJ9PR03H777ejXrx/Wr1+PSZMm4eabb8Ytt9yCHj166N2xIAhCPcWXK4ns7GxER0dj+/btLq85ffo0vvjiCyxZsgSnTp1CUVER7r//fixZsgSzZ8826mVlZWHIkCHo378/CgsL8fvvv2P37t3o1asXOwaPVxKvv/46gPMRUAcPHozGjRtjzZo1GDx4MIqLiz1tRhAEoV7jy5VEbm4u5syZg/Hjx7tcBUdGRmLRokW47bbbjGMPPPAAXnjhBezatcs4lpGRAQB4//33AZxfEd91111466238MMPPzjtyHTE45XEkCFD8OSTT2Ls2LG45ZZbMH36dCxcuBB//PEHli9f7mkzgiAI9RZfJx1KSUnB+PHj3Z4PDAzEpEmTjHJ+fj5uv/12BAQEYObMmcbxXbt2ITo62rT9fcSIEQCARYsWWY7B45XE2rVrsXnzZrz++uu49957AZyPUTRixAhkZ2djwoQJ1h0x+SQ4XTHVKXJ7wjkc+//ll19M59q1a2cqU90sdy8UOjZ6vW7MHF29Ohf/iPpVULzZ0qerx+bu1UrPDfDzgLM5cDG/rOpzNgRaPnTokKlMdwlSGwN9j0VFRaYyl2ZX12ZC2+NsItxn+uzZs8b/9F44G6XjtYBzfDHuM0PtcvQz6EsullE6Ojoap06dQlhYGDZu3IjOnTsb50pLS9GyZUtT/W7dugEA9u3bZ9mux9+srVq1wu7duw0BAQBdu3bFl19+iaioKE+bEQRBqNdcrN1Nubm5KC0tRbdu3ZCWloYPPvjAdJ4K5uoNSCUlJZbteiwkHnvsMVx22WVOx5s0aYJnnnnG02YEQRDqNZ4KiezsbISEhBh/6enpXvfdpEkTZGZmIjAwEJMnTzado5ElCgsLAQDBwcGWbXosJO677z635z755BNPmxEEQai36AT4a9OmDYqLi42/C7HtlpWVOaniAKBZs2bIy8szykFBQaYy8H8pDZKSkiz70FLM7dy5E2vWrMGff/5pWi599tln7LV0SUN9K7h8v7p7zHXi5FhZ9gFe96oTJ8oV3sYjotDx0PapPpb+kqC/OBztANyzoHD5GCi6Pihcvm9OL0/hfFh0/G/ocz558qSpvGLFClOZhr2hvgH0WdP3pmur4s5zeae9yW9O5xi1+9F5Qs/T7xNuznPzxpfUZliOyZMnY9u2bU521YKCAtP76969O7Zu3YqysjJD7VQ9/+iKg+LxSmL16tXo27cvNm7ciNWrVyM7OxtZWVn44IMPJDOdIAjC/1LbNom9e/eaHGKnTJmCoqIiDB482Dj25ptvAoCRMC43NxfLli1Dly5d2B/JHq8kXnjhBXz//fe4/PLL0bdvX2zevBkAsH//frz66que35EgCEI9xtdG6YSEBGMH4pYtW2C323Hfffdh9uzZGDduHPbs2YOhQ4ciMDAQVVVVUEph8uTJeO2114w2kpKS8NFHH+Huu+9GWFgYysvL0bVrV2zcuJHt32Mh0bhxY1x++eUAzA+hU6dOOHr0qMc3LAiCUF+piZ1LVt+vPXv29Dgz6C233ILTp09r9++xkHDUEVZVVeH48eOIi4vDmTNn8PPPP7PX0wfnmDcZ4Pd4U3T2r1eP2V19qq/k4rzo7j/n7sXXuY+5WFGcDYXGinLUB1Pvek63S3XL3Hux0mO7Os/5z1DdNzde3dwfVFfuCH0vrVq1MpWpTYG2pRuHSteeQ+F8j+h4qMFUxxeKvhcab4yLn0b9Hqj/DH2WND9F9c6emqAuBe/zBI9tEi1atMCdd96JgoIC9OnTB9dccw0yMjKQkpKCjh071uQYBUEQ6gwNNgrsrFmzsH37dthsNkydOhW//PILVqxYgS5durBu3YIgCA2FBpt0KCkpybSf9uOPP66J8QiCINRZ6toqwRNqLoAJA7dfnsaloXu2Ob2/Tv4JXcmvaw+h+lcKZ+PgcnFwNghdm4TV9fQ9cHpqLj8Et/eewuUdKCgoMJXps9PNQ60TC6o6zIGrc4Cz3vzBBx80lbkc19ToSPvj4O6N9kefHTdP6bun7TnaCag9hn7eqU2B9kXtZjQHNrVZ0BhfNeknIUJCEARBcIsICUEQBMEt9U1IeLy76cMPP6zJcQiCINR5fJ1P4lLA45XE448/jqioKPTr1++COtKJeQM46yxprBZOZ6mTN4CrS+H2r1O43MK6MXA4XwOKbtwrq/vPzc01le12u6lM97tTqJ6b6o652FA04vC4ceMs+/c2BzbVXVvlAqH2EnqvVI/OzQtuLNw84t67bn4JWqZ6fs4OoJNnmtblbJK6dkHu+8cbGuxKIigoCMuXL0e3bt2wYMECp4iCgiAIQv3zk/BYSDz11FN45513sHnzZthsNvTr1w933303tm/fXpPjEwRBqFM0WCExcuRIAOfVCw899BB2796N5s2bo3fv3rjqqqvw1ltvsRmOBEEQ6jv1TUh4bJN44403MGHCBBQUFOC9997D66+/jv379+Pqq6/GhAkTcPjwYfTu3RszZszA0KFDna7ndMNcjoamTZuaylT/SW0UnJ7ecTycnprb28/B6T85PwZOL65rc6Do2GBoHmZuvzn33rn82zRW1Jw5cyz7p++GntfNucDNDcfz9L1QG4Ru2xQa74zCfYZ0c4HQ62kudGr/sYpjBVjfL+fbQ8t03nD3VluG4romADzBYyHxyiuvYMeOHfjnP/8Jm82GkSNH4v333zeSaQPnjdt9+vRxKSQEQRAaAnVp55IneCwk9u3bBz8/Pzz33HMYPXq0S2/PAwcO4NixYz4doCAIQl2iwa4krrnmGmzZssWyTlZWFv7f//t/Xg9KEAShLtKg1U3VmeisGD58uNtzdAnG6Yq583TftFXsekDPT0N3uai751pXV0z1r974OXjSn1X7uvm8uba590L13DTGD/VF4GwU3P56XZ8Ux/p0Lz5nI6BjpzYNiu6c5vwqaH06HjrvqA1C1wbi+Hx0bZKc7SsiIsJU5rbo69oVdWiwQoJ+KQuCIAjONFghIQiCIPA0WMO1IAiCYE2Dtkl4i+7+dA5d3biVvlRX8nO6Y2/zKFNdMIXLxUHR9dOw8m3QjW2ka4Og56numJ6n/dEy9a+hz073WVrZLKgzKY0/RmMZ6eau4MZC4T5TXF5obt7Q/qlKmj5bx/Y5nxHd+GX02dGxcPPGl4iQEARBENwiQkIQBEFwS30TEnrrW0EQBMGSmojdlJGRAT8/P6SlpZmO//rrr+jXrx/Cw8MRERGB4OBgtGrVChs2bDDVe+mllxAQEAC73W76Gzt2LNv3JWOT4HSQXGx7Ts9vdZ72xdkUuDgyFM53gPOL8DYvANc/1d9S3brjeLixcDmruVzktD0ao4ubR/Q85yfBxQDibCKOUB08fY70OevaIGjfnC2psLDQVI6MjLQcDweXr1wn3wXXFuf3RMvUR4XOM2oPqqkdSNVJh3xFdnY2UlJS0Lx5c5dzb+bMmfjmm2+wZ88eJCcno6SkBB06dMBf/vIX7N+/H+3btzfqXnfddcjMzNQeg6wkBEEQfIgvVxK5ubmYM2cOfvrpJ5fnExISMGLECCQnJwM4v1ni2WefRVVVFV599VWf3I/YJARBEHyIL20SKSkpSElJcXt+wYIFTseq4+qdPXvWJ2OQlYQgCIIPudj5JD788EMAwPTp003Hf/nlFzRr1gzh4eGIiorCsGHDPBIktbaS4B4Kp6um6Or9rPS/nA2Cg8vTTO+N6rlDQkJMZapfpe3T+roxfLjzNA+CY33aF9Vr03ulenrOnqKbu4O7nutP99nReWQ1PnrvBQUFpjL1o9DNx01tDlFRUaYy5yPC3Qt9Nro+JTrXc59nri36rDg7Y03luNYRANnZ2abP8q233orly5d71f/hw4excuVKTJw4EYmJicbx2NhYREVF4dNPP0Xbtm2xfv163HzzzWjVqhVycnIs25SVhCAIgg+pqqry6K9NmzYoLi42/rwVEIWFhejatStSU1OxePFi07mRI0ciKysLbdu2BQAMGjQI6enpOHnyJJYsWWLZrggJQRAEH3Ix1E35+flo164dunXrho0bN3p0Tffu3QEAe/bssawnQkIQBMGH1LaQOH36NNq1a4fu3bsbAiIzMxOPPPKIUad37974+uuvTddlZWUBADp06GDZvk3Vknvgn3/+aXleVyfJxXrxBm/70s2RQPfqc3p4br+9r5+llf6Wi4mj+15oHmXOpuGtrwE3/TmbhCOcPYM+Cy5XObVFcfnFOdsXNy9pfc53QTd2lJWfBHctZ3ui80Q390br1q0tx+MpTZs2RdeuXT2qe/bsWezcudPjtm02G1JTU02+Drm5uejQoQPsdjtmzpxpHN+wYQO+//57HDx4EABgt9vRunVr7Ny5EwEBAfjPf/6DK6+8EjabDQUFBZaxrGQLrCAIgg/x9e/uhIQE48fTli1bYLfbcd9992H27NkYNWoU8vLykJeXhzFjxpiuq7Y/AMDUqVPx6quvwm63IyAgAOXl5UhOTsbKlSvZYIciJARBEHyIr4XE0aNH3Z77/PPPPWpj2rRpmDZt2gX1L0JCEATBh0jSoQtEN6esrp8EJ72t4hcVFxebztH95ZTDhw+bys2bNzeVOb08Z0Ogumhqs6Dtc/pdTj+r4yfCxW6ibXF6eS4GD0U3h7Wuz4hujm6recrlZaexnWJjY01l6q9Cnw19F3Qec7YmLhcId++cDYPieL1uXhEuH7dO3ChX9X2FJB0SBEEQLBEhIQiCILhFhIQgCILgFhESF4i3ORF0bQ5c/45laoOgMdevvvpqU9lxaxnA54OgMXboWGiQLRrTh8vvy+nRKbpxaxz7o3pxTvfL7bWnumWad5nLI8LNE12fEYpu/gpH6Hutjs5ZTUREhGXb1EbA+TVQ/xvOd4CbV7rx1rh4STo+Ldy84b5PuHnI+XhcKDr5JHR9fC4WspIQBEHwIbKSEARBENwiQkIQBEFwiwgJH8HtT+fqc/pTnT3g9NrrrrvOVKYej3a73VTm9myHh4dr1afo5rDW1bdydgHLuC7kHKcH53TFVK/O7e3nbBa6z5Z7dvS8o69DaGio1rXUdsV9uVAbBGdToHC5OnT1+Jz9x+ozq/t5596jbsywmvwiFyEhCIIguESc6QRBEARLJCzHBUK3TtLloU64A1dwL8YqHAM3Frrl9Y8//jCVqfqJbnWkfdOwG3QZT8M3FBUVmcp0y67udmF6no7H6nouvDU3Fm/Ds3DbBnW3eXLzjD4bqlJyVBmdPn3adC46OtptXVdwakRuntJnw6nO6Dzj3h2X7pQLeeLYn7dhMbgtsdx7raktsIComwRBEAQLREgIgiAILhGbhCAIgmCJCIkLhNPH6qTMdHVe14ah0zc9HxMTYypTXXRISIipTLeFUn0otTFQfS0N00F1yZwumNPDc9sHHcvUtsTp/Lmx0fZ0Q3tTdLe00nDd1OZAt+RaheuOiooynaPvicJtMdU1gHLvVXee6NqTuAxnOl+e3HZc3bHrhq7xBjFcC4IgCG6RlYQgCILgErFJCIIgCJaIkLhAdMMIczpJim6ocMf2uL34XFjixMREU5n6NVDos+D2eOuGKOD0sdyzt9qDzu2Vp/fGPVtqq6J9c+GyubHTcN1NmjQxlam9h7Np0P4c7U/ce+PSmdL3wtk0OD8Gep62p5v6lfsM6oTtoGOhdjvO54Ob47rz0peIkBAEQRDcUt+ERN3IeiEIglAHqE465MmfDhkZGfDz80NaWprp+K+//op+/fohPDwcERERCA4ORqtWrbBhwwanNtauXYvIyEiEhYUhODgY11xzjdNK2xUiJARBEHxItfGa+/OE7OxsREdHY/v27S6vmTlzJr755ht8++23yMvLQ25uLqqqqvCXv/wFBw4cMOplZWVhyJAh6N+/PwoLC/H7779j9+7d6NWrFzuGWlM3cTpHCrcn22azwd/f3/AxaNy4MYqLiw3JqJRCeHg4KioqEBAQgHPnzpn2xDvqJHVDHlM9Nqdnp1C9OPcsuPHpxq0pLi7Was8R3fDSuiGcOaifAtVtcx8+Og8pnF2AvjvHZ+1tvDHddJb0et15wtkwONsXZ2ekOD4fLo0tF6eK+4xydjjOp8MbfKluys3NxZw5czB+/HiX8yshIQEjRoxAcnIygPPfTc8++yzuuecevPrqq3jllVcAnF+JAMD7778P4Lyv11133YW33noLP/zwA6666iq3Y6jTK4mwsDAUFBQYfxEREcYXdLWAOHPmDPLz8xEWFsYaAgVBELzFlyuJlJQUjB8/3u35BQsWYPny5aZj1QFGHVVJu3btQnR0tOkH7IgRIwAAixYtshxDnRUSAQEBCAwMNH7NVFRUoKysDMHBwbDZbAgODjZF8Dx79qzTCkAQBMHX+FJIXAgffvghAGD69OnGsdLSUkRERJjqdevWDQCwb98+y/bq7O6mqqoq+Pv7w9/f31hKVlVVwc/PD/7+/vDz8zMtMSsrKxEUFGRqo2nTpggJCUGjRo1w5MgRAOelcPW2xuPHj6NJkyYICwtDYGAg8vPz0bhxYwQGBkIphdLSUthsNjRu3Bh+fn6oqqryyBAkCEL9pNpwfbE4fPgwVq5ciYkTJzptzadq8OoVBw1NQ6k1IaGr7/RkD/ixY8cAnNc/VlVVoVGjRiguLobNZnOpw/T39zeOV1VVoaCgABUVFaa4/4WFhcZKBDi/AlFKoVmzZggKCkJ+fj6aNGmC4OBgBAcHo6ysDKdOnQIANGvWDICz3p4KJw4uBaeuDYJCdclUP0v1/o7Q50onHickOb07vZ5LCUonOLUZ0HvjbCRUJUljN1nZQDgdP2dD8PbXJfflxKUvpfOMvgu6EreK8QVY+ybQvul74+KdUbhnT/vjbFPeoGOUdvSzufXWW51URzoUFhaia9euSE1NxeLFi53O0891YWEhAOf3SqmzKwlK9SQrKipCUFCQyw+gtw40jh+aiooKBAUFmSZbeXm52D0EoYHjqZBo06YNdu7c6ZM+8/Pz0aFDB3Tr1g0bN250Oh8UFIS8vDzTsT179gAAkpKSLNuuszYJR2w2G8LCwpCbmwvA9UuqXm14g+P11X049uULQSQIQt2mtm0Sp0+fRrt27dC9e3dDQGRmZuKRRx4x6nTv3h25ubmm1cSKFSsAAJMnT7Zsv14ICbvdjtOnTxtLysrKSpfhG7xNmejJixUhIQgNF08FhK+ERG5uLtq1a4ewsDCMHDkSy5Ytw7Jly/DWW29h7dq1Rr0333wTADB69GjjumXLlqFLly6W21+Bi2iToDpGTgfpTpcdGhqKoqIi4/rg4GCUlJQY/VULBn9/f5SVlRmrger26ErA8Vx13eqx+Pv7o6qqyrRrqrS01Oi7qqoKNpvNKS8y1dtzgkQ37j+nj+XsQXSFRc876ovpe+L8JmhbOnvpAecc0xQu9hMdDx0/HQ9nP7KyK+jmJeFsS97mk9CNZ0ah9iBu3ujYYDg/Bt3cGtxnhpuXvsTXO5cSEhJw5swZAMCWLVtgt9tx3333Yfbs2Rg1ahTy8vKQl5eHMWPGmK5r27at8X9SUhI++ugj3H333QgLC0N5eTm6du3qUjVFqdM2iWqDS/UuJ+D/DJMlJSUICQkxjDNBQUE4ceKEUxtlZWVQSqFJkyYoLS2Fv7+/kxFNEATBU3y9u+no0aNuz33++ecet3PLLbc4JUjzhDorJAICAhAREeH0i6HaOJOXl4fIyEiEhoaiUaNGyMvLc7mjobKyEnl5ebDb7QgNDUV5eTmKi4sRFhaGmJgYFBcXG7+oQkJCUFJSgkaNGhm7EiIjI5Gbm4uwsDA0adIENpsN8fHxxs4rQRAaFvUtwF+dFRIVFRX4448/jLKrpW61IdvVeUfOnDljLOeqKSgocHttRUWFSQ1SLWiqBZTVFlJBEOovknTIh3Cx7CsrK3HZZZfV5pBqlfz8fON/uhf/zz//NJXpeaqv5Wwe1DdAN0aQlf6WCkQuvzd975yfAmeP4aDt0/Hp2jQoVuOhY9fVs3N9czYBLscCZwfg9Py6NhjH9nXtbnRsXL4IzubAxVfzBhESgiAIgltESNQiv/32m/E/98uC+yXCeS07Qn+50x0vNPMc7Uv316ogCPWH+vb5vqSFhCAIQl1CbBJewP2y5+K7e7un3GrlQNs6d+6cqczp0el+ci4+EB0L9QWgW3DpSoTL+8w9a27/PL3eMRwJjfNCnw29F+7euWdFx87p3WmZruq4GECcjwnXvyPc3nxdewv33jibh25uD93+KFbPjvOD4p4FZ0/hxl5X8klcCshKQhAEwYeIkBAEQRDcIkJCEARBcIsIiQuE6hC5+Ea6+Xi5WC3eBN6jene6l5/To+vGVqI2CUenQQCIi4uzHA9nY3H00QD+L/mIu+ut9pTTsXO5ibnc5ZxvAB0b9dOw2+2msu4uON3+rXKl6/oZcHibf4L2T/NFcO+Sm/ecfcjqfnVzp1O89Z/xFRc76VBNICsJQRAEHyIrCUEQBMEtIiQEQRAEt4iQuEB69eqF1q1b11Z3giAIHvH777+bgoF6w8CBAz1uKzo62id91jQ2Vd/EniAIguAz6kX6UkEQBKFmECEh1FsOHz5ca30dOXKk1voShNpEhIRwyfDoo4/i9ttv90lbzz//PJ555hmftOUJM2fOxAsvvFBr/QlCbSG7m4RLhoSEBK+cHqt5//33sWbNGnz99dc+GJVnvPnmm7j22mvRsmVL3HHHHbXWryDUNGK4FuoV586dQ1xcHFasWIHrr7++Vvtev3490tPTcezYsRrNfCYItYmomwSDjIwMhIeHo2nTpnjmmWdQWlqKa6+9FiEhIRg0aJDb6/bu3Yvhw4ejd+/eSE1NRc+ePbFq1Srj/MKFC5GYmAibzYabb74ZADBhwgSEhITg2muvRVZWFp555hl06tTJaSUxe/ZsXH311ejXrx969eqFhx9+GMXFxW7H8q9//QulpaXo27evcWz+/PlObc+YMQOtW7c2bct2HMMXX3yBW2+9FR06dMCQIUNQWFiId999F4MHD8Zll12GJ5980qnv/v37o6ioCOvXr3f/kAWhrqEEwYEPPvhA2Ww29dlnnymllJoyZYp68803La9ZunSpuuOOO1RVVZVSSqmff/5ZhYSEqO+//96oc/DgQdW0aVM1bdo0pZRSa9euVXfeeadTO45TctWqVapNmzbq7NmzSimlCgoKVNu2bVV2drbbsTz44IOqY8eOLsdIp/uMGTNUYmKiy3qzZ89WSilVUlKiWrZsqa6//nq1YcMGpZRSe/bsUQDU1q1bnfpp3769evjhh92OTxDqGrKSEEzcfvvtGDVqFMaMGYNly5bhwIEDGDdunOU1Q4YMwaJFi4xf6ldccQWuvPJKrFmzxqjTtm1bLFiwAPPmzcPy5csxY8YMLFy40LLdw4cPo7i4GMeOHQNwPhDhqlWrEBsb6/aaY8eOISoqytPbdUt6ejqA86lre/bsiYMHD2LAgAEAgC5duiAqKgo7duxwui4qKsoYryDUB8RwLTjx2muvoXPnzpg0aRKys7PZ+n5+fnj++efx1VdfwWazwc/PD/v27UOnTp1M9TIyMrBu3TrcddddWLdunVPEVsro0aOxcuVKtGvXDv369cOQIUMwcuRIp5zjjuTl5fkk61iLFi2M/0NCQkxlAGjatKlTNF3gfKTU06dPe92/IFwqyEpCcCI8PBxJSUk4e/YsNm7cyNYfPXo0li9fjn/+85/4+uuvkZmZia5du7qMYdO9e3cEBgZi7dq1bLuRkZHYsmULvvvuO1x55ZV45pln0K5dO+zevdvtNVFRUSgvL3c67mrXlFXYchpi3FWqTlf3V15e7pOVjCBcKoiQEJxYuHAhevXqhSlTpmDy5Mk4evSoZf2NGzeiX79+pl/bNM8DAOzevRtbtmzBypUr8dZbb2HdunWW7W7fvh2HDh1CSkoKXnzxRRw4cAAhISFYunSp22vi4+Ndxs4JDw8HABQWFhrHasIBLjc3F/Hx8T5vVxAuFiIkBBP79+/HqlWr8OSTT+LZZ59Fy5YtMXbsWMvIll26dMHWrVtRVFRktLFnzx5TnbNnz+L+++/H22+/jZtuugnjxo1DRkYGTp486bbdTz/9FAsWLDDK6n8TuiQnJ7u9pm/fvjh06JCTkOratSv8/f2RmZkJADh06BA2bdrktp0L4dy5c/j999/Rv39/n7YrCBeVi2s3Fy4lnn76aZWQkKA6deqkvv32W/XNN9+o9u3bKwCqR48ept1Kjhw8eFANGDBAJSYmqhtvvFFNnDhRdenSRcXGxqqxY8eq1atXqyuuuELFxcWpRYsWqaKiIpWSkqIAqHbt2qk33nhDzZo1S3Xs2FEBUKmpqer7779X27dvV0OGDFG9evVSaWlp6qqrrlKzZs0ydlG54ty5cyoqKkr961//cjr36quvqrZt26rU1FR1//33q6lTp6rGjRur1NRUdejQIfXiiy+axvDbb7+p8ePHq9jYWBUeHq5uvvlmVVJSolJTU1Xjxo1VYmKieuyxx4z216xZo2JiYlR5ebn3L0MQLhHEmU6od6xevRpz587Ft99+65Rys6YoKytD79698fTTT+OWW26plT4FoTYQISHUSxYvXoxt27bhvffeq5X+xowZg169emHSpEm10p8g1BYiJIR6y4kTJyx9KnxJTk4OYmJiaqUvQahNREgIgiAIbpHdTYIgCIJbREgIgiAIbhEhIQiCILhFhIQgCILgFhESgiAIgltESAiCIAhu+f9bMInj0nPU9wAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_intensity.plot()" ] }, { "cell_type": "markdown", "id": "3f0927f2-3a06-4b51-ae07-fac43bd749b7", "metadata": {}, "source": [ "### Virtual backscatter electron (VBSE) images\n", "\n", "Inspect angle resolved backscatter electron (BSE) images, typically called VBSE/vBSE/virtual diode imaging.\n", "\n", "Create a `VirtualBSEGenerator`" ] }, { "cell_type": "code", "execution_count": 7, "id": "367a3fcf-f180-4872-b054-a820e669131c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "VirtualBSEGenerator for " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vbse_gen = kp.generators.VirtualBSEGenerator(s)\n", "vbse_gen" ] }, { "cell_type": "markdown", "id": "acde005d-6dce-417c-9948-b6c9f130de4b", "metadata": {}, "source": [ "#### One image per VBSE grid tile" ] }, { "cell_type": "markdown", "id": "727b6e6c", "metadata": {}, "source": [ "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_gen.grid_shape = (3, 3)" ] }, { "cell_type": "markdown", "id": "6a1b028b", "metadata": {}, "source": [ "Plot the grid with `plot_grid()`" ] }, { "cell_type": "code", "execution_count": 9, "id": "71ff4960", "metadata": {}, "outputs": [ { "data": { "image/png": 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Bmn6UYW08cnORUa+eTnv0oXYuUzGxqHZTaTY2hkNO7banxFiqLaJpgOFYfPjhh/jggw8M8jk4OMA1MxPZ7u5Gt1EUaqzV4+qalYVsNzcAMDjETQ65+1xUVCSURvWF+oWZl5dnkFZeX7Sh7j2Vb+nSpQZ6iUqlQv3cXKRrzVe5saECT1L9U0c/0IYaG6VSCe/CQqRqnbYp+kxSaVSfqfZR+ag2A48Pv9MnKyuLzKsP9bxQ914/kndVqQsrGMu9IpMk/O3iReTZ2mKdlutk89RUvHjhAlQKBRxKS3EsMBDbmjWrVBVNHzzAc6dPQ1IoYF9SgpOhoTjQrp3m85bJyWh+9y7WREejlHj46ySShP67dqHIwQExWiHeGycl4an9+yEpFLArKcGFNm1wskePSlWhUKnQ6cgR9Ny/H3uHDcPFiAidz0OuX0dQYiK2DRuG0koEbqx1SBLGnDyJfDs7bG3fXpMcmpKC0WfPPn5WSkoQ26QJdrdsaXTZ3e/dQ5+kJNiqVLAuLYW1JGFLUBBiGjTQZItIS0N4Rgb+1bIlStgTzSSwgTEjo2/cgHtREVaWhVYBgIY5OfjgyBF83bUrzvr7w7WwEIv27YNSkrCjLLCjKH6ZmXh7zx58/9RTuBQYCJeCAnywYQMkAAfLjExsWBh8MzPx3PHj+EXrjJS6TPTx46iXm4u9Awdq0jxTU/HSTz9hw8iR+Cs0FM55eZiyfDlgZYWTRkbSdcvMxIiNG5Hq7w9bmXD45yIi4JWWhgG7d2ObVjvqKs+cPw/XggL80rmzJs0vMxPv7d+Pb3v1QlxAAFwKCvDpjh2QAGwpC7gqgoNSifdOn8aiyEj84e+PoqIidHv4EB+dOwdIEmLKjkjYHRCARvn5mJqQgG+MNWKMATXNG6yyWESDqV9YiHHXr+NnvU1fz/31F+67uOBs2aTOdnDA/iZNMCo+HjZGBm18Ji4OD9zccKksknGOoyOOtmyJZ86c0Slrd4cO6JKQgMZmijpck3DJyUHfo0dxuE8fnfSeR44gzdMTf5UZ+TxnZ5zu0AG9YmJgLfgKS41dURG2DxuGk1FR5eY72qsX2sXFoQERGbgu4ZaXh6Fnz2Kz1soFAAZfuID7bm6ICwgA8Hh+HwoNxbMXLxr1rKgUCvzp64s/tM7aOe7riyRnZ/TTO3Dtl+BgPHX/PpplZ1ehR4yauuCmbJEVTNT9+0hxcMBDV1cdC9chJQWnAgN13qff8PVFvcuX0TYvD1e1AjdS79y138+2vnMHJxs31jkw6S8vLwwpLkbju3eRHBICACixtcVtPz90uXED2xs3NiiTupluZfqANtT7ddF3u9S1FNS7fmN0EEpH0daJOpw5gyx3dzx0dQW0xi3k2jVcbtlSp+1JAQHoExMD/9u3cSsoSJNenuYFAI/KXrt45uQYfKYzrm5ueBgYiMirV3FQ7xUp9V5fLmo0NT4OWlpCeVAaQD0tDUQNdTAZpYNQ84HSMoD/3euu8fFId3FBboMGcNL6vO3du/gzOFjn/t3294fz+fNonZOj86wA9JgVFRWhxMYGC7p2hbpl6vJKbGxgV/a3WpcpsLZGgpsb+j14gISmTQ3Ko8aa0olEz98x5t4Fac1BNdqH/6nJyMgwSKPuAaWfMsZjkRVM6/R03C0LQa/GubgYrsXFyNA7ZyKjzAHA14hfTU5FRXApKjIoK7OsTh898S/F3R1NTRBttqYTePs20uvX10lzKCiAc0EBcvQcKLLL/vZMTzdbezJ8fNCojkfqbXbvHlL0ftA4FhaiXmEhspycdNLVz4ofYbyNoV5xMRrl5CCmbHWkzV1nZ7QhvqQZ46kLKxjLvCIrKkKO3i9dh7JfOqV6v1pKyn7t2BvxKsbYsvIdHOBKeAfVNerl5iJf70vLruxXvP5YKstWXbYCp0xWlkInJzhX8cuypuOan488vV/t9mUrJn2xXX2PjHlWKMZcvYornp44QKzos21tUZ/wNGOMpy4YGIu8IqtXUgKl3jK5sOwLS//9sW3Z8rXICC8vY8tSWlnBWcb9sS7hWFAAld59KS57VaM/lmrtpYR4bWcqVNbWcKjgFMfajlNREVR6r9aKyn6c2erdE/U9MuZZ0aff7dtokZ6Oj7p3B4hXekorK7iY8UdFXaImGYrKYpEVTLadHWz03nvm2dkh284OHnrvrtV/Pyw7UEqEfHt75NjbG5TlVvZlpf/KwVqlQh4fAYt8JydY631pFTo6Is/RES56KwnXskOxHum9UjMlVkolCvVWVHWNPAcHWOs9KwUODsh1cNDMZzXuZX8/IPaDidDn9m30v3ULH3frhnwZLc1apUK2GX9U1BXMHYvss88+g7+/P9zd3eHq6gonJyc8//zzOnrT5cuX0adPH7i5ucHDwwNOTk5o3Lgx9uzZo1PWV199BRsbG7i7u+v8mzBhQoXtqNYVjFqgy3J0hLtSqTkKWM2Fhg3RLCNDR0htlZWFPDs7JAcEwF7rlQAlFLprbQyMDwxEaEYGnLS+oMLS05Fvb4/7eoKgc0EBsp2cSIGaEnApsVb0WtHNaKJ1UCKqMQKl9tnqBW5uqFdUZFD3taZNEXDvno4zQuDduyh0dER68+Zw1kqn2kiJtdZlX4ZWVlaacvWvdS4oQL67u849BGhBX+6hE22PqNBL1S3qfCHq9AH871nJdXGBa3GxQR1Xg4LQ9NEjnWcoLCMD+fb2uNWgAWwEnD+0r42+fh29kpPxjz59oLKzgyOAIfHx2F52mqoaD5UKmQ4OZJ8pRDcCU+NvzC98/TkCAKHE1ob4+HiDtBziNazoBt8nlY8//hjPPPMMtm/fDuBxsN5JkyYhKytLY0Dmzp2Lo0ePIi4uDq1atUJ+fj5CQ0MxaNAgXL16Fc20nGt69OhRqTOwLLKCueTtjQZ6Z8gDwLbWreGXmYnWZefW1ysoQM/4eOzo0EFHA5i5dSuei40tt449HTvCNyMDLct2+NYrKED3S5ewOzLSQE/wzchAQqNGVexVzScpJAQeeme5A8CRHj3glZaGpn/9BQBwystDxJkzON63r0aLAYAXv/0WUZs3m6w97g8f4o6R+59qG9cDAuBVdhS2Nvs7d4ZPejrCyjylnPPz0e3SJezp1Elnfs/esQNjTp4st45+f/2FZy9exIZ27dAgNxdN0tPRJD0dAxMSDPIG5OTggrd31TrFADCvBuPp6Yn169dr/p44cSK8vb11jERAQABGjx6tOYDOyckJn376KVQqFRYvXmySPlpEg4lt2BDjL16Ef2Ym7mmtOu67ueGbQYMw4uRJDDh3Dg4lJTjQpg32a23GtFKp4JuVhcMVhG146OGBb4cMwfA//sBTp0/DvqQEh8LDcVhvP0G9ggI0TknBhuhoU3axRnK1bVv03rED3qmpSNX6Eknz8sJPL72Efvv2ocfRo7ArLsaJLl0Q17OnJo9CqUT9tDSc10qjUKhUGP7tt7Aqe4/f6dAhtD59GjHPPINsrX1RDjk58Ll9GzHPPWfiXtYs4kJDMfTIEfg+eoSHnp6a9JT69fHds89iaGws+p0+DYfiYhxu3x4xHToAZV6SVioV/LKzcUBvFaKNR34+Jvz5JwBg9oED5bbFtagITTMz8Z+2bU3QM8acGkwqsa/P1tZWZ6X45ZdfGuRxLZMi5ELyGItFDEyWgwPWtmqF5+Pi8FVUlI6YeKNBA3zx7LO6F2gNysC4OKS6uuJskyYV1nPT3x9fVvAFNfDkSRxr0wb3vLxQ11WYfBcXxDz9NPodPIhfnn9e574kBwbiB734WNq+TV0OHUJm/fq4phWKh0KyssKmN98k95hov+SI3LkTl3r1wqOGDSvTlVpDrrMzdvTogUGxsfhhyBCde5LYsCG+fv552WufuXgRKS4u+LNsszFFhpMTxr34ouZvuf1EAPDC1avYFRyM225uAAv9VaY6Rf7i4mI8ePAA3bt3Lzffhg0bAACzZ8/WSb906RK8vb1RXFwMGxsb9O7dG2vXrq1wT5nFoilvb9YMye7ueD4uTvwiSYJKocBXAwdCaYJ4SD0vXICVSoWtRoY7qc2c7tULD3180O/gQfGLJAmSlRV+nTwZKhPEdGsdEwMrpRIn9H9o1FFiIiJw38sLz1TwWliHsmfln089ZZJnZeDNm7CWJKzhMDEmoaoif2JiIpydnTX/xo0bV259I0eOhK2tLbZs2SKbJykpCRs3bsSUKVMQqPWjxNfXF56enjhx4gSysrKwdu1abN26FY0JN3Z9qvXAsRdeeEHnbxsbG7gWFCBbS2imBEBq9zQlwlGCrpyFValUqJefj1wtcZC6vqLd72qodovu7td3dpCD+tUvKrZSed966y188803BvmUSiWccnKQr+WNJLqDXTTKbnlOEY45OSgoq5u6lpqychGkqXki6nxB3Xu5evQRjeJMMWfOHHz00Uc6acXFxaiXl4dcrblC9QOgRWsqsoAj4TlJjVdBQQFcCwuRrfUsUeVR90V0J38+4Y5OOUqUt8LSh3peqPZcvXpVqD1t27Y12SFf4eHhOGjMjzg9+vfvL9yWefPm4bPPPkNsbCwiIyPJPNnZ2QgKCkL79u1xoIJXpcBjTWfVqlX4/vvv8be//U02n8XPg8m2oHtwbh13gS2P/Eq6upqCAgvW/SSTK/hDxBxkC4bXYcSpjo2W8+fPx4IFC3Do0CFZ45KZmYmmTZsKGxfg8YmcABBXwRsoixsYhmGYuoi5DczcuXPx6aef4ujRoxrtZdy4cTox2tLT09G0aVNERERojMvhw4fxzjvvaPJ07doVR44c0Sk7oczDkHIF14YPQWEYhrEA5lQnPvjgA/zjH//ArFmzEB8fr9n/s2nTJkyZMgXBwcFIS0tDaGgo3N3dMWbMGKxZswYAsGfPHpw8eRL//ve/ATzeOzR9+nScPn0aNjY2uHHjBlauXAknJydMnTq13HawgWEYhrEA5jQwCxcuBAAsWLBANs/YsWORkZGBjIwMjB8/XuezkLJo8wAwc+ZMLF68GO7u7rCxsUFJSQlatWqFjRs3VhgJvloNjL6oaMzOZn0okVg0DLjc9aIiPyVki5ZHieWiQraoWC4XMp9yCKB2QFPHAovWTYmolBMDNa6ix0lTYyMXvYBqt2jIdqp/VD6qjdQ4UA4nckK9SDQGuWdFO6JFeXmpe0+J96KOG9TeCSofNTaikQ+MQfQY7GDigLa/yjYV11REvkf37t0rVNasWbMwa9asSrWDVzAMwzDVTE2LilxZ2MAwDMNYADYwDMMwjFlgA8MwDMOYBTYwJkZftKMERU+tgH5qKKGQEvAoYVTuJoruOqZEedG6qXyUgE6JslSfKZFeNFS8XJmi9VD9o0Rd6lpqrKlxpXZPU8J/VR9Magd7NnEkN3nMAJFG9ZkSqEWjT1BQ4yAXUp4aHxdi86qoowWVRs1jymFBtA5qHHKJiOtyiO7wp+Y7Nbf9/f2F62bk4RUMwzCMBeAVDMMwDGNy2IuMYRiGMRtsYBiGYRizwAbGxOiLoZS4RolwogInJazK7e4X3aUtGg5fNAQ8tXuaQvQseWps5NpMtbGiUA9qqHtF9UX0JDxqrKmd7lUJAQ/Q4i81jm5ubgZplBOK6O5waryotoiK/FS9csc8iN4DyqmCcr7IJI5sFnV0oaDmIZVGjY0xX8qix0lQ9VDORnJOFYw8vIJhGIaxALyCYRiGYcwCGxiGYRjG5LAXGcMwDGM26oKB4RMtGYZhGLNg0RUM5YlCee5Qni2U91NRUZFBGuWZBNBeR5RXDuWRRXmTUB5ClFcb1WfRUDhUeVQa5SkD0GNB1S03ZiL1iJ55QoVroX7RUWlUeXIeTFS4Eardol5RlIcWNR+odlPzS+48GP281H2m5rscVD3Us0Z5lomGI6LKE/WSoyguLhYuT3TuiHqCiZ51VBXqwgqGX5ExDMNYADYwDMMwjFlgA8MwDMOYnLriRcYiP8MwDGMWqnUFoy/MU2KraLgJkfIB+bNRREV0StgTFf4pIVv07JCqhHAxBtH2UPnknAn0kQtpIoJoSCA5AZZqN3VfKIGaugeUwwkl/FPhVUSdNABD5wvRUESAuGMENQ5UmdRZOdS8o8aGckQQDfVDCe1yThGi80TU6UCuHlNSF1Yw/IqMYRjGArCBYRiGYcwCGxiGYRjGLNQFA8MiP8MwDGMWLLqCET37hdolTwmUlMgoJ6JSUPVQYib1y0P03BgKSnik2k21RXRXOlC180ioHfpU3ZTYSuWjzpKh2ic6R+ScIqj0vLw8gzTRs0coQV/0XomODUCPhT5yfabaQ403tVNe1JlA9FwVai5SdVR1l7xo1AxqXKtyTlJlMbeb8meffYalS5ciPz8fKpUKpaWlGDx4MNatW6dzP1UqFQYMGIDY2FjY2NhAoVBg8eLFePnll3XK27ZtGyZMmIDS0lKUlpYiPDwcBw8erDDqB69gGIZhLIDayFTmX0V8/PHHiIiIQGZmJrKzs/Htt99iw4YNGDhwoE6+fv36ISYmBvHx8cjOzsbYsWMxfvx4HDt2TJMnISEBzz77LPr27Yvs7GzcunUL586dQ5cuXSpsBxsYhmEYC2BOA+Pp6Yn169dr/p44cSK8vb1x+PBhTdq9e/dw6NAhDBkyBIGBgQCAZcuWwcbGBlOmTNHkmzx5MgDgp59+AgD4+PjgpZdewvnz53H27Nly28EGhmEYxgKY08CkpqYavBa1tbXVebW5bNkyAMDgwYN18gUEBODq1auav8+cOQMvLy8dGWD06NEAgKVLl5bbDjYwDMMwtZzi4mI8ePAAXbt21aRdvHgRANC6dWudvD4+PlAqlZpI5AUFBfDw8NDJ0759ewBAfHx8ufVWq8ivLwxSAhEl9lGCm+huejko0ZMSKUV3GFPtodJEjxkQdVgwxrmAEp4pIZQSsilEnR2o8aIEZldXV6F6qTZT5QHiRzhQ91lUjBbdMU7dezmRvyph7ql65Hb960PdU1EHAQoq/L+oswmVz5j5Ts1j0ee5OlyIq1JHYmKiToSM4cOHY+3atbL5R44cCVtbW2zZskWTlpOTA8Dwu0b9PfHo0SPNZ/rjrn5WqfurDe+DYRiGqWaq6kUWHByM06dPC+WdN28e9uzZg9jYWNSvX1+T7uLiAsDwzCT1jzJPT09Nmv4PCnX4IOrHhzb8ioxhGMYCmFODUTN//nwsWLAAhw4dQmRkpM5nbdq0AQBcunRJJz01NRXW1taa1YujoyMyMjJ08sTFxQEAwsLCyq2fDQzDMEwtZO7cufj0009x9OhRdO/eHQAwbtw4JCYmAgCmTp0KANixY4fOdcnJyWjevLnm74iICKSlpemsYn799VcAwOuvv15uG9jAMAzDWABzrmA++OADzJs3D++++y7i4+OxZs0arFmzBps2bcLdu3cBAP7+/ujduze2bduGpKQkAMC0adNQWlqK//znP5qyli9fDgCazZdpaWlYs2YN2rVrhw4dOpTbjmrVYPRFZkoo1H5HqEZ0d7+oSC+XV1SUFy2PEuopUYy6lhKnRXdKy+0Cp9pDRUSg0igBnuoLNd5UG0UdNyio0PpyUAJ8RbuPy4Pqn2h4fErQlzvKQGTeUXMEoJ05qLzUPKHqFT3vnrqWcoqg5iE1XlQd+nqBGkrQF513okcKmBpzOhIsXLgQALBgwYJy8+3fvx/9+/dH8+bNYWtrC4VCgVWrVqFHjx6aPGFhYdi8eTMmTpwIV1dXlJSUIDw8HAcOHKiwHSzyMwzDWABzGhjRsq2srLB///4K8w0bNgzp6elGt4MNDMMwTDXDRyYzDMMwTBXgFQzDMIwFqAsrmGo1MPqCq+huddGd0qIiuByi4q/ormhKKKQEWErgpNotJ3DqI7cjnhLRqT6LnrdOtZESskXFX+qBE3XmkBP+1ZvJtBGdYxTUvRI9O96YoxX0252ZmSl8rah4T7VHNIoDhehzSjn3iIrvcs4P1DNJjYNoWnXABoZhGIYxC2xgGIZhGLNQFwwMi/wMwzCMWeAVDMMwTDVTV9yUq9XA6At0ojuERcVyKk1OkKcEbyovlU+03ZSYSe3cFg3tTrVPNNQ/QAv6VBurItRTaaL9oxAV36kIEADdF6rP1NhSEQ2oMVSHPdeGci6g7pXcl4z++Li5uRnkkQuVnpeXZ5BGOQRQ94UaL0oEp+6zqcVyqs1yzzOVTs0dUacRyknD1LCBYRiGYcwCGxiGYRjGLNQFA8MiP8MwDGMWeAXDMAxjAerCCsaiO/lFB5g6llP0WtGzw4GqheYXFVEpKOGY6jMlZFJOA5SzA0ALl6Kh3amxqeg8bjVU/yixlRKYqT5TAjolbMuVSY0D5cxBpVHRFKh7TwnMVD65kPv66dS1lBMCQD8bVKQDUVGeykeNDVUH1RbqnlBp1LVyIj81FtScED1aQTRaR2VhLzKGYRjGbLCBYRiGYcxCXTAwLPIzDMMwZoFXMAzDMBagLqxgqtXA6AuVoue3U0Ko6K59uRD8lGgteoY3VQ+Vjwp9TrVHtA7qWkqglHNWoBwHRNtDXUtBOTaICqaUSCwXlUC0DsoRoSoRG6j+UXNR9GgFuXbrz0VjdpaLHmdA7canxHbKYYHKJ7ojnppfVD7RXfdyUPVQZRpzpIcpYQPDMAzDmBz2ImMYhmHMRl0wMCzyMwzDMGaBVzAMwzAWoC6sYKrVwOgLg5RgJyriiYaAl9vVLirUUwIgJQiLttvV1VUoHyXKUoI8lSbXFtH+UVDjSDkxUHVQIjE1/l5eXkJtocaGEp0B2klAdOc9JTyLHo9AjQPVbrnjCPQjNIiK9HJ5qXlHCd7UPaXKExXQRY9boOYDlWaOMPrUF71ou01db22DVzAMwzAWoC4YGNZgGIZhqhm1F1ll/4kyefJkWFlZITo6Wif9q6++grW1Ndzd3XX+2dnZ6axOv/rqK9jY2BjkmzBhglD9vIJhGIapZSQmJiIyMhL+/v6yBik4OBjXr183SPP399dJ69GjBw4fPlypdrCBYRiGsQDmfEWWlpaGBQsW4NVXXyX1pLFjx6JHjx46aTdu3MCtW7fw448/mqwd1WpgRIRwSkAX3dVODaTomeeAuOAtKmaKCoVUvZRoLeewoI9c9AK50PD6uLu7G6RRgjLVbmpsRI9boMaLqpfKR4XwB4CcnByDNGpsRSMaUGHhRaMFUEcryM05/fERdRqQK5Nqo6hTDHXkBXVfRB1dKEcCarwoxwS5PotGAqDGxtyh+eUwp4GJjIxEZGSk7Oc+Pj7w8fHRSXvvvffg7e1tYHiqAmswDMMwFqA6NBhj2LlzJyZPnmyQfunSJXh7e8PNzQ2enp4YNWoU+SOBgg0MwzCMBaiKgUlMTISzs7Pm37hx46rUlv/85z8oKSnB3LlzddJ9fX3h6emJEydOICsrC2vXrsXWrVvRuHFjoXLZwDAMw9QwgoODkZeXp/m3du3aKpX3xRdfoGfPngYSxZgxY5CQkICQkBAAwMCBAzFu3DikpqZi5cqVFZbLBoZhGKaaqS43ZRGSkpJw48YNfPHFF0L5IyIiAABxcXEV5rWoyE8J+qJhwCmRkRKT5URUqh6qTKqNVJnUtZTwTAnUlHAsJ9TrQwmUchOQ6gslhFJnmVMCdXZ2tkEa1RdRMZnqMxX2nmqLHFQ9lCBM9Vn0CAbRsPLUtXI70/XnMjUO1FgD4o4Nos8aNW+oeUw5A1D9o+4J9UxR5VFtAcTnCeXoIupcYmqelI2Wf//73+Hn50c6BXTt2hWLFi1Cr169NGkJCQkAgNDQ0ArL5hUMwzCMBXhSVjDbt2/HlClTyM/i4+Mxffp0jcG9ceMGVq5cCScnJ0ydOrXCstnAMAzDWABzG5iAgADNloNjx47B3d0ds2fP1smzevVqlJSUGKSrmTlzJlJSUjQ7+Nu2bYtWrVrhypUrsgcbasMbLRmGYWohd+7cqTDP+PHjMX78eNnPZ82ahVmzZlW6DWxgGIZhLMCTosGYEzYwDMMw1QwfmWwG9D0zRM9koTw/KA8aY7xOqJsrGvqEajflkSPaP8oDhmo35RVD9VkuZAdVJuXpRnk7UR5elDdQ/fr1herNysoySKM8d6p6n6n7J4po+BFRjzEKuS8Z/bEQnZsAfa+o8aHmHfWsUfOO8roT/cKkwtaIem1R9x6g5wnVRlEP0Or48mcDwzAMw5iFumBg2IuMYRiGMQu8gmEYhrEAdWEFU60GZt68edVZHSNA8+bNK31tQEBApa/VDxXO6DJ48GBLN4HRo2PHjiYtjw2Mifnoo490/qbEUUqgpG4EdWaJ6DkfAC3AU+2hRHnRsz4o8ZBqDyU8ip5FQoW5oMYBAOrVq6fzd8uWLXHx4kWDfB4eHgZpomF9REPwUOd6UKF+qHqpUChyZ+9QdVNz5+HDhwZplIhOtZuaD5SDACVQU4L3kCFDsGXLFp00ymlAThin2k3VTZVJ9Y96/qg6qD5TbaQcCag6qDZnZmYapAF0u6n2UHVT968qziEi1BUvMotrMK4yE6Y6cHr0yGJ1P+lY371rubrv3bNY3U8yTmlpFqvbxYLPaW3lSQkVY04sZ2AkCf137UL7c+d0khUqFTrFxODtDz9E69Onq1SF3/XreGb+fAxcuBBD585Fq927dT5veOkSen73HaxkXB/rJJIEt7lz4bx+vW66Ugmnb7+Fd1AQHNatq1odSiU8Vq5Es/BwuG7aZPCxQ0wM6r/5JiDo6lvrkSS0X70aTfTORVeoVGi5Ywde+Nvf0OTIkUqX3ezsWQxdtgzPLlmCscuWYdySJWihFyk3+K+/MOSXX2AtE5yTYSgsZmCiYmNRLzcXMb17a9LcMjMxdtkyuKWnw7aKE9n9wQMMXrIE5595BrtmzcLed95Bq7170XLvXk2ea1FRKHB3R6eff65SXbUJ7xUrYJ2Sgux33tGkWd+5A4+hQ2F1+zYUMkfWimJ95w58R42CXXIyrGQMSN6YMVD6+sLjk0+qVFdtIXTjRjhkZeHSqFGaNKfUVPT/9FPUS0mBTRV+INkWF+PpVatwuUsXbHnjDfw8dSpORkdj6C+/IEzLyFzo1Am5rq7o+/vvVekKowWvYMyES04OesfE4HCfPjrpdkVF2DVqFE5GRVW5jg67dyPT1xd3wsMBAIWurkiIjkb4tm2w0jJeF4YMQUhsLOrfulXlOms6Nikp8F22DNnvvaeTrsjNRfaXXyL/jTeqXIdVXh4eff45HhFHs2qT/cYbcNq4ETbnz1e5zpqMQ3o6Wqxbh4vPPaeTbltYiD8mT8blKjoDqBQKJLZqhRvt22vSrrVujTQfH7Q6c0Yn7/HevdH6zBn4CsS4YiqmLhgYYZFfpVLhypUruH//PtLT0+Hp6YkGDRqgZcuWsgKrQWVlwnW7+Hhkubsjw8sL2lem+flBoVDALSMDwGOBsLi42ECcBmgBUFssb3z5Mm506KBzM1JCQtAhPx/e168jtVWrx+U4OyOtSROEHD+Ok8QxoJRoTQn6lBgtt7u8vHaroQR9UScGuTNGKFFXux73AwdQ6u8PVUiIzi8PVcuWUNnawiop6XGCQgGFQkHulKbulc65MY0aPa63TFS3trbWzAudyAC+viiNiID1L78gs+w0PTXUfJObg5SAS80d6p6mpqYKlUc5ZFD3gPpioBwbtPM2PHoU+d7eyPP313lWshs3RlFREZzL2ihJkmZ+UPOEaqOtrS1ga4s9b7wBtXuLWtxW2tnBVqWCnZ2dZryKnZ1xv3FjtI6Lwx1fX4PyqDkrKuhTzg7UGMo9U9Tcpuqhrhd1MDA1NclQVJYKDUx6ejo++eQTrF+/HqmpqTqDolAo4Ofnh7Fjx+Kjjz6Cq6urUKWBt28jnQgpYirs8/PhmJeHPDc3nfS8Mu8h14cPNQYGALL9/OBbdohOXcbhzz9RHBRk6WZoUDZpAsdTpyzdDIvieeUK8ho0qNY67fPy4PngAQ5qvZJTk+HlhUY3b1Zre2ojNW0lUlnKNTDnzp3D8OHD0aVLFyxatAihoaHw9PSEra0tSkpKkJaWhqtXr2LHjh2IiIjA9u3b0aJFiworrZeba1YDY1v2q0mp96tNVeaGrP/OuqhePTiylwxsUlJQEhho6WZoUHl4wJZYRdQlHDIykOfnV611dt29G3ebNMGVTp0MPitwcoIz4SbOMBSyBqawsBAzZszAtm3b0LZtWzJPaGgounXrhkmTJuHUqVOYNm0a9uzZU+FBNI4FBVARrxpMRUnZqxZr/eCaZUvuUr1lssraGvbE6566hlV2NiSBQ4SqDVtbWNdxw2+Xm4tcmWO/zUGrEyfQ4NYt/Pb66wC1x8raGg7E6yzGeOr0CiY/Px+//PILGjZsKFRQp06d8MMPPyA/P7/CV2X5Tk6wNuNGpiInJxQ4O8NZL2KvU9mXVbbe+2MrpRJFhHZQ11C5u0PxJLmhlpRASWz6rEsUu7hAYeZNf2qaHz+OsD/+wKapU1FM6CnA42elUEY3YoyjThsYKuy6HIcPH0Z0dDQaEyK5NmoRN9/NDfUKC0lh1sHBQZPP1tYWDg4OpDBHCePa+e62bQu/pCQdEbzh7dsodnJCdqtWOmHq6xUVoah+fXKHN7W7X1RrkhVWBfJRYfSpCUmFzJcTKCmHAO0+Kxo2hH1uLkqIfPXr1wfKVnmuLi6AtzcpJlP3igopoyprY7169WDn6Um2zyY3F1b+/migp0FQ/ZPrMzVm1NjqOCKUQc1Paoe3qKhOieCUuA38b46V+vjAKT+fvNbBwQGOZeK2o6Mj3Mo0R2pXOyW2a++ybxkbixYnT2LbG29A6egIGwAd9u3D2aee0hmHeoWFyHNzI50TqL4YE2lCH2ouyTmwUHlFj0ygHDeo8TY1dcHAGP2eKicnB8nJyUhKStL8++CDD4wqI6lJE3hUYRf9iH/+E91+/bXcPBcGD4bb/fvwL/Plt8/ORtMDB3BxxAiNFqPG5e5dpLZpU+n21BZKuneHdRUEXI/Bg+FYheNV9bFKSIAyOtpk5dVEMtq1g1MVoir0+/hjtF+9utw8rY8cQcc9e3Bi8GC4p6bCJykJPklJaKe3sRMAPFJSkBwaWun2MI+piotyTTJMwi/cjx8/jokTJ+L69es66ZIkCbspq4lv0wZ9du6EV0oK0rSCHipUKoxetkyjnXQ6dAitT5/GyZEjkVLm3aRQKuGekoLLWhs0KbIaNMDed95Bp99+Q8tt22BbUICrAwciYeBAnXx2WVnwuH4dcRXsy6gLFA0bBuc5c2B19SpU2s4aSiUQHf2/nfX/+AewahVsZs5EaYcOj9NKS2Fz4wbyX321/EqUSjgOHgyprCz7r76C3c8/o+CTT4Du3f+XLzUVijNnUPrvf5uugzWQlOhoNPvPf1AvKQm52m8IlEp0/+gjja7YbNMmND54EJfHj0dBmSu4QqmEy/37uDZggGz5zpmZiN6wAQAwfPHictvimJsL36QkHCa8yxiGQtjAvPrqqxg8eDD69Omjs9dBkiS8/fbbRlWa7+KCwwMGoPe+fdgwdqxGTJSsrLB+6lSD/NrL8Q579yLLyws31V9s5ZASGop9c+eWmyfs119xc8AAZAcFwTgzWfuQfHyQ99FHcPrsM+T++OP/RF5ra4D4NVuqFSDS+ZtvoAwMRMnQoeVXYm2Ngl27yCCI2utKm/nzoXz1VUh1fGVZ7OGB65MnI2ztWvw5a5bOPYmdP5++qOwVWcutW5Hr64vkzp0f/0ggyHN3x5IKDIuazrt340L37kjz95ctjxGnJq1EKouwgXF3d8e//vUv8rM5c+YYXfGfPXvCLi8Pvfftw6H+/cUukiRICgW2v/EGVCbwdmqyaxeslEpcmDixymXVFgqnToV1VhYcP/0UBR9/LHaRJEGytkbG+vWwFdxcWh7W330HlJai9IsvqlxWbSB51CgEpKcj7McfEf/yy2IXSRIkKyscnjXr8bNSRYPQ9uhRWCmVODJ8eJXKYf4HGxgtwsPDkZubS+7UpkKdU+gLjccHDoRTTo6O8E0JbtrX/VH2akw0VpncTVSpVLgWHo6iqCiguBgoLibFR0rsE92RTQnP1LVUHaK7w405G526nhJC8958E1apqVBp7Xeg+qJ9Xwpfe01diUE+0TD1avFdMWAApHHjgKIiUlQXFW8BWpSnBG+qjWlE9GLKqYIa7yw9D0aAntvU0QOAodPBlRdegH1mpk5/KDEf+N+cONm3L6BSATJ1UA4ncqH+r7Zpg4Ju3dSZyPtHjSE1jyvaxqBG9JgAgJ7bVF7KOYh67s0drh9gA6PDokWL8MEHH8Db2xsNGzbUuVFff/01XlN/wRhJPuHRU10U6e30Z/6HytvbYnVLFqz7SaaI8HKsLgos+JzWVtjAaLFq1SoslnlXa6zIzzAMw9R+hN2U//Wvf2H79u3Izc2FSqXS+derVy9ztpFhGKZWUV1uypMnT4aVlRWiCXd/d3d38p/+q85t27ahfv36cHV1hZOTE7p16ya+x0i0oU2aNMEzzzxDag0//PCDaDEMwzAMzBuuPzExEV5eXjh16lS5+TMzMw3+aW9aTUhIwLPPPou+ffsiOzsbt27dwrlz59ClSxehPgq/IuvRoweuXLmCli1bGny2aNEiLFu2rMIy9IWzikLuqxEVIykRVTRkvjF5qVeClHBMiYdUX6h81KQQFUfldkpT11NCMfXrRDTKARUtgOoLda9EIwNQ9ebm5hqkydVNCcLUPXUjNDpqbETnLCXoU9dSiM4vgI40IepoQfWPulZ0bouGwqfKExXuAfF5Qs13ai5SaabGnBpMWloaFixYgFdffbVKEsbksv2BP/30EwDAx8cHL730ElasWIGzZ8+iQwXbRYQNzK1bt9CrVy+Eh4cbiPy7d+8WMjAMwzDMY8xpYCIjIxEZGVnlcs6cOQMvLy8dAz569GisWLECS5cuxffff1/u9cJmeuvWrWjTpg2USiWSkpKQmJio+WeM2yjDMAzzZNCxY0e4u7vDxcUFISEh+F3vSOyCggJ46AWcbV92+ml8fHyF5Ru1D+bQoUPkZwPKCUXBMAzDGGJpN+WgoCAMGjQIc+fORWlpKfr164chQ4bg22+/xeuvv67Jp//6Uf0KVi5QqzbCK5i9e/fKfrZnzx7RYhiGYeo8VfUiS0xMhLOzs+bfuHHjjG5DXFwc5s2bBysrK9jZ2eHgwYOwtrY2iMyir5mpNwHLHfetjfAKhhLM1LzxxhtYsmRJhWWIiOiUVRcNU0+liYYGl4M6q52Ko0UNNiXgUiI4BSUyiorJcgIlFYWByku1kRpbKsQ9FQqfGsP79+8L1SsqtlLtA+j7QkU/EL2nVD4qjeozJVBnyhyopj/nRSNKALQ4LvprmXIEofonel+osabGgaqDQq5eqkxqHKjvIKruqn5viFCVFUxwcDBOnz5twtY8vveurq46USgcHR2RkZGhky+uLEJ9WFhYxWWKVj5v3jzZz3bu3ClaDMMwDAPLviL77bff8N1332Hfvn066bm5uTo/jiIiIhAbG4vi4mKNcf617KgU7ddocggbmIULF8JP62zw0tJSpKSkwMbGBr56J0QyDMMwTy7Jyck4cOAA9u3bh6eeegoAMGnSJJSUlGCqVkT75cuXo1WrVnj55Zexbt06pKWlYc2aNWjXrl2FLsqAEQamS5cuBiJ/SUkJli9fbtTplwzDMIz5VzABAQGa/WHHjh2Du7s7pk2bhvnz52PYsGHYvHkzhg8fDhsbGyiVSlhbW2PhwoV4//33NWWEhYVh8+bNmDhxIlxdXVFSUoLw8HAcOHBAqA3CBmbXrl0Gaba2tpg2bRqGDh2KMWPGiBbFMAxT5zG3gblz547sZ8HBwYiJiREqZ9iwYUhPT69UG4QNjJw4XVhYiGvXrlWqDNGdv5QwR6WJ7gSXy0uJ6NQeH9Fdw9SYUTuyKYFadIc3JdxTdQD0LmZRAVdU9BRxXQQALy8vgzTRCAlUm0XHC6DvFbW7XHTXvugxCKKOKYDYmfCUgC7XHlEhWzSqhOgcoZwGRMP6U/nkdqVT6aau25TUtKOPK4uwgZk0aZJBWnZ2Nk6dOoVOnTqZtFEMwzBMzUfYwGzevBnh4eGavxUKBdzc3PDqq69i+vTp5mgbwzBMrYVXMFp06tSJN1QyDMOYCDYwWrBxYRiGMR112sDcuXMHV65cQf/+/YUL+/3339G5c2d4Cx55S4mR1O5p0TD6coIphagoTAmAoqHFqTqo/lHCOFUvFTJfNPw4QAuXlCMClUbVTfVPdEe1qIMHhagjgVyZ1P2jRGJRhxPR89up8Zeb2/plUvdZDkrQp+oWFbLLi+JRUb2iziGiIfOpuQTQ94qax6JHBdT0cP1PCrKjGBAQgK+//horVqyocJIolUp89dVXWLNmjbBxYRiGYWo35b4iW7NmDcaNG4cFCxagX79+aNasGTw9PWFjY4OSkhKkpaXh2rVr2LdvHzp27IhVq1ZVU7MZhmFqLuymDMDT0xM7d+7Er7/+ip9//hkbN27UCYTm4eGB3r174+uvv8bw4cPN3liGYZjaQp03MMDjd9OjR4/G6NGjATze+Jaeng5PT0+jjiNmGIZh/gcbGAJ7e3s0aNCgUpXpC2yiBooS5kTD6MudY0/tgKfyUuIv1R5qslDtERWEqbZQQi8VHl9OCKV2h4tGIBAVa0WFfwpq9zs1/tS8MSZ0PdUe6npqjlD3gIo2QPWFykcdeQAYhvGn2peTk0NeK+pAISqiU/lEnwvRe09hTMh8UccGyhGI6vOTHq6/pmB+VwmGYRimTmL0CoZhGIapOnVhBcMGhmEYppphLzKGYRjGbLCBKQdJknD+/HkEBQWRu7wp9MVCSkgTFeYoUY8SHuV27FMirJubm0GaqMBJIXo2OjV+VB2i4yUX6p26nhoHUfGXEqipMPyUKE/VS40N5exAzQe5IwqovKLnsos6jVBzTDQChNxc0h8fqh9y91lUbKfSqHZT+UTnougzIPpMUY4XAPDw4UODNNF7So2taPSCqlAXDIywyP/LL7+gT58+OH36NCRJwtNPP40OHTqgUaNGOHLkiDnbyDAMw9RAhFcwy5cvx3vvvYeIiAjs3bsXBw8exJYtW1BSUoKPPvpI+HQ0hmEYhlcwuhmtrDBo0CAoFAps3LgRw4YNw9ChQzFy5Ejh5S3DMAzzGLXQX5l/NQVhA6N+d1lSUoJt27bhhRde0HxmzHG1DMMwdZ2qGJeaZGCEX5F5enriww8/RHJyMlQqFYYMGQIAOHfunHAocf18IueOA7RQSO02p8RpOfFXVHgWXZ1R5VGCKeVIQLWR6h/VFiqN6gcgfga7qAMFNdEpQZjqHyUIU/ePKo8SZT08PAzSAODRo0cGadRZ9lT/RMVt6j5TdVBpcjvG9R0/qHsqF6WCui/Uj0BRRwuq3XIRCPQRjUhBtY+ah2lpaWQ9opE0RL+c5b43TElNMhSVRXgFs3jxYly8eBEXLlzAmjVrYG9vj40bN2LUqFEYN26cOdvIMAzD1ECEVzANGzbE1q1bddJGjRqFUaNGmbxRDMMwtR1ewQjCRoZhGMY46rwGs2PHDri7u6N79+6YNGmSbL7jx4+bvGEMwzC1mZpkKCpLuQbm9ddfR4sWLbBnzx5s3rwZ4eHhZD45UZlhGIYxpKatRCpLuQbm2rVrGi+Q8PBwHDp0iMzXu3fvSlUu6plEpVFeSJTHiqurq3B7RL2iRMNkODk5GaSJnmUiGjJHtH0A7aVF/Tig2kh58lHtSU9PN0jz9PQ0SKPuPXX/cnNzDdKos4DkPKqovFSZlGeTqDeW6FkyFNQYUumizwVAzx3Ko6oqUOOgfdqtGsoDTXRbA3VP5EK4iHrZUeNAeYyZerwsxeTJk/Hf//4XvXr1wuHDhzXply9fxptvvokzZ87AysoKRUVF8PLywooVKzBgwABNvq+++gp///vfDebzs88+i1WrVlVYf7kGRvuLZu/evbL51qxZU2FFDMMwzP8w5womMTERkZGR8Pf3J+uZO3cujh49iri4OLRq1Qr5+fkIDQ3FoEGDcPXqVTRr1kyTt0ePHjrGyRiERf4pU6bIfsZuygzDMMZhTpE/LS0NCxYswIULF8jPAwICMHr0aLRq1QrA47ctn376KVQqFRYvXmyyPgq7KW/duhVjxoxBv379NGl5eXmYPn06jh07ZrIGMQzD1AXMuYKJjIxEZGSk7OdffvmlQZpaTjClpi68ggkKCsKKFSvw1ltvoaioCH/88QfatWuH3bt3o1GjRiZrEMMwTF3gSXNT3rBhAwBg9uzZOumXLl2Ct7c33Nzc4OnpiVGjRgkbIeEVzMaNGxEUFISvv/4azZs3x927dzFy5EgsW7YMBw8eFCpDX7ikxGRKiKaEPdGzQ+TC2FBhaihhj2oPJcxSaZSDASVui547Qo0DVR4lbAO0uE2VSd0X0bNkKHGbqoMSeqk6qLZkZGQYpMmdSSQq1lJODKL3RTQkCeWQIfplIRqOBqDHm5rHFDk5OQZplAguKoxTfRYN/UT1mXJgAOj+UWNL5RMdmyeJxMREned8+PDhWLt2baXLS0pKwsaNGzFlyhQEBgZq0n19feHp6YmdO3ciJCQEu3btwtChQ9G4cWOkpKRUWK7wyO7fvx+XLl3CihUrkJmZidatW2PQoEHw8PBAx44dK9crhmGYOkhVg10GBwcjLy9P868qxiU7Oxvh4eGIiorCsmXLdD4bM2YMEhISEBISAgAYOHAgxo0bh9TUVKxcubLCsoUNzKxZs9CpUyd4eXnhwoULOHnyJC5evIjnn38eI0eONLJLDMMwdZsn4RVZZmYmmjZtivbt2+PAgQNC10RERAAA4uLiKswrbGBycnLwySef4NChQ2jcuDHs7OzwxRdf4PXXX0dSUpJoMQzDMAwsb2DS09PRtGlTREREaIzL4cOH8c4772jydO3a1eDE4oSEBABAaGhohXUIG5innnoK7733nsE7/+joaIwYMUK0GIZhGAaWNTBpaWlo2rQpXF1dMWbMGKxZswZr1qzBihUrsG3bNk2++Ph4TJ8+XaOv3bhxAytXroSTkxOmTp1aYT3CIv/27dtlP+vbt69QGfqCHyX2UcIeJf5SQqbo7n6AFimpMimRkhLRqXypqalC11KOCKKiJzU2cmfYUNdTYjt1X6h2U3VTfaHaQ4nJlIOA6Hk8d+/eJdPldsrrQzl9UE4RlJBNjZeouC3nhKLvQEGNg5zgLfoFJHruD9UX0fKoa0WjIVDzlRpDgL5/lBMKJejXll37+gQEBGjm8LFjx+Du7o5p06Zh/vz5GDt2LDIyMpCRkYHx48frXKfWWwBg5syZWLx4Mdzd3WFjY4OSkhK0atUKGzdulP1u1UbYwKi5ceMG7t27pzMhFi5ciOeee87YohiGYeos5o5FdufOHdnPyovMos2sWbMwa9asSrdB2MDcvn0bw4YNw8WLFwH8b3BEf2EyDMMwj+Fgl3q8++67GDp0KNavX48JEyZg3bp1KCoqwi+//CK8hGYYhmEewwZGi/v372Pjxo0AHr/vVG/GmTNnDov8DMMwRsIGRgtt0bm4uBgqlUojmN2+fVuoDH1RmBIpRXdAi4p6VMh8gBYLKZFfNEQ+BZWP6jPVFwqqzZRoKSeEUkI91WfKwYAaR1FnANGw61S4dzc3N4M0qs9y90RuLPSh2k3NRaovVQn3Ltdu/WeFqkMu7L2okE2NjahDDTU2Xl5eBmnZ2dkGaZQ4TPWPelaM2XVP9UX0+rrw5V8dCN+twsJCjTDUuHFjTZDLDz/8EPn5+WZrIMMwTG3E0vtgqgPhFcwrr7yChQsXokWLFnjvvfcQHR2NZcuWwdraGqtXrzZnGxmGYWodNclQVBZhAzNhwgRMmDABwOMVzOXLl3Hq1Cm0atUKzZs3N1f7GIZhah01bSVSWYzeB6MmICAAAQEBpmwLwzBMnYENjIkROUOAEpNdXFwM0ijRkhLL5W4iJfZRe3qocPGiu7SpaymB0xihXh8PDw+DNDmBmRKFKSGVEvkzMzOF6hF10qDa4uvrK9Q+KgqA3FntVEh7ynGDmptU/6h6qrJjXO4+648jNYaUiC3XRtH5Tt0/UZGfEuqpuURBXUs9z3LRC6ixoMabmnfGHAvAGEe1GhiGYRjmMbyCYRiGYcwCGxgtcnJyyFdVDMMwjPHUBQMjvA+mf//+5mwHwzBMnaGqJ1rWFIRXMAkJCWjbti1eeOEFTJ48GT4+PkZXJrfzWBtq8CghlCqL2vApJ/5SzgSU0EiJo1U5UoCCcgag0iioPstFBqD6J+qwQPWPEtBFBWbR4xaofNRKWk6UpfosFyJfH+oeUM4OlJBN1St6PAUgL+BX1D6AHgtqnlBpok4o1PNHpVH9oJ5xUQcUuXERdbSg0kSfe8Z4hEdxyJAh+OOPP+Dp6YnBgwfjhRdeQExMjDnbxjAMU2upCysYYQOzevVqODs747XXXsOpU6cwY8YMLF++HK1atcLixYvJOFIMwzAMDRsYLbQDWqalpeHIkSM4fvw44uPjsXHjRvTo0QNTpkxBSkqKWRrKMAxTm2ADo8XEiRNx7NgxvPjii2jUqBH+8Y9/YOjQobhy5QpiYmJw8eJFDBw4EM8//7w528swDFMrqAsGRljkj4mJQVRUFNq3b48lS5Zg7NixBmLysGHD8NFHHwlXLhpOm9pxLCqgy4molChIiaZUPqpuymmA6gslCItEOADEdyHLCaGUaEqFU6eup66l6qbSRB0WqDqoNNF7AtC79kV36D969EiobspRQnRs5O6V/r0W7QcgfqSAqJBN9Zl6JkXnu2hUCArqWAW59lDjQDlaiNbNGI+wgQkODsa6devQsWNH2TwfffQRXF1dTdIwhmGY2kpNW4lUFmED8+WXX8oal9u3byMwMBCffvqpyRrGMAxTm6kLBsYoN2U5Jk6caJLGMAzD1BXqvAbTpEkToUIePHhgksYwDMPUFWqSoags5RoYSZI0h4wVFBTghx9+QL9+/RAcHAwAuHnzJnbt2oUpU6YIVaYvplHCHIXobnPR3cAALZqKhpWnhEtRAZcS1am2UIIpVR4loMtNXNFzz0VFT9Gd6aK7rEVD4VP1yoW9p+qh+kzt46Lqpu6BaCh90bYAhvOOuqei18qlUWWKRsMQiTQgl080PD4VKUIuGkhV2iP6rDHGU66BGTJkCObMmQMAmDZtGmJiYtCiRQudPFevXsXnn39uvhYyDMPUQurCCqZcDeabb77R/D8+Pt7AuABAixYtkJiYaPqWMQzD1FKqK9jl5MmTYWVlhejoaIPPVCoVnnrqKTg5OcHV1RVubm5Ys2aNQb5t27ahfv36cHV1hZOTE7p16ya8tUJY5L9x4wZSU1MN0lNSUnDz5k3RYhiGYRiYV+RPTEyEl5cXTp06JZu/X79+iImJQXx8PLKzszF27FiMHz8ex44d0+RJSEjAs88+i759+yI7Oxu3bt3CuXPn0KVLF6E+ChuYwYMHIzIyEnPnzsWPP/6IH3/8EXPmzEGnTp0wdOhQ0WIYhmEYmNfApKWlYcGCBbhw4QL5+b1793Do0CEMGTIEgYGBAIBly5bBxsZGR1OfPHkyAOCnn34CAPj4+OCll17C+fPncfbs2QrbYdQ+GAcHByxatEgjFtvb2+ONN97A/PnzhcrQF6RFhUfRENuUGCm3w1v0egpKkKTaSC0jRUO7U0IoJWRT9ebm5hqkAeI76kUFeGqntKijhehZ7RRUHXIiv6gjgru7u0Eadf8oJw1qd3lVojMAhm00Zrc59QxRaaJOLVQ+0d39VD5q/Kn5QM0vuXGg0qn2iDrj1HSRPzIyEpGRkbKfL1u2DMDjhYM2AQEBuHr1qubvM2fOwMvLS+e7Y/To0VixYgWWLl2K77//vtx2CBsYOzs7/Otf/8Jnn32G69evQ5IkNGvWTPbsEYZhGEYeS4r8Fy9eBAC0bt1aJ93Hxwe3bt1Cbm4u6tWrh4KCAjRq1EgnT/v27QE81uUrwuhTdRwdHdGmTRu0bduWjQvDMEwlqcorssTERDg7O2v+jRs3zqi6c3JyAAD16tXTSVdvmdCOw6f/5kMdDoxyaddHeAXDMAzDmIaq7sgPDg7G6dOnK329+lRY/dfp6tf1np6emjT9V9zq18RUgF99+FxQhmEYC2DJUDFt2rQBAFy6dEknPTU1FdbW1pqVjaOjIzIyMnTyxMXFAQDCwsIqrKdaVzDz5s2rzuoYAXr06GHpJjAEzz77rKWbwOhRXiT5msbUqVPx2WefYceOHTqxJJOTk9G8eXPN3xEREYiNjUVxcbHmVdmvv/4KAHj99dcrrKdaDcyHH36o87doCAoqlAql/4iGXAFoDxPKk4Wqh/JEobxvqL5QxxlQ3jJUX6g0yjNMztNGv38dO3bU/BrRRv+9LECPF+X9Ro0h5YVEhQERPfPEGC8yqh7K60v9Tlob6v5RHnqiXkhUGtWXIUOGYNOmTTpp1Ptuqm8AfV+oNNFrKURD+FBzm/IqpPIZ4yFJzTHqlz7VRura6sCSIr+/vz969+6Nbdu2ISkpCY0bN8a0adNQWlqK//znP5p8y5cvR6tWrfDyyy9j3bp1SEtLw5o1a9CuXTt06NChwnos/orMlTh8qLpwTk+3WN1POjb37lmu7vv3LVb3k4xTWprF6nYlYrUxVcPcr8gCAgI07vfHjh2Du7s7Zs+erfl8//796NWrF5o3bw5XV1esXbsWq1at0nmrERYWhs2bN2Pv3r1wdXVFo0aN0K5dOxw/flyoDZYT+SUJA3btQqGDA2J69wYkCa0uX0a7c+dgrVRq/v3RpQuuRURUqgq/69fRbetWSAoFbIuK8FfnzrjQr5/m80ZXrsA/IQExL78MpeAemFqPJMHrs8+gcnVF+vTpgCSh3s6dcN20CSgpgaK4GIrSUmRNnIiip56qXB1KJbxXr0aD777DnVmzkK63UbdebCycTp7E/c8+A2T2idQpJAkRa9eixMkJF0aMACQJgSdPIvDwYViXlsKqtBRWSiUu9u2LG+XsfZAru/n582h95gyslUpYFRfDSqXCya5dcaVtW022JteuIejmTWwfPpyfFRNh7hXMnTt3yv3cysoK+/fvr7CcYcOGIb2SP8YtZmCiYmNRLzcXewYOBADYFhdj1MaNWD9qFK60bAkAaHH1Ksb8+iu22NjgSrt2RpXv/uABhnz7LfZNnoykNm3gkJ2N5xYsABQKXOjbFwBwtUcPuD94gG6//oqjL75o2g7WUHxXroR1WhrSyl5nKvLz4ffWW3iweDHyyu6V89698Hv9dZR8/jmyn3nGqPJt7t6F3zvvIC8kBFYymxEzR42C3c2b8F24EHf0XqvWRZr/9hscMzNxpswV1aaoCD2//RZ7X3kFiWU/voLOncOAslcb2oahImyLizH055+xddw4/NW2LYqKitD8yhU898svUAC4XFZWXMeO8ExLQ/9du7CLI3dUmZp2rktlsYiBccnJQZ8jR7D0jTc0aZKVFRJCQ3GtXTuofx/daNMGqYcOoW1cHBL03vdR73G1b1j4zp1I9/bGzbAwoLQUuU5OuNS9Ozrs2IG4bt2gKNMKTj/9NMbPmoXL3bujsMywVVQPpcGInnlOvQMWPTqAgmqfnPsgNaG1d6bbpaXB77vv8NeWLSgueyeuKC5Gdq9euNOlC1DmTZIRGQm34GA4bdyIm50765RH6TfaOpZ1djbuzZuHPJUKXhs3QqlUanQWbT0p9dVXEdq7N9KGD0eB3n2h+iy385q6L1RMPWrMRO8ppRNRmglVh9x9VmteDunpCFu/HlsWLPhfXklCcrt2+KttW6BsPl1r3RqRfn5odvw44okfY5RWp1QqYWVrixstW+JG+/awxuM5cjUsDKne3mhz7hwutWmjaUtsVBRmfP45zkVE4LaXl0F5oqHwRSNFULqYHNTcFj1aQVS/YYzHIhpMmytXkOXmhnQtX+tSW1usGzvWIG+prS2sjQiToSY4Ph73y2LsqLkfHAyHggI0uHVLk1bs5ISHQUEIPXXK6DpqG94HDqDQ1xfFWuMmOTjg9pIlBnlV9vawkhHWy6OoWTMUh4RUmE/l5oaCtm3hvmOH0XXUJgKOHUO+tzdy/Pw0aUo7Oxx8+22DvJV5VkptbbH1b38zTLexgbXeF2+hoyPuBQSgzfnzRtXB0FjSTbm6sIiBCUpKQlr9+hXmc8jPh3dKCi6XhSYQxT4/H475+cjT89jKKxO83FJSdNKzfHzgf+2aUXXURtwuXEBBQECF+ayzsuB48yYeVlaDEaQ4MBD1qrCZrDbgeeUK8ho0qDCffV4e6t+/jwRjNRgCh/x8eKem4iKxEnrk5YXGWj/QmMrDBsZMuOTmokAgzEzUwYNICgzERSP9z23LXm0o9V5lqf+21XvFUujsDCf2koHdo0coJdyo9fFfvhw57dvj4aBBZm2P0t0dNhb0nHoScMjIQHHZruvy6LxzJ+41bYp4wTDq5RF16BBuBwbiPPHDrsDREfWMeHXFyMMGxkw4FhZCJbM/RU346dMISE7Gby+8AAgeraympEzT0H9doP67RO99tMraGg4CcXVqOzY5OZAq8Nry2rIF9S5cwM1//MPo+2Isko0NrOu44bfLza3wnrQ8fhx+iYnYPWlSle9J+JkzaJSUhN9GjybLUllbw5HYs8IwFNUq8qtFt3wHB1gplbJnYbc7dw7tT5/Gjy+/jEI7OygqEPTVqMvLt7dHvpMTnLKydER1+7IAbo/q19cR9hSlpSh0ciIFeGojnEiQN4DedEgJj5RoTQn/1GZHqjy5UPEVORgo3d1hLUmkaK1SqeC1fTu8tmzB1cWLoXRyQgnxS1b0SAG7stWktbW1xmlC/1pVcTGUbm4GfaTGS25zKZWXEu/lNmrqI3ocgejGW7l7pd5EWeDsDGVREdk/GxsbND9+HC3/+AO/z5gBlbMzbGTaQwnZ+vOp5alTaH3mDH75299Q6ugIdQ+061aUlqJAxolEbt7oQ80HatMoNd/l7pOpN1Wae/NlTVuJVBaLrGBy6tWDk8yXdPvTp9HhzBmsffllFJa9Rut29KjRdSS2aIEGSUk6af63bqHQ0RH3g4J00h1yc5Hn5mZ0HbWNEk9P2MpsfPXesgXeW7ci4ZtvoCx7jRa4bp1Z22OTkYESb2+z1vGkU+DuDnuZV1Jhx44hLDYWO6ZPR3FZdILwPXsqVU/rP/5AmxMnsG7iRM1z1+XIEYN8Tvn5yCE8BRnj4VdkZuJmYCA89QKoAUDEqVPoeeQIDvXti/qPHqHB3btocPcuOp04oZNvwooV6L9rV7l1nOjTB/VTUhB05QoAwDE3F23++AMn+vc30GY8Hj7EndDQKvaq5pMdEQH75GSDdK9ff4X/Dz/gzpQpcEhOhnN8PJzj49Fo82adfBHTp6Pxl1+arD32t24hp1Mnk5VXE3kYFgbXBw8M0sMOHUKHXbtwauhQuKWkwPv2bXjfvo02hw7p5Hvuyy/RUy/sjD5tY2PRef9+xA4cCI+0NPjduQO/O3cQSezW9kpLw60mTarWKQZA3TAwFtkHczEsDAMPHIBXSgrSfHwAAC7Z2Rj0++8AgJdXrZK9VqFUwjMtDX9W8MWT7uODjZMnI3rXLnQ6cAC2RUU4GxWFc1FROvkccnLgk5SEmOefr1qnagGP+vZF42++gcPNmygs+xKxTUlBo3/8AwAQNm2a7LUKpRLOyclIGz26/EqUSjR97TXNa0+fH35A/W3bcO+tt1BQFuEVAKzT0+F0+TLuvP9+FXtVs7nduTM6/Pwz3O/dQ6a/PwDAKSMD3cqOsB361Vey1yqUSrinpOB8z56yeZwzM9H3t98AAM+VnXIoh1NeHvzv3cNOIzfXMjQ1yVBUFosYmFxnZ+zp3Rt99u/Hr2PGAAoFclxd8em8eeSga7+L7XH0KDLq19fs9i+Pu8HBWD99erl5Ou3ahUs9e+JRw4ao+HSD2k2ppyeSX38dDZYsQeK//gUoFCjx8cG5s2fJ99naG+ECf/kF+f7+SO/Tp/xKrK1xXeaYVe037n7ffYdHzz+Pwjq+six0c0Pc6NHouGkT9k+bBigUyPfwwMrvv5fXjcqMd8f9+5Hl5YXr4eGy5ee5u+PLf/9b8zcVdFJN1KFDOB0ZiRQ/P80GT4YpD4sFu4zt1Akpvr7oIxALR4MkQaVQ4KeXX4aK2E1vLG2OHIGVSoXjw4ZVuazawoOxY1HYtCkaEJsrZZEkSFZWiFu0CJIJ4lR5rlsHhVKJezNmVLms2kD8wIFIDwhAxwpedekgSZAUCmyZOtUkz0rHkydhpVJhv5n3PtUl+BWZmdnTowecc3N1vHqokBHa3imHu3UD8Hj5r4+ohxbweFV0tU0bFHTrBkgSUFoqHN6DqofKR00EOa8hfVwE9j4A9C9OKpQNQHvlUN4yqdOnw+bRI51yqHzaHmgPJk6ENWgPO8prizoGQd2+tN69UTpyJAB6goqGAJGDCptClUl5RYl4Y8ldS42D3JeF/n09PXQoHLOzddop5zmn9tI6+/TTj/8G7VFFebpRlJaW4mKLFjgREaF5Vqi6qXGgPMaoZ0D0OAi5kEBUPdRz8KSE669phqKyWPzI5DwLeqQUCH6J10VKtcL4VHvdAlEe6iIFAptgzUUecYYOUzXYwDAMwzBmoS4YGIsfOMYwDMPUTngFwzAMYwHqwgqmWg2MvpgmGkaCEutEw0hQTgMALZBS9YgK/6Jnh1DnwVMTTfSMciofJaAD4ufYiJ6PISqCU2IyddaH+nhXbagz2CmRmAqtA9CCvqjzBTV3qP6JXkvdK1GRn7p31HwA6DlLPS/aZwGVl080BAyVjxobKoRSpuDR6XIiPzXH5JwgRKgO4Z8NDMMwDGNy2IuMYRiGMRt1wcCwyM8wDMOYBV7BMAzDWIC6sIKpVgOjv6tedKctJTyKCrByIj8lFlJ1i7aRghKYqXMvKOGf6gtVL+VwIBctgOozJTxTUQRE+0xBic6UKE8J/6K79jOI6NxyUOI4lUbVI+ocIorc2UL69YjunAfoeyp6lpDomTVUPqov1Lyh8lHjb8wXsOgZP6JlsshvGngFwzAMYwHYwDAMwzAmh73IGIZhmBqJu7s7SktLDV7fZmVlYeLEifjvf/9L7jsDgJSUFPL1fmVgA8MwDGMBzL2C2b17N3r06KH5e9++fejfvz/mzp2rSRPd4FpZqtXA6A8oJaSJCvWUgEcJhXLidD0iijN1PbVDmEqjjgWo6PA0NaK/FkTD7cuFYaeEUNEw6aK70KkxpO4fVYdoPrkjGCio/lHXi84dKo1yWKDGi7pWtC+UyC+3U11U0Bfd/S4qeFPODqLHU1DjQNUrF72AgrqeaqOoM4epMaeB2bZtGzp06KCTNnv2bDRr1gyNGzc2W7368AqGYRjGApjTwPTq1Uvn7/z8fJw+fRorV640W50UvNGSYRjGAlTniZYffvghHBwcMHHiRJ30jh07wt3dHS4uLggJCcHvv/9uqu4BYAPDMAxT40hMTISzs7Pm37hx48rNv3r1agwfPlwnLSgoCIMGDUJ6ejoePXqEhg0bYsiQIVi6dKnJ2smvyBiGYaqZqropBwcH4/Tp00J5jxw5gvT0dHzxxRc66XFxcZr/29nZ4eDBg3BwcMCcOXPw+uuvV7pt2lSrgdEXGilhjxK8RXdPU6Kl3E2kdhNTO+pFw5JT9YiK/KKCIiWCiwrWgHjId1FxVHSHN9VuKo26VvScd0pUB8QjIlAh5Cko5xDqHlRlbKi8VD65uU2NDzXfjYkOIFIeNdaijinUeFFzTu5ZodKp7xLKaaQq41AVqmsfzKxZs9CiRQv4+/uXm8/Gxgaurq7IysoyWd38ioxhGMYCVIcGU1hYiBMnTuDjjz/WSf/tt9/w1FNPGeTPzc0lf2hXFjYwDMMwFqA6DMwnn3wCR0dHjBkzRic9OTkZBw4cwL59+zRpkyZNQklJCaZOnWqyPrIGwzAMU0tZuXIlRo0aZZA+bNgwbN68GcOHD4eNjQ2USiWsra2xcOFCvP/++yarnw0MwzCMBagODSYlJYVMDw4ORkxMjNnrr1YDoy+mUQNMCaZy563rQ4n8coI3lVc0zDklHlIiMSWEOjo6GqRRIiPVbmpsqPIoIVMO0fPbRXd4U+Mgd466PqLCOCXSy4nlcukiZVJHIYgeWyCaT25+6o+tqBMJ8Pg9ekXlyaVRZYo6z1D5qPlFzU9RQV+uz6LfJaIONaJztrJwsEuGYRjGbLCBYRiGYcxCXTAw7EXGMAzDmAVewTAMw1iAurCCqVYDoy+6UcKeaPh4SminREa5UPiiQjHVHupaqm5KgBfdWU7VK+pIYEyocWpsKacKY8LF60M5T4jWIboTXA7RMPAUoqHhq7ILXTTkPvVlJOfMQQnUVF5qzlJjIxpxg3IuEN0RLzqXjLn3FKJf6k/6Tv7qaJ8p4BUMwzBMNVNVLzI2MAzDMIwsdeEVGYv8DMMwjFngFQzDMIwFqAsrmGo1MPpiNiVuU5E8RUV+0fD4gPgZ7JSoKLp7nmpPVSKV5uTkGKRRQi2VJgclrlIisWgodlEo4Z+6J6Lir9zOedH7LLprn7rPlMgvesSEHPrXGxNSXlQIp/JRc0w0soPoXBKNNEE9P3LzoSoRFqj+VceXPxsYhmEYxiywgWEYhmFMTl2JRcYiP8MwDGMWeAXDMAxjAerCCqZaDYy++EwJ9aI77EV3JlO7kAHx8+lFBUBRMTkvL88gjRoH0fPpjZmkouHPqbqNCZ2uj+hOcFHhWDTigtz1orvsqXtFQd1n0Z33ouI05Ugg58whehZ9VaIcVEXQp54V0eME5BwlRMeRQvQZMDVsYBiGYRizwAaGYRiGMQt1wcCwyM8wDMOYBV7BMAzDVDN1xU25Wg0MJVTqQ4Vxr0pYfzlEQ5VTUOIo1R5KjKb6QonJouH/jTmfnqqb2rldr149gzRK9BQ9B53qC7WTXzQyAFWHnCgr6kBBHXtA5RPdCS7q9EGNA1U3de/kvqBEnRNE+yd6xITo2FD3TzSKg9wzSo2FqDOOMcdbmBI2MAzDMIxZYAPDMAzDmIW6YGBY5GcYhmHMAq9gGIZhLEBdWMFUq4HRF+hEd4eL7voWFbHloOoRRXR3MnVuOSXKU2mi4qicWE6JsNT1ojvOqWtFHTIoKCcQqg4KY3byU44koo4D1Pyk7rPotXK78fWvN0bwFhXlqT6L1iPqSCB6RIFovXLzgeoLNd7UOFB1U/UYcwxGRZjbi+yrr77C3//+dwOHnWeffRarVq0C8HiODRgwALGxsbCxsYFCocDixYvx8ssvm6wdvIJhGIaxAOZewfTo0QOHDx+W/bxfv344duwYrl27hsDAQEydOhXjx49HkyZN0KNHD5O0gTUYhmEYC6BexVTmX1W5d+8eDh06hCFDhiAwMBAAsGzZMtjY2GDKlClVLl8NGxiGYZg6xrJlywAAgwcP1kkPCAjA1atXTVYPGxiGYRgLYO4VzKVLl+Dt7Q03Nzd4enpi1KhRGp3z4sWLAIDWrVvrXOPj4wOlUklqxZWhWjUYfeGMEpOpM+tFdw1TwqqcyEjlFQ0rL7rjnxKeRc+7pwRvUWcAuYgGorvBqd3llOgp6mAgGmFBVGw1Zle7g4ODUHtERWKqf6LzgYoWIDc/9dsjKljLpVPOLlS7RXe1i84H0bD31DiIOkpUlaoeg1FZqlJHYmKiznfl8OHDsXbtWs3fvr6+8PT0xM6dOxESEoJdu3Zh6NChaNy4MVJSUjTzQd8JQO0A8+jRIzKih7HwCoZhGKaaqcrqRZIkBAcHIy8vT/NP27gAwJgxY5CQkICQkBAAwMCBAzFu3DikpqZi5cqVcHFxAWDo1ar+8eXp6WmSftZ4A2NtbY0hQ4aga9euOul2dnYYPXo0oqKiMGrUKHTo0MFCLWQYhjGkukX+iIgIAEBcXBzatGkD4PFrNG1SU1NhbW1tktULUMMNTLdu3TBixAh07tzZYJk7fPhwpKamIiYmBps2bcKgQYPQoEEDC7WUYRim+ujatSuOHDmik5aQkAAACA0NxdSpUwEAO3bs0MmTnJyM5s2bm6wdNdrAHD9+HBs2bEBmZqZOuq2tLbp27Yrz588DePwuNz4+Hh07drRAKxmGYQwx5womPj4e06dP12hqN27cwMqVK+Hk5ISpU6fC398fvXv3xrZt25CUlAQAmDZtGkpLS/Gf//zHZH2slRstfX19YWdnh/T0dM3u24yMDLRt21YnX8+ePdGpUyf4+Phg5syZAB5vPlK/Tvv888/RvHlz9OzZE40aNcLmzZsREhICLy8vSJKEzZs3w97eHl27doWfnx9SUlKwdetWUjBmGIbRxpyOBDNnzsTixYvh7u4OGxsblJSUoFWrVti4caPGoWL//v3o378/mjdvDltbWygUCqxatcpkmyyBajYw+h4qlOeI3PkY+mh7yqhUKp2/XV1dUVJSAkmSNF/2+fn5cHFx0fxtY2ODgwcPIicnB2PGjNFcv2PHDpSWliIyMhJFRUW4cOECkpOTMXPmTLRo0QJr166FQqHACy+8gBEjRiAuLg7r1q2DnZ0dZsyYgY4dO2qWppQXjKgXGRWWgvJ2oTyGjAlpQU1yKpSKqEcV5SklWm9VzuqQCyFCeU9RdYt6FZrae0rOw06/bmoc5H7IiHoBUuNA1SPaF8rzUfRLlKqXmtty5Yk+a6KeadQ8dnNzI+uuLOY0MLNmzcKsWbPKzWNlZYX9+/ebrQ1ADX9FJoeTk5PB5CwtLSW/OI3h4sWLGmOQmJgIf39/XL58GcDjh+HOnTto2LBhlepgGKb2U1UvsppCrTQw1K9COzs74QB9cmRlZWn+r/71mJ2drVMvte+CYRimLlIrNZisrCzY29vrvMKxt7fXMQZqRF/VyOXVTxONHMwwTN2mJq1EKkutXMHcuXMHxcXFcHd316T5+Pjg7t27BnnV7421X59pX8cwDGMO6sIrsmpdwejrIpSIp95hWlE+/VWGQqHQET3PnTuHDh06YNeuXbCxsUFYWBi+/vprjZioNiw3b96EUqlE48aNER8fDw8PDzRt2hQqlQqlpaWwsbHRCIMqlUrzT32TtUVD9c0vL3QI1RdHR0eDNFEh2phzK6h2UUIxtQqrSjgNUZFY9MwZSoClxlCuTNHQLqLhS0TPz6HGWi7ci77oTV0r5yAgGnpIVFgXDeEjer4TRVWcC+TyUvG0qHtKzaf79+8bpNUkkf9JoUa/IuvSpQvatm2LkJAQjWHYu3cvUlNTsX79eowZMwb9+/eHr68vNmzYQK5g0tPTsXHjRowcORJZWVm4d+8eTp8+jejoaLz55ps4c+aMJkrA0KFDsW/fPri7u6Nbt24AgMmTJ+O3335DVFQUQkNDYWNjg4kTJ+KHH36o1rFgGKZmwQbmCefEiRM4ceIEli9fDkA38GNeXh6+//57oXJiYmIQExOj8+tm+/btAB4HSzx79qxOfhsbG5w8eVInbcuWLdiyZUtlusEwDFMrqdEGhmEYpiZS07SUyvLEG5gff/zR0k0wOe+//76lm8AwjIVhA2Ni9AeUEmarulelJqAvkFKirOjkowR9ud3v1NkxlKhL5auKWEu1kRKtRfNR7aN27AN0VALRs3YoEZ0SiUXPVaHS5Nza9ftNtZlKMwZRF32qz6IRFkQjV4juppfbZ6YfjxAAuS2Bmk/GOF+YEjYwTwAjRowgQ0eLejXJHehEQeUVDVtNfUFRbZTbY8MwDFPbeOINDMMwTG2EVzAMwzCMWWADwzAMw5gc9iIzA/r6g9xOZH0oMZPSNyiRWG5XO1UmpbdQoc/t7OzIMvWhBGZKg6HaQtUhGtbfmB3QoiHRqfEWFX9FRV3RHePGOEVQu7lFHSOoeqg0UUGYEpPlogro5zUmIgH1XFF9Fr0HIu0DxKMuUHOpKkcCyF1POQxR7RaJMWgO6oKBYcWZYRiGMQv8ioxhGMYC1IUVDBsYhmEYC8AGhmEYhjELbGBMjL74SAnZlMhIicmU6GnMYV/UjmBREVa0HlHnBMoZgGoLNV6UkElt+gTEjwAQFbxF719VzrGvyhEDAD1P5Bw/ROqhrqXus2jYezlRXb9MY+Y7NY6ionxVnivRyAdUPqrN1HwVPWpBLi/VP9FjGUxJXfEiY5GfYRiGMQv8ioxhGMYC1IUVDBsYhmEYC8AGhmEYhjELdcHAKKRq6qWXlxeCgoKqoyqGYRiTc+vWLaSlpZmkLCsrK6MivevTtm1bnD592iRtMSfVtoIx1Y1hGIZhyuezzz7D0qVLkZ+fD5VKhdLSUgwePBjr1q3T8R50d3cnr09JSREOiVUe7EXGMAxTzajdlCv7ryI+/vhjREREIDMzE9nZ2fj222+xYcMGDBw40CBvZmamwT9TGBegGl+RMQzDMI9RKBTC+7EowsPDy31F5u3tjdu3b8PJyUmT5uPjg6ysLJ19SO7u7uRpoKaCVzBMnSc5Obla6nn06BEZnZupm5hzBZOamqpjXIDHG7DNvYFUHzYwTLm8+eabCAoKemIcNIqKitC4cWNs3769ymWlpaVh0KBBuHz5sglaVjEFBQXo378/zp49Wy31MU825jQw+hQXF+PBgwfo2rWrwWcdO3aEu7s7XFxcEBISgt9//90U3QPABoapgMWLF2PChAmWboYGGxsbNG/eXFacFEWlUmHcuHEYOnQonn76adM0rgICAgKwZMkSDB8+nJ1emCqRmJgIZ2dnzb9x48aVm3/kyJGwtbXFli1bdNKDgoIwaNAgpKen49GjR2jYsCGGDBmCpUuXmqSdrMEwFTJ37lysWrUKt27dsnRTTMb69evxf//3f7hx40aV3EUrw+jRo+Hj44PFixdXa73Mk4MxcRMpIiIihN2U582bh88++wyxsbGIjIwsN29paSkcHBzg4eGB1NTUKrUR4BUMo0dRURGmTZuGxo0bIzo6GlOnTtXRDa5fv47OnTtDoVCgadOmOHXqFDZv3oyQkBCEhITg66+/li171apV6NatG3r37o1u3bphxIgROkZr8ODBsLe3h5eXF5YvX47ExERERETA09MTEydORHFxMaKjo+Hu7q6zqrpz5w6GDx+Onj17ok+fPoiOjsbPP/9cbj9/+ukn9OvXT8e49O/fX6fsgoICREdHw8HBAXPnzgUAnTaMHz8ec+bMQd++fREcHIwlS5YgNzcX06ZNQ/fu3dGqVSscO3bMoO6BAwdi/fr1wqdHMrWPAQMGICIiotL/vLy8hOqZP38+FixYgEOHDlVoXIDHbwhcXV2RlZVV1S4+RmIYLd555x2pUaNG0v379yVJkqQrV65I3t7eUmBgoE6+QYMGSc2aNZNycnKkrKwsKTIyUrp37165ZUdFRUk7d+7U/P3hhx9Kbdu2lZRKpSZt0aJFkr29vXT+/HlJkiTpueeek3bv3m1Qzvjx4zV/DxkyRJo1a5bm799//12Kiooqty1ubm7SwoULyTZqly1JkhQYGCjNmTPHIJ+Hh4d08eJFSZIkafv27RIA6Y033pCysrIkSZKkt99+W2rWrJlBHbGxsRIATR8ZxhzMmTNHsre3l06dOqVJe/HFF6WbN29KkiRJGzdulPr162dwna2treTu7m6SNvAKhtGQn5+Pb7/9FuPHj4efnx8AICwsDP369TPIu3LlSmRkZODNN9/ElClTMHPmTDRo0KDc8letWqXjhz9u3DhcuHABN27c0KT9/e9/R+fOnTFmzBh89dVX8PPzw4ABA8otNykpCcnJyZqQ9AMHDsTnn38um7+wsBBZWVnw9PQst9yKCA8PR+vWrQEAvXv3BvDYPdTV1RUA0KdPH1y7ds3g16C63vv371epfoaR44MPPsC8efPw7rvvIj4+HmvWrMGaNWuwadMm3L17F8Bj78kDBw5g3759musmTZqEkpISTJ061STt4FhkjIbr16+jqKgITZs21UkPDg7G8ePHddL8/PywfPlyjBgxAqNGjcLIkSMrLD89PR2zZs3C7du3YWdnpznz5N69e2jWrBmAxyE01qxZg7Zt2+Lf//43EhISKix3wYIFeOmll9CwYUMMGzYMo0aNQv/+/cttB0CfA2IMDRs21Pzf2dnZIK1evXoAHm9kc3Nz06Srz+tRt4NhTM3ChQsBPH425Bg2bBg2b96M4cOHw8bGBkqlEtbW1li4cCHef/99k7SDDQyjQTLS36NNmzZwcXFBbGws0tPTUb9+fdm8ycnJiI6Oxosvvogff/wRNjY2uHXrFoKDgw3q9fPzQ3BwMC5evIizZ8+ie/fu5bZj0KBBuHPnDrZv345169Zh8ODB6N27N3bv3k1uZlOvIEQP15LTSqiyqTT9/qnrreoKimHkEHmWg4ODERMTY9Z28CsyRkOzZs1gb2+P69ev66QnJiYa5FUqlXjllVewf/9+ODo64rXXXiu37FOnTiEnJwdjxozRrByoUxYBYPbs2XjrrbcwcuRIvPTSS8jJySm37A0bNsDR0RHPP/88Nm3ahN9++w379+/H+fPnyfz29vbw8PAgXYXd3NyQnZ2t+bu4uBgpKSnl1m8s6noreqXIMDUdNjCMBicnJ7zxxhtYvXo1Hj58CAC4evUqdu7caZB3/vz5GDFiBDp16oTVq1dj06ZNWLNmjWzZrVq1grW1NXbv3q1J++WXXwzyHT58GLdv38aECRPw3XffobCwEDNmzCi33TNnztTZvFhaWgonJ6dyN4f27t0b165dM0iPiIjAqVOnNJ5zy5cvN7kb89WrV+Hn54eWLVuatFyGeeIwiasAU2soLCyUXn/9dSkgIEDq1auXNH78eGnGjBmSvb29FBUVJV25ckWKioqS7OzspCFDhkiSJEmzZ8+WXFxcpHr16knDhw+XLXvt2rVSaGioFB4eLg0bNkyaPXu2BEBq166dtG7dOunVV1+VvLy8pPDwcOnmzZvShg0bpEaNGkkApB49eki3b9+WoqKiJDc3N8nX11dT1+LFi6XOnTtL0dHRUq9evaQePXpIBw8eLLefv/32m9SwYUOpuLhYJz0zM1MaPny4FBoaKj3zzDPS2rVrpcDAQCkwMFCaOnWqJEmS9NRTT2na8Oqrr0o3b96UoqKiJABS8+bNpaVLl0qbNm2S2rVrJwGQOnfuLB04cEBTx/Dhw6W33367UveHYWoSvNGSqZNIkoThw4ejV69eeOedd6qt3lOnTmHMmDE4c+ZMlaMRMMyTDr8iY+okCoUCq1evxvHjx7Ft27ZqqfP27duYOXMmtm3bxsaFqRPwCoap8zx8+BC+vr5mryczMxNOTk4mO2uDYZ502MAwDMMwZoFfkTEMwzBmgQ0MwzAMYxbYwDAMwzBmgQ0MwzAMYxbYwDAMwzBm4f8B49gV0UwfnMIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vbse_gen.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_gen.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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\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": [ "Rescaling the image intensities:\n", "[########################################] | 100% Completed | 0.2s\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=(10, 10))\n", "hs.plot.plot_images(vbse_imgs, fig=fig);" ] }, { "cell_type": "markdown", "id": "2bbab314-0ec1-4f0c-9e3e-8564f75ba957", "metadata": {}, "source": [ "#### RGB image" ] }, { "cell_type": "markdown", "id": "ced65a79", "metadata": {}, "source": [ "Separate the EBSD detector into a (5 x 5) grid" ] }, { "cell_type": "code", "execution_count": 14, "id": "930b87c9", "metadata": {}, "outputs": [], "source": [ "vbse_gen.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_gen.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_gen.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": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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\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. 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. 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.metadata.Acquisition_instrument.SEM.Detector.EBSD.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": [ "Removing the static background:\n", "[########################################] | 100% Completed | 0.2s\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. 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. Blurring in the frequency domain is effectively accomplished by a low-pass Fast Fourier Transform (FFT) filter. 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": [ "Removing the dynamic background:\n", "[########################################] | 100% Completed | 1.0s\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. 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": [ { "name": "stdout", "output_type": "stream", "text": [ "Averaging with the neighbour patterns:\n", "[########################################] | 100% Completed | 0.5s\n" ] } ], "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). This format can be read back into kikuchipy, or as a file in the `EMEBSD` format in the powerful suite of [EMsoft](http://vbff.materials.cmu.edu/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. Averaging may in some cases, like on grain boundaries, mix two or more different diffraction patterns, which might be unwanted. 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. 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": [ "Calculating the image quality:\n", "[########################################] | 100% Completed | 1.0s\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). 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": [ "Calculating average neighbour dot product map:\n", "[########################################] | 100% Completed | 1.1s\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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(9, 3))\n", "\n", "im0 = ax[0].imshow(iq)\n", "ax[0].axis(\"off\")\n", "fig.colorbar(im0, ax=ax[0], label=\"Image quality\")\n", "\n", "im1 = ax[1].imshow(adp)\n", "ax[1].axis(\"off\")\n", "fig.colorbar(im1, ax=ax[1], label=\"Ave. neighbour dot product\")\n", "\n", "fig.tight_layout();" ] }, { "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. 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. 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(projection=\"lambert\", energy=20)\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). This resolution is quite coarse, and used here because of time and memory constraints. We, and 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. This ensures that projecting parts of the master pattern onto our detector yields dynamically simulated patterns presumably resembling our experimental ones. 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": [ "detector = kp.detectors.EBSDDetector(\n", " shape=s.axes_manager.signal_shape[::-1],\n", " sample_tilt=70,\n", " pc=(0.421, 0.7794, 0.5049),\n", " convention=\"tsl\"\n", ")\n", "detector" ] }, { "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "detector.plot(coordinates=\"gnomonic\", pattern=s.inav[0, 0].data, draw_gnomonic_circles=True)" ] }, { "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. The method assumes the crystal orientations are represented with respect to the EDAX TSL sample reference frame RD-TD-ND. For more details, see the [reference frame user guide](../user_guide/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": [ "Creating a dictionary of (11935,) simulated patterns:\n", "[########################################] | 100% Completed | 2.3s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dynsim = mp.get_patterns(\n", " rotations=rot,\n", " detector=detector,\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. We could instead have passed `compute=False`, which would have returned a `LazyEBSD` to be computed during the indexing run. 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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dynsim.plot()" ] }, { "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. We'll keep the 10 best matching orientations. A number of about 4125 * 12000 comparisons is quite small, which we can do in memory all at once. 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. 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", "\tPhase name: ni\n", "\tMatching 4125 experimental pattern(s) to 11935 dictionary pattern(s)\n", "\tNormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, signal mask: False\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████| 21/21 [00:05<00:00, 3.82it/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.html#crystalmap)" ] }, { "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: px" ] }, "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. 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": [ "## Inspect indexing results\n", "\n", "### Indexing maps\n", "\n", "So far, orix cannot produce any orientation color maps, pole figures etc. 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=(9, 3))\n", "\n", "im0 = ax[0].imshow(ncc_map)\n", "ax[0].axis(\"off\")\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC\")\n", "\n", "im1 = ax[1].imshow(os_map)\n", "ax[1].axis(\"off\")\n", "fig.colorbar(im1, ax=ax[1], label=\"Orientation similarity\")\n", "\n", "fig.tight_layout();" ] }, { "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. 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. The simulations are based on the work by Aimo Winkelmann in the supplementary material to the excellent tutorial paper by Britton et al. (2016). See also the [geometrical EBSD simulations user guide](../user_guide/geometrical_ebsd_simulations.ipynb) for more information than is given here.\n", "\n", "Note: At the moment, geometrical simulations can only be done for cubic crystals. (For those very interested, see [this pull request](https://github.com/pyxem/diffsims/pull/146) in diffsims.)\n", "\n", "First, we set up the relevant Kikuchi bands (the zone axes follows from these), namely $(hkl)$ = (111), (200), (220), and (311), using [diffsims'](https://diffsims.readthedocs.io) `ReciprocalLatticePoint`" ] }, { "cell_type": "code", "execution_count": 48, "id": "de798990", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ReciprocalLatticePoint (4,)\n", "Phase: 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": [ "rlp = ReciprocalLatticePoint(\n", " phase=phase, hkl=[[1, 1, 1], [2, 0, 0], [2, 2, 0], [3, 1, 1]]\n", ")\n", "rlp" ] }, { "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": [ "rlp2 = rlp.symmetrise()" ] }, { "cell_type": "markdown", "id": "82bc1380", "metadata": {}, "source": [ "Create an `EBSDSimulationGenerator` (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": [ "EBSDSimulationGenerator (55, 75)\n", "EBSDDetector (60, 60), px_size 1 um, binning 1, tilt 0, azimuthal 0, pc (0.421, 0.221, 0.505)\n", "\n", "Rotation (55, 75)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simgen = kp.generators.EBSDSimulationGenerator(\n", " detector=detector,\n", " phase=phase,\n", " rotations=xmap.rotations[:, 0].reshape(*xmap.shape)\n", ")\n", "simgen" ] }, { "cell_type": "markdown", "id": "99e3bcc7", "metadata": {}, "source": [ "Generate bands and zone axes visible on the detector for the best matching orientations using `geometrical_simulation()`" ] }, { "cell_type": "code", "execution_count": 51, "id": "1f5dcbf3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GeometricalEBSDSimulation (55, 75)\n", "EBSDDetector (60, 60), px_size 1 um, binning 1, tilt 0, azimuthal 0, pc (0.421, 0.221, 0.505)\n", "\n", "KikuchiBand (55, 75|44)\n", "Rotation (55, 75)" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geosim = simgen.geometrical_simulation(rlp2)\n", "geosim" ] }, { "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 = geosim.as_markers(pc=False, zone_axes=False)\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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