{ "cells": [ { "cell_type": "markdown", "id": "6f8d362f-6d83-4a28-872d-8c77e6d4f849", "metadata": { "nbsphinx": "hidden" }, "source": [ "This notebook is part of the `kikuchipy` documentation https://kikuchipy.org.\n", "Links to the documentation won't work from the notebook." ] }, { "cell_type": "markdown", "id": "e00b1224-4302-41da-9598-b38fd5092ebd", "metadata": {}, "source": [ "# M&M 2021 Sunday Short Course\n", "\n", "
\n", "\n", "Note\n", "\n", "This notebook was used to demonstrate EBSD analysis with kikuchipy as part of the HyperSpy workshop during the Microscopy & Microanalysis Virtual Meeting in 2021.\n", "The offical name of the workshop is M&M 2021 Sunday Short Course *X-15 Data Analysis in Materials Science*.\n", "\n", "This notebook has been updated to work with the current release of kikuchipy and to fit our documentation format.\n", "The original notebook, as presented during the workshop, is available via [this GitHub repository](https://github.com/usnistgov/hyperspy_tutorial/blob/2021-08-01_MandM_short_course/09%20EBSD/ebsd_analysis_nickel_completed.ipynb) hosted by the National Institute of Standards and Technology (NIST).\n", "\n", "
\n", "\n", "\n", "## EBSD analysis of polycrystalline nickel\n", "\n", "The goal of EBSD analysis is often to determine the crystal orientation from each EBSD pattern, typically called *indexing*.\n", "One approach is dictionary indexing, first described in Chen et al. (2015).\n", "Here we'll demonstrate how to do this in [kikuchipy](https://kikuchipy.org).\n", "The implementation is based on the one in EMsoft, as described in Jackson et al. (2019).\n", "\n", "Dictionary indexing is not as tried and tested as the commonly used Hough indexing.\n", "To aid the evaluation of dictionary indexing results, we therefore first obtain several maps to get an overview of the quality of the EBSD patterns and the features in the region of interest before indexing, independent of any bias introdued in indexing. \n", "After indexing, we'll also inspect the results visually using dynamical and geometrical EBSD simulations.\n", "\n", "Set Matplotlib plotting backend and import packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "69885abb-940e-4739-b778-1739cf8df9f5", "metadata": {}, "outputs": [], "source": [ "# Exchange inline for notebook or qt5 (from pyqt) for interactive plotting\n", "%matplotlib inline\n", "\n", "import hyperspy.api as hs\n", "import matplotlib.pyplot as plt\n", "\n", "from diffsims.crystallography import ReciprocalLatticeVector\n", "import kikuchipy as kp\n", "from orix import io, quaternion, sampling, vector\n", "\n", "\n", "plt.rcParams.update(\n", " {\"figure.facecolor\": \"w\", \"font.size\": 15, \"figure.dpi\": 75}\n", ")" ] }, { "cell_type": "markdown", "id": "20e6fe49", "metadata": {}, "source": [ "Load (and download) an EBSD dataset of polycrystalline, recrystallized Nickel which is part of the `kikuchipy.data` module (\"large\" = 13 MB, compared to \"small\" < 1 MB)." ] }, { "cell_type": "code", "execution_count": 2, "id": "096de352", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = kp.data.nickel_ebsd_large(allow_download=True)\n", "s" ] }, { "cell_type": "markdown", "id": "5a7d74c4-9b85-416d-9f9f-c18dfcd62c7f", "metadata": {}, "source": [ "Inspect the navigation and signal dimensions (more closely) in the `axes_manager`" ] }, { "cell_type": "code", "execution_count": 3, "id": "c7eb8744", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Name | size | index | offset | scale | units \n", "================ | ====== | ====== | ======= | ======= | ====== \n", " x | 75 | 0 | 0 | 1.5 | um \n", " y | 55 | 0 | 0 | 1.5 | um \n", "---------------- | ------ | ------ | ------- | ------- | ------ \n", " dx | 60 | 0 | 0 | 1 | um \n", " dy | 60 | 0 | 0 | 1 | um \n" ] } ], "source": [ "print(s.axes_manager)" ] }, { "cell_type": "markdown", "id": "79441d83-2c95-4255-bd96-e05676881ea5", "metadata": {}, "source": [ "Plot the data (by navigating the patterns in a mean intensity map) with `plot()`" ] }, { "cell_type": "code", "execution_count": 4, "id": "26cd3add", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s.plot()" ] }, { "cell_type": "markdown", "id": "e237e4f7", "metadata": {}, "source": [ "Note that `kikuchipy` has a `kikuchipy.load()` function almost identical to `hyperspy.api.load()`, which can read several commercial EBSD formats.\n", "See the [IO tutorial](load_save_data.rst) for more information." ] }, { "cell_type": "markdown", "id": "7b11e36a-3bc6-481e-a6a8-23e6fb232694", "metadata": {}, "source": [ "## Pre-pattern-processing maps\n", "\n", "### Mean intensity in each pattern\n", "\n", "Get the map of the mean intensity in each pattern with `mean()`" ] }, { "cell_type": "code", "execution_count": 5, "id": "cabc49c8-fb34-4e64-9fd2-5b3b2c79d88c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_intensity = s.mean(axis=(2, 3))\n", "mean_intensity" ] }, { "cell_type": "markdown", "id": "1053ef15-f259-4264-8ee1-21513a10fd7b", "metadata": {}, "source": [ "Plot the mean intensity map" ] }, { "cell_type": "code", "execution_count": 6, "id": "4a9376ec", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_intensity.plot()" ] }, { "cell_type": "markdown", "id": "3f0927f2-3a06-4b51-ae07-fac43bd749b7", "metadata": {}, "source": [ "### Virtual backscatter electron images\n", "\n", "Inspect angle resolved backscatter electron (BSE) images, typically called VBSE/vBSE/virtual diode imaging.\n", "\n", "Create a `VirtualBSEImager`" ] }, { "cell_type": "code", "execution_count": 7, "id": "367a3fcf-f180-4872-b054-a820e669131c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "VirtualBSEImager for " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vbse_imager = kp.imaging.VirtualBSEImager(s)\n", "vbse_imager" ] }, { "cell_type": "markdown", "id": "b096a33d-de79-4d8a-a1a9-4347cc351d4f", "metadata": {}, "source": [ "#### One image per VBSE grid tile\n", "\n", "Separate the EBSD detector (signal dimensions) into a (3 x 3) grid by setting `grid_shape`" ] }, { "cell_type": "code", "execution_count": 8, "id": "2bfbaf06-d150-41c3-8a19-5dce95cb0ede", "metadata": {}, "outputs": [], "source": [ "vbse_imager.grid_shape = (3, 3)" ] }, { "cell_type": "markdown", "id": "6a1b028b", "metadata": {}, "source": [ "Plot the grid with `plot_grid()` (not keeping the output signal)" ] }, { "cell_type": "code", "execution_count": 9, "id": "71ff4960", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = vbse_imager.plot_grid();" ] }, { "cell_type": "markdown", "id": "81545ae3", "metadata": {}, "source": [ "Get one VBSE image from the intensity within each grid tile with `get_images_from_grid()`" ] }, { "cell_type": "code", "execution_count": 10, "id": "90157091-257f-4732-b9ed-e66b3f56f122", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vbse_imgs = vbse_imager.get_images_from_grid()\n", "vbse_imgs" ] }, { "cell_type": "markdown", "id": "00e68f5e", "metadata": {}, "source": [ "Plot the images (one by one)" ] }, { "cell_type": "code", "execution_count": 11, "id": "cf7ca51d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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Xp/OQq59K4Ii6QISjOrJyFARB8BBEOKojwlEQBMFDEOGojnl/UBAEQfhV4jbKUfmocunSJaSmpsLPzw8+Pj5o2LAhQkJCsGrVKkO6lStXIigoCA6HA97e3oiPj2fditLS0uDv7w+n0wmHw4Hk5GQ25vGMGTPg6+sLHx8fOJ1OPPDAA2z9xo4dC6fTCR8fH/j6+mLatGlK7bohDjvm9v5V9ujpc82aNTNcc4GxQ0NDDdf5+fmmNFYH06ropbg8qG6F6lJU/AZVAmNTfRzXv7Qs7gBcqlOi9Vfxn+SgL4RKcGoKNx9ofanules7mg+nB6T3VPwyqb5QRZ9M8+V0xbQNKl9itC6czlxFp0t1q1QfV9P32CrwuIqenXvfajIfVKDtpmVz/avSD1SXWdvUlbVq165dUVhYiP379yM8PBw7duxAXFwcvvvuOyQnJwMAdu/ejZSUFPzmN7/Bpk2bkJOTg/bt26NHjx74+eef9bwyMjIwbtw4jB49GgsXLkRWVhbi4+ORlJSEDRs26Onmzp2L5557Di+99BKmTJmC5cuXY8iQIfDy8kJaWpqe7uGHH0Z6ejo+/fRTDBs2DHPnzsXkyZPRrFkzPP7441W2S1aOgiAIHkJtrxznzZuHPXv2YO3atQgPDwcAdOnSBenp6bjzzjv1dGPGjIGmacjIyAAAREREYOLEiThw4ACWLVump5swYQIcDgcWLlwIAIiLi8PgwYOxceNG7N27V0/3zDPPIDg4GFOmTAEA3HHHHYiNjcXChQt1g6iysjK888476Ny5M4YNGwYAmDRpEkJDQzF9+nTLtolwFARB8BBqWzi+/vrr8PPzQ5cuXQz3H3jgAcO9bdu2ISgoyLA6Hj9+PADgjTfeAOCy8j169CjatWtnyGvEiBEAgDlz5uh5FRUV4eabbzakc2+/uleOCxcuREVFBQYMGGBI16tXLxQXF2Pr1q1Vtk2EoyAIgodQ28Lx6NGjCAwMxF133YVGjRrB29sboaGheO+99/Q0hYWFKC8vR1hYmOHZ6OhoAMC+ffsAXDnPslWrVoZ0vXv3BuASioBLdwkAHTt2NKTr1q0bAGDz5s0AgE2bNgFwrT4r06FDBwDAV199VWXbRDgKgiB4CBUVFcqfnJwcOBwO/eNewVWmrKwMR48exddff43s7GycPHkSQUFBGD16NNatWwcAOHToEADAz8/P9LzdbtdtL44cOQLA7OfcokULAFdsSNzxsakfs1v4FhQUGP4NDg42pAsKCgIAHD9+vMq+qheDHBXnYRUFNjXkoMY1nHHIyZMnLetHFerUmELFuEIlUACXxqounKEENVhQMQ6iRlFc8HcrAwaVIOhcvnRS0wDhXP/SsjhjFdpOFaMYCmf8QfOhQSw4523qaK9ymj3tb27Oq8wZioqBEzdOVmXTZ6wC4ANqAQis3j/AHAyBC5hAjcysgnAA5jmucigCveaCANA2cd95dR0EoLoGOREREdi1a5dS2i+++AIhISEAgLVr16J58+YYP3489u/fX6O63giIn6MgCIKHUBfWqjabDfHx8fp1WFgYfHx8cOzYMQBAVFQUAD7SUUVFhb6ibNmyJQDzj2X3Cs99OpLb8IeeYuJeHLlXiu5/3StIN6dOnQIANG/evMp2ybaqIAiCh1DbOkduqxRwCUz3Tk5gYCC8vLxw4sQJQ5qDBw8CANq3bw/gyhFd7u1VN5mZmQCAHj16AAAGDhwIAAbrVQDIysoCAPTt2xcA0K9fPwDA9u3bDencz912221Vtk2EoyAIgodQ28KxZ8+e0DRNN5YBXH7MxcXFhpVZ9+7dUVBQYNjqnj9/PgBg4sSJAFyqksjISN1Ax82SJUsAAJMnTwbgEpJ+fn747rvvDOlWrVoFu92OsWPHAnC5j9jtdqxevdqQbuvWrfD19UWvXr2qbFu9bKtaHXYLmPffOb1DZGSk4Zous7k9fFoWpwuy0rVxOgWqA1PRo1L9C6cDofnURJepoltRydeqbtw9Fcd72ndcQAL6C1XlQFmqC1IJTq2SLw1ioBJEmptnVv3LzXnaN1zQc6uA/DSwNwDk5OQYrjmHdCt9p8pBxtx8oLYBdA5xUVTonFE5cJr2p8q7rxLYgMuHYhXoALg+od1qu4z09HS0bdsWd911F/bu3YuGDRti8ODBAIBXX31VT7do0SJ06dIFKSkp2LBhA3JzczFv3jxER0cjNTVVTzd//nwMHjwYY8eORVpaGrKysrBixQokJCToVqYAMHPmTEyePBmzZ8/Gk08+iYyMDGzfvh0PPvigPje8vb0xbtw4vP3221i2bBlSU1Mxb9485OXl4eWXX7Zsm+gcBUEQPITaFo6tW7fG6tWrcc8998DpdMJms6Fx48ZYtGgRhg8frqeLiYnBihUrcN9998HhcEDTNMTGxuoWrW4GDRqEBQsW4LHHHsMHH3wATdOQlJSkBw9wM2nSJBQWFuLZZ5/F9OnToWka7rvvPkN0HMAlbMvKyjBy5Ej9R81TTz2FJ5980rJtNq0eItG+/vrrhuuarhyp38z1Wjlyv/jpL9maWMJxFpi03dwvb6vVJVcX2gauf62mRm2tHOkYcGNCV45c2XQVRY8S4n6tq4QQo/mqWD2qrC48ceXIWZDTe7QcOo6A2srR6qg5bkysjvsCzP1Ld5K4flDZAaJpHn74YVOaayE6OhorVqxQTj9s2DBla9VfI7JyFARB8BDkVA51RDgKgiB4CCIc1akX4UiNHritLbfPixvuhI0DBw4Yrq22vwDzNgm3tWW1LclttdB8uC0bmo/VdhKXL1c2dVyn28mcYzstmzMyos/R+nPjpnLyAd0upFum1C9JpS4cdNua22an/Ukd/Dlq0kbOyMjqlBNuW5UacamMG60vZ3REx4Bzfqf9x6kBrJ7hfN2sgmxw5dDx595jK8M/FaM5lUAXKie7qHyHqAQouVZEOKojK0dBEAQPQYSjOiIcBUEQPAQRjuqIcBQEQfAQRDiqUy/CkZqJc7oValrOmZ/T6O1Uz6eil+L2/q1OpueeoXonGhiZq487VuDVygXMuhQuHiB1klZxdqZlqeiYqH6rpieXW7kaqLiVqIwtTcO5PVD9EOc2YDVfuWdUXJHoPKJpOH0iHSdu3Kxchrh5RnWZKl+itO+494Lqtrm+onNcpS4q4091q7R+nC5T5TvEypWH6wcaGJ3TU9Pvg9qmuoHHPR1ZOQqCIHgIIhzVEeEoCILgIYhwVEeEoyAIgocgwlGdehGOdF9fJRwbDQ0HWPsbcTomqofgfJJUgiVTVPRFFJqG0x/RNrlPwa4MnfAqIedUDrelfWPlP8fd4w63pT5/dExUdKScrx6dM/QZTtemEgqOjhNNw+kTVXRM9J6KDs8qD64+Kods0/py7yStj4rfI03DjRvVS1J/P05/T+HedSs/RxW9pYq/MtWjcm1U8Z9VOYz7WhHhqI6sHAVBEDwEEY7qiHAUBEHwAMRatXqIcBQEQfAQRDiqI8JREATBQxDhqE69CEcrQw/APIicMYXVOWoqQZk5RT41crAynODqy0EV9bR+Kme81URpzz1DDSVUAizTunBBAGhgac7pm9aHGnqEhISYnqEGItwY0LJoOVz/0jHhjEqszjHkDDBom1Sc9ekYqJxRyBl60HxUzhKsSXABlXNDVYKTWwWk4IK2qwTOtzLQ4lA5W5T2A60Ld2YlLVslaH9dIMJRHVk5CoIgeAgiHNUR4SgIguAhiHBUR4SjIAiCByDWqtWjXoQj1R+dP3/elIbqArlDUq0c2VX0lKdPnzalsQo0ztWX6re4SUj1Q7QfVByvOR0IvUcPruV0QSo6MaqXpDo9ThdE81XR86gEWeDKqo1nanJgLx1bTu9Hy+b6gbabjtPZs2dNz6gEqKD3aP24uUnrx+l0rXSkXF1qojOn84zOZ8D8rnCBArg2VIazN1AJUELHiX43cf1A68J9n1nVtzYQ4aiOrBwFQRA8BBGO6ohwFARB8BBEOKojwlEQBMFDUFFhCC5EOAqCIHgAYpBTPepFONJfLy1atDCloafbN2vWzJTGyomeU/5T5T7nsGt1sjfnrEuV6SqO4UFBQYZrbuLSfDkDAWpMQ41MOIMclV+QtGxq9MDVlxo0cGNAy6b9whnS0HHjyqZBCaghDYeK472VMQVnXEHnFWdsQceStok70YTOKxVjFTomKk7qHCrzikKNgeh7zaFyqozKnKHtpPly7yh9l7iy6QkmdNw4ozmVE0xovnWBCEd1ZOUoCILgIYhwVKfu4xUJgiAINwTurVWVjwqbN2+G3W6Hj4+P4UNDQL788svw9/eHt7c3GjZsiNatW2Pnzp2m/LKyshAZGQmHwwFvb2+0b98eR44cMaVbuXIlgoKC9HTx8fHsrkRaWhr8/f3hdDrhcDiQnJysrHcV4SgIguAh1LZwBIA2bdrg4sWLhk9+fr7+99mzZ2Pq1KlITU1FWVkZTp48ifPnzyM+Pt6wlXzu3Dn07t0bDocDRUVFKCwsxOnTp9GtWzdDebt370ZKSgo6deqE0tJSZGdnY9euXejRo4chXUZGBsaNG4dhw4ahpKQEW7duxdq1a5GUlKTUrnrZVqW6Ng4rh3nA2gmZO0md6klUdEFWgbI5OKd6qrOj+TZp0sT0DA1SoKIT43QeVnC6QdoPtL85J2paP66+VBdEgyqojBuXhtaP9gP3wtP6cbo3OgZUz8f1N62fSoAHmobTZdL3QuVXcE10bVybaP1U+o7e4/SUtD40X+4dpfmoBFlQCS5A4eZZ06ZNDddU38nNM5X6cu9TbVMf26ozZ86El5cX3nvvPQBAQEAAXnvtNTzwwAN49NFHsWDBAgDAhAkTUFpais8//xwNGzZEo0aNMHfuXNx7772YMWMGZsyYAQAYM2YMNE1DRkYGACAiIgITJ07E7NmzsWzZMqSmpur5ORwOLFy4EAAQFxeHwYMHY/ny5di7dy86dOhQZb1l5SgIguABVGfVWJtC9Ny5c6YF0R133AHAtT3qZtWqVXA4HIiNjdXvjRw5EgCwePFi/d62bdsQFBRkMMAbP348AOCNN94A4DLWPHr0KNq1a2cod8SIEQCAOXPmWNZbhKMgCIKHUBfC8cSJEwgPD4evry+cTidiY2OxY8cO/e82m820infvZpw6dUq/d+bMGdPumd1uh9PpRG5uLgCgsLAQ5eXlCAsLM6SLjo4GAOzbtw8AsH79egBAq1atDOl69+4NwCVgrRDhKAiC4CFURzjm5OTA4XDoH/eqqzJeXl7QNA3p6ekoLi5GZmYmjhw5gri4OOzfvx+Aaxv11KlThm35zz//HIBx+76iooJ1cfHy8tK33g8dOgSA3xK32+26KsJtxEOFrdtt8MyZM5Z9VS86R/qrhKso3X/nDs2laahOhPMbUtGJUf0A1b9wuiCqmwgODjalsQq6zAVBV/Els9IxquiPOB0pTWPV34CafovqGOk4cXoeqqfkdG10XKheR8UnkJsPdEuIjomKPy1XX25OV4YLpk3Hkjvk10r3zvl/qviRWvn7quheOazeSW4O0bnIjQG1XlTRz9J5xukGrXyPVXyR68ulojrlRkREYNeuXVWm6dWrl0HnGhcXhyVLluC2227DQw89hPXr12PmzJn405/+hIEDB+Jf//oXjh07hkcffRSA2vyoL8TPURAEwUO4HkI5OTkZAPSt1T/+8Y84ffo0XnnlFfj7+8PhcOAPf/gD0tPTDT9y7HY7+2OvvLxcTxcVFQWAX6BUVFToP/JatmwJwHyyzfHjxwG4VrNWyLaqIAiCh1DbOscjR46w0YmonvHpp5/G6dOnUVZWhvPnz+P111/HxYsX0alTJz1NQECASZhVVFSgpKQE4eHhAIDAwEB4eXnhxIkThnQHDx4EALRv3x4AkJiYqNevMpmZmQBgcvvgEOEoCILgAdSFtWpSUhKmTZtmuLdlyxZomqYbyWzevBnLli0zpPnoo49QUVGB6dOn6/cGDBiA0tJSgzHPkiVLAACjRo3S73Xv3h0FBQUGoTx//nwAwMSJEwG4wvNFRkbqBjo0v8mTJ1u2TYSjIAiCh1AX1qrp6el6tJv8/HwMHToUNpsN8+bNAwAsWLAAo0aNQk5ODgCXE/+4ceOQlJSEW2+9Vc/n7bffhsPhwNChQ3Hp0iUUFxfj0UcfRUBAgO7jCACLFi2CzWZDSkoKACA3Nxfz5s1DdHS07uMIuARmaWkpxo4dC8AVfWfFihVISEiw9HEE6knnSANEcwp3K2MQwLx/ThXuKqeZcwYYNF+qNOYsqqhzNhfc2Ur5zBkVUIMALo2VMzZXF2r8w/Uv7T/ad9wzVGegciq6ijO2VZB5DjpO3DyjxjWcARQ1nKH158aVjhNnHEbbTfPl9C+0DZzBCK2PVaBswKzD4YxKrJz1VeaDioO8SqAOq7oAZgMhFSM/mg/37ljNcW7O07pwaVSM766V2tY5zpo1C9OnT8dNN90Em82GsrIyhIWFYcWKFejVqxcAoF+/fli+fDmioqLg7e0Nu92O//f//h/S0tIMefn7+yMzMxMpKSn692lUVBRWr15tSBcTE4MVK1bgvvvug8PhgKZpiI2Nxbp16wzpBg0ahAULFuCxxx7DBx98AE3TkJSUpAcPsEIMcgRBEDyE2haOw4cPx/Dhw6tM8+CDD+LBBx9Uyi8uLk5fYVbFwIEDcfLkSct0Y8eO1VeO1UWEoyAIgocgp3KoI8JREATBQxDhqE69CMeff/7ZcE0D+QJmvQk3qNSZnO7rc3oTqofi/GWsAgBz+gKqP1IJlE51KSrBiFX0GSpBjqljO1dfqpOheh7uGepgzulRqF6Htol7hjrEqwTytnKy5+rC5UvHSeULhraJ6qS5fFSc1Om4cTrowsLCauerckg1tRWwGkeAbzeF9oOKnp2m4cqhc1HlIGM69+h3DGDWQ9K+Uwkswump61pw1XbM1F87ysJx37592LBhA/Ly8pCfn4+GDRsiJCQEERERGDBggCnWnSAIgnBjIcJRHUvh+N577+Hll1/G7t270aBBAzRt2hROpxOapqG4uBhnzpyBzWZDnz598NxzzymflSUIgiBcX0Q4qnNV4ahpGu6//3788MMPmDRpEhITE9GmTRs2nuKePXuQkZGB+++/H5MmTcITTzxR5xUXBEEQqocIR3WuKhxnzZqFwMBAQ7QCDi8vL3Tt2hVdu3bFn//8ZwwbNgxdu3bV4+sJgiAINwYiHNW5qnB85JFHlJyzK+Pr64svv/ySjfpfGZov5+xMDTBUTqyginvOgZcq4f39/U1paD60Lpwynd5TOb1cBTqZuZMPrPLlghbQZ7ixtjodnsZBBMz9yRk80TbR/uYMGqiRCWekQdupcro9zUfFkIqONfcMjTfJGYzQ+lGDJ84wjNaFe3dom1QMimg+Kieu0DTcKSIqQSGsAhtwfUfT0BM4uPpSAy3uvaHfXVybrPqBy5e2gZvjKgZk14oIR3WuGmakuoLxiy++cGX4v8MpBUEQhBuHuoit+mum2q4c5eXlyM/PN/1ye/rppzFkyJBaq5ggCIJQu4jQU0dZOO7cuRPjx4/HN998Y/qbpmnXJS6gIAiCUHNEOKqjLBxHjx6Ntm3bYvLkyWjWrJlBGGqahnHjxikXSvUxKqe6czomqkuh+/oqOhuVk6hpGhW9CZemJqdeU50Nt2VN86VtVHHWV4GWzeljzpw5U2VdAOsgBdwPLarL5IKIU+gXATcfaFlcGtpX9JrTH9E+53TQ9DkVdQTNl9PHWQXX5/T3Kn1ldRgAPWOPqx/3XtRER2oVqIODjrVKsHIuCACtL/fdRKE6c04XT4Ms1AUiHNVRFo4XLlzARx99dNW/P/3007VSIUEQBKFuUImWJLhQPs+xZ8+erEWYG9lWFQRBuLERgxx1lFeOb775JubMmYOmTZuibdu2pu2SF154AQ888ECtV1AQBEG4dkToVQ9l4fj999/j73//O06dOsX+vTorR7q3zuljAgICLPOh+gEV/0mVg1StAoRzugoVnSNdeTdr1syUhqKi36JtororTu9H9SQqvptWgZy5fDlfU3r4rkpwdRW/TCs9Ktd3tL5cX1kFz+bqq6JPpGXR+cz1L31GRadL6xcaGmp6hurWuC9R2r903Lh3ltZFJWA87QfuHVWBtpvqyFUC/XO+sbQNdI5z/ooqh7erHOB9rYhwVEdZOD788MN46KGHMGzYMAQGBpoMcgYPHlwnFRQEQRBqBxGO6igLxwYNGuCFF1646t/nzJlTKxUSBEEQ6gYRjuoor+N79eqFY8eOXfXv//3vf2ulQoIgCELdIAY56iivHG+66SakpKTg97//PaKjo016mLfffhtPPfVUrVdQEARBqB1E6KmjLBwnTpwIANi+fTv79+oY5FAFNmcMohKE2Up5ruKcyynBqSJf5aRvFWMKapRBHYE5ow1qeKISGJuiMjZcvvRFUgm4TY0yOKMoqxPZuXGzCjKvAjduKgZPFJV+oPnQwBeA9XvAGfqoxDym9aF9xY0JnXtcoABaH5Vg+/QZFed9OiZcvvTd4d43OmdovirvhUp96Vg3adLElIYGseCMxzjjn9pEVoTVQ3lbtVu3bqioqLjqJzY2ti7rKQiCIFwjsq2qjvLP75deeqnKv7/99tvXXBlBEASh7hChp47yynHAgAFV/n3Dhg3XWhdBEAShDpGVozrKK8dNmzZV+fe0tDRMmTJFKS8VJ1+qA+H0A3QA6d4/p8vMzc01XHP6AaonobohLui1lSMzYNaLqBxkTPWJnK7NKh+uH2gbuZeBOutbBYjm0nBl0zS0bC5fqkdT0Q3SNqo4zHO6K9oPXGADipUeGDC3m9NdUmi7VfSzVoHpAfOc4Q4BP3DggOGaBrGoaYBwq3mlEqxcJag/rQvX3yrBya2CEnDfVSq6VwkCcGOhLBz79+8Pm81m6lyJqSoIgvDLQISjOso/VWJiYpCdnY2DBw/qn59++glLlizBHXfcgTVr1tRlPQVBEIRroDpbqqpCdPPmzbDb7fDx8TF8QkJCDOlmzpwJf39/OJ1OOJ1OBAUF4f333zflt3LlSgQFBcHhcMDb2xvx8fHsgRdpaWl6fg6HA8nJyewOw4wZM+Dr6wsfHx84nc5qxf9WFo6zZs1Cq1atDJ/OnTtj+PDh+OCDD/Daa68pFyoIgiBcf+pC59imTRtcvHjR8MnPz9f/np6ejr/+9a9ITk5GSUkJiouL0aZNGzzwwAP45ptv9HS7d+9GSkoKOnXqhNLSUmRnZ2PXrl3o0aOHobyMjAyMGzcOw4YNQ0lJCbZu3Yq1a9ciKSnJkG7u3Ll47rnnMGPGDFy8eBFLly7F+++/j7Fjxyq1S1k43n777Vf9m5+fn0kfIQiCINxY1IdBjtuT4ZNPPgHg0q26zwZ+44039HRjxoyBpmnIyMgAAERERGDixIk4cOAAli1bpqebMGECHA4HFi5cCACIi4vD4MGDsXHjRuzdu1dP98wzzyA4OFi3hbnjjjsQGxuLhQsXsr6+FGWd45EjR0z3NE1DYWEhPvnkk2pFzqfKaE6ZTivPpaFR9qljLWd40Lx5c8O1yikB1ACDM8hQMYKhaVT0tVRJzynt6b2cnBzDNXf6BzU8UTk9Q8VZn7abM3Chc4UaOHGGSfRlpSerA+bTXlT047RNnLEVbQOdV9xY0zaqGFvRZ7h86TMqh9fSsrlnVAIQtGvXznBNT5/gTrenfc69k/S9pe8kN4fonFcxgKrJiSbcnLE6VYbL12rOXy/qQ+fonluXLl3SvzPc3++V+2rbtm0ICgoyvMfjx4/H7Nmz8cYbbyA1NRUlJSU4evQounTpYihjxIgRWL58OebMmYP58+dj27ZtKCoqQkJCgiFdcnIyfvzxR6SlpemBba6G8soxKioKrVu3NnzatGmDm266CR9++CHmzZunmpUgCIJQD9TFyvHEiRMIDw+Hr68vnE4nYmNjsWPHDv3vs2fPhs1mw6233oqysjKcO3cOw4YNg91ux7PPPgvA9WO3vLwcYWFhhryjo6MBAPv27QMArF+/HgDQqlUrQ7revXsDcAlYwKW7BICOHTsa0nXr1g2AS1dqhfLKMTo6GmlpaYZ7DRo0QEhICKKjo5VMqQVBEIT6o7ZXjl5eXtA0Denp6Rg4cCCysrLQv39/xMXFYffu3WjXrh369u2Ljz/+GPfffz+cTic0TUPjxo2xadMmxMTEAAAOHToEgA+PaLfb9V0J9w4mdcFr0aIFAODMmTMArrjsBQYGGtK5hW9BQYFl25RXjpMnT0ZCQoLh07dvX7Rv314EoyAIwg1Oda1Vc3Jy4HA49M+IESNMefbq1QsXLlzAwIEDAbj0f0uWLMHly5fx0EMPAQDmzZuHu+++GwMHDkRJSQnOnj2Ltm3bIikpCVu3br2ufVAdlFeOf/zjH2utUCpMVU6h5/bxuRO3rfKlukxOV0qDRKvodShcYGH6q03lVxxtA/cM1clQM2pOb0J1Nip6PvprjdPXWp2SzuVLT3jh9Ikq+lkrvTdXFzqvuADhVJdJ9UXcPFPRd1o5snPP0LqoBKtW6Ts6x7n5axUwgZubVgEfAOD8+fOGazpOKrpMFd22is6fPqMSoETl+4GOLRcEoK4DjwPVWzlGRERg165d1S4jOTkZAPSt1b/85S9wOp26UY23tzc2b96MRo0aYdSoUThw4ACioqIA8GNdUVGhryhbtmwJADh79qwhzfHjxwFcOfggPDwcgPm7xG1FGxwcbNmOq64cp02bhpkzZ1pmUJmKigqMHDkSn3/+ebWeEwRBEOqe2tY5HjlyhP1BabPZ9B8NxcXFJqNAt37SfUZwYGAgvLy8cOLECUO6gwcPAgDat28PAEhMTNTLrUxmZiYA6G4f7pVsZetVAMjKygIA9O3b17JtVxWOzz33HP7zn/9gwIABWLt2bZW/ai5cuIClS5fipptuQnh4OIYOHWpZsCAIgnB9qW3hmJSUhGnTphnubdmyBZqm6cY0DRo00HWBbi5duoTS0lLDCrp79+4oKCgwCNv58+cDuHJkotPpRGRkpG6g42bJkiUAXOo/wCUk/fz88N133xnSrVq1Cna7XcnX8arC0cvLC19++SVuueUWDB8+HH5+fmjbti169+6N/v37IyEhATfffDNatmyJgIAAPPHEE3j00Ufx6quvWhYqCIIgXH/qwlo1PT0dO3fuBODathw6dChsNpvuwXDrrbeiqKgIjzzyiP7MoEGDUFFRgXvuuUe/t2jRIthsNqSkpABwGdXMmzcP0dHRSE1N1dPNnz8fpaWluoDLysrCihUrkJCQgA4dOujpZs6cifz8fMyePRuAK3jA9u3bMWbMGPbsXIpNU+iF8vJyrFmzBhs3bkReXh4KCgp0S9WIiAgkJyejT58+loW5+eyzzwzXKv5GKoOlElhYxT+K3qPPcB2rEsjbSjeh4nPJ1dfq0FnuGdoGrmzqz0X1OrV1KLGKzobqpbidDDpOVG/GjYmKfy59jraJ61/aV5zTMa0v1bVxOjErn0suDdXN19RvkL5fdH5wPri03Sp+pHRsVXwYVewWVA5Dp21QCXquEiidwukc6Tt45513WuZTHUJDQ/WVlQrvv/++pc7x008/xfTp05GdnQ2bzYaysjKEhYVhwYIFGDRoEABXf0yYMAEffvghLl++DE3T4HA4MHHiRPztb38z5Ldy5Urcd999OH/+PDRNQ2xsLNatW2cKhJ+WlobHHnsMZWVl0DQNCQkJyMjIMI3N9OnT8corr+gCf8SIEWzYOg4l4VjbiHDkEeF4dUQ48vmKcHQhwtGakJCQagnH//u//6uRQc6vBWVrVUEQBOGXjZzKoY4IR0EQBA9BhKM6IhwFQRA8BBGO6tSLcKR78ipBujn9ANVFUL2UyinknH7AysGYe0bltHirfLg20mc43SDnZ1QZThdEnW1V9FtUt8LVhfa5SrBvqhvkdGI0UADnLExffFoXTk9Jy+Kc3ym03VwbqZ6Pm+N0XGj/0jYD5vpyY0vN5t0O1m5OnjxpekZFP0vfN5Wxps+oBCSgz3DzjBpocLpMK6d/+s4C5vBl3Hyw0omq6Ei575DrEYy8JgFNPBVZOQqCIHgAtX0U1a8d5diqHKdPn8YPP/ygdDaWIAiCUL/Ux3mOv1SUhWN6ejratGmjh5Rbt24dWrVqhfj4eLRu3Rrbt2+vs0oKgiAI144IR3WUt1Xff/99TJ06FWPGjAEATJo0CdHR0Vi4cCE2b96MKVOmYNWqVUp50T17zteM6jNUdIM0KDOnL6D6C04vWZNTRmhQ7uzsbFOayMhIwzXVF3H6GLoq53RMVL9J+4r2C5eGK5u+IHTc6HEwgHksufpa+cep+L1ybaJ9RdvI5UvnAzfPqE8onVfcMyo+txSaD6dXpW3k9LO0bHew5arqoqJXt3ovuB0kOh9U/H9pGpU5pPLO0jnEfT9QvT/3Xlj5o6r4MHL9oBK15VoRoaeOsnC8cOECxo8fD8AVrmfHjh348ssvERcXh7i4ONNZj4IgCMKNhQhHdZSFY+VfPosWLUJ4eDhuu+02/Z6KFZogCIJQf4hwVEdZOLZv3x4PP/wwoqKi8M4772DKlCm6QPzXv/6lFCZMEARBqB9El1g9lA1y5s6di3379mHmzJlITEzE1KlTAQCjRo3CkCFDcNddd9VZJQVBEIRrRwxy1FFe7rVo0QJr16413V+8eDEWL15crUKpsz41ZgHMCmxuZWp1yjin4KZGJdwkoA7cKsEEaL5t2rQxpaGGEXPnzjVcT5gwwfRMUFCQ4ZozlLAKFMAFCaD5cIYddKucGldwB4ZSB/SffvrJlIYabqgYbagEQ6CO4adPnzZcc+NIjXS4OWPl1K0SiJ4zGLEKuK1yUj1nBEOfo2WrBIzn5hkdF2qYohLYXWUMqCM+vQaAgoICw7VKIHpqxMP1L31X6PsHWAeK4PqXzlfOoIx+P9QFIvTUuSY/x8pMmjSptrISBEEQ6gBZOapT5crx+++/h5+fH2JiYizPwPrnP/9pWgkJgiAINw4i9NSpUjgmJycjKioK//3vfzF69OgqMxJrVUEQhBsbEY7qVCkcV65cqe/3d+vWDT/88MNV03bv3l25UKofOHv2rCkN1WdwOiYrnSMnsKn+RWWycM7YFKpL4Z5p3Lix4XrGjBmGa66NNQncTPM5deqUKQ3Nh9P70r6iOrxly5aZnjl37pzhOiAgwLJslfCDVAfGOYbTvqJziOsHFawcw1WCXqs4sjdv3txwTfW3gFknxukyqZ5PJegGbQOnG6TjRPuX0w3S94Arm44tTcPp+Gg/cP1L3+2aCAY65wFzMA86Ttx8oMHfjx49akrDBdWoTWS7tHpUKRx79uyp//+VV16pMiOrvwuCIAj1iwhHdZQNcnbv3l3l3+fMmXPNlREEQRDqDjHIUUdZOL7yyitX3ZZ6//33sWnTplqrlCAIglD7iHBUR9nPsbi4GElJSXj88cdx//33AwAOHTqE8ePHY/Xq1awu4WpQ/RanR6O+YyrBklV8GKleitNV0HtUh8AdQkv1IpwuyEpvpqKP4fKlfUP1fpwPGO0b7gBc6uNFyz58+LDpGdpX3BjQ/uMOhqbQfLi+orpB2u7Q0FDTM4WFhVU+A1iPgYoeWCXN8ePHqyyHq4vKYbw0H66NNI1KoH8V3avK94KVTp/z01XxCaVp6HcK59tLy+Lqz+kLK8ONW15enuFaxReyLhChp47yynHSpEnYuHEj1qxZg+TkZLzwwgvo2rUr9u3bh4yMDPz+97+vy3oKgiAI14isHNVRXjk++uij8PPzw/jx45GamorVq1ejV69eWLduHXx8fAxByAVBEIQbCxF61UN55dizZ0888cQT6N+/P8LCwrBq1Sp07twZI0eOxLFjx/RYq4IgCMKNiawc1VFeOe7evRsHDx7Es88+i6lTp8LLywu33nor1q9fjyFDhiA7OxsvvfRSXdZVEARBuAZE6KmjLBxDQ0OxceNGtG/f3nA/MTERmzdvRteuXZULDQkJMVxzCnmq3OcU2NSJmhp6qJxuz00Weq9z586G64MHD5qeofVTUbhT4yDOCIKm4YwTaDtVgiHQsrjg2jk5OYZrGiw5PDzc9Aw1cuD6lxoiqRiD0P7k6kvzoeVw+dI20Tl1tbKs8qVGRpzhDO2rmpxUz5VNjUiosRUXmEElQHiHDh0M13R+cP1E73FGJ1ZO/9y7RL8fOGMg6lRPv2e4NtL5wOVLDdVyc3MN15yBmcr3WXWMGmuKCEd1lIXj448/bhKMbpxOJ2bNmlVrlRIEQRBqHxGO6ijrHJ944okq/75q1aprrowgCIJQd9S2znHz5s2w2+3w8fExfCrvDgYEBMDhcJjS2O12k3vVypUrERQUBIfDAW9vb8THx5tc0wAgLS0N/v7+cDqdcDgcSE5OZndRZsyYAV9fX/j4+MDpdOKBBx5Q7ivllSPg2pb48ssvkZ2dbdr6WLFiRXWyEgRBEK4zdbFybNOmDX7++ecq06xdu9Z0/qu3tzeGDh2qX+/evRspKSn4zW9+g02bNiEnJwft27dHjx49DPlnZGRg3LhxGD16NBYuXIisrCzEx8cjKSkJGzZs0NPNnTsXzz33HF566SVMmTIFy5cvx5AhQ+Dl5YW0tDTLdtk0xd7atWsXbr31VlRUVOD06dN6kOSCggIUFxcjIiICR44cUckKH330keE6PT3dlGbgwIGGaxq0GzDrGKmOiXPwt3JkBqwPN+aeoboVKz0VYNYx0EOgAfPBy5yugg6hij6G9o2KDs/qEF3ArG/h9Cj0Hr3mnLNVnL7pfKD9wrWR/trkgqDTeyo6XTpOKoG86VhzWPUdYA52sGDBAsN1v379TM9QPaRKAAJaNjc3aRu5saV6SJWvJNpX3NjSoOE0MDoXDIEGClA5RJn2Facrpn0XHBxsmWbkyJGmNNdC06ZNcffddyun37RpE3bt2lVlms2bN2P06NFVCsdZs2bhD3/4g2E1+cYbb+CRRx5BYWGhPvd69+6Nb7/9FufOndN1v1OmTMHs2bPx+eefIzU1FQDQsmVL5OfnG+bWkCFDsHz5cuzZs0fXjTdq1Ai+vr6GQ6S7deuGHTt2oKioiD2kvDLV2ladN28ejh8/jpiYGBw8eBAHDx7E+fPn8corr+Chhx5SzUoQBEGoB+rDleMvf/mLyQjz9ddfR+fOnQ0/yrZt24agoCCDUdT48eMBuIQp4PqxdfToUbRr186Q34gRIwBcifG9bds2FBUV4eabbzakc2+/qqwclYVjXl6eYQnsxmaz4bHHHsP69etVsxIEQRDqgboQjidOnEB4eDh8fX3hdDoRGxuLHTt2XDV9Xl4efv75Z0ybNk2/V1hYiPLycoSFhRnSRkdHAwD27dsHALqcadWqlSFd7969AbiEIuDSXQJAx44dDem6desGwLXitUJZONKto8pnmJWUlOiVFwRBEG5MqiMcc3Jy4HA49I97dVYZLy8vaJqG9PR0FBcXIzMzE0eOHEFcXBz279/P1uGpp56Cj4+PYdv40KFDAPgzQe12u+6G41bd0fjcLVq0AHBFLrnda6g7j1v4FhQUVNlPQDWEY0BAAN555x1cvnwZPXv2xJ133onPPvsMn332GVJSUvTKCYIgCDcmFRUVyp+IiAiUlpbqn6VLl5ry69WrFy5cuKDbiMTFxWHJkiW4fPnyVVVtn3/+Oe644446bWdtoGyt+sc//hFpaWn43e9+h7/+9a/o378/7rrrLgAuwVkda1WqPJ84caIpDTUi4QwP6NJf5cRzlZM7OCW81TMUzqCBtpueIM4ZFVClMVc2ZwBgVRe6E0CdnwGz07SKQQ41u+bGgDpRU0MOzpCK1k8lYAI1guHGldaP61+aho4JZ2xD68flS43MqLM+Z0hF8+Wc6um9xYsXG665LSU6F7l8qREMnQ9W7w2gFhSCGlapBGbgjIHoKoTW173FVhka2IB7t6yM7bhTe2jZ1FgI4N/B2uR6hYVLTk4GAHZrdfXq1Th37pwpmlpUVBQAPiBMRUWFPpYtW7YEAJw9e9aQxn2ijVuH6Q5QQk/dcRvncAZRFGXhOGzYMAwbNky//vHHH7FlyxaUlpbilltuMS1fBUEQhBuL2haOR44cQWBgoEmw22w29gfs9OnT0bp1a5POMDAwEF5eXjhx4oThvjsamTsATWJiol5uZTIzMwEAPXr0AODydnjmmWewd+9eQ7qsrCwAMLmVcChvq1J8fX1x6623IiUlRQSjIAjCL4DaNshJSkoyGNYAwJYtW6Bpmm5M46asrAzffvstHnnkETav7t27o6CgwBAic/78+QCu7C46nU5ERkaabFyWLFkCAJg8eTIAl5D08/PDd999Z0i3atUq2O12jB071rJtNRaOgiAIwi+LurBWTU9Px86dOwG4ti2HDh0Km82GefPmGdK9+OKLaNCgwVWF46JFi2Cz2ZCSkgLAZVQzb948REdH6z6OgEtglpaW6gIuKysLK1asQEJCgiH+78yZM5Gfn4/Zs2cDcAUP2L59O8aMGWPp4whUIwhAbUJ1IBx0j94ddKAylZ07AWtnbcCsP+KW/rTjaBqVwNh0T5xDRX9E9U7+/v6mNPQ5es3Vl8LpUagOSSX4Ny1bxYmaBg7gdiKo87iKPpnqfjj9kUqwZ6tg31wQAArXV7QfaBu5+UB1Mip6Prc+x82pU6dMaWgACi64PjW6UwkyT+H01FaB57lnqI6U01VRnWNeXp7hmptn9H2zCggCmPuBCzxO28AFm6DfO6NGjbIsuzoEBARUyxDm+++/twwC8Omnn2L69OnIzs6GzWZDWVkZwsLCsGDBAgwaNMiQNiIiAp07d64y1OjKlStx33334fz589A0DbGxsVi3bp3pey8tLQ2PPfYYysrKoGkaEhISkJGRYXpXp0+fjldeeUUX+CNGjMD777+v1P5qhY8TBEEQfrnU9lpo+PDhGD58uFJaauzEMXDgQJNhGsfYsWOVtkaff/55PP/880r1oyhvq44ePbpGBQiCIAj1T3W2VOX0jmqsHJcsWQK73Y57770XSUlJdVknQRAEoQ4QoaeOsnBs164dhg8fjrS0NDz88MMYMmQI7r33XsTGxla7UKvDebl7VF8AwBRqiKbhdDZU98PpM6g+gKbh9BBUV6ESPJvmy+m/VHwArQ755QKaqxxCS9tAdXYqQdu5NO5oGG6oWTenE6N14fzamjZtarimbeT6l5qEt2nTxrJs2iZOp6viE0rHiY6ByiG/XKQPqp+h21ncWFPcJvNVlaWi76Tt5oKr075SCURPx5rTxdODwen3BVcXlXnGjWVlOGMPK/3y9UKEozrKwjEtLQ09e/bEoEGDUFRUhM8//xxPPvkkCgoKMHLkSIwaNUqi5AiCINzAiHBUR1nn2LNnT/3/fn5+uO+++/Dhhx9i0KBBmDZtGlq1aoWkpCS8++67pl9sgiAIQv0jOkd1lIXj448/DsC15fjxxx/j9ttvR4sWLTBr1iwkJCQgLS0Nr732Gg4fPow+ffoouWsIgiAI1w8Rjuoob6suXboUp06dwrJly3D+/HnExcXhb3/7G0aNGmXwQYyLi8PUqVPRp0+fWvfTEQRBEGqGCL3qoSwcjx07ho0bN2LixIm49957ERMTc9W0a9asMTnoV4Yq3DkFN1WWc4pxaiBA4/txhgd0y1fFwIVOKC5oMC2LM0Sh+VLjChWjDc552Opkcq6NFO6loW2iRgRcvtQ4hTNO6N69u+GaGgxxfUfz5frB6hgaeuAqYDYG4oJcc3EjK8MZ+tAx4JzUuTldVTmAuc8jIyNNaayCnnPjRuvCGUVZ5cvVlxpxqQRpp4ZUNFA9YB5r7vuGGgypBMOgaTijI6tDEbiA8SrBR66HkY4IR3WUhWPnzp3x008/KaXdu3cvnn322RpXShAEQah9RDiqoywcaQDXqnjyySdrVBlBEASh7hDhqI6ycFQJ1CoIgiDcuIhwVKdeYqtS3QTnjEvhgkZT3QnNh9M50mdU3E5UdAFUZ8PpoWh9aBqVw3g5XQVtE60LDcDMlaUSIJym4fqXjhPXd/RAZKtyAPNLzel16A84Wr/Dhw+bnqHO5Fz/0iDXVAdJ8wDMY6ByKDFtk8qBrCpO9SqHgKvo4ikqBzrTe9z7RnWKP//8s+FaJdiASsAPq8O7AXN9uUUBHSf6DBd0gx5szR2IzOnRaxsRjupI4HFBEAQPQKxVq4cIR0EQBA9BhKM6IhwFQRA8BBGO6ohwFARB8BBEOKpTL8LRyomWS8Nhdep8RESE6Znc3FzDtYrhAXUMt4rKD/D1tzKU4PKlhh2cIp+2gZZNjQEAs7ECNToBzAYCVuUAvJEDhbaJGpVQgxeuLlxf0bKt+hswG2lwZdN20zmkEjigWbNmlvWlhlOcYUeTJk2qrAtgbZDFzXn6DnIGLlan6dA5xT3DzUVq2NO6dWvL+tKyuYAKhYWFhmt6cgc3V7k2UOg8spp3gHm+coZf3PdgbSPCUR1ZOQqCIHgIIhzVEeEoCILgAYi1avUQ4SgIguAhiHBUp16Eo0pwX6pb4QIhWwX7Pn78uOkZetL7sWPHLPOljuwqJ4hzDr1U90PbyOljVE5tt9LHqeh0OWdnmg/VrXH6uezsbMN1YGCgKQ2tD31huflQk6DMVFfF6f1o2SqO7HQcVQJuc/OM9g2tL6dfprq18PBwU5qzZ88arun7xum76Dzj9HxWaSqfzuOGzhkuCIDVu8PVVyUwAJ1nVJ/I5UvHmktDx0AlKD59htOZi87xxkJWjoIgCB6CCEd1RDgKgiB4CCIc1RHhKAiC4AFomqZ0pqXg4obwc+T0G1RXoaILovlw+rr9+/cbrqnvE2DWGajopVT8JWl9aD4qgby5AOxU/0L1h5wfHkWl/lQHxul9qE6X6yv6nI+Pj+Ga6wf6DKeDpLpgqsNROTyYg9ZHxWeN1oUL/n7kyBHDNdVLcTpSOrZc/9I5QvuO05nTNnF+g/Rg5by8PMM1d+AwrV9Ngp7TQPVcGhW/VzqO3Lip6CVpWbQ/ublZk3GrC2TlqI6sHAVBEDwEEY7qWP9sFgRBEH4VuH0dVT4qbN68GXa7HT4+PoZPSEiIId2lS5eQmpoKPz8/+Pj4oGHDhggJCcGqVasM6VauXImgoCA4HA54e3sjPj6e3TlIS0uDv78/nE4nHA4HkpOT2VX+jBkz4OvrCx8fHzidTjzwwAPKfSXCURAEwUOobeEIuFQpFy9eNHzoFnvXrl3x9ddfY//+/bh48SKysrJQWFiI7777Tk+ze/dupKSkoFOnTigtLUV2djZ27dqFHj16GPLKyMjAuHHjMGzYMJSUlGDr1q1Yu3YtkpKSDOnmzp2L5557DjNmzMDFixexdOlSvP/++xg7dqxSu0Q4CoIgeAh1IRytmDdvHvbs2YO1a9fqfrldunRBeno67rzzTj3dmDFjoGkaMjIyALhiY0+cOBEHDhzAsmXL9HQTJkyAw+HAwoULAQBxcXEYPHgwNm7ciL179+rpnnnmGQQHB2PKlCkAgDvuuAOxsbFYuHCh0sHS9aJzVHG0pfc4AwEV5bnVM9ySnSryVU48p0YvnAM3NcqgdeEU+bQuDofDlIYaJ1gZInDPqBgIUOdyDhVncnqPlsPVV8VBmvYNNbZSCWDN9a+VEz2Xr0owarr1ZFUuYA4Qz/ULbROdV9y7RA2pDhw4YEpz+vRpwzU1MuHqSwO7c8ZAVoZ0QUFBpmdoGs6YhebbtGlTwzU3n1XedWpQGBAQYLhWCV7P9RX3XG1SX+HjXn/9dfj5+aFLly6G+3SLc9u2bQgKCjL0w/jx4zF79my88cYbSE1NRUlJCY4ePWrKa8SIEVi+fDnmzJmD+fPnY9u2bSgqKkJCQoIhXXJyMn788UekpaVh4sSJVdZbVo6CIAgeQl2sHE+cOIHw8HD4+vrC6XQiNjYWO3bs0P9+9OhRBAYG4q677kKjRo3g7e2N0NBQvPfee3qawsJClJeXIywszJB3dHQ0AGDfvn0AgPXr1wMAWrVqZUjXu3dvAC4BC7h0lwDQsWNHQ7pu3boBcOlKrRDhKAiC4CHUtnD08vKCpmlIT09HcXExMjMzceTIEcTFxeluc2VlZTh69Ci+/vprZGdn4+TJkwgKCsLo0aOxbt06AMChQ4cA8C5Pdrtd34Fwuz/R0JstWrQAcGVnxX2UGw3R6Ba+BQUFlm0T4SgIguAhVEc45uTkwOFw6J8RI0aY8uvVqxcuXLiAgQMHAnDp/5YsWYLLly/joYceMqT94osvEBISAn9/f6xduxaAa9v0RqVedI5UX6ASXFvFGZfCHVyqomujZdGl+Z49e0zPUEd2uicOwKAs5spWOeCZa5NVYHRaN0AtcDPVKVG9DqfUVjk01ypwMxeYgabhAhvQsml9a9oPdJ7RZzido8pB1lZ6dRXHdq7+tN301zPVAwLArl27DNcqh/6ePHnScE1/zXN14d43q/nLvRf0GS5f2p80Hy5f2m6V+UvHRMWZX+V7py6oznZpRESEaV6okJycDACGrVWbzYb4+Hj9OiwsDD4+PnpA/qioKAD83KyoqNBXlC1btgRg1he7D5lw63/dhj/0wGu3FW1wcLBlO2TlKAiC4CHU9rbqkSNH2JNWbDabLuy5rVJ3GvePj8DAQHh5eeHEiROGNAcPHgQAtG/fHgCQmJiol1uZzMxMANDdPtwrWbogycrKAgD07dvXsm0iHAVBEDyA6ghGVeGYlJSEadOmGe5t2bIFmqbpxjQ9e/aEpmm6sQzg8hIoLi42HHPWvXt3FBQUGITt/PnzAUC3LHU6nYiMjNQNdNwsWbIEADB58mQALiHp5+dn8KMEgFWrVsFutyv5OopwFARB8BDqwlo1PT0dO3fuBODathw6dChsNhvmzZun/91ut+Ouu+7SV4qDBw8GALz66qt6PosWLYLNZkNKSgoAl1HNvHnzEB0djdTUVD3d/PnzUVpaqgu4rKwsrFixAgkJCejQoYOebubMmcjPz8fs2bMBuIIHbN++HWPGjGHPr6WIcBQEQfAQals4zpo1C61atcJNN90EHx8fNG/eHA0bNsSKFSvQq1cvAEDr1q2xevVqFBcXw+l0wsvLCzt37sSiRYswfPhwPa+YmBisWLECO3bsgMPhQFRUFDp16mRYcQLAoEGDsGDBAixduhROpxO9evVCUlIS1qxZY0g3adIk/PWvf8Wzzz4LHx8fDB06FPfddx/S0tKU2mbT6sEr9J133qn2M5yzMzUIob8GOEMJqnDnjDSowp06hg8aNMj0DDXSoXvigFlxTw0aQkNDTc9QxTPnwE0NAKhinzMQsDolnYM+wzl0UyMHzqiE9jmdgpzDPIUzRKH1UwkcQPNReR1ogAdO52JlLKaCioFG5W0pN26zeDd0/qoYmXD9S42gqFO9ClzZdLzpXFQJJKHSJjpu3Dyj7xv3XlgZUnH5qqSh745qmDNVfHx8WEPBq1FUVFQjg5xfC3IqhyAIgodQHxFyfqmIcBQEQfAQRDiqI8JREATBQxDhqE69CEeVk99VdAp0357qmDiLJJUT5amegeqUvvjiC9MzAwYMMFzn5OSY0lAdHQ00fOrUKcu6cEGYqe6S6i64IOg0X04HQsdART9HfZo4vR/Nh+pjuOACVIfH6YppG+gzXL4q+k6qs6M6XG4Oqcwz2m5aF85R+fDhw4Zrbs7QvqH9oPIucfpOqmNUCf5N283pMmlZNA0XFMKqHMD8/tP6coEkaD4qwSZoOdwcomVz/auia78W6ivw+C8VWTkKgiB4CCIc1RHhKAiC4CGIcFRHhKMgCIKHIMJRnXoRjnTPnhswuv9ODxTl0qgEZVbRrVBdG9Wjcc9s3LjRcN2nTx9Tmu3btxuuqb6IO2iX6lu4wLxUl0b1kpwfHtUPcf6TVsGzuXGjz3B6KCt/M05XrBIQ2mpeqeg/OVQOcKbQseT85eicprpjdzDlytAxUDnkV2Wsaf24MaD9Sa85PbBK2fQ5qufjnrHSUwLW48b1HX2GK9tKl8npDunc44Kec+9/bSPCUR1ZOQqCIHgIIhzVEeEoCILgAYi1avUQ4SgIguAhiHBUR4SjIAiCh1Ad4VjXfpc3OvUiHKlCmzsMkw6MyknfFC74s4oxBVXUU4U753BM8928ebMpTYsWLQzX586dM1xz9aV14YwIGjduXGX9zp8/b3qGng7PGbjQ+qg4ttNnOOMlavxB28QZdtB8uHxpPip1sTLqAsxzj847zlGcBpHnnPU5g5vKcP1Lja+4d4DWl44bFxSCjj8NUAGYjcFqcnI99/7R4BhW847LhzMgokYvKsZ4KkEhqIEb7U+ujVbGbVyaukCEozqychQEQfAQZFtVHRGOgiAIHoCmadVa7dfGsWu/ZEQ4CoIgeAiyclSnXoRjkyZNDNecHs3qQFHArH+hgZE5R1u6r8/9kqI6UPoMp9+gv7K4NIWFhYbr06dPG66p7hAw6zNUnPWpToTLl+oTOL0ZdUqm1yq6Fc7xnj5H5wOn66BjzeVL9WYqQQvo+KsckE3HlqsL1c9xOjyrAOwqemBuPljNRU63RecI9+5YOf1zdaFzhjsgm4437StuBUPHhAuyQN9jOsep3h0w2wFw84Hqgukc4pz5a/IdUheIcFRHVo6CIAgegghHdUQ4CoIgeAgiHNUR4SgIguAhiHBUR4SjIAiCByDh46pHvQhHFaMNaqTDDSp9jjpac8p0FcdWK4dz7kR5qmBXOQmjVatWhmvOUVwlCABtk5XzM2A2YFAx2qGGBlw/qARvsKofZ5hA03AGGHQ+cH1FoeN26NAhUxoavIEGVVAJNsEZuND6WjnDc8+ofNnRslUMqTjjGppPTU4I4QxRrAJzqJz+ws1Fmi99j7n6UiOds2fPWtaHzkWuLrSvVOZDXSDCUZ1f7crR4XAgOjoaNpsNTZo0QX5+PrKzswG4XpqOHTuipKRE/xLYt29ffVZXEAShzhHhqM6vVjjGxMRg586duHz5Mry8vJCYmAi73Y4DBw6gQ4cOuHz5si4se/TogdatW+PgwYP1XGtBEIS6Q4SjOr9K4ejn54emTZvCz88P586dQ3l5OfLz8xEVFYWDBw+iVatW+Prrr/X0x48fR9u2bQ3CsUOHDoiIiICPjw+WL18OwLUN2rZtW/j5+WHt2rW4ePEiIiIiEB0djcaNG+PHH39EaGgoGjVqhPLycmzbtg1lZWWIjY1FkyZNUFRUhK1bt7K+XoIgCHWNCEd16kU40gHinJ1VTuSmuJ1+nU4nnE4nmjRpoguiy5cvw9vbG02aNEHDhg1RUlICu90OLy8vXLp0Cf7+/vDz88OlS5dQWlqKvXv3oqioCHFxcbouIDc3FyUlJejVqxcaNGiABg0a4Pjx4zhz5gz69++PyMhI7NixA5cuXULbtm1x0003ITc3F9999x00TUO/fv3Qo0cP/PDDDwDMejQarBoAjhw5YrjmgnJb6WxUAm6rOFpT/Qv3DG0DF1yb6i5pcARO/6niIE/1UFRXuHPnTtMzwcHBhmsuCD6FtpsbE1oX7kvJKrgA9wwtmxt7qkuz0r1x97h8aX3oMypziHuPaRrqrM/p4lTCoNE20Hw43SC1FeB0g7SdKnpg+gw3fzk7hdpGhKM61kdU/AIpKSnBpk2bkJeXp9/z9/dHYWGh/kVW+YW8fPkybDYbG9miOhQUFOiTPjc3F02aNMGZM2dQUVEBTdOQl5eHZs2aXVMZgiAINcFtrar6UWHz5s2w2+3w8fExfEJCQqqVxk1WVhYiIyPhcDjg7e2N9u3bmxYIALBy5UoEBQXp6eLj403RjQAgLS0N/v7+cDqdcDgcSE5OVo4v+6sUjpQmTZqgSZMm2LNnD+x2uy6s3Lg7S2V1WhWVt0vdv94rhxErKyu7ZgEsCIJQU2pbOAJAmzZtcPHiRcMnPz+/2mnOnTuH3r17w+FwoKioCIWFhTh9+jS6detmSLd7926kpKSgU6dOKC0tRXZ2Nnbt2oUePXoY0mVkZGDcuHEYNmwYSkpKsHXrVqxduxZJSUlK7frVC0e73Y5OnTohKysLRUVFVcar5NwDqoPK2YWefkaaIAj1R10Ix9piwoQJKC0txeeff46GDRuiUaNGmDt3Ls6cOYMZM2bo6caMGQNN05CRkQEAiIiIwMSJE3HgwAEsW7bMkJ/D4cDChQsBAHFxcRg8eDA2btyIvXv3WtanXnSOKgKCBqOmgZwB6wDAdrsdXbp0wf79+1FYWAi73Y7i4mLY7XbYbDZcvnzZoBu6cOECysvLTbqKyvWtanV5/vx5PZh48+bN9fRX81+iE7CgoMCUJjw83HCdm5t71fLdqATcVgk8TvuXGhJx43j48GHDNbdSpvWjabgfKVZ14dJQ62NOn0j7hgsQbuWXyemKKm/pA3yQa/pDzd/f33DNjYnK7gZtE+0XLg9aF24M6HN0Xqv4p3Jzhuar8sVcEx2p1WHYXF24+tLtO9q/3PtO+5P7Ic3NvdrmRtY5rlq1Cg6HA7Gxsfq9kSNH4t5778XixYt1Ablt2zYEBQUZ+mv8+PGYPXs23njjDaSmpqKkpARHjx5Fly5dDGWMGDECy5cvx5w5czB//vwq6/OrXjm2adMGubm5usFHixYtcO7cOZSVlRlOu/Dz80NRUZHJiML9MlWe7CoGG4IgCDcidbFyPHHiBMLDw+Hr6wun04nY2Fjs2LGj2mnOnDljWhTZ7XY4nU59UVBYWIjy8nKEhYUZ0kVHRwO44q++fv16AOZAK7179wbgErBW/GqFY/PmzeHl5QWbzYZmzZohKChIt4I8fvy4vrJzp+Uio5w9exaXLl3SB8Lb25u1KBUEQfglUNvC0cvLC5qmIT09HcXFxcjMzMSRI0cQFxeH/fv3K6cBXKtpLoKSl5eXvnvj/p7mFil2u13fYXQb8VBh67ZgP3PmjGXbfpV+jr6+voiJiYHdbjf8cnD/+ti9ezc6d+6M6OhoeHt74+zZs6btQMBljv/jjz+iQ4cOaNmyJS5cuIBDhw6hadOmiI+Px4EDB3D58mW0b98egCuYgHsvu2PHjgCAnj17YteuXWjSpIlel9/+9rf46aeflMKbCYIg1AbVXRHm5OQYVB5DhgzB0qVLDWl69eplUCvExcVhyZIluO222/DQQw9h/fr1SmluRH5xwrGynuBq/n0lJSXYsGHDVf2NNE3Tl/TuPK520GhBQYEp5um///1vw/XJkydNOjBqiVVYWGjSgVH/uKvF6FQ1PRYEQaiK6gjHiIgI7Nq1q9plJCcnA4Bp29Qqjd1uZ31Py8vLdSEdFRUFgLdBqaio0FeULVu2BGD2zXb7XQcEBFi2o16EIzU0UAlOXVZWhgYNGuDOO++sy6rdkHz00Ue6Qp8zlDh27Jjhmhq4cE7qlXWugJqhBzU8UAlgzRmV0B8BkZGRhmvupaIGLUFBQaY01KiE/qjg5hltA7eatzJw4vKtvG0PqAWapl8M3I8llaD91IiE5suNGy2LlsNhFRQAMI8J11f0Hi2b22qj+XJtovfonOcMqVTmjNW7whnxqIwbF+S8tqltg5wjR44gMDDQZExks9n0vlRJA7gEFu2DiooKlJSUoF27dgBc3wNeXl44ceKEIZ174eHexUtMTNTLrkxmZiYAmNw+OH61OkdBEATBSG3rHJOSkjBt2jTDvS1btkDTNN1IRiUNAAwYMAClpaWGH8dLliwBAIwaNUq/1717dxQUFBh+3LgtTydOnAjA9YMqMjLSdKCEO7/Jkydbts2m1YNt7z//+U/DtcqvM/cv+sq/cOkvNLqy4aBlqbiVqBzNo2KqTU316a8fbqVQUVFhiuZDqauVI+1Pq7BkgPkXMtcPtJ0RERGGa5WVI+1LoGYrR9puleOGrI4sAtSOrFJxc6DQNqocc0Trp7JyVNnKp32nEsqOm+M1WTnSbTWVlSN9D7iVo8qRa1Yrce57SGXcaL4TJkwwpbkWGjRoUC13kRYtWlhuq7Zt2xbHjx/Ht99+i86dOyM/Px9du3ZFQUEBvvnmG/Tq1UspDeBykQkJCUHLli2xa9culJWVISoqCuXl5bqLHOCyGenSpQt++9vfYsOGDcjNzUXbtm0RHh6On3/+WU+XkZGBwYMH48EHH0RaWhqysrIQHx+Pvn37YsOGDZbt/8WtHC9fvvyL/VRUVBg+ly5dMnyu9pwgCEJtUNsrx1mzZqFVq1a46aab4OPjg+bNm6Nhw4ZYsWKFLvRU0gCuH7yZmZkoLi6Gr68vAgICEBAQgKysLEOZMTExWLFiBXbs2AGHw4GoqCh06tTJ5J4xaNAgLFiwAEuXLoXT6USvXr2QlJSENWvWKLWtXlaOlaMYAMD7779vSnPHHXcYrlWCUdNfcJxgUVk51iSQN12JcSsF+stQJfi31QGzXH1U9DE1gfYnF22I9gOnu7LSrXErBaq75OaDVZBr7tc6zZf71U/bQMtR0aOp6BxVgjfQeyp6yaqCWrihfcXNcZqPip5SpU21EUVK5WBzmkZl50Olf1UOUbba1eDKGj9+vCnNtWC326vlpx0ZGVkjg5xfC784a1VBEAShZtzIEXJuNEQ4CoIgeAgiHNUR4SgIguAhiHBUR4SjIAiChyDCUZ16EY40msxDDz1kSkPNrDljChUlN4VODpVT3GtiOMPVl5qf1+SUdBVHdhqJ/ujRo6ZnqNEAZzBC+5O6XOzcudOyLpxxDTWmoacccAYZ1ARdpb40H87JmuZbkzmk8oXD9QOdRyrzQSVQgFVgA64utN0qrj0q9aX141xlKPT9495RlVM56PjTfLn6Whlfcffo95CKkR9nGMMZuNU2IhzVkZWjIAiCB6BpmoSirAYiHAVBEDwEWTmqI8JREATBQxDhqE69BAHw9/c36a8EQRAEFzk5OSZd/LVis9mqFRCkQ4cOEgTgelPbgy4IgiBYIytHdWRbVRAEwUMQ4aiOCEdBEAQPICEhwXQIe1WEhITUYW1ufOpF5ygIv0TKysrw7LPP4sUXX7wu5V24cAF///vf8Ze//KXWgscLgqCGvHHCr5atW7ciMDAQ33777TXnVV5ejpSUFNYhva5o1KgR8vLycP/991+3MgVBcCHCUfjV4ufnh1atWlXrmJ6r8cILL6CiogLTp0+vhZqp8/rrr+OHH37AwoULr2u5guDpyLaqIFhQVlaGkJAQLF26FAMGDLju5b/zzjuYO3euR5vVC8L1RlaOQp1w9913o1GjRvDy8sLdd98NAEhNTYWPjw86deqEr7/++qrPfvbZZ0hKSkL37t3RvXt33HbbbYY4rrNnz0ZYWBhsNhtiYmJw/vx5vPDCCwgODkbLli3x97//HWvWrEFcXBxsNhsWLVqkP5uTk4Phw4cjNjYW3bt3R79+/ZCWllZlW9auXYsLFy4gISFBv/fmm2+ibdu2sNlsOHToEABg+fLl6NSpE2w2GzZs2AAAWLVqlV6PN998E3/4wx/QuXNndOzYEevWrcP58+dx//33o2PHjoiPj8dPP/1kKj8xMRG7d+/Gnj17rLpdEITaQhOEOmLhwoUaAO2LL77QNE3Tvv76a61///5aRUVFlc8lJydr//jHP/TrTz/9VGvevLl27tw5/d7u3bs1h8OhTZ48WdM0TSssLNS6dOminThxwpAXAG3hwoX6dWJiovbQQw/p12+99ZbWqlWrKuszZcoUrXXr1qb769ev1wBoBw8e1O8dPHhQA6CtX7/eVI/Y2Fjt8OHDmqZp2lNPPaU1a9ZMmzFjhnb69GlN0zTt7rvv1vr06WMq59KlS1qDBg20t956q8p6CoJQe8jKUagzRo8ejd/97ncYP348jh07hgkTJmD+/PnsqQWVmTdvHsaNG6dfDxs2DBUVFfjyyy/1ex07dsTTTz+N119/HZs3b8YjjzyCxx9/3NL8/Ntvv0VUVJR+PWbMGPzhD3+o8pm8vDwEBQVVmUaF3/3ud2jZsiUAV5tOnTqFpk2bIiAgAAAwfPhwfPPNN6YTRxo0aICmTZsiLy/vmusgCIIaIhyFOuXtt9/G2bNnERcXh7vuugsdOnSwfMbpdOKPf/wj4uLi0K1bN8TFxaGwsBDZ2dmGdFOnTkVMTAxSU1ORl5eH0aNHW+bdr18/PPfcc3j00Ufxww8/wOFwWBrZFBQUsMc8VZe2bdvq/w8MDDTda9asGQCwvmhOp7NaPmqCIFwbIhyFOiU6OhqTJk3CyZMnDTq7q1FUVITExETs2bMHa9euxfbt25GVlYXw8HDTuYTe3t547bXXcPLkSfTr10+pPp988gmmTJmCTz75BD169EDXrl2xdu3aKp9p0KBBrUQW8fX11f/vXj1z97gzBDVNY88fFAShbhDhKNQpZWVl+Pe//43OnTvjT3/6k+kwWcqWLVtw4MABTJw4UV9JVcWSJUvQs2dPzJo1y7Sy5PDz88Pzzz+Po0ePYsWKFbDb7RgyZAhOnTp11WdCQkJQXFxsuu8+yLey4KSHdNcWxcXFHh+xRBCuJyIchTrlb3/7G0aOHIkPPvgAu3fvxksvvVRlere+rbJesqKiAgUFBaa069evR0FBAdatW4fg4GCMHz/esj4jR44E4BJsgwcPxqJFi1BUVKRbnHJERETgxIkTpvtuYVVYWKjfqwuL0rKyMpw5c0ZOshGE64gIR6HO2LVrF/79739j0qRJiIuLw2OPPYaZM2di7969V33mlltuQUBAAN566y1cvHgRADB37lzTyq2kpARPPPEE3nzzTfj5+eGtt97CmjVr8N5771VZp48//hhffPGFfr1lyxaEhIQgJibmqs8kJycjNzfXdJpMdHQ0IiIi8MknnwBwbQl/8MEHVZZfE9wCtz58LAXBY6lna1nhV8rUqVO10NBQrUWLFtrHH3+sHTt2TOvYsaMGQAsNDdX++te/XvXZ//znP9rNN9+shYeHa/3799eee+45rUWLFlpoaKj24IMPap988okWHR2tNWnSRHviiSc0TdO0gQMHag0bNtT8/Py0gQMHaqtXr9a6deumAdAiIyO1P//5z5qmadqLL76o9ejRQ4uNjdViY2O13//+99q2bduqbEtFRYXWokUL7aOPPjL9bf369VqXLl20Dh06aIMGDdLWrFmjAdCio6O1F198UcvMzDTUY+bMmdpXX32lxcTE6Oneffdd7d1339Wio6M1AFpMTIz2+eef62XMmjVLu+WWW2oyDIIg1BCJkCMICixcuBBz587Ff//73+tqGFNcXIx27dph0aJFuPXWW69buYLg6YhwFARFJk+ejNzcXCxZsuS6lHf58mUMHjwYiYmJmDp16nUpUxAEFyIcBaEafPrppxg+fPh1KevixYvYsGEDBg4ceF3KEwThCiIcBUEQBIEg1qqCIAiCQBDhKAiCIAgEEY6CIAiCQBDhKAiCIAgEEY6CIAiCQBDhKAiCIAgEEY6CIAiCQBDhKAiCIAiE/w8tefo/R7h3awAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vbse_imgs.plot()" ] }, { "cell_type": "markdown", "id": "5dc4f0f4", "metadata": {}, "source": [ "Strech the image contrast in each VBSE image by setting the darkest intensities to 0 and the highest intensities to 255 within the 0.5% percentiles, using `rescale_intensity()`" ] }, { "cell_type": "code", "execution_count": 12, "id": "19d684a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 101.17 ms\n" ] } ], "source": [ "vbse_imgs.rescale_intensity(percentiles=(0.5, 99.5))" ] }, { "cell_type": "markdown", "id": "f868634f", "metadata": {}, "source": [ "Replot the images after intensity rescaling in a nice image grid using HyperSpy's `plot_images()`" ] }, { "cell_type": "code", "execution_count": 13, "id": "ef6da9e5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 10))\n", "_ = hs.plot.plot_images(vbse_imgs, fig=fig, axes_decor=None);" ] }, { "cell_type": "markdown", "id": "4a70cc57-81b4-4a6e-971e-ccdacde57f96", "metadata": {}, "source": [ "#### RGB image\n", "\n", "Separate the EBSD detector into a (5 x 5) grid" ] }, { "cell_type": "code", "execution_count": 14, "id": "930b87c9", "metadata": {}, "outputs": [], "source": [ "vbse_imager.grid_shape = (5, 5)" ] }, { "cell_type": "markdown", "id": "b84bcdd1", "metadata": {}, "source": [ "Set some (can be more than one) of the grid tiles to be coloured red, green, or blue, and plot the color key" ] }, { "cell_type": "code", "execution_count": 15, "id": "b4804951", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgb = [(2, 1), (2, 2), (2, 3)]\n", "vbse_imager.plot_grid(rgb_channels=rgb)" ] }, { "cell_type": "markdown", "id": "b1c588f1", "metadata": {}, "source": [ "Create an RGB image from the specified grid tiles with `get_rgb_image()`" ] }, { "cell_type": "code", "execution_count": 16, "id": "8ab028fd-8400-4fba-afc2-f94883839d25", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vbse_rgb_img = vbse_imager.get_rgb_image(*rgb)\n", "vbse_rgb_img" ] }, { "cell_type": "markdown", "id": "c05bc6cc", "metadata": {}, "source": [ "Plot the resulting image" ] }, { "cell_type": "code", "execution_count": 17, "id": "176a7524", "metadata": { "nbsphinx-thumbnail": { "tooltip": "EBSD analysis with kikuchipy" }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vbse_rgb_img.plot()" ] }, { "cell_type": "markdown", "id": "e63c3bcb-a5ba-434d-abda-7333b4b67671", "metadata": {}, "source": [ "## Process pattern intensities\n", "\n", "The raw EBSD signal can be empirically evaluated as a superposition of a Kikuchi diffraction pattern and a smooth background intensity.\n", "For pattern indexing, the latter intensity is usually undesirable, while for VBSE imaging, as we saw above, this intensity can reveal topographical, compositional or diffraction contrast.\n", "\n", "### Remove the static background\n", "\n", "Effects which are constant, like hot pixels or dirt on the detector, can be removed by either subtracting or dividing by a static background.\n", "Ideally, this background pattern has no signal of interest.\n", "\n", "A static background pattern was acquired with the Nickel EBSD data set, which was loaded with the data set into the signal metadata.\n", "\n", "Retrieve this background from the `metadata` and plot it" ] }, { "cell_type": "code", "execution_count": 18, "id": "77f55501", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bg = s.static_background\n", "\n", "fig, ax = plt.subplots()\n", "_ = ax.imshow(bg, cmap=\"gray\");" ] }, { "cell_type": "markdown", "id": "b41f5b66", "metadata": {}, "source": [ "If one is not available, we can try to generate a suitable static background by averaging all patterns (and reverting the data type to 8-bit unsigned integers)" ] }, { "cell_type": "code", "execution_count": 19, "id": "e41d1dc3", "metadata": {}, "outputs": [], "source": [ "bg2 = s.mean(axis=(0, 1))\n", "bg2.change_dtype(s.data.dtype)" ] }, { "cell_type": "markdown", "id": "e0253a8c", "metadata": {}, "source": [ "Compare it to the background from the metadata by plotting it" ] }, { "cell_type": "code", "execution_count": 20, "id": "076ef482", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bg2.plot()" ] }, { "cell_type": "markdown", "id": "2da01f66", "metadata": {}, "source": [ "Remove the static background with `remove_static_background()`" ] }, { "cell_type": "code", "execution_count": 21, "id": "97dae9df-1090-42aa-995d-e2eb96d0a4e6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 101.29 ms\n" ] } ], "source": [ "s.remove_static_background()" ] }, { "cell_type": "markdown", "id": "2d239e33", "metadata": {}, "source": [ "### Remove the dynamic background\n", "\n", "Uneven intensity in a static background subtracted pattern can be corrected by subtracting or dividing by a dynamic background obtained by Gaussian blurring.\n", "A Gaussian window with a standard deviation set by `std` is used to blur each pattern individually (dynamic) either in the spatial or frequency domain.\n", "Blurring in the frequency domain is effectively accomplished by a low-pass Fast Fourier Transform (FFT) filter.\n", "The individual Gaussian blurred dynamic backgrounds are then subtracted or divided from the respective patterns.\n", "\n", "Remove the dynamic background with `remove_dynamic_background()`" ] }, { "cell_type": "code", "execution_count": 22, "id": "f2002bec-36a4-4ab3-b2f6-9f3f074ad7c3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 605.35 ms\n" ] } ], "source": [ "s.remove_dynamic_background()" ] }, { "cell_type": "markdown", "id": "e835aba9", "metadata": {}, "source": [ "### Average neighbour patterns\n", "\n", "The signal-to-noise ratio in patterns can be improved by averaging patterns with their closest neighbours within a window/kernel/mask.\n", "\n", "Let's average with all eight nearest neighbours, but use Gaussian weights with a standard deviation of 1.\n", "Create the Gaussian `filters.Window` and plot it" ] }, { "cell_type": "code", "execution_count": 23, "id": "c3a6ebb6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "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": [ "[########################################] | 100% Completed | 303.36 ms\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).\n", "This format can be read back into kikuchipy, or as a file in the `EMEBSD` format in the powerful suite of [EMsoft](https://github.com/EMsoft-org/EMsoft) command line programs." ] }, { "cell_type": "code", "execution_count": 25, "id": "359db6c5-f13b-4f6f-8491-c66fbb419c0f", "metadata": {}, "outputs": [], "source": [ "# s.save(\"pattern_static_dynamic_averaged.h5\")" ] }, { "cell_type": "markdown", "id": "cb155960", "metadata": {}, "source": [ "Note that neighbour pattern averaging increases the virtual interaction volume of the electron beam with the sample, leading to a potential loss in spatial resolution.\n", "Averaging may in some cases, like on grain boundaries, mix two or more different diffraction patterns, which might be unwanted.\n", "See Wright et al. (2015) for a discussion of this concern." ] }, { "cell_type": "markdown", "id": "2f68fb74-ca38-43db-b1a8-a66901e1a0f8", "metadata": {}, "source": [ "## Pre-indexing maps\n", "\n", "The image quality metric *Q* presented by Krieger Lassen (1994) relies on the assumption that the sharper the Kikuchi bands, the greater the high frequency content of the FFT power spectrum, and thus the closer *Q* will be to unity.\n", "It can from this be expected that grain interiors will show a high *Q*, while grain boundaries will show a lower *Q*.\n", "\n", "Get the image quality map with `get_image_quality()`" ] }, { "cell_type": "code", "execution_count": 26, "id": "2b6d302d-505a-4c8d-a0eb-e817a1f64d64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 303.16 ms\n" ] } ], "source": [ "maps_iq = s.get_image_quality()" ] }, { "cell_type": "markdown", "id": "d1946515", "metadata": {}, "source": [ "We can also produce a map showing how similar each pattern is to their four nearest neighbour (or any other number of neighbours specified by a binary mask).\n", "Get the average neighbour dot product map with `get_average_neighbour_dot_product_map()`" ] }, { "cell_type": "code", "execution_count": 27, "id": "22ed4662-0935-4d9c-b399-c4c1171077e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 1.01 ss\n" ] } ], "source": [ "maps_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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(ncols=2, figsize=(11, 3))\n", "\n", "im0 = axes[0].imshow(maps_iq)\n", "im1 = axes[1].imshow(maps_adp)\n", "fig.colorbar(im0, ax=axes[0], label=\"Image quality\")\n", "fig.colorbar(im1, ax=axes[1], label=\"ADP\")\n", "for ax in axes:\n", " ax.axis(\"off\")\n", "\n", "fig.subplots_adjust(wspace=0.15)" ] }, { "cell_type": "markdown", "id": "4a19c77d", "metadata": {}, "source": [ "## Dictionary indexing\n", "\n", "Now we're ready to set up and run dictionary indexing of the background corrected and averaged patterns.\n", "\n", "### Load master pattern\n", "\n", "Before we can generate a dictionary of simulated patterns, we need a dynamically simulated master pattern containing all possible scattering vectors for a candidate phase.\n", "This can be simulated using `EMsoft` (Callahan and De Graef [2013]) and subsequently imported into kikuchipy using `kikuchipy.load()`.\n", "\n", "For demonstration purposes, we've included small (401 x 401) master patterns of Nickel in the stereographic and Lambert (square) projections as part of the `kikuchipy.data` module.\n", "Load the 20 keV master pattern from the northern hemisphere in the Lambert projection" ] }, { "cell_type": "code", "execution_count": 29, "id": "bb04ea26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mp = kp.data.nickel_ebsd_master_pattern_small(\n", " projection=\"lambert\", energy=20\n", ")\n", "mp" ] }, { "cell_type": "markdown", "id": "aaf73c45", "metadata": {}, "source": [ "Plot the master pattern" ] }, { "cell_type": "code", "execution_count": 30, "id": "bfe245f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp.plot()" ] }, { "cell_type": "markdown", "id": "860c660c", "metadata": {}, "source": [ "Extract `phase` information loaded with the master pattern" ] }, { "cell_type": "code", "execution_count": 31, "id": "f534bf20", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phase = mp.phase\n", "phase" ] }, { "cell_type": "markdown", "id": "00c0a2a4", "metadata": {}, "source": [ "Inspect it's crystal `structure` (list of asymmetric atom positions and a `structure.lattice`)" ] }, { "cell_type": "code", "execution_count": 32, "id": "c56a559a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[28 0.000000 0.000000 0.000000 1.0000]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phase.structure" ] }, { "cell_type": "code", "execution_count": 33, "id": "525ec54e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Lattice(a=0.35236, b=0.35236, c=0.35236, alpha=90, beta=90, gamma=90)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phase.structure.lattice" ] }, { "cell_type": "markdown", "id": "17cbaa33", "metadata": {}, "source": [ "### Sample orientation space\n", "\n", "Here we produce a sampling of the Rodriguez Fundamental Zone (RFZ) of point group $m\\bar{3}m$ using a \"characteristic distance\" or \"resolution\" of 4$^{\\circ}$, as implemented in [orix](https://orix.readthedocs.io).\n", "This resolution is quite coarse, and used here because of time and memory constraints.\n", "The creators of EMsoft (see the aforementioned tutorial article by Jackson et al.) suggest using a smaller resolution of about 1.5$^{\\circ}$ for experimental work.\n", "\n", "Sample the RFZ for the Ni phase space group with a resolution of 4$^{\\circ}$ using `orix.sampling.get_sample_fundamental()` and inspect the results" ] }, { "cell_type": "code", "execution_count": 34, "id": "cda85375", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Rotation (11935,)\n", "[[ 0.8606 -0.3337 -0.3337 -0.1912]\n", " [ 0.8606 -0.3397 -0.3397 -0.1687]\n", " [ 0.8606 -0.345 -0.345 -0.1456]\n", " ...\n", " [ 0.8606 0.345 0.345 0.1456]\n", " [ 0.8606 0.3397 0.3397 0.1687]\n", " [ 0.8606 0.3337 0.3337 0.1912]]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Gr = sampling.get_sample_fundamental(\n", " method=\"cubochoric\", resolution=4, point_group=phase.point_group\n", ")\n", "Gr" ] }, { "cell_type": "markdown", "id": "cdc44937", "metadata": {}, "source": [ "### Define the sample-detector geometry\n", "\n", "Now that we have our master pattern and crystal orientations, we need to describe the EBSD detector’s position with respect to the sample.\n", "This ensures that projecting parts of the master pattern onto our detector yields dynamically simulated patterns presumably resembling our experimental ones.\n", "The average projection/pattern center (PC) for this experiment was determined by indexing five calibration patterns using the EDAX TSL Data Collection v7 software, and is ($x^*$, $y^*$, $z^*$) = (0.4210, 0.7794, 0.5049).\n", "\n", "Create the `detector.EBSDDetector` and inspect it" ] }, { "cell_type": "code", "execution_count": 35, "id": "89e5f7c3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EBSDDetector (60, 60), px_size 1 um, binning 1, tilt 0, azimuthal 0, pc (0.421, 0.221, 0.505)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "det = kp.detectors.EBSDDetector(\n", " shape=s.axes_manager.signal_shape[::-1],\n", " sample_tilt=70,\n", " pc=(0.421, 0.2206, 0.5049),\n", ")\n", "det" ] }, { "cell_type": "markdown", "id": "48f939ea", "metadata": {}, "source": [ "Let's double check the projection/pattern center (PC) position on the detector by plotting it in gnomonic coordinates and showing the gnomonic circles at 10$^{\\circ}$ steps" ] }, { "cell_type": "code", "execution_count": 36, "id": "bb003466", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "det.plot(\n", " coordinates=\"gnomonic\",\n", " pattern=s.inav[0, 0].data,\n", " draw_gnomonic_circles=True,\n", ")" ] }, { "cell_type": "markdown", "id": "40506d71", "metadata": {}, "source": [ "### Generate dictionary of simulated patterns\n", "\n", "Now we’re ready to generate our dictionary of simulated patterns by projecting parts of the master pattern onto our detector for all sampled orientations.\n", "The method assumes the crystal orientations are represented with respect to the EDAX TSL sample reference frame RD-TD-ND.\n", "For more details, see the [reference frame tutorial](reference_frames.ipynb).\n", "\n", "So, generate a dictionary of simulated patterns using `MasterPattern.get_patterns()`" ] }, { "cell_type": "code", "execution_count": 37, "id": "c1429039", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 2.01 ss\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dynsim = mp.get_patterns(\n", " rotations=Gr,\n", " detector=det,\n", " energy=20,\n", " dtype_out=s.data.dtype,\n", " compute=True,\n", ")\n", "dynsim" ] }, { "cell_type": "markdown", "id": "f3a7351b", "metadata": {}, "source": [ "We've now generated the dictionary and read it into memory.\n", "We could instead have passed `compute=False`, which would have returned a `LazyEBSD` to be computed during the indexing run.\n", "This can sometimes be desirable.\n", "\n", "Let's inspect a few of the simulated patterns to ensure they look alright by plotting them" ] }, { "cell_type": "code", "execution_count": 38, "id": "ed08fb09", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dynsim.plot(navigator=None)" ] }, { "cell_type": "markdown", "id": "36a83e65", "metadata": {}, "source": [ "### Perform dictionary indexing\n", "\n", "Finally, let's match the simulated patterns to our experimental patterns, using the zero-mean normalized cross correlation (NCC) coefficient, which is the default similarity metric.\n", "We'll keep the 10 best matching orientations.\n", "A number of about 4125 * 12000 comparisons is quite small, which we can do in memory all at once.\n", "However, in cases where the number of comparisons are too big for our memory to handle, we can iterate over the dictionary to match only parts at a time.\n", "We'll use at least 20 iterations here.\n", "\n", "Let's perform `dictionary_indexing()`" ] }, { "cell_type": "code", "execution_count": 39, "id": "e6d66897", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dictionary indexing information:\n", " Phase name: ni\n", " Matching 4125 experimental pattern(s) to 11935 dictionary pattern(s)\n", " NormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, navigation mask: False, signal mask: False\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████| 21/21 [00:05<00:00, 3.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Indexing speed: 712.22792 patterns/s, 8500440.21492 comparisons/s\n" ] } ], "source": [ "xmap = s.dictionary_indexing(\n", " dictionary=dynsim,\n", " metric=\"ncc\",\n", " keep_n=10,\n", " n_per_iteration=dynsim.axes_manager.navigation_size // 20,\n", ")" ] }, { "cell_type": "markdown", "id": "24b2a058", "metadata": {}, "source": [ "Inspect the returned [CrystalMap](https://orix.readthedocs.io/en/latest/reference/generated/orix.crystal_map.CrystalMap.html)" ] }, { "cell_type": "code", "execution_count": 40, "id": "dc2730f2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 4125 (100.0%) ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores, simulation_indices\n", "Scan unit: um" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap" ] }, { "cell_type": "markdown", "id": "7b08cfd7", "metadata": {}, "source": [ "We can write the indexing results to file using one of orix' writers.\n", "orix' own HDF5 file format stores all results to in HDF5 file, while the .ang file writer only stores the best matching orientation" ] }, { "cell_type": "code", "execution_count": 41, "id": "d2958cca", "metadata": {}, "outputs": [], "source": [ "# io.save(\"di_results_ni1.h5\", xmap)\n", "# io.save(\"di_results_ni1.ang\", xmap)" ] }, { "cell_type": "markdown", "id": "cd3bb947", "metadata": {}, "source": [ "## Validate indexing results\n", "\n", "### Indexing maps\n", "\n", "See e.g. the [ESTEEM3 workshop tutorial](esteem2022_diffraction_workshop.ipynb) for more details on analyzing indexing results.\n", "orix cannot reconstruct grains and analyze textures, so this has to be done in other software, like [MTEX](https://mtex-toolbox.github.io/).\n", "\n", "Here, we'll inspect the map of best matching scores and a so-called orientation similarity map, which compares the best matching orientations for each pattern to it's nearest neighbours.\n", "\n", "Get the NCC map in the correct shape from the CrystalMap's `scores` property" ] }, { "cell_type": "code", "execution_count": 42, "id": "a8335823", "metadata": {}, "outputs": [], "source": [ "maps_ncc = 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": [ "maps_os = 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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kyhbB5zU1/TOlrX/VlJhlzpLC/V33uYSmmbfrPLN8+sgtZpmzpwCqnd83+4tN3OqQ2J0NG1hllrdBzinpM7UttuGrzha7ypFJ8mNkhE9s67aExJYvXthek2E7QWt2jy3NEo7GKYQMf+6U7YVtHwE13NGbAVklat8otuMfBeSacB8XZ6ihcJ5acoZZnj3tIzkm2XG+XCcr/9b7w4kDDSm2ZcaVFF86OL6Opw3dGqNm/HQ29/UkrrvuOtvP3333XcybNw/3338/Tj75ZADAzTffHFebvePMNRrNUcKFCNyOf/GQ6FRLkydPBgCsWrWqy/tqNBpNfMSe++Kd/44GTz31lO3nh5xFnF4WY9Fzzk6j0XzpHPp17PQXD91JtXTgwAFEIurqgOc/q6DWzzUajSZRdDb39YZVw5SUFJx22mlobu76Snfs0DJu+zKHRPGoiS+QXEUSCCfq4GwiWXJYX7M01lygdkc5JstyrKaSDMfha6xZJXhbcx+SMSmKgNO1toaAUaRxB4mQw5g0DKZQNhQCIX23tZMO4XNYBWS5nOTr+iFqAveC7dWyS1AqRtOknivKeizLoZaBiBV2xg7OeBJVpWAOH2QNJWQHj7ViKmC5c918jahioEEa4DA3YVKVWDIG1Psjo0KukVMWHOU58Vi3UVacXdJJJXNOkuzk97AWHiP9EddzJ26SMgBEujnpzZo1C9dddx3279+PPn0OymJ2qZYMw0BlZaVZBwAuueQSPPjggzjxxBPNzz7++GMABz3jjiYnJkvoESdJsbR2oLJPKEOuGUu1lVtpRbRA7imWhtMD6mTKUm08GT2WkrxolZjXThIpsLh4n1k+q0Dkbw7dESucysxBkqHi5Vx7qZTDuTy17hSzvGTzCLM8e9zHyj6l7TKWb1QfZ5Y5JMmswk/MMoce2fCu+iMjXCny6PKZw2z7mO9ZS/85Z7vId5incr1Ntp+zdG6ViTnrCcMhZLhdlkM55IxVYmYJ95yiT83yK0EZl6ZKuYdziuQevvbk95S2WCZ+6V15Dq86Z5Ht8ZyykQDAuXkbYAdf02b6fgo4mFBY2+ZyYZ/EpGRLxNx3JPnNb36D3/zmNwCAPXv2YOjQoR3qGIaB6upqnHrqqV1uXzuQaDQaEwMuhOAQ+DBO4k219MADD+Cee+7BsmXLMHWqxAq777778PzzzyM9PR3V1dW4+eabMWTIEPzP//xPt/ql0Wg0TiRi7juSlJSUmDbTf/jDH2ztp30+H4qKiuLKb2xFvwxqNBqF7v46PpRq6Uc/+hFGjx4NwzAwbdo0PProo0q9vLw8ZGZmKp7H999/P5566imcdNLBILr19fU488wz8cADD+jQMhqN5ojSk1cGTzvtNJx22mkAgH379sXlIdwV4n4ZtHoNH8JtCVrvb5APFBmQxtjXIEvBLX1FozOsvXHw2FSqsIcnH87iZWz4pQMs5TlJ4Y4StaUvvC3qkKVF8VztQxlPMtQTzthBXseNLM1Ssw6yaXuGKmU0jxbprX6IdCCpThpI/0KW2j3NIle5wjHkSYIlY1eQPHBZureMndMYqQ3bl7l6R69dKbNkHPHLXin7ZUNTf8qeYrnv2HSgYZBszNgp920o1eF+ssjovC3E2Xro4rGHuSL5WjOQhOX4RyoAQue/juO7N+JJtXTNNdfgmmuuUT6bNm0apk2bFtcxjjQVYfHQbzNEClvRXGKWt27ty7vAVyDPFHtMeulzlsLG5ohka5UUWSIc45dtLFtWRe0nxkxfm/I/S9Ysr8YjDVdFrBKqSIxjKKMG1xuTIf0debKcxy1rZcXixbIJSqsF+TLGTllaeEy4vPGb6nXwPi+exv6n5Dq+eInIqwdGygN5YW4pnHDynX+/UTzHg0GZJ6xe4QxL/MtbRL5mafi0JPuYcHytrdeKpdoVzSPNclG+XOvdGyRtx2sVkrFkzAzx8AZUD+LXFkq9P755llm+/QLJocsSd5VFOmdv99y+lDknT8wLnt8zGXZYnwe+77M98mztDdvL9V0lvpXB+Oa/I83vf//7mNufffZZzJkzp0tt6pVBjUajEPvXcc+YDDUajSbRdL4y+OXNf21tbfB4PPD5fNi5c2fMug8++KB+GdRoNIfPwSj8sX4dOxt4azQaTW+l87kP+DLnv9GjR2Pw4MFYsmQJBg8eDJeDM6dhGI7bYhHzZZC9aJUxImXCX+/sLeoOSQORJDlUSx+RLZVAy5aXbsfAvg7etUaUj602FvGRrOcgVcZrLuAQK1n5XOmjQ/1wirqhfoh0IJ3GxUPZs10ROkd2BraM3Z5TZbwvPXe5WW4gN9p/rS0xywPekc/Tt1iyvhMGBzum8Ypkyv4G9b1Ddh8eb6cgzg5j5+TFHatd/txF90dytTTWmqdeePbS5gDjDUUypum7ZFIIppPkbLmHFFnfbT8uUQ/fOGx3oF5U5QFneTCauJArxn9ibWlUWAqrDonE5ctUPYBPGfy5WWavUvaY7JshMRidvEsBq/eoSLDl7SJ1snzM8LEBYH+FeBOf0pe8kdlD00F+HmORnPmhKrcEjrbrL/fx3yeJvDV36zeVfbZtlDH2Ncg9mDpRAk1vbpO8qyxxXzVEPJwB4BfjZpnlIa+IbJuxVh7oFRXiaVt/mpzHjwe8rbTFY8TS7vJ9Ug7VS5SGgQNEGrVS3i7mOyyhdhzj/9R3HF/7gNWAOi4okOLqGXIeZUtF4l5bPkTZf/LJ4gk+4PQKs3zg/8Tbe947F5vlR8/9m1l2CsQNqPcBS+9stsD3LQfoBoCqDJ70JanCh0HZp+tuE0JPn/uuv/56M07rsGHDMH/+fNt6hmHgqquu6nL7emVQo9GYHIy1pacFjUZzbNHT574bbrjBLF911VWmM4kdV155ZZfb77mvwRqN5kshYrgc/zQajearSqy5ryfNf8899xwmTpyI7du3226/9dZbu9zmYb0Ge8iDOLlG1dBZIoySZtY0QGQSzjnMcp81ULSTy6TTNWGJztOqSmfBHHLp5VdgB89gx88tRB08k+EkRce4n1iebO4nFfNLZcDbsqQSx4Z2h9RO9p0oXorfyfrQLBd55ZJPO128yO5o+pZZ9tex2ysQqGqBHS4yAwjli/yi5PP1OJ+wy0nmdpDu+QzdFmXUcNqHPo/QLeBpl9YCFlOHthwOjE370/Vp6icXnvNxh5MsOZPj8IxW3OAjrCtbbjyW6ElCZi/j7mLA1aN/HX9ZbGoVeZIDTedkqM8G59utrBIpb+JQMfhmGZIlSJYQAVUKVAP7SpmDYb/UIH205n7lnK8cwJqPyTIey7z5bnsJ09p/5XO3g60G8dvi55X/f5k6wywv+WisWWaJe1FglOxAEqhVUvTXyzF3T5exaM+UZypX0vmiNCCy6aYL1EDJ+eQBzMGweYw5kDcH3GaTgoPINcpPJTMAkuV57NkzeFZGKdVRZWK+Jxj2uN7ikzEKFYp5Q+ZaVYp+qXC8WWZv933niod30toss/zgZ+eY5V+N+ofSViw5+xA5fvtsGdbP+V5lj+uvBfYhEfSmuW/btm1YtmwZhgwZ0nnlONErgxqNRiEKl+OfRqPRfFWJNff1pPlv3LhxMTMyrV69ustt6pdBjUZjYsCFiOF2/NNoNJqvIp3NfT1p/ps9ezb+/ve/O263xm+Nh8MKOu0nWczXqEpUvhpZ2m0YLcv7LB2qDTuUEcN71Ck4NNW3SpsNRVn2bbF0x6cSo19OuWgdvdKdvGYtmjH3nyVj9r72BKWBSDJ5HFuUnFP7iJdiLnmrBlxyyScHdsvng8XDsS1XzfTga5LjszTcni0SlRqEOc5fUJ0rSarHcaym2LuW8ywrdWBbJ6lW1ZxDqTJGEUr5zNeOg1lznuNYpg5qHx0+55zD1vAAipxMfQ5aEoR3k87DKxwbrGkWCebNHaPNMgcYtuZS3RwU7XLYQPGCfWDQK2aZpd1aig7gJPUd3GYvx75M8uhLFSLvhYPq1J6aIROEU05d5+M5P3lOgYBrIzL/Okmg1nPiwM/1E+ShYm/XHVXynfJSUM7XKouHCsW0ZtIYsauqb5fjb80QL1RXUJ47Ngmw/r+5Wq4vX3v2iM3zylyqePZacJTY6XOWhtU66r3Ccix79FaHZS7f2Sxjx2YLpZUikQNA6zoJ2L1xonw+p1hWmxZliFy/fZ2YTTyTo+bEZW/5l8gTnMeI8xzzddyeTvm8AUxN/wx29PM6ezB3ld4y95WVleGRRx7BL37xC4wePRppaeoYdBaH0I7eIZBrNJqjggH06PAKGo1GcyToTXPfP//5T5xwwgkAgKqqKlRVVSnb29uds+A4oV8GNRqNiWG4es2vY41Go0kUvWnuKy4uxpIlSxy3T5gwwXGbE/plUKPRKER7kG2MRqPRHC16y9z37rvvxty+du3aLrcZ82XQSyYNnI0kY6fYSriDqs1Me4Fo19YwG+Y+tItTGBBAtcFTsns47OOOUIiPDNVdXvEYd8pqwVUc7BLt+mnfgP3HnEHEWsfpHNvTZZ9AvXSYQ/TUF6ttHZe8yyz7yObHQ/FostxSPnGAhENYPeB4pa2UShk8b1BuhGA229Y5Gf1Z/uXT99iPBV9Hx307PLP22T04BI3TtQ4nq41xdpKWArKF5HuIjtGeaZ/Z5OBO9vtwX9xhNkaMkfsy4pBpJBCw//wwOBheoXf8Oj7SPF8+ySxHGsVu1l8lN0JTvjr/cQiXkqJPOz2Gak/nHIaDt3FYDSe8FlvGKf3EhkjNbNJ56A/uI6DaPMaDk52gtZ3lLfLdwbZ9PKZsp5ceEFvZykrVvoxnI26rMSjPCtsJplbIPb+9WW2L929ukO8V6xjb4WQXCDiPixqWR+BsJB0yltD/5SG6vl65vtXZMr4H2mXsS05UbfHYRpPDI+UNETu/kmz5ftlWIDaGKxZJVhdAzewyJLUGdnBYIL6+HKIHsIQ+ommyzRCbwwG2R4iP3jT35eTkxNx+0UUX4d///neX2tQrgxqNRqEnec1pNBrN0aI3zX27du3C3//+d3z++ecdbARXrVrV5fb0y6BGozHpTb+ONRqNJlH0prlv5cqVuPDCCzFixAhs3LgRkyYdVDH279+PTZs2mc4lXSHmy2Dmdlmy9TXJUn3SJolqbqQmK/s0FeWZZZYOXYpcZ6+dWYN/K1KtQ0YQVxySbwcc5EYl7Essmdhh1Bwl5zj60aEibQuTmpK6XypFvVJOOqA29voBWa7v6603y+P9sqTOYWYuzl1nlpcMk+j/AJBbLg9INF+uN4dXYWJdB0XqdQgbo5oB0D1EN0GHH3AO94FT9phghrTra1ErcTaX5BpprDVPDhqlbCbcl9ZctWOp+2T/aBw/vVztEhLDCKuysMtPB/XKNUlkKFQDQLQHpV36Mkl/X8JcNA6WeyKNoja01/ugcLKE1nIKhbElZJ9xYWZqk2O95S3DzDLLgExzUOJRWUPLcDYHloZZenOSf99vUx/ofLeEjeFwMgx/PgYc5kvuLQ4/A6hhUDL9Ipu6K0Xababx3h7MNMsDV6jPirdV+ryvotAsNxXL8+UrIAm3QiTU0lVqqJXkYpk/OUTPyDyR668oWIZ4YGl4U7C/bAjsMYuxMr6Y7VikeydpmWFpmMPM8FgDqiyf9JnIvL8MfN0sf3/sB2b50ZMl68iNKy9V2lr3sdy3554tmV34Wn+0d5BZZhnemr2Fz3Fpm4T4KfQeMMvdk4l7z9x3xx134LXXXsOJJ56ICRMmKM4kCxcuxPvvv9/lNnvPmqhGozkqhAyP459Go9F8VYk19/Wk+a+hoQEnnngiAMCwpC295JJL8PHHH3e5Tf0yqNFoTAy4EIXb8U+j0Wi+inQ29/Wk+Y9fAL1eL/bskZXl2tpabNq0qcttxhSu0j4V7x8jSZbnI5XVZjk89Thln1AKeV86jF3UmlnB3EH91ykDiZrFw74p63WLK2uIgzdvLOJaVXbItBFzX+4L1UuqIZmjUTrpa1Ev5faHJWPC92ZIsvNzJ0p29ktzPjLLByKyJG8EVMnFVy/HbO1HXtoO3rGxxpHreaL2F89wHC+SjC0X3sl0QJGi6XP2AOYyAGRul/Nnz+Ykkozbcu0lY+t915ovH6TvErOLEHkwR5yy8xgx9HYeO8PREKHLGAYQivacSe/LJEwKaHKlXKM+K2T+23NWHu+CbxV3nhPUyYvUKpuyLHZJ2ueyP117lhpTA2REHsNJmL2J1WwoTllDxNsTgOK5au2zHfFmIBmZJOZHeXniuVoKkW2zN9BzQ9Eq9k+2rtrI/8nkfJ1cQQ8rlZsL5Zn3Naj3f1OljFFagcjt7B3bwbv3P5SHVDMqPucxdE3ZU1jdXz5ned/qBa542tK29xtl7NhUgMssHwOql3R7JplHrJTviGcDk83yfce9apbvnPK60tZDL84yy/PeudgsX3P6YrPcN0Ou9TaSia39skrjiSZRc9+bb76J+++/H3V1dTAMAwMHDsS8efMOy47PiQEDBuDOO+/E3XffjdNOOw1nnXUWvv/97wMA/vznP2PMmDFdblPP+hqNRiFquB3/NBqN5qtKrLkvnvnvww8/xIUXXohvfvOb2LBhAzZs2IDx48fjrLPOOqwUcU785Cc/wYEDB1BdXY0777wTWVlZuPnmm3HzzTejtbUVTzzxRJfb1LO7RqMxOehR53b802g0mq8inc198cx/L774IlJSUnDdddcBAFwuF2677TbU19fjjTfeSFhfp0+fjt///vcYOHAgcnJy8P7772Pz5s1Yv349Nm3ahNGjR3feiIWYMrErSLIDScMGyVfe+iDvAndEPNqiXvtAwE6voFYvVMdFYSfJmDkcz2LFpVWKbkusX6VpVicc9neyO7Wer+IFS8dMqpHGasbKMjp7p7oc4hEDQN+l0rF1y0rM8hunSHBpV4pIAxkb5BoCQCSZPZgdgmY7BQWPIRPzuDrdH644JVCn/ZXj07HDpMrw+QGAa6v8z2YP3PekAyQZZzubRkTp2jf2lwuWvlvGO5xE+yfJ2LvaLJ6qDHsPOgTpPlz0CuBBWDrst0LGO1K+xSzn56jetC9VjDfLtw0X2ZPlUaa8XSRYlvqs8P7xBIpmr0wAKK0daJZnZkl2AifPZpaorf3igL9O/XfqL0vUsXh+j8iQLNG3ihMpwseJ9/XxA8RmClADRW/bKFJ6UqU8kK2FYv7CHrTtAXXCZmmYg3fzODphvVZOQaj5c5aWef/Nbf3Mcp5XpFUAWB4WCXcUeSazR/u/akpsj11vkag58HPfiRRcOkDjuDbLLD8YOMcsj83Zp7Q17SwxS1r7d/m+eabhLLOcPZHy6pK3+IhU5+eB77V3mkeZ5cl2lbtAd+c+j8eDaDSKaDQK93+SOoTDB8cz4pQ0IAG4XC4MHy4mAQ899BBuueWWLrWh4wxqNBoTA9ArgBqN5pgjnrmvtrZWscebO3cu5s6da/5/zTXX4JlnnsF9992Hu+66C+FwGHfeeSf69OmDb3zjG4fdt2XL4gtddIj58+frl0GNRtMNDJdeGdRoNMceccx92dnZKC8vd9w+ePBgvP322/jOd76Dxx57DO3t7ZgwYQI+/PBD5OfnO+7XGdOnT4fL5eoQRsYJl5OTbgxivwxSANxInQTeNE4SKSSUqUqKabtFWm4slGChLGk6etFaP1fy2FKZZWJaefXQ5/7dtUpTgYF9bQ8ZTiEp2ymMkGX8Wd5UlN6YuXM7b5f/57zQbrkMaKX7yUMKva9RbSxKl4WDJXMQ5NFPyDVtHShBQJP2qWPXPFi2OXnnOkU+PpxA4E77x8xN7CD3G257WTsgp442r+Xg9C/L4nwPeygwtb9Byu0ZalvcT/Y6buonN1vaPr6hYjzsUbYj4M4k7uXNABDWL4MAgMzNco0CdTKvVdx1suM+kXUi8dUMEemO5VHF85TK2R7Ve1L11CUvVNrn6TqRDjmPbPb7ar7qnYNEJv61X4IHn5sngYBZXuTjxYLPi6Xl8nbpS01YDR4s+6rHYBl02y6a6EiuHzZW+sjBknc1ZiltcQBu3ocDULNnsSfIZbWfLZnyrLEXLnty53u2wQ725gWAmmT7seCxVzyO6VrzOHLQZkCVjeOR5Tno9KBUdb5nr/Rv9ifveIqR/ctP5B5qWCna/UbLo3Hb8DflmBfLMXd+IPcj748CudbsXW7FyeyiOyRi7lu2bBkuuOAC/PznP8cPf/hDhMNh3HbbbTj33HPx1ltvobCwsPNGbBg9ejRef/31ziviYNiZ888/v8vH0CuDGo1GobdE4ddoNJpE0t2578Ybb8TQoUNxww03ADhoQ/jQQw/hr3/9K+6880785S9/Oax2b775ZhQVFXWpflfRSwAajcbEgAvhqMfx72jS3t6O4uJiDB48+KgeV6PRHHt0NvfFM/9t2LABxcXFymc+nw9FRUVYu7ZzhyMnLr/88i7VLy0t7fIxYq8McpTrvuI1VjtIlmib+6rvkzmbpRyolyXftizKpeqUG9gqKTrU47KvWfqYuUm0v2iVBAQFgKxXKPJoMeVCHCJL6m3Z0sf2dPIetKxIO94TDvlxlZXnGD88POS8nbWVAhSTR2uyOHXD2yoHDAfUhtvy5P9QqtRrklPH/imybO+KSv2kKvkcAPp+IHKVUSDyEx+TJWOr9zXDYxfL69j8PE6TAg5IHU/WoLQ90slgprpDS578z2PMY8TysaednhNLDN4Q3UfcZ87b3VxAkvFmOo8Q2QcAcCVxwG9+OBLsTZyAbMd79+7F9ddfj/Xr18MwDEybNg2PPvooMjMzO9/5P/zud7/Dtm3buvSLOJGkkNvsFxfINZo9TfKybm/OVfbZ+sIIs/zH7dPM8q9G/QOdYfXsZU9dhqXHf66WQLaFr8t1C1qGmT1yuY+/KJS2OAcv592d03dVZ10HAFSRvOkkT7LU+RLJwgDw1JIzzDIHfg5lyHVg+ZjzBActuZijFSK57yiUbUXnVJjlfQ0kta7Mknb3Wb6IKNjyi8EJZnm2pH9XZFurp288vFw3yfZz9gY+JUWkaOu94STFM+ydyzKx1Zv4QIN4yLNX91kFktWCcxNzAOrKrerz8Gz6iWaZ5ejGifI9UrsuPls6JzOEAb5au+qHRXfnvj59+qCiokL5LBqNYvfu3Yq37+GwZs0apKamYvTo0Z2uML788st47LHHutS+lok1Go2JYQDhbkbhDwaDOPvss3HCCSegvLwc4XAYF198MWbOnKkkVI9FXV0dHnnkEZxxxhnYts3eHkuj0WgSRSLmvv/3//4fbrvtNjz//PP45je/CQB48MEHsX//fvzqV7/qVtszZszA4MGDsXbt2k5XChPvQKLRaI45ums3s2DBAnz66adYtGgR3G43/H4/5s2bh0mTJuG1116Ly7h53rx5mDNnDvbt26dfBjUazVGhu3PfLbfcgn79+uFXv/oV7rvvPhiGgZycHLz88su4+OKLO28gBm+88QZSUw+ueI8fPx4ff/yxY90JEyY4bnNCvwxqNBqF7k6ICxcuxKhRo9C3r3jwT5gwARkZGVi4cGGnL4NffPEF/v73v6O8vBzXX399t/qi0Wg08dLduc/lcuGyyy7DZZddlqAeCVOmTDHLjzzySMy6nW23I+bLYDRP7ArCWWJX0J4mAxZWA/Cjfog0mb9WIsSHUsWGI+IjWzMlI4Vq++QWsznFdoxt0jI/ESM6V7PYrBgpFkM/jv69V+wJ0yrEjiK1VfaPTBhplhuGqW1xxokwRYNQwq7weammXyZ+i1kN27FVHS/jGEqXcWF7OA4fYyTTYAFw+TuP6WKQDRzHyGnKUJfKd6XKRS58R4zigtnSAbaBMzz24VgAi52gU79oiZszkCgZWqzZatgW0Sn8DZUjfuqjGh0JjWSilv8JZSNx29v/hZPkH1+relbcdiSJb2Kqw+FrKAOJ22WRLDiETJjTtyTOZtCAq9vhFcrKyjBpkmoD5XK5UFRUhLKyMoe9hDvuuAM333xzl+wLjwQHRss4DBsrdkCjkvfalgHg/rFDzHJkiYTMWFEo8wlSxbCaw5NYWVkvhugbD8iLNdtYFUgyFOyn9Au3zH7JsS22F2ug7ByeJVlmuaJOxv4n41RbJ7YtPKfoU7OcnxVfdpFDsI0gAGRvkPGunSrxXYYNrIIdsULLYKzMU7MKPzHLij0fDf3KfjI+y78YqjQVWCv2eByy58V6+XJOLZR2OTSLNSNHtU9sC6tDlDUk2T6MCtsCVsXI3pLrle9ap0w2fO48dpkc6ghqNpfN1XIP5/WX/dlGck6xhJ951pIDZG25PA/FxTIWp/SV1f5/5sv96Mu0xPWJg92h7M4rxUEi5r6jxZlnnhlz+3vvvddpHSt6ZVCj0SjE+nXcWQR+AKipqUF6erp1V2RkZGDvXufYYQCwevVqfPTRR/jzn//ctU5rNBpNN+lNYbXq6+uxevVq7N+/v0Oqu7/+9a+47777utSefhnUaDQmnRlRdxaBv7v85Cc/wbx58+D3+zuvrNFoNAkiEQ4kR4sXXngB3/ve99DS0mK7PeEOJJF0WRJv6Sdllrusq6osEXqrZFk7gyS29iw1Or5Zv0nVUz1tFF4lQ/ZJ2kZhYihLCtzSGetgGCS5uVhu80q7riQqfyYJurM3UMwXAO68HLPcdJy4+Df3Ea3SaYy8FAonbZ8q7e6bIlHwQ+migxp+exnQoOTq3hSLTEz6aJjCLhgOsqmCV9VgQ2nyf1uefEnXFUu7nF2Ds8JYM6Mk1cr/kYD9DatIyfRLze0gGQMWOdmwN0NwOkYkSe1jhM5XyWASB9YQPxymomkA3R/8rsO7xJqLIg4nk+AE6EY3fx3n5uaisbFjeI3Gxkbk5uba7HGQV199Fa2trbj00ku7dfxE0VYozz2HxbBmf2BcQbmAHJLpjwVnmeU/FZ5klgMBeW5bt6qyuL+ewheRejaI2t15jpiwsDSsZhMBRhXI/5zVYmF/kUTfmHCcWV73ucSgcleq83VkbZZZfmeJnMubp482yxyaZkiqmOW89K6EGhn8jjrf77pCpMtrKHQJy5ubWiUcTZ5PpNHJWTuUtjh7hVPmDm73wtxSs3xy5lalrV9Csm34F6tZYg7R3EDhWTZkmcWlBWrYlI8orNmUfjvN8ibYn5dTZpHNlrA8fL5O2TlYSmZpmLOqWP9n+Z3HblZGqe3xtvRTQ94saZAwRpx1ZNBZ8jy56HuMv6us5+gkf+9tz7L9/HDo7tx3tLjtttvwyCOP4Bvf+IbtnKodSDQaTbdIhN3MuHHj8MUXX6jtGgZ27NiB2bNnO+63ePFi1NbWKhPZzp070dTUhJKSEgDABx98gOTkxKei0mg0xza9yWYwKysL1157reP2v/71r11us3ecuUajOWoYhsvxLx5mzZqFTz/9FPv3yy/50tJS1NfX45JLLqHjGEqdxx57DJ999hlKS0vNv4suugj9+/c3/9cvghqN5kgRa+7rSauGM2fOjOmM99RTT3W5zZgrg8E8kQdCqSSzRkVW44wYAJCxQ2SP/WeQu5ZDNhH+3GVxPWW5kT1yfbR07f58t9QnOyPjcDwsWWb2ke7pUTNUGC0iZ6R+9IVZTmmS5XVjNHkVpkpbkYC0VTeUjgEgksxpPGiDk2NwO3k1W/qoJKiI2HvBOmL5iRBJlQ5wtg43qecsexp0WsFs9YCRZPk/da+0y5lJomRqwHurkq16fRUP5KhjNfvPLXUMxQXZfuxiZs4h2tOkInuLNw7w2FV3vtaAqvHzBfY4tHUYGAAi3bSbueKKK/Dkk0/i9ttvx/z58xGJRHDXXXdh+vTpSliZBx54APfccw+WLVuGqVOndrPniSctV+RYlg7fqBY5tWyp6mmbT969LOFGA3JhI/Uyr0YbRHb0WBwp2zPtb95grjxsaaI0Kh7DsDhis0ToZPF5bt4G27IVzqzCGSdSKYtH5RaRZisyZYwG7ZOJnLO6AMCwfJEOWR7lvrOEytKoVUJ0yt7C+7AMGSuDiOJdmymyp0HXdNJQuRC78rPMcnOVSLuAKrEvKZBjsjcyy8d5mfI5n6M1wwtLyFx2klZjwWPsRL4yF8v3IcvtAJAzTr4T/9km2XKWfDTWvuFMh9AbUOVoPv8TUrd30tv4SMTcd7S4++67cfPNN2P79u0oLi5GSooa1uXFF1/EE0880aU2tUys0WgEo/sedYFAAIsWLcKPfvQjjB49WklHx+Tl5SEzM9PW83jBggX4zW9+o8jEp556Kh5//PFu9U2j0WhsScDcd7R44okn8Ktf/Qrp6elYs2ZNBx+JAwcOdLlN/TKo0WgUIgmYEPv164cXXnghZp1rrrkG11xzje22733ve/je977X7X5oNBpNvCRi7jsaPPTQQ3jrrbdw9tln225PuANJKEWWTFnGy9gpUrDV25KlT4NbJ8XDyUbT16zKIi19pO2WIbJ8XHmSLBcXvi3SSNoHX9g3DAAGeYiytym9URth1SPXrg4AVZbzSpmlZWOHLM9HRg4wyw2DVGlY6aKHgku7O5eMXSHZYL2HDS9Lijz4XMll/7nbIk+Rt1d9sZxv1maSvgJ0r9ApGhYFM0Sr2Q2DZR8fqR7JNdJumGRlJbC0x/mhjSXbmnV4SHzOJgWuiL1kzMdQvJ+t14ElcwrmnbpfGuAg7u420d5dfsu9okjDHLU6cUGngZ5lG/NlMiRHfl0/v0eC6W6jQM0ZlepYNYqzKLInikdtekA04MagyMTNQZF8OVgxAFRaJMZD7DpT7ov8NfL50uXj5J9T1H3YQ5QDHLMEy9JbvkekPyvVhSSpDhEZk8doe4F4jqZV0DzeR863oJiiQkAdFyePbZZwWea1ep5yQOeZWWvNMp8Xn2+s4N/sqbyucJhZ9lfJFxx7TD8w6BWzvLxF6gPAG0PFxIADOrdvFF2fPXBZZnW6VlactvG5j0iNTz7m+5bHfmlbgV31mP06Y7wEKF+yWc4R9XI/e8m7fkuzKvU7mQUM9dqHV+k6vWfu69evn+OLIAC8++67XW6zdwjkGo3mqHDQbsbl+KfRaDRfRTqb+3rS/Dd79my88847jtuvuuqqLrepZWKNRqPQW34dazQaTSLpLXPfpk2b8Pjjj6Nfv362DiRLly7tcpsxXwbdYZGfsreSqxtJZA2DKdgmoHhctvSlvK7Z5BpMsqPbJ415fWrw3JQkkU2ySUJhUaziIgkAXRSSpLIpK9XAoWA5m4L0KgKbk9wWQ5JU9mFvTzqef7vIIYF+hWa5LSfGwqzLocxBmEnVjloWeQ1O4OwUjdxJXbQGdKa7hPMk+5ulYrPDInMHkwBOh0zb2sn7MZIsG9IrSE5NdQ52rjj98qlH7evwZXOF1PFxkwTLDu6OOY8d+nFwJ/tqnM84qZYTWdOJWWXiNoe8nYnMTWz0Ho+6I81niyUgM99TPOPVj1W9H9MK1AC+h4hHGmZJDgCQL5Ib53I90C4eyIsDEug5uULul4/2kl4NNQg0y8Qs67EXKsum1gDWVm/bQ3yzv+So3ZQtQfvf3CF9bKqUvlvDNw9Mr7M9BsujDEvJLAsDwPZm8XKuSrf3tOVzPyVFxtfqiaxI1uTtmrxV7oTSWpHFy9Nlfw6SDaiSM3ts/zEgHtoNK0WCfbVCgnTnXUz5hzNUmVc9L3uJn8/LOl5OlNB1jMekwDp2fK8qwbwpVTdLxtEKqf9RQL2H2VOZvZk/D8t9PwCHT2+a+/75z3/ihBMOemdzeK5DtLe3d/isM/TKoEajUUjgu6VGo9H0GnrL3FdcXIwlS5Y4btcZSDQaTTdxIRrj13Hv+N2s0Wg0XSX23Af0nPmvMweRtWvXxtxuR8yXwQNjxH3T1yQevM395fXZW6Qu4aeniNRR4BUd0+umAMMOurzbor1xfl3exku56Tkiy+w5JcssD2qWoM8A4Fv7mbTrpdMmz2AlZ7HaEfX/aNS2bCif07mQLJ25XrzOWs60eGSxpzDJUgZpjS6lDntFW4Iwx6VpEnzqlutjsOcsBVoNplMAaupvlAJQWw/tGAOaPIVDpB/VD5GOZW6nY2dY+shey7wpbP85y7TJVWpbwRz6x2HsFEds51jYipTP+ZM5sHbURw0EyRyiyeIlx6YOIZGrlPs5AfSSH8dHnLSdMhK1Y+TzIRN32dSODcvEfTNEAmUZjuVbQJUYp6bL/MW5dnMmU1BfSFDfZApuDADrhoukyZ6vThKs0g+Lpy0H3Wapk+VUlgdZol5Pbe2vyFbaTS+W7w5ui/v4fqMEsF6+Tzx1WXoH1DH+V02JWWapkqVOljetnsksWReQdN8ckDHdtktyENf0l+tjvaZ8LnwdZxV+YpYXnT7KLFe9ImZFTy05Q/p0tirVx3MdGb4+O5vV65DpF9mXry+PF+e35ol1Zqraj3zPMrPM91F9iIwtyJu4z2p55porspS27lh7mVluGy7HT82Q8sYidIveMvfl5OTE3H7qqadixYoVXWpTrwxqNBrBAIwe5DWn0Wg0R4UePvc98cQTyMvLw7e+9S1cccUVMetu2rSpy+3rl0GNRmNioPd41Gk0Gk2i6Olz369+9SsUFRXhW9/6Fl544QXTgcQO7UCi0Wi6TbQH/zrWaDSaI0VPnvvKy8vh/Y9J0FF3IGkdSGETKGwB2wlmp6t2TT6yDfRQWbEHdDDStNq9OdkJOhHqI2/De6aqIW+K6sT2AjtUOw7qgO3Hii0g0OWMD0pmk/1VZtETylfquWm4ox1ilPyni2EKLaO8/Kv1lS4q2UUcdlGuj9VGkspJ8k/dSDHUy9wq+7M9XocwNXE8a2wXyaFdGgdK5zN2qmGI2rKc7D2dDiLFlP1qJyN+xYBSSk5jxx/Hkf0EANyU2SS5Ui5kNJtCPmSqsaPcjWIb42qQZzDa2DV7oU7pwb+OjyZtF9Wb5SFkgzYotdYsK+EyoIZh4XAf8XBakpqRY6mDHZg11Msh/muypCN5MThF2Za6QebDf7bJisKB8fahP2Jlu6jOEns+DsnCLPeKPd/KeskSlZMh3xfVFdbgMgJnn+AwKGzrNjZnn1lWbNAAZJJNG2dfORz4HDf1FXvClwpk/jbaZC5ke0fOmgGodoI8Lk4knSP3ROs6Od79yy5U6vG1r0m2DxvD9028GUicbBGr6AuG7S05MwgAjCF76JfrZOzW7xb7wX4rpE7tCJlkB5xeobS1dWtfs5zzvtjgpu8mg/GLbbsbPz147uNYgu+9917Mup1tt0OvDGo0GoXeEl7hEOFwGK+//joAYODAgZg4caKyffPmzdi3bx9OO+20L6N7Go2ml9Bb5r5wOIxly5Zh4MCBGDp0KKLRKObPn4+NGzfi9NNPx8yZM7vcZk/xlNZoND2B/xhRO/31RJYsWYKZM2fiqquuwsqVKztsr66uxplnnom5c+d+Cb3TaDS9gk7mvp40/82bNw///d//jeXLlwMA7r33XvzgBz/A0qVLceWVV+Kpp57qcpsxVwaT9og03DpEpKw8Ch/jiRG2hKVdg+pxaBkuW0PLgGRmlpDZyJOPH0iVPgZHqXrdzmiWWR78nCx9GySxGW77MDMui7apyIURVa6Undz25YAsb2dvYfd8oD1Dwve05ZFE7nSVOPmJxzJ23GVF3jTsP3dq2NKWy01ZZSgbSaCBQgL04zgvXcdJao3I0KFxoHoMlo2DGXTfOZ0jJ/0IWzbRcXh/Lishfpwkeev+dB8F6inzTrPYB0R9dN9ZJp8oy8ZcNlRzg27TS34dH+LFF1/E2WefjRdffBFpaR0lsqlTp+LTTz/FJZdcgmeffRZz5syJq93MZHk+WRpm2dEqk1ZFkmEHy4NKRgvCKsc6ZQfhMrfFYUyGjVWl5J0NkiEjZ61MKMszJcvKyePtw67EK3dzVgiWF1mSZDm3skBtl2VAOCionFmFs7dw9hJAvUbW8C6HsIbMOYQ1wwrLoNxWtIAyxpBMzBL3tNTNSltKWCDqY55PxovHiEMPvTlWwuf4V2Yp7bJZwF8v+D3scDpfq4zO2VQ2p4q0W+OVvuc7mAdYM5AwLPGHK+U5aSiSOe/8Sz4wyx3C8gySMfrX+BKzvPTzzuX2uOklc9+SJUvw0UcfobCwEG1tbXj88cdx9dVX4/e//z0qKipw8cUX45prrulSm3plUKPREL3jlzGzfPlyzJ8/3/ZF8BDDhw/H888/f1i/mDUazbFA7LmvJ81/brcbhYUH/SDeeOMNNDQ04MYbbwQAFBYWdljAiqvNhPZQo9F8BXDF+Ot5tLe3mxNjLMaOHYvm5u45E2g0mq8ysea+njP/tbe3o77+oIPb448/jqlTp2L48IMB2UOhEIJBhzz2MYgpE4dGSCRy9hoOUGYRn0eVSTnTSJhkYpaMnTKQWHE7ZCDh/X1ee5k2OaAmkG8aJ/vvbpJl8P5/3SiV6G2apWjrW7bLTTIku+1GOW0IlZX9KavLxp1Ku33bpV/7TpIl9RbK+BIlb94oOdAZfou26nVY73aQfBnDetOzHE1ZT3h3T5AkfUoHErUqxvaOuors6iTHMhHVeRANhXKg1H2yUyiVrqnDsdvT1PNtz5T9W/NkJ19T59lIrD+vnM4luVIeVpaGlXvQ2hZt42wmrnCCtY04PaJ7CpmZmXHXNbpgIV7fKjdZfaqUWfa0ymIsr3KZs1qwh6lzVgeg3OIhewjOwsHyIkuzZxWoQWefHStychNkvFJWymrq8/mTzfJvi5+3PTYAgLqlyuKtHapamZy1wyzXD1Qldc7isaNKsmJw9hbOZsIew1ZvYpYY48nOYZXoGZZXuS3OfBH5LMssf1QgUvaFuaoU7mQiwPB5sbQ6pZ98X2w8XY0j17pRxu5n28Wl9h8j/s8sr2iWY7OHNt9DgDreq+skpQf3i8/DKoUzPHYs8Wdslfm6YZK0y5l2YsGe7xNLdtCWO+Pa35FeMvd9+9vfxpgxY5CZmYnNmzfj5ZdfBgCsXr0av/71r1Fc3HXpXHsTazQawUCPDq9gRyAQwO7duzFgwICY9Xbt2gW/3x+zjkajOUbpRXPf7bffjgEDBmD16tW49957ceGFB0MNrVy5EoFAANdee22X29QvgxqNxsSAmou6NzBnzhx85zvfwauvvoqMDHtnh8bGRlx22WX47ne/e5R7p9FoegO9be677LLLcNlllymfXX/99YfdXsyXwQyShlP8Irt6nYJJA3DDXtp18ibmOhykGgC8pKtxEGZFJiaZuoM3MuHLFFuh2pPk872RsWa53z9ouZsCRRtWY0xPHN6yvA/VZ8nZsLTj/VykjQEtuWZ5z+kimTQV0ZikSx9dFllYMXbtroroIC2zZN3UV24lD6ld7AEMAAbt74o4/ArjrjvIrNZTClP8WpZ2/Y3klS3O8YoHMNexHr+1gDymxaG0g0ztBP/Q9JPM7G4hD+JkegxjyZg8XBGWiRM8g/WSX8eHuPrqq7Fw4UIUFxfj29/+NqZMmYKCggIAQGVlJT766CM899xzmDx5Mn7wgx/E3S57EzPsbcreoVZ4m9M+HKR3aZsqOXM9p0DTitznde5LXwqavaNY7rdIPQV0/j8xU7ngDBmnW8e/rbTlFFh7RfNI6kujbVmRbAscu6tIxpVVDt7M5EHM8jMAbGoVWZ6lR1XGF1mb5W4nr1tAvSYsWW9tyDLL9ZUyGf2rpsSxLadg2E4BoXkcrcHO/4hpZnnnB3Idf5L6dbN8YW6pWa4ODaeyet9wMG+WdlmmjuUxzfB1aG6QSdNH8+rscR+b5Xjlevbib4z67KofHr1s7kskemVQo9GYuBB/FpWegsfjwb///W/85Cc/wR/+8Ac88cQT5jbDMODz+TB37lz88pe/PCwvO41G89UnUXNfNBrF448/jr/97W8IhUKora3F2LFj8dhjj2HEiBHdP8ARQr8MajQaoRfZzTCBQABPPPEE7rnnHixevBg7duyAy+XCoEGDcPrpp5srhRqNRmNLgua+a6+9Fnv27MHixYuRnp6O/fv3Y/Lkyfj8889778ugUz5gq5zLsJyryLYOAaRjSbtO0rDi6Uv1nQJTA6qcnJcty+1VU1kDFZmj/8LP5dgNahBSFxuhe+w9QV1e+6GN5c3IqxauasmLOvBVkTP2fl2W3etHyDGiaQ7BrzschPrCH7NrsOWa8GKKy0PXPkXqNQ4RyTtrC+UpTrHmTKb7g4M9s8eyQ8CjeL12gznUX+ouO81xzuOIxafA3S4HCqeRGQM5qFvPyzye5TLwPmk75ToaATIdiLJ0HqemfyTzJvWylUEmPz8f//3f/53wdjN99pJxLE9Vp/y+LKe+1FDiuL+T/MYepky1z9lTNdMv914gIPWCk6SPrZQr2L+BcugOtngmkvM2e5Wy3OjkrfpG9XFm2SrtfrP/arO8KVvmuRfLJpjl/RViMtNcIA+utS0neOxnZZSaZfbkroo4X1OWiYek1pjltWPlQfc0yOSys1n6C6jnGA8ss/KYWr1urxqywiz/skGk4RWLxklfTpK+cDDr7c1ikgSo5xUMyrmwxzY/DyzfWr2lOYA158duPk72n5m11iyzdB8rgDVTEZYJf3KMenHRzblv2bJlWLBgAXbt2oX09INj0adPH7z44osYNGhQJ3t/ueiVQY1Go9JLovAfQucm1mg0CaGbc98zzzyDSZMmoU8f9UV28uRuv6Z2iX379qFv376dVyR00GmNRqPgiroc/3oiOjexRqNJBLHmPlfUhdraWowZM8b8++1vf6vsv2rVKhQVFeHJJ5/ElClTMGLECFxwwQVYvbprK8Ld5bzzzuvyPglfGXQ7vFpH44jeHSsYtVM+Yz5aLM9kJzm6T67IsZVTpU5l6xCznPu3dco+LqdYZa443q1ZEvRY6rMeG6X+t8qSer9XtptlzznSx7qR6qWMpMv+hpcT6VIlp7jU1mDUTk6/NKahDDlGoF4+b+mr9svpEiuXhy+dg2dxh/TJHO+bnLTbcuxP2EeOfB28xbkrSjBvTjRsX98qE6fsFy3cWyXmBkqeYT5+nPKvQXlg4eteLmi1YfS6lcEjlZs4HjiYNKBKu075hJ2w5sR1gr1QnYL0Wr2cz83bQGX5nGXb9RC5rx0iGS/+ZLTa+HgpsgzKUrQCqdosQVq9WBmWDg+MlAaWbBabq9atolc/axEI2dOXZWol4Lc7vh83ToHEWcJl0iqk3a0Z6uoMy98cGJvbYtmWx4vrsxc6ACyn633KYDFxWhKU8dq+TiTbbQXirT1sYJXSViklPwjVSziI+nzxuGaZmO+h+nY1kDh7qKe0ycTS9xz1mHbE8ixmCr0H4qrXKXHMfdnZ2SgvL3fcXlFRgV27diEcDmPJkiXwer244YYbcNppp6GsrAzDhg1LSFcbGhrw0EMP4b333sP+/fsRiahfPHv22EcfiIWWiTUajUIMM94eyfLly/Hmm2/GlZv42muvTejLoEaj+erQ3bmvra3N9CZOTT34I+bhhx/Gs88+i/vvvx8LFixIQC+BK6+8EqWlpZgxYwZycnLg5qxohoGnn366y23ql0GNRkO4EuJRt3fvXlx//fVYv349DMPAtGnT8Oijj3aaOu7jjz/GH/7wB6xatQoulwstLS2YOHEiHnjgAQwdOtR2H52bWKPRdJ/uz33p6enwer1KNqS0tDQUFxfjk08+6W4HTVatWoWNGzeaTipWdu/e3eU2tc2gRqNRicb4i4NgMIizzz4bKSkpKC8vR1lZGfbs2YOZM2d2uu/f/vY3rF27Fu+++y5KS0uxbt06VFdXY8aMGQiFQrb7HKncxBqN5hgj1twXx/w3cuRIRKMdK3o8HjQ1dZ4jO16KioocXwQB4I9//GOX24y5MtjcIvYCKQFJjM32d1YbwVjhXexwChkDABEHO0Gnzz0xQtawDSHv46eQMwPy6szyjiliF5izwRIb6HPR451CyDDKFxDlu7Ger5KdJGwfKsbll2jrBYslPIArOlCpVzdS3vPD9F2p2A+Cx54+tZ6Sw9o599+gDChRL2WIsWT3MDLp2jkNndP3dazbySkyDoecyaL+UlspVepYp1aIDV57BoXv8drPBny8pDq1jr9BXmBah0oIhEA12VcpsXti2C96SQrgsiexjh3dlUoWLFiATz/9FIsWLYLb7Ybf78e8efMwadIkvPbaazj//PMd9x02bBhOP/105OUdNGxLS0vDddddh1mzZqG8vBzjx4/vsM+Ryk1c3yqhMDZGxfbLmv2BYdtAtuta3iK2QrFChDi1pWQzIRs4tllkm0NriA+G67EtIdt7bacwM2lb1QwPGwtlLAZSFhC2b3tli4Q0UWzNnOwKAcW2kFHGWyLDYHGb2DJydgsA2EzpTXY1ZpnlWbSAfFpSJeyIZavG14TtGpcXyvUNrRV7vJy16iT3YpKEyZk4VGwD2QaP+6tcE7IlrM5Sry/fU2zHOXGoZA1ZHxCb0OS1Un/fBnVVvT2T7NrJFpyvHdutbjwg90Pbm2o8z/xyyWK29X/kPnIF5d3i5bpJZpmfB6vdK4dq4rAzCbMZRPfnvvPPPx8//elPsWfPHvTvf3C8g8Egtm7dinPPPTcBPTzIVVddhccffxzXXXedIhEfYuLEiVi3bp3Nns5omVij0QgGuh1ra+HChRg1apQS2mDChAnIyMjAwoULY74M2qWLa2xshMvlQk5Ojs0eOjexRqNJAAmY+374wx/i6aefxu23344FCxbA7Xbj/vvvR3t7O26//faEdBM4+IN706ZNuO+++zB06FDTPvEQW7c6/2B1Qr8MajQahe7+Oi4rK8OkSZOUz1wuF4qKilBWVtaltj755BPcd999uOWWWxztAo9UbmKNRnNs0d25Lzs7G0uXLsWNN96IIUOGwOv1YsiQIVi6dCmOP/74xHQSwPr163HRRRfF3N5VYr4Mur+QJeqGgMhdaf52u+oAgFDUPsyF20HCDVOWE5flSihSL9WLRxoOOWRPscLHTPLKOWb0FSmldkyWsk/OJ7Jc7U4meSIgS98uHy2JhyW8iBEr/IyTPRNLy+3SRxe5k+e/9bmyi6ddws7UjJNjhrL5GEoOEuqjenjlXw9L3lSHJWM6xT7v1yptNQ4XzbotiypSkW8hw2vfrlVi5lzlRhyRVkK0gNSQpu7goWQTKfvkJAOKBCyd8dDjkPZZPZj9p4hkE0mSc8naKvsn73JwarDIvywNR/1HTiZGjHiCh+JsHWLu3Lkd4vfV1NTY2rNkZGRg7969HT6346233sL3v/997Nu3Dz/+8Y9x7733OtY9UrmJLx4iL64f1gw2yyvrJSPHiFQ1xAfLtlaZ6xCxpGEnTknZZparIjIvs8TGWMO2KFlLqMiSMWfH+GWV3LcpZeqqQ+hlkUHXTaUHifx7AgFOLySw7MlZMABV/nY6Lx7vncXSx0aSHQGgOei3LW9pFnnxaYqRw+MQK6sMX1MuV1bJOPSro++3JPV+y35f+rn9/eFmuZ3MZ1imrabTigZk/lkbkPkdAFxJ8l2QmiET2LYGuVZeuiacASTpM1Vi97RJX5IrZW4sDUp/1wVEFmezGn+b+h228xy53q6kIOzgLCVctsL3Cz9Dic1A0v25dNiwYXjllVe63U4shg8fHtMz+Zxzzulym3plUKPRKMT6ddxZnK1EMWPGDOzatQs7d+7E5Zdfjq997WtYunSpo7OIzk2s0Wi6S28Jq7Vq1aqY2998880ut6lfBjUajZCAoNO5ublobOwYQLmxsRG5ubk2ezgzaNAg/OUvf0FhYSEefvhh3H///R3qfP3rX8fbb78N4MjlJtZoNF9xelnA/VAohL/85S9YvHgxqqurkZeXh7POOgtz5syBz+frvAELsV8GOeGCg2ewNbNIxEH2DXjCtnUY6zFYlGNvYJ/H3tNWyWASUaW/sMMxWVoO0nC0kCd1RoNqVeqh6O1GU7Nt2ZWdRTtIX5R8GPGGuWBpOSrnblAZFq/m7MUkG7tEv6kZJ30Jp3GWEuqLReFReskez7Sk7quXPibViG56oERN1M4EaFzdfEyHrCNRkkPdYXXs/PXSQGOhyEJRh2ciEnA51uFjGjSsvmY5hjsklVoKpIGdF6pODoFaMl2gpCMHRkvD6akiqaZ/Id537ibVHMNFmUbcivt34mRiFwBXN42ox40bhy+++EL5zDAM7NixA7Nnz465b0tLC1JSUpTPBg4ciOzsbHz88ce2+2zevBl/+ctf4u7fZZddFnddO9iTMlbWEPbo5cwkY8hztDwkEt2moHh7WqkiD1enbCbcFz6etW3ul1MWDabOEkyBZcSMtdL/0kqREU87RSR29m4dlCpmI1a5XMnu4TAW3Hf2brV6KW8OykpwMCjPGnu+cjk9IBLmWQWbbI8NqBlM/lVTYpZ5HKqPp2e+UJVGvQ7yuWurSPGczclbIOfF32CcGQQA8t+V/xsHSV98SZSVq00+p9OFx6Letjsky0mupIgeAYq4QLL2Od9SV6yW7xM5maX0yq30o7C4BnaMzdmn/M+mDizRn5fadWcJOxIx9x0tampqcOaZZ2L9+vXw+XzIyspCXV0dnnvuOTzxxBNYtGiRo8OdE3plUKPRqHTz1/GsWbNw3XXXYf/+/WbC9tLSUtTX1+OSSy6RwxgGKisrlaTuY8aMwapVqxRP5Pr6etTX1zuuKjY1NeG9996L+ePqzTffRGVlJfr379/tl0GNRvMVpZesDN5yyy3o378//vKXvyiOKZ988gnuvPNO3HLLLZg/f36X2tQvgxqNRqG7djNXXHEFnnzySdx+++2YP38+IpEI7rrrLkyfPl0JK/PAAw/gnnvuwbJlyzB16lTz89tuuw2/+93vkJKSgtbWVsydOxdutxvXXHON7fEGDRqEZ555xnZbbW0trr32Wuzfvx8XX3wx/vSnP3Xv5DQazVeW3mIzuHjxYmzZsqWDHDx+/Hi8+OKLGDVqVJfbjPkyGBkockZWsr0nUNQq7dL/Prf9mqvVa9jx+CTtukka9rmlrHgQkzQctSYhd/BGZq/jmiaRp5LXSjljner1Bg9J4RmyXO0KiqxnNIhk40qh5N0k6cX0bOT+R+0lQSXgtbUtWiXJfmuLNOWVqK21YygwdTpJxtZuUVssDYOk0ozt8nFLH7lBI5YYv+zpG07u3OObpWHWSVwRi+c5XfuCN6kz5O1teBS7B+nviDylLW+r3F/hFGl33xRpi72Z/RSjNqqqN2gm57ikaimHyEGzoUj61Zoj95MnqJ5j7kaRJz2NJCFHEjyDdbO5QCCARYsW4Uc/+hFGjx6tpKNj8vLykJmZqXge/+53v8Of/vQnTJ48GV6vF8FgECNHjsSKFSvwta99zfZ4r7/+uu3nixcvxuWXX44DBw7gd7/7Ha699touncfz5eLROqSPSFksV22Cs8zK3rH5HpH7qmhadJJ8rbBsGo+0a4Xl1UWV8kXBHpoc1DhM0qq3WPV2P2mwmKCwBFy/VVZzF38iAaH7FIo0PKJAvIHZ8xoAoDq12vad4UDNHQOBHyfHqRbJmD2LR+bZB522emI7BflmmZmlVf9YiShwUdGnSlscqJqv/eax0i4fn++1ejIpWFuvehOHaex4PqK46WgtlEgUnga5vmkV6oSfV2YvZe+fLHMhy9/svcxjBQBXDVlhlt9Il2uyfrfczwca5LuW7zuWlQE1gDY/A22GfN/80LbnXaCXvAx6vV5Hu8BAIABvHMkwOrTZ3U5pNJqvEEZi7Gb69euHF154IWada665psNq33nnnYfzzjuvy8diQqEQbrvtNvzmN7/Bcccdh7feegujR4922Fuj0WiQsLnvaFBQUIBnn30Wc+bM6bDtb3/722FFT9AvgxqNRqWX/Dq2Y+PGjfjOd76D9evX44c//CEefvjhLqWg02g0xzC9ZO67//77MWPGDPz617/G5MmTkZ2djdraWqxZswZlZWVmdIWuEPNlMC1Nln/Zm5flWI9FCvY5yLleqseevX6q024JWM0ysYe0S27L67L3LA4bqgTZSn2urJblZ89e0fWS98sxBr5FHk5WCdZB3jUyRc5wsTxZIzKJQYGiXWkOyTgBgIJLK1BuYgRifMlF6LqQJJq7Ujy0glmyotIgcXQBX4wnIkzSfZOMaeY2kS0bB1G/LE256bRYauV8xuwp7AlJ2dcs5bTdqtmCf4dcLyNHYtFFk+QgirRMYxLMUu+72hEyxjmfynnxr0aWu4PkMO1XY2wjmEPBZFlKIidU9mYO0y0RSlfvs5qxsjF/TZ30K+gcBP5w6C2/jq089thjuOOOO5Ceno7XXnstoblA2cOUvXY5ADWgypVOuVTZE5LlLqvExp6rTgGsGW7r+T3O4XedgvdywF9fhcyL/rEUhR3AFQXL7I/fX6S/xzadYZbZc/QPFdPN8qQxZM4BYGRfOV8euzeqRV7koNXsQWyVkllCTg3YPx8sH8f63FFO3ihRJdJImk2i41k9phVpuM1eGn5zB+VcrpDz8jWweZL6kLafK9J03wy5P9l7m2VmZn2h6rndVCjzTCZ1n72cWRrm462uK1La+vEAeikhaxy+jvsa5ByL8qW/29epAag3Z8h1mZy1wyzvbc9Cougtc9/pp5+ORYsW4bbbbsP8+fMRjUbhdrtx4oknYtGiRTjllFO63KZeGdRoNAq9xYj6EHv37sV3v/tdvPvuuzj77LPxv//7v4qHMnP11Vfj6aefPso91Gg0vYHeNPedeuqpWLlyJVpaWlBbW4vs7OwOYbm6gn4Z1Gg0QgKStR9tjjvuONTV1eHCCy/Ej3/8Y2zevBmbN2+2rfvee+8d3c5pNJreQS+c+wAgJSWlw0vgDTfcgMcee6xL7cR8GUz2i6bXHqZgxSS5plryFLNMzJ6+7MGr5BwmydcqerIc7HFYv42SHMzyc3O72tr+nRKAMatMTjuFXPt8TZRDeOces+zKswRvdAr4GyWPXB8NbV+RE9zscVyr5rFlCRlukgTIMyimB7EDLmoLTRLUOHUfSf+pFEQ0W5XYeei9zXLM1F0UVHy3nEtLH9EDoqmW/LqKRzC1S9JwSpVsSNovUpC3SrQYw696UkUz5GEwPKrsawuNXcZW1VvS0y5tRX3S4QDlHI36KGg1XRKLIyJS9so+9SPs90/ZS97tpHZFLJ7JrX2kXv1okcKzyizadDeJ9eu4J/5wbm9vx6mnnor6+nr87Gc/i1l33759MbczfXPkfos3dy3DMiBLvpekiTdueUDmmRXN4ulv3Z9lRKucfAjOu2uFZe5ZGaUxen0QDixtlVmdPJtZEp1TLHmOq4uk769sGWeW130sAYkBYH2BtJuTIfPUKX0lL3Nelpx7rGvC2zhIOHvnfrR3kFl2kmMBYF2hyKsF+XJPcLBmnhva3hQ58+7gRUpb55B3MY8FB53m4M7uQmmXvZSn9RPPWkDN2RzPvTrGL/VfyipRtv0JJ8k/n0m/eFz4nmApmscUAG5qvNQs83W05pI+xA7KiR0tUE2BptA58/NwOLm+nehsZfDLnP/WrFmD1NRUjB49utMg+y+//HJiXwY1Gs0xSC/7dVxcXIwlS5bEVXfChAlHuDcajabX0oPnvhkzZmDw4MFYu3YtLr/88ph1Y4atc0C/DGo0GhMXet/K4O9+97sjUlej0Rw7dDb3AV/u/PfGG28gNfXgSu348eMd03MCh/ejV78MajQaoRfF2jrESSed1Hmlw6ir0WiOIXr43DdlyhSz/Mgjj8Ss29l2O2LbDPrEZtDrFjusxjbR+yOWlAspZGcIMutimz8lNAyV3TFey522tUXkFPY0iNt+8xeZSr3cDbJsGqi3D0djULYLl4MtIGCxB1Q2OPSf6keTKWNJiurq724UOxmjVWzlDAozoyz+huk8rMeOdn5XZ24UWw9XJMuxXsNgufbBLDlO7RipUzeSwixQRPv0XWo0e8464m+Q/geqJVSBd6eEclDCxGTE8JTizCw8FnypOZMK22SG1LFK+4JsCGmfUJrYFbXlkl0P3fJuS/D+SIAy8jRKOVhA9qlk45gh5mQIpTnbW4ZSqK0+nYcd6RI9cfnvSyAnWZ5HDiHDWTfYXgpQbeg4VEtef7HjqoqKvdYYCoGyiWy9ANXeK89rf42dwq6wjSCg2gmO8IkdWG1EzpHPZTcKzTJniADUMC5O9osMZ92YOUXKv979daXeus/F3ozD0bxCxz+Fsp+AwjBZs7KMShYbTbYpe79xuFkOUraL7A3ycNVLlYOHoTAq6QGxY0s/SUL0NE6U78EmCjmTvDJLaeudJfJjJEBfnWwf3FBMIdkK5HuA7Q2t467YlFruo0OwDWq+R2wfrTakWwaL7enS4WLX6K+neZ3GgW0yOcwMAGylrDSlAXkexuaI7S6HvOGwPscPEHvaWBR6D8RVLy56ydy3fPlynHnmmR0+/9e//oXrr7++Q7aneOg8H5hGozmmcBnOfxqNRvNVJdbc15Pmv1dffdX28wsvvBBvvfUWfvrTn3a5TS0TazQalR406Wk0Gs1R4ysw96WkpKC5ubnzihZivgxydpBkr2hhPF71LclgOGsIS7u8P4eZ8SrysSrfKmFjqMwZULZXSdgX70ZZKs/frkp/3jZ72dRgNZjCfaBAZAqj0TKwHNbE7bC46nbw5uEsGBaPHyNZtAIXHcPVQpIxlcGhaKzSNcn6Lo9DH/eIHBs9TqSv6vFqv8JpchwjiePM8LlIuY5C07T0U/s1cLGEJAiso+TyLupjEmkmYftwO/Cq52SwTOwkkfN48+4xFHXOWpJKWU9a8uW+52wkUctlMOh/P0USivoo6XuWnGPDMPl84BI1pAf3hU0avE0JzEDSw+1mjiZX9F9hllli4ywjp6RsU/bhTCMsVTplI2GsYUCU8B90fM7ywJk25vRdZZZPS1KzZmR77LMdVUXlnmK5rz1TPo/Uq6ZA8WRG4TpMvkfmrwcGvaJs+6VvhlneeEDkxcoqMf9ZsnmEWd45UOYszmIBAHnFMpaK3E7yamCt9D1CFjslJ26x7TsADEmVTEd8fRUzgokyT2zbqGb3yF8jE08wS57h1gKaZwrtZV42O7CaJzDVvnTbz6elSuxNzoRiDWl0YW6pWd45kcb4TTEd4BAwbJIwd5Dq1f9g8ByzvG2XyOeDRkr/z83bQHuI2YM19JARkImpuFhkZg4XtEBNgNI1evjcd++99+LnP/+5+b8nRgi173znO11uX68MajQala/Ar2ONRqPpMj147ps5cyYGDx4MwzDw05/+VHkxPITP50NRURGmTp3a5fb1y6BGo1Hoyb+ONRqN5kjRk+e+8ePHY/z48QCAiooKfPe7301o+zFfBl0k/bFknBkQaYJlYQBoaRd5M2Kwd659NhKWf/2WK+Gm/0NhaXdHjSxRezfIUn/OJnsvYcD5IrPEx96a4T7ixeqtqVN3YrnSKRsJH8NJSg5b+uvkjUyyqStAmVUilPEkaJEKgyJVKBk5OJsJtVU/lCT5NLVfhs+hXzymfO5Uvz1HbastT65jgKVhktWNELnn7quijki7yjgAcGWJ7KFI5tQvg6Rlvh9YfgUAgyTcSLL019sg931SrVyTlgJp17A8Ufx48L2WVMOSNR0vwN7LqgyQ8TFlz3DKdpMAepKhdE/BKatDVUQ1k/lXTYlZZrmNvTedMniw3AUAvyWvZc7YwJ6Yt/Z7yyyzlzAQX45Sa/8PoWR/aIsjow/Uc2Q5mGVx9p5miRpQs2hwmRyblSwr7IW6rUEkSAD400b7EEJh8iDO3y/HrzozaFcdADA5a4dZdpJa2XRgRKrItOxNCwB1I8jcKYOydQXts3swLLNuq1flZ2TKnLkxX47J98pKFMMOHkcAqE6V71SWo/fRhYhWyL1WPULqz8qg6wY168iLVRL7bvkXQ+X4A+T47BGfWqHed56g/L+NnqFtoLGYgm7RW+a+u+++O+b2p59+GldffXWX2tQrgxqNxsSFnv3rWKPRaI4EvXHuq6ysxOeff472dvUHxCOPPKJfBjUaTTcw0KPtZjQajeaI0IvmvtraWlx22WV47bXX4HK5YPxHNTucNHSHiPkyyN7AUQp3zJ9z8EkA8LjtX62DFBya9+fPm6FKfweaRepo2CtL7+mfyT4ZO+2l4Q5v+HyRXfb1uOxpFDmjg2cwe6uyBKx4sZIk6aaDx5KVqS2DNFjlXEjyNdir2RLAWulLXQPsaBsr3mmcaD2Yo8raET979HL/YV9mLAp5OIkqkje0EaZ2nbyBneR5AKglV90QRX4mCdXxMcnNVv41SBp2h1mOlbH3BMnbkpwto3RJYkExYpG8X3rWni7lqMci19P1jqbQQRMdLbSXTIhHmt0huS++aMszy+xF6uRNC6geyJshZZY6P9orgZat8iBLfCMKRH7jIMH5NDdxAOlsj7NMzPU2BUWuY09bX4XcX2k71f1/W3y6Wf5m/9VmWZWA7Y/N0vDylmH2lWJwRcEy28+f8Z2q/M/eyNUUBHrgCnmmgmpeAkfYe9vJk9rqCX4IX6bl+7FCnuEQWbawLM/fqewlXZBP87iqinf4Hj7ETgdTg+ag3646AGBt+RCzzP1nn3IPHY7vGyezA0AN3t3cYC8N8/myhzWgjhG31VQTn0lEXPSSue/WW2/F8OHDUV5ejtmzZ+P1118HAOzbtw8PP/wwTj755C63qVcGNRqNQm+TSjQajSYR9Ja5b82aNVi7di1cLhcCgQCKig7+YCkqKsJzzz2H888/HzfeeGOX2tQvgxqNRsHl5Mik0Wg0X2F6y9zndrtNSTgUCiESiZhxB30+H3bu3Blrd1tivgwqeYNp/bQ96uxdlu6XpVyWgFtDsjze2EqemNWyxOuvVLuTsk8kkP6Vsrwf9Uq/ohR81x3p+oVsTxONLcqOuoEs6eP0HDB9VolnoadOJBcnb2JF9mQPYmt9JSgyScYcDDtOmwAXyTGRQpFMoilyHWpHyAm3Z0i7qbvVtkLpdB37kwTrZ43dYezd6udt2faBvTnItiLzNpD80irSAOdrBlRbCYODcVPZnUV5jvOkHMpWpQ0loHMz5ef+QgL5BrLIw5ueByOG4yUPEQc7b6cYsWkVUqktW9V/s9hjnGRilq+7TQ8PvHo02dueZZYVT1+6Xaw5cdkLlvPFbm+We50DRd8warFZHhVwzsXK3rlMucUT9BBj0KL87yQb8zH/56MrzXJSG88z6jNc9Yp4lf7xHLkPc4fLs6p6FlOZZG2rtMo5jxmW1Z2CWSvex1Dl99wy+TwSkGeqcqrMM3y2uxqzbI8BAO+nSuJiznnMkjGfhzW/bmmF7M8exO6A9IUDOoco4HdqoTz/TrIwAGT65V7hc2Fp2MljGQD6Fsv3G/eFZdvkShkxvs+t9ymbVBzoJ8/QcjJPYGl4Sj95iVlcOVrtGHm1nzNO8jR/kDwECaEXzX0ulwtlZWUYN24ciouLccstt+COO+4AADz66KOIOplaxUCvDGo0GpXe8eNYo9FoEssRmPtOPfVULF++3HTySAQzZ87EqaeeilWrVuGWW27BGWecgccee8zc/tRTT3W5Tf0yqNFoFHrLr2ONRqNJJIme+15++WUsX748sY0CuPPOO3HnnXea/3/44Yd4/vnn0d7ejvPOOw9nnHFGl9uM+TLIwaHZA9igz4NhtYkQRdmtqZPl4+huDiYpdfrtp9zEbc5BoyM+B3nUQc2wKtmNhfJB0xA6ToYst7urZBndX0dBmFPUN/qKr8uydp/Vsoyf/PkB6gsFSA6RR6pTzmILiqew195j2RUkmcMim7YOE+9H9oYOZnKAY5afpRi2KEoecqzOLJfr3TiE5Pr0ODyOAbT0l21KYO8DlP+ZgyhzMOl0kRmsLvQuCsCt2H2QtBweIFJdMFfkNXdInQECVSKxuetEyorWicdyUpkcwztGgrmG0mP8+ovweNPzRKfb0lfqZG1T+8XBpd1tIvMYoQTKxHBW/I81ni+fZJZLCneZZc5Daw3Ye4ACP3OuX86/as1nfAirJyYHNeZA1U5ysirRqc/H+5SbnT2I/7h9mlSqlznnpAvW2x4DAJYuHyf/vFlgFu8OXmSWneRva6BphgN7c79Y3rTKwYdgKRkAWrfK3JLRJsfcO03KZ4wXqZGvFUv6ALC5Ws7xlS1y7ttpPuGcxTOz1pplPicAWF8o15FzIzcH6NpTAGn25mVpmD2DrbC0GyD5ORi0/7pnaRZQPbE5SLePlOkBi2UufKngRLM8daZI54AqmfMYnzL4c7PMkj4Ho04roO8EAJ4lWWb5nzhBPk9Xv/u6QyLnvnA4jNtuuw3nnnsu3njjjcQ1jINew337ynU6/vjjcfzxx+Ozzz7DBx98gLa2NiQl2ZuQOJHooBQajaY38x+7Gac/jUaj+UrSydzX1fnvqaeeQklJCaZM6WZaFBvOO+88288jkQjefvttfOMb3+hym/plUKPREMbBVW2nP41Go/lK0snc14X5r6GhAb/4xS/wwAMPHJmeOvRl1KhRePbZZ7Fr1y7b7bHQNoMajcakN6Zk0mg0mu4Sz9xXW1uLMWPGmP/PnTsXc+fO7VDvwQcfxH/9139h6NChHbYdLsuWLcN7770HANi/fz9+/vOfd6hjGAZ27dqF1lb76AOxiPkyuLMuyyyzBUpTE2nRlartQvJ+WWzM3iNvr75WGmXD2TZQgU3PHMpcp34I2QWOUO0I0vLFdqNfstiR1beIrUb7bgrXQWum1hukdSCFAegjxxz0htiQpK4nux6v1HFR+Bu2ATu4UUY5kiF9CaWLLQ/bVfr2yTkZyep14HAwaZ9LaIfGAVlSiceUornAYoIWpW5GKfpD6m4ZpIhfym0FZEuYpA5eOFP6v+cUMU4s+l/JtmCk2YfB4HA5HP4FAKJpck9Gk8je0i22Q4ZH+uhrkhP2tKhhFhQ7wSqxBXLnix2mkS59zNwubbVnqNfUKSOJYW8+iChdxsZCdeE+Y4ucY3uO3Lfu9jifpzjRL4MHGTNA7km2CWOcbNgA1V5MsZsj20C2C7RmM+GwNUqWB28G7GCbwafrxivbOPwH271FK8TGceKJYu91YW6pWeZMKgCwc6LYpO2rlDAzGc9Jvx77lhiws03ayZlbzbLVdvKPjcPRGZwNhEP0sN0ZAPjr5QFrJjtcb4GMI9uwcQgUHmtAvfaltZK1iW0JOYQL728NhfPQpIVm+cbK75jl/DXyrFedKfXZto7tUzkcC6COcU5fOS/uC9tVsl1gB7vXBpnb8t+1t02sHSvXmkP33FhwqVJv9riPbfdnOMxNU6Xcj9GGVKUef8UlUyYXwxNn2qc46Gzuy87ORnl5ecw6FRUVWLBgATZs2BCzXlf5+OOPsWDBAgDAgQMHzDLj8/lQVFSEP/7xj11uX68MajQaIUGxtvbu3Yvrr78e69evh2EYmDZtGh599FFkZsbOAbZ06VL89re/xSeffAKfzwe3243vfe97uO666+DzJW7S12g0GoUEzX133XUXbrjhBuTm5nZeuQtcf/31uP766wEAEyZMwMcfd/6i3RW0zaBGo1Hpps1MMBjE2WefjZSUFJSXl6OsrAx79uzBzJkzO933zDPPxKBBg1BeXo4NGzbg6aefxh133IH/9//+XzdPSqPRaDqhmzaDpaWlWLp0qfnSdqR4++23Y27ft29fzO12xFwZTH4xyyxzZoXUVpLrOrxOUtYSTrYRxxt3zLArLGlSW/VDpAOhibIkXpRNSb0BeCibSi1Jw23bZLnbS1Jp1CcHtIYL8WTIsjb3eM80aXfYTlnGdzep2QBkg/O7OEuakSQps8zsozAzob6qbOBrlJNpHiLbwqmc5USKyvWxXAa+xnwfhCkagpvGLv1z+74DQDDX/oGqnyryT+pOGS/v/jo5dqocMBpQV4kMH2VsobHjsDr8MLuDcnO6QqrMarRJDIXoccPMclu26BRRn73knL1FPd/6oTwWdAzlgNJHF3XFmnSisZiuY5Ls42lP7IpZd38dL1iwAJ9++ikWLVoEt9sNv9+PefPmYdKkSXjttddw/vnnO+6blJSEefPmmamVTjzxRHzjG9/An//8Z/z6179GWlqa476JZkb+RrPcRBfPGi6EccqiwRJueXsf2zqxMpA4wdk9/lgj4Vis4VGcyBtbZZbn9F1lW4clZgA4q2CTbPuWGKove0xCjKS8JCvAK0aILF1/mozjGzhOaZfl2FP6ioTM2V9Y0mSps7lBlTp9SfKENZDZykTKCMLSMI99for64P1y7wyzPCi11iyzVFtZJd8jzwYnm2Vrpo+B6XWyrVDuo/AGGa/s92WeWYIRZtmgDBz/NXmN0i5nQ2HY9GB1SOZYDteztkLN4JG5kecTGcfa8+xDwyz5aKxt3wHglYBc+4tHiJ7MZgj1IblvKoNy37LUDwBNxWL61adQrgOfS3fp7tz37rvvwu1248QT5ZwOvZiVlJQAAF588UUMGzbMbve4yc/Pj7n9vPPOw7p167rUppaJNRqNQndjbS1cuBCjRo1S4mBNmDABGRkZWLhwYcyXwQMHDsDvVyf3/v37IxwOo6mp6ai+DGo0mmOL7s59N910E2666Sbls5/97Ge49957UVpa2r3GiYaGBjz00EN47733sH//fkQi6oLGnj1d/2GpXwY1Go1gqI46h0NZWRkmTZqkfOZyuVBUVISysjKHvQ5ifREEgM8++wwjRoxQXi41Go0moSRg7jtaXHnllSgtLcWMGTOQk5MDN6mMhmHg6aef7nKbMV8G/U3kFUoZQJw8IQFVxlRk4oj9ILM03EFydtnXqyuWii3FsgyfnUzynmHROikzSu1+kobZk9NhtdlIDSv/czYWF2XbaM+XetWTxeOuLS/HLOd8KnXSyivV45C86WmVJXFeLve0yOeuVjlfw5KRw19LHtND5XzDrKY4qNTW66DIxKwyR+w/Z1XJsHgm++vs7yP2BG8uEPklo0Kk4bQN5LmZbJFG6f7gDCSuds7YImPnrhWTAiNNzfzQMknkFKvMLTtJMZRGnts7VZOAIGVNaR7IfYRtmaXhrG2qxNSaL8dhOcPp2TpsYjQXT2iFmpoapKd3lEszMjKwd+/eDp/HYs+ePXjjjTfwv//7v13a70jCUrDVW1TxAHaQk1m6y/XKfchZRuLl5Tp56WZpmD1tAdXbNidD7lGWY5l/1ZRIfb+aCYLP6+qsT8zyK+eJJOjdIOcYypCJomypeAz7x0oWCwCYnLXDLLPXcH27PJ+cXUPJjlGhypMR+nfiBDlHzgTDY++U7QVw9jpW6Gf/8c7mbOX/9bspAwllB2k/V8aCM22wNOyvkvN99XWRIQHglWIZ+6J8kVBZ1mbvZ/8bIkvLt9NBDkySeXLSmO1m+WoaO87CYwRkMmotUCf8UL1cCPbEZi9nvr7cVnumOvdyRhK+bwcnVSNhJHAqfeutt3DrrbcqMnFxcTH++c9/drvtVatWYePGjbbzLADs3r27y23qlUGNRmPiQuyXy3hCKySKaDSKq666CpdddtlhRdTXaDSaeOls7usqM2bMwIwZMzqveBgUFRU5vggCOKzQMtqbWKPRCEYnf3GQm5uLxsaOq2KNjY1dCrfwox/9CIFAAL/97W/j3kej0WgOi87mvh6kIF911VV4/PHHEY3ae7xMnDixy23GvzLI0pui36rVFG8cp8Fz2ZfbstV307Y82djahyTrTJHPPAGRIFrJq8hl0a/bw3Kq/kopR2lVmwMvhzJIXvSpA26w9yedpDtZGmjLExmzaYh83kQByTOGqXJEQalohP4KWd737JNl+2iuyBmRfrLAH9imSs61J8uSfChd+usUBFnBorArQ8l2qofxcCjjzfuz6QHZbbTmyA61lwwwy74m9eDpFTLGKZ+JV6IrRBeV7CrahotHZyhDlTY4gLaTSYRiDhGS8oHRaqDU7K0i1wVzRQ5hKZ09iDN20P2crz6ebCqhBOBO8E+67trNjBs3Dl988YXymWEY2LFjB2bPnh1XG7feeit27NiBhQsXmp7FXybTUjfbfm6VFK0Biw+xvKVz70GWLQHgfQrCzO2yRGcNGGwe7ws18wFLw2NzJOwEt8vyNQfTtkrhXK+K7hX2MP1gw/Fm+ZrTF5vlP6ycLg1tVGNOPlUhgapZLvQ00HxdIKYxGWvl3DN2qKY8FedJv9hLmSV+63gfwurVzfU4APet/d6y3Z95qaFE+X+1v8i23rrPKWh2scwBLNMyLLcDgGurzDu7SaJv2CnfA366VVoLZC4ZM2OL0talJNczfN+x/M3Xpz3Tee7Yvk768ixFRuBA09xWJEO9phxY28l7urv0FpvBBQsWYNOmTbjvvvswdOhQpKaq3ztbt2512NMZLRNrNBqF7nrUzZo1C9dddx3279+PPn0OvnSXlpaivr4el1xyiVnPMAxUVlaadQ5x991345NPPsErr7xiBpq+9957ccEFF3RwTNFoNJpE0d2572ixfv16XHTRRTG3dxX9MqjRaFS6OSFeccUVePLJJ3H77bdj/vz5iEQiuOuuuzB9+nQlrMwDDzyAe+65B8uWLcPUqVMBAPfffz+efPJJPPTQQ3jhhRfMuu+++y5OO+207nVMo9FoYtFLXgaHDx9um47uEOecc06X24z9MqhId7whzhFzkIMbBslhG2hJPG1QnbJ7ZhJ5BzdJvsRWCjAaDZN0FpB+hSOqtNR0QPaneMHwtpGE6iHpjXLqWkNhR6N0TPLi9Xhkn+ZCOa/UHXK+zSQZtwxQx7E6JDJi0/lyjuFckYk9JEVHmkXzLXxNlataczlvMDolltTo5Pmq5G92yBftUsMfdRzM/+CWSw0PlZvIA9cgiTuYpe7f0k82Jg2RECT9loinWdMI2Snic+gIoEaad/H9IR/7glKnfohcX2vg9GCW9CvzcxmM+sHSWKCOJV86nldti59BNRB4jHPpKkb3jagDgQAWLVqEH/3oRxg9erSSjo7Jy8tDZmamaQhdX1+Pu+++GwBw9dVXd6sPiWCAT0w12Nv0/Rg5dJ28TZ0kScaaA3j5PpGW2XuSgy1zEGP2ymRZGABmFYrXL8u+fC4cXNrRaxbOeZavKFhmlpdminfrU0tE/i0eK/vuyFQ9bVEpbbmS5FlxZ9L3QND+K6uhSP3clynjHStX8CE4eHe+Jdo7X3v2pHbKMf3sPtXTl3HymB42UIJ/Dxop9x17MnPw7UEnSbBvQPWybqNx9DfIPFM/Vr5Hfn3Gc2aZzx1Qz4Xh/rLkGyVJv6BYzeG9v0L6xVEx2slEIEfUXzSRWn7a+E+VtjhQ9WlJYhbVZiQomXoC5r6jxapV9gHiD/Hmm292uU29MqjRaAhDCc1zuPTr109Z2bPjmmuuwTXXXGP+n5mZCSMBx9ZoNJquk5i572jyzjvvYNmyZWhtbcUjjzyCxYsXY+LEicjKyupyW9qbWKPRqEQN5z+NRqP5qhJr7utB89+BAwcwdepUzJgxA/PmzcPf//53AMDy5ctRUlKCzZvtHd5iEXNl0Ek6ZLnKKre1Zcv/zYXyeWigLPVnZUuAzSGUBzLdR/ogAC9FNfZ7pFwRFOmNV4i9XqkTCls8EIOUwzg/RPUox+wB2cedInKsJZ6zoiKyZ7GHju/KFo/nwEbKa/ovkheL1Ibrp8j5p2WJzBOgdjnH8gG3SN+hFCkDcXoNM0qAb8s2hxzT3HvF6zbGYZyCVrN3cEs/e2mYcUfUo7DE35Yr21qKMqkOBzi3DwANWDzKqOxtk3LdMJKG6SkK1KiNeZvpnqBNA3bI9Q3myv3Rmif3YIc8mXzfsXztTewk1VuMqI80a5olZ2swKhfZKactoEps7HXLEvCWZnGYcfIGBoD0gMwHHFCaP2dpuDEoAX5ZPgacA2Cz9MhU+8Tb05pveTNFWGYva5ZXS04Ub8/Nr0p+3e1BkRfdhWow62EkIWf6pS32BmbJ90+Bk8xy2CIfz6Y8uE59dJJ5nWRSKyuaR5plvqbMZItnLtfjwOBcZmmYz5c9aN/3O5sqbKOxaKAA0n3yRQ52ujcB1VyA7w/Fg5mCevN127ZRNVfyN1AiBfp6z94ik0xDkdQZd5p4Np+cqXrEjvGLh3u2R/q1N9y5CUa89Ja576abbkJaWhref/99jBkzBtOnTwcA/PSnP8UJJ5yAW2+9FS+//HKX2tQysUajMXH1IrsZjUajSRS9ae5bunQpNm/ebEZbYN+F888/Hz/72c+63KZ+GdRoNCq9zG5Go9FoEkIvmfvcbrf5ImhHdXXXU/Rpm0GNRqPgihqOfxqNRvNVJdbc15Pmv6KiIvz85z9HOBzusO2RRx7B8OHOZgROxFwZZBur1nx5b2wcQsZMfVU7v9RUsX3onyp2Uel+qefmrB1kGBW1GKu1hCUmip8MzPKyxf6ltlFs5VpaxJAhUm+Jp0JNp2SL3UhLvdiNRJKkktcnx/P51Pgo/OMhGpV9lKwnbBvXTmXKVpG5Q+w5AKCpSPrcRknMXcmUcYVDj/CxrSFcnMK+OHBYP4jsTxcGmWsaFgNCthtJIvs6jojP9o5OGUCs7SrdIhu6hsFyi2dulzENpVGWEUs4GG7b10Q2mqOlYxEy9fJSFI+0verDyXZ/nqBcpKjXIcuJkuElxkVRBty5WpcxOjnuMQrba7G91ct1ahBstrFysgc8N2+DWeaQM7FCfLBd17NbJ5vlINmHcTgZtrMDgE2tsr+TnSDbqjmFYLEyhmzdquheZxu41gK5nzi8SFtA5l4AaLSEwzH765P+8nXg820OqvM929o59ZHha2qFbSbZno6PwWPH2VsWVY5S2nKyhYwH7qM19A///1iDhPLh7B4HGuS7ks+JQ8ZYYTtBzso1e9pHZvnFFVPMsq9B/Q5vz6dQaAG5V7O3cBg2uT/m9HUOmaLaeEapLKGWLkE36EVz30MPPYTp06fjiSeewIQJE7Bz507MnDkTGzZsQHV1NZYtW9Z5Ixb0yqBGoyEMuCLOfxqNRvPVJPbc15Pmv0mTJmH16tU4++yzUVZWhvr6enz44Yc48cQTsXr1ahx//PGdN2JB2wxqNBqVXvLrWKPRaBJKL5r7Ro0aZYaUSQQxXwb3nSsyJoc6GUjhYAIeiyxGWh6Hg3EfhpYVddACc5Lt5YT9uyXaubdRDS0T7S9SgdtN4UKqRfoLZ3bU3wE1nAsA+L1WTfYgLRTyJtoiQ5tcK/VZkjQsMWsK35Xx3nEOydeDpV9uB83X+rGj9OgALxFbnwdFvXeQJ9WMGFL2yLADAJIr7UPIRPlOZPnZQdbpOAz2enIwSz73Nsn4hlMoNoLl3vRwCJnhdE1JvvZRpI7ML+T6tGWr911SnZQD+2QnV6Pcw4YnzyyH0mX/qPX2PxrzlAGgB/0C/jJZXz/ALG9qpHAwFM6lJFvNBMFZODYFJcwGy3KnpGyDHSyDWeHwKKvzRNbb1ZhlljnkDEuYgCoFcrgTp5AoTCz5uorsqMrbpS3OksK0DZcJwRtQ59vKrRI+B5zJglRtlkrH5uwzyx/tpdQVFspJrneS3nl8rPKtk6zO0izLxywNc7gfQJWJ+Rrx/hxGaGpfe/OEWCGNpvSTlB7Lg0PNMoffUcIbtav3HWcX4RAy15y+2Cw/te4U2OEfW6/8H6JsYZxRZG0Fr1zF8QUF9XliSpJ22n7eZb5Cc9+ll16Kf/zjH13aR68MajQahd4WhV+j0WgSQU+e+1555RVkZGTg9NNPx89//vOYdVesWNHl9vXLoEajUYkmKNenRqPR9CZ68Nx35ZVXYvDgwVi9ejXmzZuH/v3tV0qBgxlKukrMl8GiARKrhr2BGScpF3CWhqMk6UUNj20dwCKJOsijre2i3bmbpa1IinpR2SO46YB4VSkD4JNjhGhJ3bDodQZ791K/wpT1xHdA9k/ZLXJAMEfW3TtIoCS55H0sx6xMk/6m5JK8SP3ytKuNudjT2OHHjuK167Yvd9jmIOdymRwkEahVD97S195ruKt0GDuHdCh8ezUPEMnC30iZQSzSQF2xeCZGSCbxUcKEjC/sPZOthFJJ9g3ICXvq5QQ8rSJfu6J0wBjPlpIJJqE/Zo1eZTdzJNl+IMcsj8yrNMvf7L/aLFslX5Z6Wcp7uVW8jpe3DLOtEyvzBWe7YDjTCMu/Vm/g6lR7GZNhj1iWUPNTVZmYZWOWhnkfq3fvIWaP+9gsz8xaq2y79pM5Znl/RTY6Y2ez1AlaMpA4yd9O2TVYGrZ66m6ijCu8jT3BWdrd1yAmAX0z1Mwv7GXNfeF22WOax5TrW2EzBPZm3pghcj3L8Es+GmuWrR7A0Qx2C5e56ZlXzpJ9qP6gk8RUgmVwAFhbKVl8+JhJDre61SQhnm0VYXlOJ9vWiJeePfetW7cOgcDB74cxY8bg448/dqw7YcKELrevVwY1Go3Qi6LwazQaTcLo4XNfYaHk9/3973+P9evXY9SoUfD7O/7wOhzHEh1aRqPRqBiG859Go9F8VYk19/Wg+e/kk0/G97//fcdMI6NHj+5ymzFXBtlT2EsuqUpw6BjBfxmWhsMkYbLMbPWUddrWEBS5r6FKls4Vp9dMivQMINRG3r3b5U26tYgkOvIyZtkz3K5K2S1ROb6bPKbD7XKM9P0sVdoPkjXYsRKgmIJT530g7dZMkvPl4MrsAQuoga6j9MNBCQhNA8bevDGUexgeChgelv77yYmM+8LBpDv0pYs/RXh8OiioTqYeVK+5nxwwfbtIYlWTVPmF5WsvS8M75XloTycZnq9bu3odeFs4SyRgdwUFYW+TdmMF0z5qSdQjMexmjiEt4eIhZWb53IxPbOuwTAqosl48sDT8fqOaNcDJW5U9iE/pa++ZbA2izJIoy5jnFImHJ8u2HKg5Fkup/9zHZvIiRYHc63xO+R5VUuS+vNggMhfLm5WZcrzUDOc+sjczy6YMy+Is81qxysaH+FdNiVneXF1gllkaHpRaq+zDfVFkYgdzAZb7R9KQ8rGtcLBz9riuhJxj/hqZv+pGqPsXkCd3w0o5r7YC+a4bNlb6e1bBJrPMXu8AcFPjpWa5emO+bX9TK+QLh80hrG05Uejtun2cI7HmPqDHzH9DhgzBhx9+CLc7cet5emVQo9EIh6Lw9/BfxhqNRpNQOpv7etD8N2zYMERjOLvcfffdXW5TvwxqNBrCOPjr2OlPo9FovpJ0Mvf1oPnvwQcfxA9+8AOsW7cOLS0d4y6/9tprXW4z7kVPa95g+VzVtVjOdZKGIywTKzqzOtjcFu/T0KYG8jyEp4/IDn5LQNPWHSKNtPUhT1I/BbyMM99rNEISMGmqRlj66K+jvifLMCsO0pbE12662dIqRAJx0eeedvEsbhgsx3ZFVVmcX/PZI9bJM1iRhi16pIvOl8tJtDrP7QZzHIJJA+oYOyQbVg7vUO4gmToEwGZYog6RZGuV6/0N0lj6ThnXYLacjDssdRTPXst8wXGrQqmyv7dIZCzPPpGS3OEs6a9l7JRr55CzOSEYPWfS+zKZlSmyabpbzElYGrbKsbMySs3ySw0lZlkJXEwxfmN5Tz6/R3wjOXhxrODSh+BcxIDqecue0by/4s1MMnG2R+YcAKiNyJcPy+LKOdaLrUVqocimSi5my3PHcmxBvnhcg9TFyirpY2RtllkOD1clYx4j9ixm+Zg9nlMD8pxbg06vrC82yyzBcrBmHlP2GHaSqK04eYvnee3HLt52lbzD5BncOEjOI3tiJe+iSMMMS8Msf7OUbfWIn1Uo5hUvYbxZ5uuYukH6ogSznqgen58tprE7YSms9JK574QTTgAAPPPMMwlrs4co4BqNpkdgoEf9AtZoNJqjQi+a+woLCx0DTxuGgZ/97GddblO/DGo0GqJn2cZoNBrN0aH3zH0XXnghvvvd7zpu37p1a5fbjPkyGDHs5dxYeYZ5mxpcmiRjBx3PbXFN5nf0hnaRSZoaZHnekypL36kpIg00Nqn5Fv11csxgPuUKbqUh8NIRFddki2xKHrVOHsi+Vnt5UEl3YxnGqEcO6m21yL7/IX2HSBDpu+iatKqyeNQjEoijdzDLrqyWW6R/D8UbT90tY9SWK/0NkULkmMsYQNRjf+8o6Z/jyEdsvYWcchgr9djrNygn7G9U+5RcQ17DWfaPiJvTacaYPzj/NMeTbutLgcQb5Zr66+XYEb8qf8STIzoh9JIJ8UjDwWzH+O1lOZbuAFVCZm/RkzO32u4TK9C0NYDvITgfMsuILA2X1g6EEyyDsscmexBXKSYsqk0Sb+Pjrw6JJGkE5GHjgNAsq1dF1TFlj9qrhkg6LT6v7eniEVtaKd7XLDUCABxOn+VjlonZ69aai5gldr4m1rzUh2DpnccnXviaON0f1qDiTmzxyf3I3tfNBRQAf4kqCyfXy/VtPEM8rlka5hzcTvmeAfVcqvvKtf9nxQlmOXuLzHmtBfYmYICzecb2oNgRdC/oNHrN3Pfkk0/G3H7//fd3uU29MqjRaAQDQCS+xPEajUbzlaGXzH1NTU145pln8NZbb2HHjh1wuVwoKirCueeeiyuuuALJycmdN2KDfhnUaDQqveTXsUaj0SSUHj73ffjhh5g9ezb27NkDv9+PnJyD6sVnn32G119/HQ8//DBeffVVHH/88V1uW4eW0Wg0hA4to9FojkW6H1pm3bp1uOKKKzBq1CiMGzcOY8eOxT333IPm5uZO9+2MiooKnHfeeZgxYwbWrFmDlpYW7NmzB3v27EFzczM++ugjnH766fj617+OvXvjMyNgYq4MKhlAyDDJT5lJ3NEY75Nk5MRhYrxk4OVkPwgABtsZRsTwzeuTpVyfX/rS3Co2IL7P1KXSYK59CBlPsxzfcJGNZDJdeJ96E/Bvhyi/T4fofCn0iGKzF6UxDVlsEelXSdRPYWO4GmUz8TSLvaR7+x4w2XkSmqF+qNiHhClKRIRCrfAxvJb7NrlaNrb0oRBBDiFreHwNq40g17OPLAM42DhyS042gtZjGGzTSfZ7YQr3k3RAlQaCmZymxf6YBl2rWH1RsrzQtWtPk2N4BmaZZX+N2GeFUyUcEgBEvfb3Tig1sb/pjF4SXuFIs6Z5iFlmGyWrnSDDNlNOYV+4LbaTs9bfThkj2FZtavpnZpltGdm2jrOMAGp2D+csIHJ/sX2W1V6SQ8KckiIZUFb6itEZ1WHplzV7i1M9qw2fHWx3BgD7IHlc950sbU3pt9Msc+YMZlHlKOV/tpXjrCU8jhx+hj+33ivWUESHYNtCJztBp32tx+F6bKvKto+7K7PMcsYO9XmvukTmoO+P/cAssw3spmB/s8z3cI1X7SPX4/t70pjtZrnifbH9ZPt0JSwOgOpU+/OP5/6Il+7OfZdeeikmT56M0tJSJCUlYcuWLTj11FPxwQcf4J133ulW27/4xS9w44034s477+ywzePx4IQTTsCCBQtw//33Y968eZ3aFVrRMrFGoxF6UXgFjUajSRgJmvt+8YtfICnpoEPTiBEjcPXVV+O+++7Dpk2bMGrUqE72dmbFihVYu3Ztp/VuueUWTJo0qcvta5lYo9EQBhCNOv8dJVatWoUhQ4bg8ssvP2rH1Gg0xzKdzH1xzH/l5eUYPHiw8ln//gdXR+vq6rrVO6/XC5+v8wDbfr8/rnod2o+10SmbiNKAWx0glpajcdhixjoGt5VGIQECXpEEOBtJcLvIAeEcVfozUuh/7mOY5LpWTutAkrFF6nR5SQKmjByeJtknqUZCw7RncqoP7pTabtRH7+ZUdkWknptCorhbRSZumyCSFqDK1H1X1JnlujEiQTT3pWOwKm4JtdI0gDKu8Kk4SL5xo+i+NKZKlhIq8q3mUu8Vw0ka5jqk/oaTOYyPJfMNKU5Rh/NlE4bDMTpmWT6SRNehXQ7OfQSAtiyWue2fx25jAEYCPOr27t2L66+/HuvXr4dhGJg2bRoeffRRZGZmxtwvGo3ioYcewp/+9CccOJDABPTdhCVYlgGtsJTGshjvr3wOkdF4XwCYnLXD9hj/qikxy5spEwWHk2FZGABmZsmKAkt3LPlyyBhFknQIqwOoUi9n98jcKF9GSeeIzKqMj1VSdBjjar/UW/7FUOlWvfS9epzzV1n6S3LPLR03zizvnJhtV12RhQFVGuZr55QRxEmytW5jeZXl+qqImDip4X7kGJzdBnAeOz4GZ7HxU+Kb6uPVueTW8W/b7v9ynaw2sYw/Jk36mO8RswEAWN4i5koshfO9ve4EqZNaIZP0rsYspS0OicTXIeBWTQQOmzjmvtraWowZM8b8f+7cuZg7d675v9/v77DPZ599hqysrMNy6mBCoVDnlf5De7t9aLpY6JVBjUaj0s1E7cFgEGeffTZSUlJQXl6OsrIy7NmzBzNnzux037KyMpSWlmLNmjXIzrb/stZoNJojQqy5zzCQnZ2N8vJy849fBO1obm7G888/jzvuuAMpKSkx63bGqFGj4so5/O9//xvDhw/vtJ4V/TKo0WgI42CsLae/OFiwYAE+/fRTPPjgg3C73fD7/Zg3bx7ee++9TiezsWPH4vnnn+90BVGj0WgSSydz32EoJjfddBNKSkpw0003dbt3N998M7773e/i+eefR9RGso5Go3juuedw+eWX4/bbb+9y+zFl4mBYNjtlHbF+zlJvO3kAh6JSjpAHcpjK1iPw4jVLwz6PXJRIRPYP1Ei5pdCydExevCAZ0fDToAalj+4gZ46wSJIsx7eTNFxNnrZ+Oi+SYlx0loYlUbvhoPx526WPvn310t0iyZAQSbK44FJbbX3kF0nWRtnfFZEvXG+bHKOuWL0tWF5VyizhKhlMaOeIelKK1Ou00OTwE8UV38IUXGH7gXQa34Yi9XzTdsvJOHnquhxsIKx95H/dJPfzOLCkH00RmSGUonY4kmQv17vjVw86xwCMeOw7YrBw4UKMGjUKffuKbDhhwgRkZGRg4cKFOP/88x339Xp7jk9buqeN/pMMF5zxoJ+/TtlncFK1Wd7bnmWW2eOR67AXar8keTYBII2Oz21trpOMER/tHWTb98H9qpX/k1wyH5YkiUft5zTHc8aVNprkrF6/u0OyYruuQTw+q+tEEnX1l3voqsEf2p5Hm6HaNbHcx3LqB5ViAhNYK8doy6W5dJCareW0oeJFu+w9kYaTK+UZ2rpdzmvAQDFJsF4HpjEi9wGPw1lpGx33YQq9chweb74+7E3c5hXP3vJ2eZ62NKvX5MLc0k6PsX9Plln20vWJpKgvFnxPlvSRe4W92Pnc+R6y4uR5z8dw54kJmHezfFdZTdD4/uDroD6n3SABcx/zyCOPYP369XjnnXfgdnd/3W3KlCl46KGHcNlll+GHP/whJk6ciPz8g3NRZWUlPv74YzQ0NOD3v/89pkyZ0uX2e87Mq9FoegTdtRksKyvr4M12KEp+WVlZt9rWaDSaI0Ui7KUB4He/+x1eeOEFvPPOO0hNTVzomyuuuALHH3887r//frz77rtm/MKUlBScddZZuPvuuw/LkxjQL4MajUbBAGLE2urMgBoAampqkJ6ebt0VGRkZhxUMVaPRaI48see+eJk/fz7+9Kc/YdGiRcjIOLjK+/TTT6N///644IILut3+CSecgJdffhnRaBQ1NQedanJzc7u9+ugyjB6ef0Wj0Rw1pk+fjsrKSsftBQUFeO+992K24ff7MXv2bDz33HPK59OmTcPevXuxbds2hz1VBg8ejOnTp+PPf/5zXPU1Go3mcOls7gM6n//+8pe/4Nprr8UvfvEL5OZK0PiFCxfioosu6tGhsvTKoEajMensRS8ecnNz0djY2OHzxsZGZYLUaDSankIi5r4bbrgBra2tuOGGGzpsu+iii7rd/pFEvwxqNJqEMm7cOHzxxRfKZ4ZhYMeOHZg9e/aX0ymNRqM5wvSk2KhdRYeW0Wg0CWXWrFn49NNPsX8/BUQuLUV9fT0uueQS8zPDMJQ6Go1Go/ly0C+DGo0moVxxxRUYNWoUbr/9dkSjUYRCIdx1112YPn26ElbmgQceQP/+/fH+++9/ib3VaDQajX4Z1Gg0CSUQCGDRokVobGzE6NGjMXbsWPTp0wcvvfSSUi8vLw+ZmZkdPI/PO+88lJSUYM+ePXj11VdRUlKCn//850fzFDQajeaYQnsTazQajUaj0RzD6JVBjUaj0Wg0mmMY/TKo0Wg0Go1GcwyjXwY1Go1Go9FojmH0y6BGo9FoNBrNMYx+GdRoNBqNRqM5htEvgxqNRqPRaDTHMPplUKPRaDQajeYYRr8MajQajUaj0RzD6JdBjUaj0Wg0mmMY/TKo0Wg0Go1Gcwzz/wFxSK7RGh9b3wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = axes[0].imshow(maps_ncc)\n", "im1 = axes[1].imshow(maps_os)\n", "fig.colorbar(im0, ax=axes[0], label=\"NCC\")\n", "fig.colorbar(im1, ax=axes[1], label=\"Orientation similarity\")\n", "for ax in axes:\n", " ax.axis(\"off\")\n", "fig.subplots_adjust(wspace=0)" ] }, { "cell_type": "markdown", "id": "35b75a76", "metadata": {}, "source": [ "### Compare to dynamical simulations\n", "\n", "We can visually compare the experimental and best matching pattern side by side.\n", "First, we extract the best matching indices into the dictionary from the CrystalMap property `simulation_indices`" ] }, { "cell_type": "code", "execution_count": 45, "id": "5ba2f9f4", "metadata": {}, "outputs": [], "source": [ "best_sim_idx = xmap.simulation_indices[:, 0]" ] }, { "cell_type": "markdown", "id": "3d97da95", "metadata": {}, "source": [ "Then we extract the simulated patterns corresponding to the indices, reshape the array to the same shape as the experimental data, and create an EBSD signal from it" ] }, { "cell_type": "code", "execution_count": 46, "id": "1322f22e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_patterns = dynsim.data[best_sim_idx].reshape(s.data.shape)\n", "s_best = kp.signals.EBSD(best_patterns)\n", "s_best" ] }, { "cell_type": "markdown", "id": "e383e0d6", "metadata": {}, "source": [ "Plot the experimental and simulated patterns (this is not easily done via Binder...) side by side using HyperSpy's `plot_signals()`, navigating in the NCC map" ] }, { "cell_type": "code", "execution_count": 47, "id": "f9c863ef", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_navigator = hs.signals.Signal2D(maps_ncc)\n", "hs.plot.plot_signals([s, s_best], navigator=ncc_navigator)" ] }, { "cell_type": "markdown", "id": "267ef391", "metadata": {}, "source": [ "### Compare to geometrical simulations\n", "\n", "We can can also add bands and zone axes from the best matching orientations as markers to the experimental EBSD data.\n", "The simulations are based on the work by Aimo Winkelmann in the supplementary material to the excellent tutorial paper by Britton et al. (2016).\n", "See also the [geometrical EBSD simulations tutorial](geometrical_ebsd_simulations.ipynb) for more information than is given here.\n", "\n", "First, we set up the relevant reflectors (the zone axes follows from these), namely $(hkl)$ = (111), (200), (220), and (311), using [diffsims'](https://diffsims.readthedocs.io) `ReciprocalLatticeVector`" ] }, { "cell_type": "code", "execution_count": 48, "id": "de798990", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ReciprocalLatticeVector (4,), ni (m-3m)\n", "[[1. 1. 1.]\n", " [2. 0. 0.]\n", " [2. 2. 0.]\n", " [3. 1. 1.]]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ref = ReciprocalLatticeVector(\n", " phase=phase, hkl=[[1, 1, 1], [2, 0, 0], [2, 2, 0], [3, 1, 1]]\n", ")\n", "ref" ] }, { "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": [ "ref2 = ref.symmetrise()" ] }, { "cell_type": "markdown", "id": "82bc1380", "metadata": {}, "source": [ "Create a `KikuchiPatternSimulator` (remember to reshape the best matching rotations array to the experimental data shape!)" ] }, { "cell_type": "code", "execution_count": 50, "id": "c4fbfd41", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "50" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulator = kp.simulations.KikuchiPatternSimulator(ref2)\n", "simulator.reflectors.size" ] }, { "cell_type": "markdown", "id": "99e3bcc7", "metadata": {}, "source": [ "Generate bands and zone axes visible on the detector for the best matching orientations using `on_detector()`" ] }, { "cell_type": "code", "execution_count": 51, "id": "1f5dcbf3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Finding bands that are in some pattern:\n", "[########################################] | 100% Completed | 102.35 ms\n", "Finding zone axes that are in some pattern:\n", "[########################################] | 100% Completed | 101.32 ms\n", "Calculating detector coordinates for bands and zone axes:\n", "[########################################] | 100% Completed | 102.49 ms\n" ] }, { "data": { "text/plain": [ "GeometricalKikuchiPatternSimulation (55, 75):\n", "ReciprocalLatticeVector (44,), ni (m-3m)\n", "[[ 1. 1. 1.]\n", " [-1. 1. 1.]\n", " [-1. -1. 1.]\n", " [ 1. -1. 1.]\n", " [ 1. -1. -1.]\n", " [ 1. 1. -1.]\n", " [-1. -1. -1.]\n", " [ 2. 0. 0.]\n", " [ 0. 2. 0.]\n", " [-2. 0. 0.]\n", " [ 0. -2. 0.]\n", " [ 0. 0. 2.]\n", " [ 2. 2. 0.]\n", " [-2. 2. 0.]\n", " [-2. -2. 0.]\n", " [ 2. -2. 0.]\n", " [ 0. 2. 2.]\n", " [-2. 0. 2.]\n", " [ 0. -2. 2.]\n", " [ 2. 0. 2.]\n", " [ 0. 2. -2.]\n", " [ 0. -2. -2.]\n", " [ 2. 0. -2.]\n", " [ 3. 1. 1.]\n", " [-1. 3. 1.]\n", " [-3. -1. 1.]\n", " [ 1. -3. 1.]\n", " [ 1. 3. 1.]\n", " [-3. 1. 1.]\n", " [-1. -3. 1.]\n", " [ 3. -1. 1.]\n", " [ 3. -1. -1.]\n", " [ 1. 3. -1.]\n", " [-3. 1. -1.]\n", " [-1. -3. -1.]\n", " [-1. 3. -1.]\n", " [-3. -1. -1.]\n", " [ 1. -3. -1.]\n", " [ 3. 1. -1.]\n", " [ 1. -1. 3.]\n", " [ 1. 1. 3.]\n", " [-1. 1. 3.]\n", " [-1. -1. 3.]\n", " [ 1. 1. -3.]]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim = simulator.on_detector(det, xmap.rotations[:, 0].reshape(*xmap.shape))\n", "sim" ] }, { "cell_type": "markdown", "id": "41b4af94", "metadata": {}, "source": [ "Use `as_markers()` to make HyperSpy markers from the geometrical simulations and add them to the experimental patterns with `add_marker()`" ] }, { "cell_type": "code", "execution_count": 52, "id": "d3d953dd", "metadata": {}, "outputs": [], "source": [ "markers = sim.as_markers(zone_axes_labels=True)\n", "# del s.metadata.Markers\n", "s.add_marker(markers, plot_marker=False, permanent=True)" ] }, { "cell_type": "markdown", "id": "61de2dd0", "metadata": {}, "source": [ "Plot the experimental data, navigating in the NCC map" ] }, { "cell_type": "code", "execution_count": 53, "id": "36f730eb", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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jR8LLywvz58/HyZMnAVz72lB+/1CqWv/z5s1DdHQ0Zs+e7bDPnj17FpMnT0ZQUBDeeust7eMQ3JCG9HBpakRERKj+/fur3bt3q1tvvVWFhISogIAANWbMGJPLc3Z2tnrqqadUeHi4atWqlerSpYt66qmn1LBhwxQAZbPZ1KuvvuqQ//7779WNN96o2rVrp8LDw9XLL7/s+JvdbldTp05VwcHBymazqdtuu00dO3bM8fesrCw1ffp0FRERoQIDA1VkZKQaM2aMOnLkiEPmm2++UTabTXl7eysPDw9ls9lMXpurVq1SNptNeXh4KG9vb2Wz2dS+ffvUP//5T0d/+bZr1qxRxcXFaunSpequu+5S4eHhKjg4WIWHh6uHHnpIy5tRKaUOHjyoXnzxRTVgwAAVERGhgoKC1HXXXac6d+6sHnnkEcMxVOT9999XN910k2rfvr0KCQlRd955p9q1a5dB5ujRo+pXv/qVCgwMVG3btlU9e/ZUb7zxhgoLC3Mc3+7du9WCBQuUzWZTAJSPj4+y2WzqwoULavHixY7+ivLV8dRTTymbzabatGljGNNms2mdkzfffFPZbDbl4+Oj/Pz8lM1mU59++ikrm5SUpPz8/ExeijVdf+VMmzZNeXt7GzxXy3nyySdN52nfvn2Ov69YsUL16NFD+fv7q6ioKDVr1iy1efNmBcAQhqKUUp9//rm6+eablb+/vwoODla33nqr+tvf/qYAOI65nOrW/6VLl9TUqVNVeHi4CgoKUh06dFATJkxQp0+fdsiUlpYqm82m/Pz8HOEgNpvN4GEpuB8WpcjPP6FSIiMjERkZKUlfBUGTjz76CGPGjMGmTZswZMiQhp6O0MyQT5SCINSaV199lU0jtmvXLvj4+KBv374NMCuhuSMKThCEWpOeno4//vGPjrI+JSUlWLVqFf7+97/jueeeQ9u2bRt4hkJzxKuhJ9AUWLhwIRYuXIjMzEycPXsWwcHBePvttzFixIiGnpogNApGjx6NrKwsDB8+HPn5+SgoKED37t3x7rvvagWLC0JdIDY4QRAEwS2RT5SCIAiCW9IwnyiZANQnx49HSYVsE5cvXzbJtGrVytDmUgOV2wDKsdlsJhkajMqllKoYvAz8f07CitAUWBUDtcuhOfK4zA4xMTGGNlf8k86Hm3N5TFE5zqbkolk/uCwg3Is/nSM3Nj0fXDDylStXDG0uULdXr16GNpe/kK6Fjh07mmTodeWOi15Xbs60r2ItsnKOHDlS7TheXsZb0mq1mmTo+m3fvr1JRqcoKZe/kcLdhzTVGbcvuma4TCMVc7cC0Mq4onPu6Trk+rjrTMfh5kzXEFdlnWZ04TK85OXlVblv3fnQPLOuYMCAAbhw4YK2fFBQUKP1LG8wG9yUUaMAAG+tX99QUxAEQRAIFy5cwE8//aQt36NHjzqcTe0QJxNBEATBgLu4ZjSYgpM3N0EQhMaJKDgX4+npabAJUHsbcC1LekU4W5WOjYfarzg7B81XyO2Lfke/7rrrTDJ0/wEBASYZelycvU/HNkO3477Z0/no2GF07G26Y+vsj9pvqG0RuJbzsiKcLYTaS3RsMzoy3Jqi55qzD9NrplMzTyfTPndOaYUBun4q247CrenyvKPl6NyHnD2W1t6j4wLmees8eLnjovvnrrMO1O7O3c/U5sbNR+e60mOtT6UjCq4WTB43ztRnZ25AQRAEoX5RSomCqw0ljFeel5M1oQRBEATXIgpOEARBcEtEwdVmp8znSPpNmrMxUXtAZVWdKxIUFGSSoWNTWxpgjsnhaohxdkIK/dbv6+trkqHHQb/zA2YbAvcNn+6Liw3TqWxN98VVC+eg19XZSs10/zTuCgD8/f0Nbc6tOS0tzdA+f/58tfvibDM6x09j5Tj7Gt2Xjg2O2zfN68jZeJyJ++LmyG1H7wVqDwWAdu3aGdrcPU+vIXestE9n3XMyztiauWOnzwUuBpAeOxf7qhO7R9eH7n3oCkTBCYIgCG6JKDhBEATBLXEXBSe5KAVBEAQH5V6Uuv90OHjwIMLCwmC1WtGiRQt07doVqamp1W63aNEieHp6wtfX1/CvW7duWvsVBScIgiAYcKWCy83NRd++fWG1WpGfn4+srCxkZ2eb8slWxi9/+UsUFhYa/iUnJ2tt2yCfKLmgTx0nCmrgDQkJMcnQIG7OMEudLzjHDzofzphMDdec04BOQCkNeM3IyKhWhnOMoU44nHMGPQ4uQXRmZqahzSXc5ZwGdBxY6DnScUTh9kWvWefOnU0y//nPfwxtavzn4M6HjjMIRSfRtY6zFbfu6H3A7Utn3ekkw9YJ8ucSf9NkvVzSc3oNOYcwOg53P9NzprOmdM4Zd+x0O+4aOpPknNsXHZvbV13hyk+UEydORHFxMTZs2AAvLy+0atUKixYtwtixYzF37lzMnTvXZfuiyBucIAiCYMCVb3BbtmyB1WpFXFyco2/06NEAgNWrV9fZMQCi4ARBEASC3W7X/lcdOTk5ptAnDw8P+Pj4sKFelKSkJAQGBjrsb/369dPaDhAFJwiCIFSgpk4maWlpsFqtjn8PPPCAYTy73V5pzUAuvrgiVqsVSil8/vnnKCwsxKeffooDBw4gOjqaNdNQGk2YgM53a/prgSYpBsx2IC7YmX6j52xw9NWbCzzX+dav8wuHzpkrNkj3xdkr6HFwwa00ITMXrE5teZzdg0smTOfN2WbonDi7gjNBylzSW2qj5daLTsFTHXTWL0Un0FqnmKju2BRuberYwnUSKdOxucKc1K7MHRe1m6anp5tk6DXk5qwTxE2PgzsuGrTNPTtoQgGdYqY6CaKdTZzgDDW5D0JDQ5GUlFQn85g0aRImTZrkaCcmJuL555/Hs88+i+nTp+Pdd9+tcnt5gxMEQRAMuNIG5+Hhwf7YvXr1KvviUB0PPfQQAGDPnj3V77vGowuCIAhujSsVXEBAgMkT2263o6ioCB06dKhy2xMnTpi+FpW/6Wt5ClcrIQiCIDQrXKngBg0ahOLiYhw+fNjRt3btWgDAmDFjHH12u90gAwA33ngjVq5caej75JNPAEArjk4UnCAIgmDAlQpu6dKlsFqtGD58OEpLS1FQUICpU6ciICDAEAOXmJiI2NhYLFmyxLD9s88+6/CaTE5Oxpw5c+Dl5YXXXnut2n03iJOJjkGVC66lHjc0IJkbmwvcpVnMuUrC1ACuY+DlZKgThU7GdO7Yg4ODDW2dwHMOOjb3mk8XLWds56o4R0ZGGtqcUwd173U2OzyFq4IeERFhaHMOCnR96Dgc6TgNuCpQVseBQydxgi46n33oOtNZQ5yTCXVw0nGoofcBAJw5c6bKcTl0gtw5GVqhgjt2uha5cXRtV9WNUxe4uuCpv78/9u7di6FDhzqeG5GRkdi6datBLigoCBaLxfDsnT9/PhYuXOhI5FBaWorIyEisW7eu2s+bQCPyohQEQRAaB65OthwfH2/6cUBZtWoVVq1aZeibPHkyJk+e7PR+RcEJgiAIBtylmoAoOEEQBMGAKDgXo/Ptn9pLuEh2+h2ds5dcuXLF0OYSwVLbmU7SWQ66f+47OrXBcQGv9Lh07Jg63/6549KxwXFQ2wNnL6EB2adOnTLJ0OvjbOAutbV26tTJJEP7OLshtfFwyQOcScjMQV2ida4hJ6Njt9S59jrB6Bz03uBspDQgmrOp0HXO2eloUnF6vQBzgmru/tEJvqbjcM8AHVse3Zer1o+rEAUnCIIguCWi4ARBEAS3w9VelA2JKDhBEATBgCg4QRAEwS0RBVcLOIOqTiVhms+MMwJTRxTOuE2DuLmM9jpGX2cCgDmjNJ2zTpVgnSzvHDrOGdVtU9n+dcaiAeJcJe7U1FRDW6fKNndeaV///v1NMqNGjTK0uSoJu3fvNrS/+OILk8zJkydNfRQdJyAapKxT9dvZLPM611AniFtn3esE9HOJG+i9yt3P1PGDBvgD5gBtWjEDMF8PnWoLOs8gZ515qEx9OqKIghMEQRDcElFwgiAIglsiCk4QBEFwO8SLspbonDzOFpKVlWVoc9+/6di0qjNgDhbl5kO/dzubbJnC2V1oMcA2bdpUu51O4LnOt38OZ4LKAb2gdgpnU6HX7NChQyYZGjDO7YvaQvr06WOSiYqKMrS5RL00YJ0GogNm+3B2drZJhsIl3m7btq2hrRP0z6FjS3M2iFvn3tAZh9oXOVsrPa/0/HD70llTXEC/znNB5/7RsbvrBOvT7cQGV3PkDU4QBEEwIApOEARBcEtEwQmCIAhuiSg4QRAEwS0RBVcLOKM0NaByRuD8/PxqZWjgMGdw1pmPqwzFOsGj1CGBZkfn9sUtQOq0oHNc3Jyp8V/HqYEbW6faAidjtVoN7aCgIJMMdczhKoxTmfDw8Gr3xR1r+/btDW0uOJ06P3BV4un1ad26tUmGVhTnAr11qMtgcIqOA4tOIDMnQ+8N7jrrOIfQ5wBXlUDn/qHPKWcrrjsTCM854dQF4kUpCIIguC2i4ARBEAS3RBScIAiC4JaIgqsFnH2CftvmqvIWFxcb2lxANPdtnUK/tet8I9cJKncmSBYwBxdzwb06gbsUHZugbrXu6uajK6NjS6Rz4oKvc3NzDW3uukdHRxvaOgH0nC2E2m+4yuAdO3Y0tC9evGiSoXOmFccBvfWrc+51KtI7Gziss2Z07LE6a5jaJC9dumSSoTZanQTVnP2TXjOdtckdA32+OGuLpnDPhbpCFJwgCILgloiCEwRBENwSUXCCIAiC2yFhAoIgCILbomMTbAo0iILjqh9TxxNOhhqcQ0NDTTLUSM8Z0nUuHjVU6wR06uDswtEJ0NYJMKXOMjqBxK5c7PQ4dKqFc04mFy5cMLS546AOCbRSOGBeU1y2enrOIiMjTTLUoeXIkSMmGTo2DTLn0Dn3nAOUs5UtdK4PxdnKFhTO6YY+F7hgZ3qdaWA+oJe8oF27doZ2RkaGSUY36UFFdCrSc+vXmX25CnmDEwRBENwSUXCCIAiCWyIKThAEQXA7xMmklqSkpJj6aDAtreQLmJMQc4lXnQlC5dAJrNYJWnamArBOgLZOlW1ng7hdlZhXJ9kzhzNJePPy8kwy1H7z4osvmmSGDBliaPft29ckQ6t+04QDgNn2y1X9pgHJOgl2nQ02dtZuSteVM9eL69NJtszZ4GjfqVOnTDLUnsUF2XN2OQo9r4GBgSaZtLQ0Q5vacAG9gGxnbJv1qXREwQmCIAhuiSg4QRAEwS0RBScIgiC4JaLgBEEQBLdEFFwtKCkpMfVRpwHuBFNHAi6IWyc4Usf5whkjvbNOJs4sJh0HDm5cGnTKydCgUx0HAUDv3NPzqpONncsgHxMTY2hzgbI62fJ37NhRZRsABg4caGhzjgWHDh0ytLmqADoZ/nUqVOhcZ3rs3DXkxnamwoDO2DqJCTinMXquT5w4YZKh23HnIysry9DWqSzBrecOHToY2unp6SYZeu2pAx3APwMpzgTduwLxohQEQRDcFlFwgiAIglsiCk4QBEFwS0TB1QJqYwGA/Px8Q7tHjx4mmeuuu87QPnfunEmGVlbWSSbMoRO0TL/R69hCOBmaODgkJER7nhXROVa6f87mohPc62wiWJ3g1cLCQkObS1ZLg6aLiopMMrSCNpfcmAYAcwl2Fy9ebGjbbDaTDA0upusQcC7RNIerbLYc1C6mY+vVuTc4Gxw9jpycHJOMjj2YynD3AV1DdG0A5qBybs40iJu7V+kactYOr5MAoq4QBScIgiC4JaLgBEEQBLdDvCgFQRAEt0UUnCAIguCWiIKrBdzJo4GXnJE+ODjY0D527JhJhlYhCAgIMMk4Ux3b2WBW6jzDBapS4/rOnTtNMvR8cNXM6TmkTjmAOXDWWWcRzjmFHr+OYwOXmf/48eOGNhcAnJmZaWhTxxTAHGDLZYen1cK5at20wgAXnH7+/HlD+/vvvzfJ0IrRnNOLjhMQxZWVJZypBK7jZKLD2bNnTX30/uWqAtCqEdyxUscTLtCa3qtcdQN6rNw1pA5QJ0+eNMlQRzsuGLyhAr3re191Sf255QiCIAhNgnI7nM6/+iIvLw/e3t418owXBScIgiAYcLWCO3jwIMLCwmC1WtGiRQt07doVqampNZrTww8/zIaYVYUoOEEQBMFBTZSbjoLLzc1F3759YbVakZ+fj6ysLGRnZ6NXr17aczp9+jQ+++wzNodoVTSIDa5169amPvq928/PzyRDbTGcveTgwYPVjkODNTmbCrV9cL8c6Ddyzl5y9OhRQ5uzFdHv+Nx8aMJhGhwOmO0K0dHRJhl6zrgFQ8+Zjo2S2z9nm6H2Ri5Yny58zhZCbTycDYOuF05GB50E0XRNU9seAGzbts3Q5uzDdG1yn2Nonysrt+tUsqd9nL1Nx35E+7jrQ/t07nmd+XDJsGmyAM6+RrfTsffp2Nd0El83VRvcxIkTUVxcjA0bNsDLywutWrXCokWLMHbsWMydOxdz586tdoyRI0fipptuwsWLF9kg/cqQNzhBEATBgCvf4LZs2QKr1Yq4uDhH3+jRowEAq1evrnb7Xbt2Yf/+/Vi3bl2Nj0PCBARBEAQDrnyDy8nJMXm/enh4wMfHh/WcpYwdOxb33XcfwsPDa7xveYMTBEEQDNTkDS4tLQ1Wq9Xx74EHHjCMZbfb2U/C3t7ebJhQRVasWIH09HR88MEHTh2HvMEJgiAIBmryBhcaGoqkpKQ6mcfUqVMxefJk1qatQ4MoOM7xgwZHchqfGo85YzJ1Yjh9+rRJhnNaoNDgUe6XBj3pZ86cMclQ5xRns7PrVBumxmxuPikpKYY25/DTpUsXQ5vLns9dHzpHWoEdMDvHJCQkmGTo9dFxDuGqbNN1xp1X6ljgbFV26ljABdm3bdvW0I6KijLJ0GPlHJeuXLliaGdnZ5tkOAcJik6Gf87JRKcihM44OvOh64w7r67Ksk/PGVdZgiZc0FmbOvPTOT86Mq7A1fFtHh4ebLWPq1evVrlO58yZg9LSUrz++utO71ve4ARBEAQDrlRwAQEBpgxTdrsdRUVFrKd3OZs3b0ZJSYnhh2pxcTGUUo4ftOnp6aYfjhURG5wgCIJgwJVelIMGDUJxcTEOHz7s6Fu7di0AYMyYMY4+u91ukDlw4ABKSkpQWFjo+Ne5c2d4eno62lUpN0AUnCAIgkBwpYJbunQprFYrhg8fjtLSUhQUFGDq1KkICAgwxMAlJiYiNjYWS5YscdlxNMgnSp3gYu7E0QS7XKqXfv36Gdrc92+dZLH0ezdnC6FVgmmyVuDaK3RFaCAv4LrPAfQ4uCBheuzct/GKv6IA4L///a9JJiIiwtRH7WCcfaJTp06GNpdImc5Rx/bA2UipnZK7zvS66la+ptA5c3Zmau/kKpXrBBLTX62c/ZEG0HPj6NjpOFuvzjmj18zZqtYUneujY8PWWVOcYwN1a+eSwlN09tXYKnq70t7n7++PvXv3YujQoY77PTIyElu3bjXIBQUFwWKxsEnRH330UXz00UeGT5Rdu3bFoUOHqty32OAEQRAEB3WRRDk+Ph5paWlVyqxatQqrVq1i/7Z8+XIsX768xvsVBScIgiAYcJdyOdoK7tixY/jqq6+QkZGBCxcuwMvLC0FBQQgNDcWgQYNMtdoEQRCEpkmzUXArVqzAX/7yFxw5cgSenp5o06YNfHx8oJRCQUEBcnJyYLFY0K9fP7zwwgu4/fbb62PegiAIQh3h9gpOKYVx48bhwIEDmDZtGgYOHIjOnTubDJ1Xr17F0aNHsXnzZowbNw7Tpk3DzJkzq9ypjmMBF6RMja7UYQEwO1ZwF0rHWEsdRrhgZxoQfcstt5hkvvjiC0O7OqMooBc4q+MwwaFjuKaOBZyzChcESx1PwsLCqp2Ps9WoqRGcc9iglRs4Bx9nst7rrCnO8YOuF1ppAjA7fnBzpteDc2ihWfe5DOy0QgWgV/Fdp1q3M04K3Hnljp+iUyOMzodbU3QtcPumSQhoJXfA7JzCVQ+n11DHMaapVhNoSCpVcAsWLEDbtm1NHnUUb29vxMbGIjY2Fr/73e8wYsQIxMbGIjEx0eWTFQRBEOoet1dwTz31FPvLsCpatmyJTZs2sb9YBEEQhMZPXXhRNhSVfqurqXLbuHHjtQH/rwyCIAiC0DRxZaB3Q1LjMIGrV6/iwoULJnvPnDlzcP/997tsYoIgCELD0NgVly7aCu6nn37CE088ge+++870N6VUjTJAcA4BJ0+eNI1J0XFaCAkJMbS5XGXUkM4Zk2kWDs5pgL6pcnOm23EGcep4opMZgsNVmSB0nCq4cWjWFlohAuCvR3Vw+6Jz0nE04JwjnDkfHPT6cI45NJMJrVjBoeN8oCMTEBBgkuG+tNBgXO5Ljo6jEv0BzK1fHQcf+qzgriG9f3XWC4fOfCjcOaTVHbjzQ+esY9YRJ5Oao63gJkyYgC5dumD69Olo166dYTEopfCb3/ymTiYoCIIg1C/NTsHl5eXho48+qvTvc+bMccmEBEEQhIbFXRScdvbOhIQENpamHGeT1AqCIAiNi2bnZPL222/j9ddfR5s2bdClSxdTsPa8efMwfvx4rbF69uxp6qNVikNDQ00yNLCbsw/Qb9s6VYs5dKps0z7OztCuXTtD+5e//KVJhgaVJycnm2So7UGnSgKHjp1Bx37CbUfluOO49dZbqx3bmerGXJC7zrE688PM2UrYNIibq06tE6zvzEOFs11x+6f3GLWNA+ZgZx3bJmcjpTKcPYsmFGjfvn2143Do3M86dl0qo2MT5OxrNAkBNx+6f50Ae1fQFBSXLtoK7r///S/++te/stkPAHmDEwRBcBeanYKbNGkSfvvb32LEiBFo27atycnknnvuqZMJCoIgCPVLs1Nwnp6emDdvXqV/f/31110yIUEQBKFhcRcFp+1k0qdPH1OcU0X27dvnkgkJgiAIDUuzczK58cYbMXToUNx5552IiooyOZksXboUf/jDH7TGCg8PN/WdPn3a0OYqBegYt3WCYHWcGHSM0s5kTKeB6IC5CkFeXp5JhsveT9Gxg9I5u3KBUgeJrKwskwwN3NUJcOUC8akBvri4uNpxdIKNdbLM66wFbl806L979+4mmZ9//tnQ5hwv6NjO2r+5OdJzzTl7paamGtpcEDnFGUcQALhw4YKhrZMGUOcacjhzP3NOQZmZmYY2fW4B5ooDXNA/dT6jjil1SWNXXLpoK7gpU6YAqLzciziZCIIgNH2awpuZLtqfKHv16gW73V7pv7i4uLqcpyAIglBPNLtPlK+88kqVf1+6dGmtJyMIgiA0PI1dcemireAGDRpU5d+/+uorJCQkaI1FE7oCQFRUlKHNBXHrBDLr2CecSSas811fp9Iz/fYOANdff72hzdkCNmzYYGhz3+zp/uvSFqET+M7Zzo4fP25oc8HGNEkzl7iYwp17Z4LjdRIX66AzDmebodmCOJutq9AJKqfB6YDZLkdtcoD52HTOITcfamvl5qNzDXXueWfun8uXL5tkioqKDG1u/dJ7jHsu0D5JtlxztBXcN998U+Xfly1bhlmzZtV6QoIgCELD0uwU3IABA2CxWEwHLs4lgiAI7kWzU3AxMTHYvHmzoS8vLw9HjhzBqlWr8NRTT7l8coIgCEL90hScR3TRVnALFixARESEqb9Hjx4YPHgwHnroIQwcONClkxMEQRDqn2an4O69995K/+bn54cTJ05o75QLcKXVjjkHBR2nAZ2AW2cuno5TBTcuNTBzgaq0Lz4+3iRDqy384x//cGo+Os4zOpnxdcbmzllKSoqhzVV3p85KXLAxdTbgnA/oedVxVnGVk4lOlQZOhga+O+s8o3MNuUQJOo4n9LyGhYWZZGhiAh2nMW6O1NGCCyqnFQa4RAkUneus83y5ePGiSUZnnTnjGKNzbVxFs1NwnKeUUgpZWVlYv349q5AEQRCEpkezU3CRkZGV/soICwvDBx984NKJCYIgCA1Ds1NwUVFRWLZsmaHP09MTQUFBiIqKqrdifIIgCELd0uwU3PTp09G/f3+X7JTa2wCzDcXZpLfOVO519nu8TvAoVfw6YRWcnYFWAue+x2/atKlaGR0bnA4650xHhqtQQWMuaRVwwJyMmwuaprYQV9ljddA5dpp8GTAHudOgYcBsA9NZ47pzpOtVZw1x9jVayZ6zi+nYqmjgOzdnm81maGdnZ5tkdJI0U7h90ePQuT7O7oue+/qywTVLL8rJkyfX5TwEQRCERoIzlRUaI5X+fH/22Wfx0ksv1Wgwu92O0aNHm9JKCYIgCE0Hd0m2XKmCe+GFF/Dtt99i0KBB2L59O+vOXU5eXh7WrVuHG2+8ER06dMDw4cPrZLKCIAhC3eMuCq7ST5Te3t7YtGkTXnrpJYwcORL5+fkIDw9H+/bt4ePjA6UUCgoKcP78eZw9exYdOnTAiy++iAkTJtTj9AVBEARX09gVly5V2uC8vLwwd+5czJkzB9u2bcPXX3+NjIwMZGZmwtPTE9HR0QgNDUViYiL69eunvVMdY6mO84OrqgDoOH7oZB93NviZbsd5pLZt29bQvu222yqf7P+xZcsWUx+tQsAZ+nWcRXS8Zp11dMjJyTG0v/zyS5MMPX4ueQBXqcCZ+VCcXVP0nHFOJrSqRnJyskmmZcuWhjYXg1rVF5dydO4xnWPlZGjwNbcWqMMGtxZbtGhhaHMV4Ol15o6dnjMO+lzixqFOUXR+gF6yCR0aSsk0hTczXbScTLy9vTF48GAMHjy4rucjCIIgNDDNSsEJgiAIzQdRcIIgCIJbIgquEeCs7UwHne2cqRKsY5vROa7AwEBT34ABAwxtLgj1X//6l6HtbAJiHXQqnOvYJIuLi00yW7durVYmJibG0OZsctR+5WzQtDMB89w2NAkCVzE6ODi4xvt2NmE2Z2vVSQJMt6OB3xz5+fnVzoeDs4NRdK4hPY7z58+bZGgQOVeJWyfpuQ50HJ171VWIghMEQRDcElFwgiAIgtvhTl6UziUi/D+ys7Nx4MAB9lOYIAiC0DRxl0BvbQX397//HZ07d3ak79qxYwciIiLwi1/8Ap06dcKhQ4fqbJKCIAhC/eEuCk77E+XKlSsxe/ZsPPLIIwCAadOmISoqCu+99x527dqFWbNmsYHFHJwxWSdDurPODtXhbBC3M5WvnQ2cpeNwBmeaiZ4Lvj9y5IihffbsWZOMs6WPXOV0o5MIgB7/nj17TDL0enDB4LRyg07hXp3K7TprlVsvdBzuWtDq7lx1DlcVIHZVEgRuTbdp06bafWVmZhrap0+fNsnQ49dxxuDmTBMMcBUQaHV5rnKBM4kkuOvszJpyFY1dcemi/QaXl5eHJ554Ai1atMDBgwdx+PBhzJ8/H/Hx8ZgyZQrrcSQIgiA0PVz9Bnfw4EGEhYXBarWiRYsW6Nq1K1JTU6vd7qOPPkJMTAx8fX3h6+uLFi1aIDw8HF999ZXWfrUVXGlpqeP/77//Pjp06IC7777b0Vefvy4EQRCEusOVCi43Nxd9+/aF1WpFfn4+srKykJ2djV69elW77f/8z/8gNTUVBw8eRGFhIVJTU5GXl4dBgwaZ0g5yaCu4rl27YtKkSXjllVfwzjvv4PHHH3cotX/+85/1GqMhCIIg1A01UW46Cm7ixIkoLi7Ghg0b4OXlhVatWmHRokXIycnB3Llzq9w2OjoazzzzDLp16wbgWgzoE088gatXr5piejm0tdKiRYswbtw4fPjhhxg4cCBmz54NABgzZgzWrFmDBQsW6A6FlJQUUx+1wdEK3xw6SUx1bHncODrf0el2zlYYd6ZSLzcO/ZEREhJikilfKOWcOHHCJEMDZzl7DveDhh6HqwLxOZmKXxQA/hp+++23hjaXqDcuLs7QpkmtddEJkNZBJ/H2999/b2hHRESYZKhtkRtHx+7D2c6oDLc+nDl+rio7DaTmPLapHZkLjqdwa+HUqVOGdt++fU0y9Dl1/Phxk0xGRka1+6fnh7uf6Hl1JpmAs7jSBrdlyxZYrVbDvTZ69GiMHTsWq1evrlLJffTRR6a+crsnt+4p2gquY8eO2L59u6l/9erVWL16te4wgiAIQiPHlQouJyfHVF3Cw8MDPj4+rJNbVaxbtw7Lly9Hnz590KdPn2rlXfaTYNq0aa4aShAEQWhAavKJMi0tDVar1fHvgQceMIxlt9tNb77AtTdULsUex7x58+Dp6YkHH3wQvXr1YktocVT5Bvff//4Xfn5+iImJwcqVK6sc6NNPP8WiRYu0dioIgiA0XmryBhcaGoqkpKQ6nA0wZ84czJkzB9999x2GDBkCm82G5ORkhIeHV7ldlQouMTERkZGR2LdvX7WVusWLUhAEwT1w5SdKDw8P1nZ69epVLV+LivTr1w9ffvklEhISMGbMGOzatatK+SoV3Oeffw4/Pz8AQK9evXDgwIFKZXv37q09SZ1AZg6dwGqdDNw6zinOZJB3VZVrZ51nKJwbbW5urqFNnREAoLCw0NDmFieXRd3ZKuzVoePgw50zej327t1b7djU6QQwH6uzQdQ6zk002JgLJO7Ro0e1+6LB4NQph5sPoLemaaVrui/AHBCtc864h52OowWV4dY9nTNXjaNi2BPAn/vy52E5tGIFJ3PmzBmTDJ0j95zSSYpQF7g6Q0lAQIDJ8cdut6OoqAjR0dFVbnvx4kWT/e6mm26CxWLBsWPHqt13lU+khIQEx820cOHCKgeq7u+CIAhC08CVYQKDBg1CcXExDh8+7Ohbu3YtgGte+OXY7XaDDHAtLOCHH34w9KWmpkIpxZa/omg7mdAUT5TXX39ddyhBEAShEeNKBbd06VJYrVYMHz4cpaWlKCgowNSpUxEQEGAIEUhMTERsbCyWLFli2H748OG4ePEiACArKwv9+/cHAMycObPafWsruIULF+LSpUvs31auXIlvvvlGdyhBEAShEeNKBefv74+9e/eioKAALVu2REBAAAICAnDw4EGDXFBQECwWi+Hz8XPPPYfCwkKEhobC19cXISEhKCoqwrJlyzBp0qRq921Rmh9bg4KCEBISghkzZmDcuHEArgVGPvHEE9i6dWuNXD6phgbMFX99fX1NMnSqOpWEdWxw3Dg6iYN19kW/m3P7on06SZs5GZrE+uuvvzbJbN682dRX3b6o/QLgK2hTG4qzNgN6bDrJfDlbkU5lZWqbolXRAbPNiwtIpteeWwt0jtx5pXZCLuEvtfE4G1TOQcfibF50vZ47d84k8+OPPxranH2Njs1dn8jISEObswfTZwVno6R2Oi4YnNp6uGtIkz9ztmgdGyU9juTkZJMMvce4Z8fJkydNfbWlXbt2jme8Dlu2bKlzL0pn0X6DmzZtGr7++mts27YNiYmJmDdvHmJjY3Hs2DFs3rwZd955Z13OUxAEQagnXJ1suaHQzmQydepU+Pn54YknnsCwYcOwdetW9OnTBzt27ICvr6/JA0kQBEFoejQFxaWL9htcQkICZs6ciQEDBiA4OBhbtmxBjx49MHr0aKSnpztyUwqCIAhNm2b3BnfkyBGcPHkSzz//PGbPng1vb2/cdddd2LlzJ+6//36kpKTglVdeqcu5CoIgCPVAY1dcumgrOJvNhq+//hpdu3Y19A8cOBC7du1CbGys9k65+AVqcOYMqjpBqFTG2QzcdP868+H2pbN/6lTBBeXSgrJcklKaxXznzp0mGWeqDXMOAlwfDSLnHGG4nHQU7vgpOhntKTrOO/v27TPJ0GB46uQBmCswcNDj4pwPqNMADZgG9ILcdZxeuPNMHSSo4xJgdirhnEyoIw53fnSciWi1bi4w+OjRo1WOC5ifFVzViKysLEObOr5x86FrHjCvRW696MRw0fgvzimprmh2Cm7GjBkm5VaOj49PjcrlCIIgCI0XnWxKTQHt15vqguq2bNlS68kIgiAIDU+zs8EB1z5XbNq0CSkpKaaCgTrVVQVBEITGTVNQXLpoK7ikpCTcddddsNvtyM7OdlSLzszMREFBAWsrqAzOfkPtAZzNi26nY4PjLhS1O+nYyTgZZypWc8dFAzq54E0a9V+euqYi1F5C7XaA2Yagc350bDyA2a7BVU2mgcs6CbN1qlE7G1ROrytNNA2YbZucTYXaa7jrTK8Pl4T3woULhjaXFJjunzt2ej9x9jYatAyY1xVN/gzo2ZicsX1zx0HvBW5N0fnozJmz2VK7GGfn7t69e7Xj0O04exu1RQcHB5tkaEJmLhi8rmh2Cm7mzJl48803MXz4cPTu3dtRWUAphddff53N4C0IgiA0PdxFwWn/zMrIyMDw4cNN/RaLBU8//TTrsScIgiA0PdzFBqet4Ojng4qfAYqKirRq8wiCIAiNn2an4AICAvDOO++grKwMCQkJ+NWvfoVPPvkEn3zyCYYOHYqOHTvW5TwFQRCEesJdFJy2DW7y5MlYtmwZ7rjjDjz33HMYMGAARo0aBeCa8quJFyUX9EmN8pxNjzok6JQ75wzXOhnTdZwWdGRocCZnAE9JSTG0aYAnwGc/p9Dj0KmEzTmLUHQXMR1Lx7jOXWfqdKMT+O1sRQgdfv755xrPh2bBB8xOOD179jTJ0ArRp06dMsmkp6cb2lzlDRpEToOYAd4JiQZocw4kFJ37QCfIXsdZJi0trdpxdJyAOGcVui+dZAY2m80kQ58vJ06cMMnQKgTcM6hly5aGNhd4Xhc0BcWli7aCGzFiBEaMGOFo//DDD9i9ezeKi4tx8803s5kBBEEQhKZHs1NwlJYtW+Kuu+5y5VwEQRCERkCzV3CCIAiCeyIKrhZwgbs0YJI7wTRQlrO70O/vXCAmHVsnSTI3H53K4DRImLOvURscV7WYwtkr6LHSJMGA2ebFnR+dIF0duwt3Puh2nJ2Dzok7H9ROp5Ng19lk2DT4mcvJGh8fb2hz9kdqK9OpAM99+qcOXVyIDk1AzF0vHVs4t52r7LY6CRd0ciJSGXrPAeaAee4ZRI+Lk6E2dO7+adOmjaHdpUsXkwy9Ztxx0vPBJb6uK0TBCYIgCG6Juyg47TCBCRMm1OE0BEEQhMZATUIEGrsi1H6DW7t2LTw8PDB27FjcfvvtdTknQRAEoQFp7IpLF+03uOjoaIwcORLLli1Dt27dMGvWLNaeJAiCIDRtmt0b3LJly5CQkIAhQ4YgPz8fGzZswDPPPIPMzEyMHj0aY8aMqVU2E2rQ5YJXqSGWOhpwMhxURicYnJOhBnmaCR4ADh06ZGgfOXKkxvPj0KmkwDko0EBVzrCvE4DL4Yzjic4NwjlDUOM+d85okD1XEVmnSjzdV+fOnU0y1KnE2Qrj9Bxy49CAX+4661Ru5wLWaUA4d33onGjQMmB22NC5x7jzoXMvUEclWrECALKzsw3toKAgkwydM3dvUBmuIgPdjqtiT53huOeCM0kZXEVjV1y6aL/BJSQkOP7v5+eHhx9+GKtWrcKQIUPw7LPPIiIiArfffjuWL1/OLjBBEAShaeAub3DaCm7GjBkArrlsr1mzBvfeey86duyIBQsWoH///li2bBlee+01nD59Gv369cPq1avrbNKCIAhC3eEuCk77nXfdunW4dOkS/vGPf+DKlSuIj4/H/PnzMWbMGEfxU+BaPNDs2bPRr18/jBkzpk4mLQiCINQNTUFx6aKt4NLT0/H1119jypQpGDt2rCkpbEW2bdvG2qMEQRCExk+zU3A9evTAjz/+qCWbnJyM559/vtK/O+vYQI21OlkodLJpcDIUmp0dMGd150rKp6amVjs2NSZzi0tnznQ7LlM/HUcng4KODIfOcTibvYI6KHDOGHS9cOPq2IujoqIMba4iRPv27Q1tzjFGp9qDjqOOjhODzppyJtsItx13b9D1yTnv6NC6dWtDm8t8Q/fFOWNQhzRuHO6aVQetvgCYM6lwMjrrl85R555zFc1Owf3nP//RHvSZZ55xajKCIAhCw9PsFBz3K1EQBEFwP5qdghMEQRCaB6LgaoFOBW2dqsk63+O5yr3UNsUFa9Lv6GfPnjXJ0O24b//0W7uOvU8HLls9tSFw5+eWW24xtLlPz9QupRvorVNdQScA2VW2Kgp309KAX+5LBc0Gz9lUzpw5U60MTYTAXR+d46JrimavB8yVJDgbD3eP0Yz1OpWvdSrHc/ZPGuzMVb+g65y7x+j9fO7cuWrH0ak+waHjK0CvPWeHp9eMO890fdRXoHez9KIUBEEQmgei4ARBEAS3RBScIAiC4JaIghMEQRDcElFwtUAnAJiDGrc5JwaaNZwa/wHg9OnThvb58+dNMkVFRdXORydjvE5gNTVuh4WFmWRoBnvOIE+zx9BzAQAtW7Y0tO+8806TDHU8SUtLM8lw11CnSoMO1JjOGdfpvrhKAbQvNDTUJEMdWjjnEGrs546LntfCwkKTzOHDhw1tGkDO7V/HIYur4kErDNAqEgB/Xqkzho6jELem6frgKn8EBgYa2tyapvc8t6ZpoDl1lAGA48ePG9pcJibu2lN0nMTo/RwcHGySOXHihKHNXQvqeKLjeOcqRMEJgiAIbod4UQqCIAhui066vKaAKDhBEATBgLzB1YJLly5VK8MlcKW2Mi6gkwZkc7YQZ36d6CSr1ZHhqkFTewBXbZjaeDg7A7U36iQy5ux9NpvN0P78889NMseOHTP1UdsDdz50Kj3TCtE0IBgw23S4NUVtZ1zlaXrOOnToYJKhx8HZQnSS59I+LgCYBprTa8HJcLYrGtC/fv16k4yvr6+pj6JjL+fGoUkHuLVI+7h7lfZxz4XLly8b2jRBM2C+f06ePGmSodvp2Nh17jEueQC1B+vMh7Mz1xWi4ARBEAS3RBScIAiC4HaIk4kgCILgtoiCEwRBENwSUXC1YO3ataY+aqTnDM7OVPB21t1VZ186GdM7depkaCckJJhk2rVrV+2+qVPJzz//bJKhRmjOSE6DWTmDPHUiuPXWW00yXHUF7ppRdM4rXQs6VSO4c0/PK1e9mxr7OYcWnQrn9Jxxmempgw23L3oNaYAyYHZaoNXEOXr37m3qoxXpASArK8vQ5hxI6LrSqaKhE/TPBYNThx4u6z69x7g1TefMVbtPTk42tDmHMB3HHAoXHE4TSURERJhk6HXmjr2ucLWCO3jwIO69915cuHABSilERkZi27ZtCA8Pr3K7N954AwsXLsT58+fh4eEBi8WCxMRErF692uQ4xFF/NdAFQRCEJkG5HU7nX3Xk5uaib9++sFqtyM/PR1ZWFrKzs9GrV69qt502bRpsNhvy8vJQVFSEN998Exs3bsQNN9ygdRyi4ARBEAQDrlRwEydORHFxMTZs2AAvLy+0atUKixYtQk5ODubOnVvt9jt27HCEnTz++OPo3LkzkpOTTTU7OUTBCYIgCA5qotx0FNyWLVtgtVoRFxfn6Bs9ejQAYPXq1VVue+XKFZNZpTyHKc29y9EgNjjOFkK/kXPf7OnJ5L5t0z6d5Kg6CW11AlVp5WcA6Natm6HNfTemx8XZeGhQO7ewOFsVhQY76xwXF2wcHx9v6qO2oKNHj5pkaJJZbv/UPsGtBSrD2W8oXMJhar/hgnJ17IZUxtmq9VSGq9xO7VtcAmI6Dj1OgE8oQAPfORsgXWfcsercq9SmxAVxU5vX9ddfX+18OOh8uPuQ2iS5xADUZqSTaJqz96WkpBjanB2Vjt1Yky2npaUZrsH999+PdevWOdo5OTmm4/Pw8ICPjw9ry69IZckZvL29DQqzMsSLUhAEQTBQEwUXGhqKpKSkSv9ut9vZH47e3t5ajmkV2b9/P86ePYvp06dryYuCEwRBEAw0xjCB0tJS3H333YiJicFrr72mtY0oOEEQBMGAKxWch4cHW1/z6tWrWp+Xy7nhhhvg5eWFgwcPam8jCk4QBEEw4EoFFxAQYEqIbbfbUVRUhOjoaK0x+vTpg/Pnz+PkyZOmRN5V0WgUnM4J1TFc64xDDfCcEwOtiMwZgUNCQgxtLqs7/YXC/ZKh++eyhlOXWC64lhqhdQJedc4XF9zKnQ9aoZpzuqHf6n/44QeTDK0awVUKoMfGzYc6DXDBztSIzQXHO1OZvD7raelUPOeOgZsjXfeDBw82ydCkA1zF99OnTxvanIMEdU7hgn7p9eEebvTYuDVN98/Np2vXroY2l+GfrjPOCYI+l+i54MbRqUrAJQ+oC1ydi3LQoEFYs2YNDh8+jJ49ewL4/2QfY8aMccjZ7XYkJSU5ZMr55S9/iRMnTiAlJcXhHDRw4EA89thjGDt2bJX7ljABQRAEwYArwwSWLl0Kq9WK4cOHo7S0FAUFBZg6dSoCAgIMcXCJiYmIjY3FkiVLHH133nkndu/ejSFDhmD27NmYNGkSJk2ahP379+PixYvV7rvRvMEJgiAIjQNXvsH5+/tj7969GDp0qOMNLDIyElu3bjXIBQUFwWKxOOLcUlNTsX37dgDABx984NS+RcEJgiAIBlztRRkfH89+yq7IqlWrsGrVKkc7PDy81vNoEAXH2QN0ArKdGZvbF/3WT7+9A9d+YVSEs0PRwFRqSAXM3/q5eBAqw9mcdKof02/0OolhufNOzxln4+GSw1KbBWeDoxXEOXvjPffcY2hz9jV6bFyF888++8zQpsmXAbONVMfe5kwibq5Px+7C4cy9wgXCc330+nA2SWqn46qg0/WxZ88ekwy9x3QqaOtUGOdsVfRY6b65cWgGDcAcoM2Nk5OTY2hz15neU9x1p9vVlw0OaJxhAs4gb3CCIAiCAVFwgiAIglsiCk4QBEFwO1wdJtCQiIITBEEQDIiCqwXOGumpEbpNmzYmGepAwgWPUmcDrrKyTsZ0aijmgrjpcegEaHPj0Iz+nHMGdU7hMqbrBMXSPm7O1NEAAH788UdDe+PGjSYZej369etnkqHXlXM+0DHA0+N31omBwjmiuKoCvE71cJ190zXFZeqniQoAvXNEnVy4c1/u6l3VvnQqMOhU2qB93P1DkxBwa5rGVXFVACi7d+829dGED5xzE52zjvMMN+e6QhScIAiC4JaIghMEQRDcElFwgiAIglsiCq4W6Hyzp9/MAfN3fC7RKa2AzJVj0AkGpxeYs3nR4+C+tdMq0lxAsk5gKLV50W0Ac/Azl5hWJ9myTqJero9WaObOWWpqqqHNBcpywfAUeu51qrvr2Hh0cNXNr3PuObsLPfeczYnaY4ODg00yziYu1gmGp9eHu86nTp0ytHWqy3P7zsvLM7RjYmJMMnRNcfY1muSbO3YaMK4TfM2tTWdsq/WVwFu8KAVBEAS3RRScIAiC4JbURME5U06qvhAFJwiCIBioyefQ+syRWVNEwQmCIAgG5BNlLRg6dKipjwb3cg4kOoGOVMZVr886v2i4gHHKmTNnTH00CLdjx44mGWpwzszMNMlwFcWrG0cnsJdzYuCM9NnZ2VXuCzBfj/J6TxWhVaQ7d+5sktEJrKY3aV1WsXBV9WW6HTcOrSRx4cIFkwx1yOKus46TC4czDz8uKQOt7q5T/YKrgBAdHW1oc8dK7zHq4AKYq8RTBzFALxicXjPq+AaYn1PcOXXV2qwp4mQiCIIguC2i4ARBEAS3RBScIAiC4JaIgqsFXAJkLiCb4mwi3OrG0RlXx+bDQW0GNCgVMCcF5gJwuSrfFGp74Kp+OxNgShP3AmZbBGAOlKU2DW7/3Hz27dtnaHM2DFrlmxuHBp5zMjrXnp5Xbi1Qu4tOcm6dRNdckuSsrCxDWzeI21XoJAKgcLZEOm/u3qB2KM4eS58dXDKF06dPG9o69nIuWTldC9yaojZrZ9edTkLmukIUnCAIguCWiIITBEEQ3A7xohQEQRDcFlFwgiAIglsiCq4WcAZnapSvz4ztzlZWpjJcQDQXhEuhAdqcc8iJEycM7U6dOlU7Hw7q9MIFk+pUKs/IyHBq/zrXmVYh2LVrl0nmpptuMrS5JAD0WKnTCWB2xtDJaM8FEusEdlMZznmHVonQqe7OOWg56xRF4dY9dSrRcVziHFFoMPq///1vk0x8fLyhzTnPUKcSLpkCTRzBzZmuO+7e8Pf3N7S5+5uuM2cc3xqaxjYfZ5E3OEEQBMGAKLgmgtVqRUREBIBrv74uXryIlJQUANd+5Xbr1g2FhYWON4Bjx4412FwFQRAaA6LgmgjR0dFISkqC3W6Ht7c3br31VgBASkoKunbtirKyMofCu+GGG9CpUyecPHmyIacsCILQYIgXZR2gc0J1kudWlGnZsiVat26Nli1bIjc3F8XFxcjMzERERARSUlIQHh6OPXv2OLY5d+4cunTpgpSUFMc3+m7duiE0NBS+vr7YvHkzgGuB6p06dYKfnx+2b9+OwsJChIaGIjIyEgEBAfjmm28QERGBNm3aoLCwEFu2bEFhYSFuv/122Gw25OXl4auvvnLYDqgNhVOw1O7iqkBezg5EzzNni+AqitOqyTr2T27s9PT0KrcBzPY1LgCYbsfZpei552xp1L6nY2/j5kyPlQvep3OkldwBsw3Q2YTiOoHmzsro2ADpGqb2LcB8bFwCZGpz45KO03XOrTud46LB31yQPb2u3D1G15SrbKauwl0UXOM6qy7GbrfDarUashZcvXoVLVq0gL+/P7y8vAzZwAsKCuDv7294gCQnJyM5OdkwbmpqKn788UdDX1paGnbu3AkA6Nq1K/bu3YvPPvsM2dnZGDJkCOLi4rB582asW7cOHh4eSEhIqItDFgRBqDXlb3E6/xozbq3gioqKsG3bNpw7d87R5+/vj0uXLjneNir+kistLYXFYtFKG1YVZ86ccXhk/fzzz2jfvj3Onz+PsrIyKKVw6tQpkweZIAhCY0EUXBOkdevWCAgIQFJSEjw9PWG32w0XqPyzkk7duaqomD+w3M274ie94uJirdpXgiAIDYG7KLhGY4Orazw8PNCjRw/s378feXl5bCLVcsVWk3LtHBXfCssXQMXv8EqpRvfNXRAEoZzGrrh0aRAFp2O41jGcV+dkAvy/soqLi8PRo0dx8eJF2O12FBYWwsPDAxaLxSFT7jxAq/SWj1lR8ZUrqOLiYsdbWrnTSF5enuONrbxygq+vL8rKyuDn5+f4BFpuG6SGc1oZGwCCgoIMba6SsE7We3rOdAKbuevFBaPTHw0615lz2OCCmynUEaXiZ+jKxuH2peMwouN0Q2W4Y0hLSzO0aUUEwByQzM2PXkOdY+Dm7Gz1bp0kCNVtw23HBeLTCgO0kgLAV62g0ON3tjIJvccCAwNNMvTe5CpC6CQYoPuvL6XTFN7MdGkWrxHR0dFIS0tzlHgJDw/H5cuXUVJSYngo+/n5IS8vz5TRoPzGq7i46YNIEATBXXCXT5Rur+BCQ0Ph7e0Ni8WCwMBABAYGOn7xnT17Fh06dHDIduzYkXXRz8nJQWlpqcMxpEWLFqx7sCAIgjvgLgrOrW1wLVu2RGxsLDw9PQ1xUuVxM0lJSejZsye6dOkCb29v5OTksAru6tWrOHToELp3747IyEjk5eXh5MmTaNu2LW699VYcPXoUpaWl6N69OwBg4MCBjqKdv/jFLwAAQ4YMwZ49exAaGoouXboAAAYPHozvv/+eje0RBEFoKBq74tKl0djgdOwK5TJV2Rwqjl1SUoJt27aZZMqzmgDATz/9ZLAFlI9Nv4lfuHDBlFj1448/NrRpvBxgTkqcmZmJAwcOGPqoUuVCCDw9PQ2fTrmqxfQccp6aOgHi9BMtbQN88KqObUbHFkLnqJPomrMJnj171tA+fvy4SYYmreacj+h64+ZMbUVcxXP61q+TJJmzA1EZzn6jY9PWsd1xOGNz4/ZP+2iiAMBsj+aCwSuzu9dUhqJTuZ1LvE2TMnBJEei9yXlu03uMW5t1hSi4BsLT0xN33HFHQ0+jQVi4cCGrbARBEFyJKDhBEATB7WgKtjVdmpyCKysrw/bt2yv9u45LtzP14DjoZ0Idd2DuDezIkSOGNpd/kH6iFARBqCtEwTUgnNIqx1UKTucC07F17FKcDI3/4RRZbYPPBUEQdBEFVwt0ArQ5dAKQnbkwOvPhxqVGcc7gTIM+aWVuAGjXrp2hXTE5dGX75xQldbTgjosasznjNlWm3JspF4x+3XXXmfoo9Di4/dM+TrnTHwW0ugBwrRJERbhzRqtIR0dHm2Socwg3H+oJ27FjR5OMTiB+XVayp+gEF3M/EHWSBegkaqAOG5yTCQ2YdzYzvzNOJjpw55k6D3E/WKmTCVcBoSHT+YmCEwRBENwSUXCCIAiCW+IuCs7tM5kIgiAI+tQki0l9KcJly5bB29vbkSRDlwZ5g+O+ozuTXJk7uXRs7lu7M04mOvYsLnCW2jAyMzNNMhEREdXOh9oVuIBtaofi7FLUPsDZDal9iwa4V7YdnaOO/UYn2JhLLE0DqSumXCuHs+lQqP3z2LFjJhl6HFwi5aioKEObsy3SY+XWlE4gPF0fnI2nPm15HFU5gpWjc8+XJysvhwbvA3oB0M7Y3HS24WToM4hbh3TOnAxdL9xzs65wtVPbwYMHce+99+LChQtQSiEyMhLbtm0zXV9KaWkphg4dih07djh1/PIGJwiCIBhw5Rtcbm4u+vbtC6vVivz8fGRlZSE7Oxu9evWqdtsNGzYgKSkJx48fdyrzjig4QRAEwYArFdzEiRNRXFyMDRs2wMvLC61atcKiRYuQk5ODuXPnVrntfffdh9TU1Grf9CpDFJwgCIJgwJUKbsuWLbBarYiLi3P0jR49GgCwevXqKrfVMTNUhSg4QRAEwUBNFFxaWhqsVqvj3wMPPGAYKycnx1SU1sPDAz4+PqxN1ZVYVAP4g/r7+yM0NLS+dysIguA2pKWl1UmprQEDBrCOZZURFBSEr776qtK/WywWhIeH4/Tp04Z+f39/FBYWaqcg9PLyQmRkJFsVpNJttCVdiNQ/EwRBaJxUpayaGvKJUhAEQagzPDw82NCaq1evsjURXbrvOh1dEARBaNYEBATg8uXLhj673Y6ioiI2ftWViIITBEEQ6oxBgwahuLgYhw8fdvStXbsWADBmzBhHn91uN8i4AlFwglALSkpK8Ic//KHe9peXl4f58+dL+SShybB06VJYrVYMHz4cpaWlKCgowNSpUxEQEGCIg0tMTERsbCyWLFnisn2LghOaFf/+97/Rtm1bfP/997Ue6+rVqxg6dGi9ljVp1aoVMjIyMG7cuHrbpyDUBn9/f+zduxcFBQVo2bIlAgICEBAQgIMHDxrkgoKCYLFYEBgYaOr39fVFWVkZUlJS4Ovri9tvv11r3w0SJiAIDcXhw4fx8MMP48MPP0SPHj1qNdbcuXOxa9cubNu2zUWz00MphZ49e2LmzJl45JFH6nXfgtCUEAUnCE5QUlKCoKAgrFu3DoMGDar3/b/zzjtYtGgRkpKS6n3fgtBUkE+UQr3x4IMPolWrVvD29saDDz4IABg2bBh8fX1x/fXXY8+ePZVu+8knn+D2229H79690bt3b9x999346aefHH9/9dVXERwcDIvFgpiYGFy5cgXz5s1DYGAgwsPD8de//hXbtm1DfHw8LBYL3n//fce2aWlpGDlyJOLi4tC7d2/cdtttWLZsWZXHsn37duTl5aF///6OvrfffhtdunSBxWLBqVOnAACfffYZrr/+elgsFkd80ZYtWxzzePvtt/Hoo4+iR48e6N69O3bs2IErV65g3Lhx6N69O37xi1/gxx9/NO1/4MCBOHLkCI4ePVrdaReE5osShHrkvffeUwDUxo0blVJK7dmzRw0YMEDZ7fYqt0tMTFSLFy92tD/++GMVEhKicnNzHX1HjhxRVqtVTZ8+XSmlVFZWlurZs6c6f/68YSwA6r333nO0Bw4cqH7729862kuWLFERERFVzmfWrFmqU6dOpv6dO3cqAOrkyZOOvpMnTyoAaufOnaZ5xMXFqdOnTyullPrDH/6g2rVrp+bOnauys7OVUko9+OCDql+/fqb9lJaWKk9PT7VkyZIq5ykIzRl5gxPqlQkTJuCOO+7AE088gfT0dEycOBF/+9vfqq0N9uabb+I3v/mNoz1ixAjY7XZs2rTJ0de9e3fMmTMHb7zxBnbt2oWnnnoKM2bMQFBQUJVjf//994iMjHS0H3nkETz66KNVbpORkYH27dtXKaPDHXfc4ciUPmLECFy6dAlt2rRBQEAAAGDkyJH47rvvTLX9PD090aZNG2RkZNR6DoLgroiCE+qdpUuX4vLly4iPj8eoUaPQrVu3arfx8fHB5MmTER8fj169eiE+Ph5ZWVlISUkxyM2ePRsxMTEYNmwYMjIyMGHChGrHvu222/DCCy9g6tSpOHDgAKxWK/70pz9VuU1mZmatM50DMFQobtu2ramvvCArlxvQx8enRjkDBaG5IQpOqHeioqIwbdo0XLx40WDDqoz8/HwMHDgQR48exfbt23Ho0CEcPHgQHTp0MFUfb9GiBV577TVcvHgRt912m9Z81q9fj1mzZmH9+vW44YYbEBsbi+3bt1e5jaenp0uqZles7Fz+Fsv1cRWylVJs5XBBEK4hCk6od0pKSvDll1+iR48eePLJJ6vNJr57926cOHECU6ZMcbzRVMXatWuRkJCABQsWmN7wOPz8/PDiiy/izJkz+Ne//gUPDw/cf//9uHTpUqXbBAUFoaCgwNRfXnW4ovLLy8urdg7OUFBQUO3nV0FozoiCE+qd+fPnY/To0fjwww9x5MgRvPLKK1XKl9ufKtrp7HY7MjMzTbI7d+5EZmYmduzYgcDAQDzxxBPVzqe8+KKnpyfuuecevP/++8jPz3d4QnKEhobi/Pnzpv5yhZOVleXoqwtPx5KSEuTk5EjZKUGoAlFwQr2SlJSEL7/8EtOmTUN8fDyefvppvPTSS0hOTq50m5tvvhkBAQFYsmQJCgsLAQCLFi0yvUEVFRVh5syZePvtt+Hn54clS5Zg27ZtWLFiRZVzWrNmDTZu3Oho7969G0FBQYiJial0m8TERJw9e9ZU+ikqKgqhoaFYv349gGufVz/88MMq9+8M5UqzIWLwBKHJ0MBenEIzYvbs2cpms6mOHTuqNWvWqPT0dNW9e3cFQNlsNvXcc89Vuu23336rbrrpJtWhQwc1YMAA9cILL6iOHTsqm82mHnvsMbV+/XoVFRWlWrdurWbOnKmUUmrw4MHKy8tL+fn5qcGDB6utW7eqXr16KQAqLCxM/e53v1NKKfXyyy+rG264QcXFxam4uDh15513qv3791d5LHa7XXXs2FF99NFHpr/t3LlT9ezZU3Xr1k0NGTJEbdu2TQFQUVFR6uWXX1Z79+41zOOll15SX3zxhYqJiXHILV++XC1fvlxFRUUpAComJkZt2LDBsY8FCxaom2++2ZnLIAjNBslkIghO8t5772HRokXYt29fvTp7FBQUIDo6Gu+//z7uuuuuetuvIDQ1RMEJQi2YPn06zp496yj/UdeUlZXhnnvuwcCBAzF79ux62acgNFVEwQlCLfn4448xcuTIetlXYWEhvvrqKwwePLhe9icITRlRcIIgCIJbIl6UgiAIglsiCk4QBEFwS0TBCYIgCG6JKDhBEATBLREFJwiCILglouAEQRAEt0QUnCAIguCW/C+JOOfTW7Ex7AAAAABJRU5ErkJggg==", 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", 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