{ "cells": [ { "cell_type": "markdown", "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", "metadata": {}, "source": [ "# Pattern matching\n", "\n", "Crystal orientations can be determined from experimental EBSD patterns by\n", "matching them to simulated patterns of known phases and orientations, see\n", "e.g. Chen et al. (2015),\n", "Nolze et al. (2016), \n", "Foden et al. (2019).\n", "\n", "Here, we will demonstrate *dictionary indexing* (DI) using a small Ni EBSD data\n", "set and a dynamically simulated Ni master pattern from EMsoft, both of\n", "low resolution and found in the [kikuchipy.data](../reference.rst#data) module.\n", "The pattern dictionary is generated from a uniform grid of orientations with a\n", "fixed projection center (PC). The true orientation is likely to fall in between\n", "grid points, which means there is always a lower angular accuracy associated\n", "with DI. We can improve upon each solution by letting the orientation deviate\n", "from the grid points. We do this by maximizing the similarity between\n", "experimental and simulated patterns using numerical optimization algorithms from\n", "the [SciPy library](https://docs.scipy.org/doc/scipy/reference/optimize.html).\n", "This is here called *orientation refinement*. We could instead keep the\n", "orientations fixed and let the PC parameters deviate from their fixed values used\n", "in the dictionary, here called *projection center refinement*. Finally, we can\n", "also refine both at the same time, here called *orientation and projection center\n", "refinement*. The need for orientation or orientation and PC refinement is\n", "discussed by e.g.\n", "Singh et al. (2017),\n", "Winkelmann et al. (2020), and\n", "Pang et al. (2020).\n", "\n", "The term *pattern matching* is here used for the combined approach of DI\n", "followed by refinement.\n", "\n", "Before we can generate a dictionary of\n", "simulated patterns, we need a master pattern containing all possible scattering\n", "vectors for a candidate phase. This can be simulated using EMsoft\n", "(Callahan and De Graef (2013) and\n", "Jackson et al. (2014)) and then read\n", "into kikuchipy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we import libraries and load the small experimental Nickel test data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Exchange inline for notebook or qt5 (from pyqt) for interactive plotting\n", "%matplotlib inline\n", "\n", "import tempfile\n", "import matplotlib.pyplot as plt\n", "import hyperspy.api as hs\n", "import numpy as np\n", "from orix import sampling, plot, io\n", "from orix.vector import Vector3d\n", "import kikuchipy as kp\n", "\n", "\n", "plt.rcParams.update({\"figure.facecolor\": \"w\", \"font.size\": 15})\n", "\n", "# Use kp.load(\"data.h5\") to load your own data\n", "s = kp.data.nickel_ebsd_large(allow_download=True) # External download\n", "s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain a good match, we must increase the signal-to-noise ratio. In this\n", "pattern matching analysis, the Kikuchi bands are considered the signal, and the\n", "angle-dependent backscatter intensity, along with unwanted detector effects,\n", "are considered to be noise. See the\n", "[pattern processing guide](pattern_processing.rst) for further details." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removing the static background:\n", "[########################################] | 100% Completed | 0.1s\n", "[########################################] | 100% Completed | 0.2s\n", "Removing the dynamic background:\n", "[########################################] | 100% Completed | 0.1s\n", "[########################################] | 100% Completed | 0.8s\n" ] } ], "source": [ "s.remove_static_background()\n", "s.remove_dynamic_background()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "DI is computationally intensive and takes in general a long time to run due to\n", "all the pattern comparisons being done. To maintain an acceptable memory usage\n", "and be done within reasonable time, it is recommended to write processed\n", "patterns to an HDF5 file for quick reading during DI.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# s.save(\"pattern_static_dynamic.h5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dictionary indexing\n", "\n", "### Load a master pattern\n", "\n", "Next, we load a dynamically simulated Nickel master pattern generated with\n", "EMsoft, in the northern hemisphere projection of the square Lambert projection\n", "for an accelerating voltage of 20 keV" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "energy = 20\n", "mp = kp.data.nickel_ebsd_master_pattern_small(projection=\"lambert\", energy=energy)\n", "mp" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Nickel phase information, specifically the crystal symmetry, asymmetric atom\n", "positions, and crystal lattice, is conveniently stored in an\n", "[orix.crystal_map.Phase](https://orix.readthedocs.io/en/stable/reference.html#orix.crystal_map.Phase)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ni = mp.phase\n", "ni" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[28 0.000000 0.000000 0.000000 1.0000]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ni.structure # Element, x, y, z, site occupation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Lattice(a=0.35236, b=0.35236, c=0.35236, alpha=90, beta=90, gamma=90)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ni.structure.lattice # nm and degrees" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample orientation space\n", "\n", "If we don't know anything about the possible crystal (unit cell) orientations in\n", "our sample, the safest thing to do is to generate a dictionary of orientations\n", "uniformly distributed in a candidate phase's orientation space. To achieve this,\n", "we sample the Rodrigues Fundamental Zone of the proper point group *432* using\n", "cubochoric sampling Singh and De Graef\n", "(2016) available in\n", "[orix.sampling.get_sample_fundamental()](https://orix.readthedocs.io/en/stable/reference.html#orix.sampling.get_sample_fundamental). We can\n", "choose the average disorientation between orientations, the \"resolution\", of\n", "this sampling. Here, we will use a rather low resolution of 3$^{\\circ}$.\n", "\n", "
\n", "\n", "Note\n", "\n", "Cubochoric sampling became available in orix v0.7.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Rotation (30443,)\n", "[[ 0.8562 -0.3474 -0.3474 -0.1595]\n", " [ 0.8562 -0.3511 -0.3511 -0.1425]\n", " [ 0.8562 -0.3544 -0.3544 -0.1252]\n", " ...\n", " [ 0.8562 0.3544 0.3544 0.1252]\n", " [ 0.8562 0.3511 0.3511 0.1425]\n", " [ 0.8562 0.3474 0.3474 0.1595]]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rotations = sampling.get_sample_fundamental(\n", " method=\"cubochoric\", resolution=3, point_group=ni.point_group\n", ")\n", "rotations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This sampling resulted in 30 443 crystal orientations. See the [orix user guide\n", "on orientation sampling](https://orix.readthedocs.io/en/stable/uniform_sampling_of_orientation_space.html)\n", "for further details and options for orientation sampling.\n", "\n", "
\n", "\n", "Note\n", "\n", "An average disorientation of 3$^{\\circ}$ results in a course sampling of\n", "orientation space; a lower average disorientation should be used for\n", "experimental work.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the detector-sample-geometry" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have our master pattern and crystal orientations, we need to\n", "describe the EBSD detector's position with respect to the sample (interaction\n", "volume). This ensures that projecting parts of the master pattern onto our\n", "detector yields dynamically simulated patterns resembling our experimental ones.\n", "See the [reference frames](reference_frames.rst) user guide and the\n", "[EBSDDetector](../reference.rst#kikuchipy.detectors.EBSDDetector)\n", "class for further details." ] }, { "cell_type": "code", "execution_count": 10, "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": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "signal_shape = s.axes_manager.signal_shape[::-1]\n", "detector = kp.detectors.EBSDDetector(\n", " shape=signal_shape,\n", " pc=[0.421, 0.7794, 0.5049],\n", " sample_tilt=70,\n", " convention=\"tsl\",\n", ")\n", "detector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's double check the projection/pattern center (PC) position on the detector\n", "using\n", "[plot()](../reference.rst#kikuchipy.detectors.EBSDDetector.plot)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "detector.plot(coordinates=\"gnomonic\", pattern=s.inav[0, 0].data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate dictionary\n", "\n", "Now we're ready to generate our dictionary of simulated patterns by projecting\n", "parts of the master pattern onto our detector for all sampled orientations,\n", "using the\n", "[get_patterns()](../reference.rst#kikuchipy.signals.ebsdmasterpattern.get_patterns)\n", "method. The method assumes the crystal orientations are represented with respect\n", "to the EDAX TSL sample reference frame RD-TD-ND.\n", "\n", "
\n", "\n", "Note\n", "\n", "It is in general adviced to not compute the dictionary immediately, but let the\n", "dictionary indexing method handle this, by passing `compute=False`. This will\n", "return a `LazyEBSD` signal, with the dictionary patterns as a\n", "[dask array](https://docs.dask.org/en/latest/array.html).\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating a dictionary of (30443,) simulated patterns:\n", "[########################################] | 100% Completed | 3.7s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim = mp.get_patterns(\n", " rotations=rotations,\n", " detector=detector,\n", " energy=energy,\n", " dtype_out=np.float32,\n", " compute=True,\n", ")\n", "sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's inspect the three first of the 30 443 simulated patterns" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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MGBDjxo179j8sezr//YQJEyLif47TryovL4+IOOXvPVWp/bvnnnsi4vn/0c6hQ4fGwoUL42c/+1ls2rTpef9R1JTy8vL413/91+fVv/CFL8S4ceOipqamqP2eMmVKTJkyJZYsWRKHDx9+XoLd//t//y/+67/+Kx566KGorKws6LPzfs6AYjBXMVfdfvvtERFx3nnnPeffPhO48MxYecMNN8QNN9yQ/NzT8RnFUOPySzXHFDrXp7zQPBXh56pf5/MFFIu5irnKOZVx9eX4jELW/9OmTYsnnngidu/e/bzQh7a2tujfv3/U19ef8ne/mGeclBc7V73Yz345PuM3CWESv6S6ujoi4nkDZWdnZ6xfvz4uueSSZ2u9vb0xcuTIiPif/4DokSNH4rzzzos/+ZM/iXe9611F78O0adNi2bJlsW7dunjf+94Xy5cvj4iIe++9N/7gD/4gtm/fHqtWrYqZM2ee0ucVsu/r1q2Lz3zmMxERMWzYsDj77LNj6dKlyc89fvx4DBky5AW/v66uLvbs2XPK/++lmEwefPDBZ19Y/bITJ07Evn37njcwF/rvUxYvXhwRz/8PY0f8/wf78ePHn9L+/6pC9u/gwYMR8T//gdRf9Uxk9jP/phjHjh2LdevWndJ/+PQnP/lJPP7448ltw4YNiyzL4sCBA8+pf/WrX40vf/nLce+998aUKVMiImLfvn3PW7Dl/ZwBpxNzFXPVn//5n0d3d/fz9uuZlzjP/P/dC5vT8Rmn6/cohcwxp+P7ipmnIl54rvp1OF/A6cZcxVwVUfy4ero/Qylk/X/hhRdGRMTatWuf8++OHTsWGzdujMWLF8fQoUNP6XtP9Rkn5aWaq17MZ5+O/cNz8aLulzwTI/yrEdkjRoyIQYMGPTsI9/b2xqhRoyIiIsuy+MxnPhMf//jHkwkwxZg0aVJ85zvfiX/8x3989jOrqqrii1/8Ytx4441RW1t7yp9VyL5fccUVcccddzzb29ramkxqyrIs9u/f/+z/ypB3Dz74YHz1q199Xv2uu+6K48ePx+WXX/6i/v3+/fuf97LrmmuuiZKSkrj77rufUz9x4kQsWbIkSkpKnve/ir8Uv+eZdKtly5Y9598eO3YsnnzyyRgyZMjz4rNTv2fr1q1x/vnnR5Zlz6nffPPN8fTTT8ef/dmfveB+33bbbfHd7373efX29vbYtGnTswlVz/jmN78Zf/VXfxV33333cxZQP/vZz+Kzn/3scz4j7+cMOJ2Yq5iripEa915KhfyeQueY1G85Hcev0HkqorC5qhAv9/kCTjfmKuaqiMLH1dTYV8zYfKoKWf+/5S1vidGjR8dPf/rT5/zbO++8Mw4fPhy///u//7zPT/2eFztvvJRzVTGf/au/8aU8X79JeFH3Sy688MIYNGjQszHNzxg2bFi8733vi2984xsREfHQQw/Fq171qujr64v3v//9MXXq1Pjc5z53St9xzz33RFlZWfzkJz95wX87ZMiQZwf/mpqaGDNmTMGfWci+Dx48+Nn/E8jVq1dHZ2dncsDp6uqKAQMGREVFxSn95jz42c9+Fv/8z/8cR48ejSzLYtmyZfGBD3wgKioq4m/+5m+K/vc7duyImpqaaGhoiEOHDj1bHz16dPzjP/5jPPzww/H//X//X/T19cXhw4fj+uuvj+bm5vjKV74SI0aMeMl/z5/8yZ9EbW1tfO5zn4slS5ZElmXR29sbH/zgB2PXrl3x53/+5zF69OgX/D1PP/10PProo/E3f/M3ceLEiciyLO6444740z/90/jSl74Us2fPPqX9/vd///f41re+FUePHo2I/3k4e+tb3xp9fX3xhS984dm/8vvBD34Qf/iHfxjnnXde/PSnP43Pfvazz/6/X41KL/SYvFLnDDhdmKuYqwqlxr2X2qn+nkLmGPdbTsfxO9V5KqK4uepUvFLnCzidmKuYq55xquOqG/sKGZsLUcj6v7S0NL70pS/Fj370o/j+97//7D7fcMMNcfHFF8c73/nO53x26vecrnnjpZyrCvlsdc5eqvP1G+Vl+S/h/Rp5+9vfns2ZMyc7efLkc+rHjh3LPve5z2V/+qd/ml166aXZpz71qexDH/pQ9sADDzzvMx544IHsoosuSn7+XXfdlY0aNSp7xzveYffja1/7Wnbttddm8+fPz+bNm5ctWLAge9Ob3pTdfPPNBX9mIfueZf8TNHD11Vc/7z9Y/Iyf//zn2XnnnWf3/6VU6H/0tKOjI/vSl76UnX/++Vl1dXU2duzYrK6uLvujP/qj5H+cupB/397enk2cODE766yzkqEMt956a7Z48eJs7Nix2dixY7OLL7742f/AbLEK/T1tbW3ZH//xH2cTJkzIxowZk40ePTo799xzs+985zvP+7fq9+zduze77rrrsoaGhmzs2LFZTU1N9prXvKagQIzm5ubsc5/7XHb22WdnVVVVWUlJSVZeXp5dffXV2f333/+cfztv3rwsIuT/e+c731n0MTmd54z/6CleKcxVzFW/bPHixVlFRUU2aNCgLCKyioqKrKKiImtra8uy7IXHvVP5jEIV8nsKmWPUb3kxx+8ZhcxTWVb4XPWMl/t8MVfhlcJcxVxVyLiqxr5Cx+ZiFLL+v+WWW7L58+dn48ePz2pqarLrr78+O3To0PP+Xer3FDtv/LKXcq4q9LNTv7HY88Vc9Vy8qPsV27Zty4YPH57dcsst8t98/OMft5/hJpRnfPazny1m9170Z77QvmdZln3yk5/MduzYkWVZloxU/+hHP5p94QtfKHwHT5PTlU4EvFhMKHilMFcxVwGnirkKrxTmKuYq4FQxVz0Xf3P4K+rr6+Omm26KD37wg8/+B0d/2dGjR2Pw4MEv6jv27t17Sv9R49P9maey71//+tfjyiuvjCFDhkRra2vce++9z9ne19cXt956a7z73e9+0fsMACgOcxVzFQDkHXMVcxWA4vCiLuHaa6+N22677Tn/AdBnrF69Os4880zZe+ONN8YXvvCFWLt2bfzFX/xFNDY2Pu/ffOUrX3lRCUYpp/KZL7TvjzzySLz//e+P888/P6qqqqK2tvZ5KZff/va347rrrjvtE2IhBg8eHCNGjIhzzjknKisr42//9m9fsX3Bb6b3vve9UVlZGW95y1ue/Q8LAy835irmKsBhrkIeMFcxVwEOc1Vavyz7lYgtWF//+tfj9a9/fdTU1BTV393dHTt27Ih58+adtn061c98sfu+devW+PjHPx4/+MEPuIEAIMeYq5irACDvmKuYqwCk8aIOp+zTn/50fPSjH302MQkAgLxhrgIA5B1zFQCHF3UAAAAAAABADvDfqAMAAAAAAAByYKDbOHToULlN/ZnusGHDZM+xY8eS9draWtkzZsyYZH337t2y51f/Q53POHHihOw5fPhwsl5eXi57nnjiiWR90qRJsmfkyJHJ+oIFC2TPf/3Xf8ltY8eOTdbb2tpkj9q/17/+9bJn3759yfrSpUtlz8GDB5P16upq2VNXV5esb9u2reB9KykpkT3qPLjv+Y//+A+5TfX9/d//veyZMmVKsr53717Zo9Kl3HXa0dGRrKtrPiKioaEhWT/rrLNkT0tLS7K+c+dO2aPOXf/++n9DcGOMuubctXDgwIFkXY1XERETJkxI1t0fKG/dujVZf/rpp2WP2lZZWSl71H18ww03yB71HzH+wQ9+IHt++7d/W257ubn/tktpaWmy3q9fP9kzZMiQgr+nqqoqWe/s7JQ9ahxS3x8R0d7enqy75Lne3t5k3f0e9XnqeEboOTFC/9aenh7Zo+aqgQP10kV9j7rPI/TYNXz4cNmj5l43BqgxRY1bERFlZWXJupsn1Dwaoddumzdvlj3qOLg1lbqG3W9Vx+fkyZOyZ8CAAcm6W7+q8a6vr0/2qLH40KFDsseN0+rz3LWt7pUjR47InmLOw9GjRwveN7WuGz16tOxR59X1uH1QlixZUnDPS8GNJ2osVuNMhB6j3bmtr69P1t16UF0P7jx1dXUl6269oz5Pjc8Rei3mrpNdu3bJbeo4uHF94sSJybpbQ6pnW7cuUWNNc3Oz7FHrErXPEfrcqbHW7ZuzZ88eue28885L1t0zp3o2cPeQOg5qve4+z50Hda+6/5Nn9dzi5n61/nHrQ/d56pi6OVk9v7l5Sl33blxS92RFRYXsGTFiREHfHxGxffv2ZN09i6q1kRtH1LjEX9QBAAAAAAAAOcCLOgAAAAAAACAHeFEHAAAAAAAA5AAv6gAAAAAAAIAc4EUdAAAAAAAAkAM2PkklP0bo1CyXBKJS11w6l0qFdMlB3d3dybpLxlTpHRs3bpQ9l112WbLuktDUvqmUnQifrKTSmGpqamSPSoV0iT7Tpk1L1u+8807Zo1JmXAKPSnhRCUkROlXRJQqpa27y5MmyR6XvRUS0trYm6yqRKkJfW+qcRujz4FK+VOrTpk2bZI9KTlbXb4Q+d+oejtDXtkqqjfDpReo+dglXalxyKUAqydZd227MUtTvcfeDOj6rVq2SPSpF26Xl5Sn11c1VKgVLXeMROgXr+PHjskelzLkEYzV2nXvuubJHpYTt2LFD9qhxyN1L6lp2qa/ut6rESpe0qc7RddddJ3v279+frP/nf/6n7FHjqhvzVaKnSylbv359su7GDTV+u3nCJTzPnj07WX/HO94he1SipxvbVYrlzJkzZY86d27sVPfDa1/7WtmjzpE6PxERTU1Nybobi13auLq23XpYzdnuvlNjmRsz1Xzg5kSVcOl65s6dm6xffvnlskfN5StXrpQ9eaHu5Qg91qjk6wi9TlL3UYROPXT3mLqX3e9Ra7u2tjbZo54r3fV9xhlnJOsukfGcc86R21SqaDHp5G6NMWfOnGT9jjvukD3q/p8yZYrsUXO8e95T6aVubFLzoUqpj/Djo9o/l+arrlP33FLMmKrmApdqqj7PPeuo3+P2Td37LoFYrZEjdGq4WwurdYHbB5WG6tY56vPcmnLq1KnJunv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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sim.plot() # Plot the patterns with a navigator for easy inspection\n", "fig, ax = plt.subplots(ncols=3, figsize=(18, 6))\n", "for i in range(3):\n", " ax[i].imshow(sim.inav[i].data, cmap=\"gray\")\n", " euler = np.rad2deg(sim.xmap[i].rotations.to_euler())[0]\n", " ax[i].set_title(f\"($\\phi_1, \\Phi, \\phi_2)$ = {np.array_str(euler, precision=1)}\")\n", " ax[i].axis(\"off\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform indexing\n", "\n", "*Signal masking was added in version: 0.5.*\n", "\n", "The Kikuchi pattern signal is usually weak towards the corners of the detector,\n", "so we can pass a signal mask to only match the pixels where the mask values are\n", "``False``, i.e. mask out the values that are ``True``. This convention is in\n", "line with how NumPy, Dask, scikit-image etc. defines a mask. We can pass\n", "whatever mask we want, as long as it is a boolean array of the detector shape." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "signal_mask = ~kp.filters.Window(\"circular\", signal_shape).astype(bool)\n", "\n", "p = s.inav[0, 0].data\n", "fig, ax = plt.subplots(ncols=2, figsize=(10, 5))\n", "ax[0].imshow(p * signal_mask, cmap=\"gray\")\n", "ax[0].set_title(\"Not used in matching\")\n", "ax[1].imshow(p * ~signal_mask, cmap=\"gray\")\n", "ax[1].set_title(\"Used in matching\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's use the\n", "[dictionary_indexing()](../reference.rst#kikuchipy.signals.EBSD.dictionary_indexing)\n", "method to match the simulated patterns to our experimental patterns, using\n", "the [zero-mean normalized cross correlation (NCC)](../reference.rst#kikuchipy.indexing.similarity_metrics.NormalizedCrossCorrelationMetric)\n", "coefficient $r$\n", "Gonzalez & Woods (2017), which is\n", "the default similarity metric. Let's keep the 20 best matching orientations. A\n", "number of 4125 * 30443 comparisons is quite small, which we can do in memory all\n", "at once. However, in cases where the number of comparisons are too big for our\n", "memory to handle, we should iterate over the dictionary of simulated patterns\n", "by passing the number of patterns per iteration. To demonstrate this, we do at\n", "least 10 iterations here. The results are returned as a\n", "[orix.crystal_map.CrystalMap](https://orix.readthedocs.io/en/stable/reference.html#crystalmap)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dictionary indexing information:\n", "\tPhase name: ni/ni\n", "\tMatching 4125 experimental pattern(s) to 30443 dictionary pattern(s)\n", "\tNormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, signal mask: True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████| 11/11 [00:29<00:00, 2.70s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\tIndexing speed: 138 patterns/s, 4221449 comparisons/s\n" ] }, { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 4125 (100.0%) ni/ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores, simulation_indices\n", "Scan unit: px" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap = s.dictionary_indexing(\n", " sim,\n", " metric=\"ncc\",\n", " keep_n=20,\n", " n_per_iteration=sim.axes_manager.navigation_size // 10,\n", " signal_mask=signal_mask,\n", ")\n", "xmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "*Added in version: 0.5.*\n", " \n", "Dictionary indexing of real world data sets takes a long time because the\n", "matching is computationally intensive. The\n", "[dictionary_indexing()](../reference.rst#kikuchipy.signals.EBSD.dictionary_indexing)\n", "method accepts parameters *n_per_iteration*, *rechunk* and *dtype* that lets us\n", "control this behaviour to a certain extent, so be sure to take a look at the\n", "method's docstring.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [normalized dot product](../reference.rst#kikuchipy.indexing.similarity_metrics.NormalizedDotProductMetric)\n", "can be used instead of the NCC by passing `metric=\"ndp\"`. A custom metric can\n", "be used instead, by creating a class which inherits from the abstract class\n", "[SimilarityMetric](../reference.rst#kikuchipy.indexing.similarity_metrics.SimilarityMetric)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results can be exported to an HDF5 file re-readable by orix, or an\n", ".ang file readable by MTEX and some commercial packages" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "temp_dir = tempfile.mkdtemp() + \"/\"\n", "io.save(temp_dir + \"ni.h5\", xmap)\n", "io.save(temp_dir + \"ni.ang\", xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analyze indexing results\n", "\n", "With the [orix library](https://orix.readthedocs.io) we can plot inverse pole\n", "figures (IPFs), color orientations to produce orientation maps (also called IPF\n", "maps), and more. If we want to inspect the results as grains, orientation\n", "density functions, or something else, we have to use other software, like MTEX.\n", "\n", "Let's generate an IPF color key and plot it" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "IPFColorKeyTSL, symmetry: m-3m, direction: [0 0 1]\n" ] }, { "data": { "image/png": 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u7TiTJvGKwAsWbQuIYFlLmQsfJ2CdOddh5dwikrKpy4A0+bCJDAkx28teCSw4Cbu/N//iRimAnXTcqNPp4H1XXo9bd23HlsI1k4LVelS9H7CGF8i2R+YrK8FROVaQmeMaKONC7PnKwDR5QWpTj58PO4BNUPn+Sefj9jvmH4ySZZR0XIiD6GyaxKta44J7JceDyLVwpPqZinfxc5dNX0t0wci3mKKuWjEntp4DKQNo1fl4/sADeP7Fg0P8xvtXglHSMS8OotfRJE5rts3gVDHmk9kQCveolfGhWM8bH6kvZ1YXyYvku2YyhBSDkFBn9flQvSl89Vs/GubX3rcSjJKOaXW7XQOic2gSr3ZeJ6SHZwTBFFioAJE7N5EINg4fC0g6gxpWvMiOHRXbxvrxR/d74Fp9PgDgJw/cPZwvfZpKMaOkY1Y8WH0uTeK0Vht6pkUxTtQokhP1qPtAnChflDggVu+rrHjLR4ZyJkfK3/GRb/pJjFKMyHvNtRUjgpU0aUbzL90AnLAWd9yZYJSUNHRxEL2BJvHq1jiQKQ9AHpSyAkoNmFH4igGHNIi0JSJBq7BQNJB6WQmODIAi0q9A8wLTFnhQVIIAHglCZp+A1efhrrsTjJKShioeIzqPJvGa1rgBSsgqknrRlGf9EFAkMlpzFQkw0r1pfI5rBYA0iFDCyAKNta/C1o8uD1lMa96Agz/6Fg4dOoRFixYN/DueDaWYUdIxJQ6iN9I2nNEaN3k/1pSvQnDZe+eZF5BWZrBrMLbEg99uvIhlU3sLiw+VMSK+H94Wg9hrzgN6U9h52/wJYicYJR0z4sHqC2gCZ7Ta0Tmpw3MOxYPXoe57c74XsCYRROGpQgqTKQabwLbZX/sGAMA3b5s/rlpy05KOCXGL6E00iTNb41AmBlS6Ze7adc+skfqh4LXromX+mopYEQq3zE1WhIIVuM6XMohU6Z7pcimgTQAtPxVYeBIe/dk9A/2eZ1MJRknzXhxEF9E2nNlql+8mE+JCoThRLRA55VZvWsbmuC6GdCgnpsNjQmXIxw5S18u2Li8mAYpAwNo34OGf3Aul2LkjrOSmJc1rcdfsYprAlpY8VWxsPW3XzIktlSP086i1AUMG8EnU8kWZxXKzpume+a4agdaei8ceuh+HjsyP6UQSjJLmrXj3/W/QJF7X+rg3aDUaJ4rUqx8novz11Y0iLtQgDwyxOYtc+NQGT8O5dkb5W0nYNLRYdy7UVAc/+clP5vxvMx0lGCXNS3EQvZkm8bqKsWbBDOlBLAUQMgEeZgxaAZ3SKvLhU9lDZtXl4PEBSA0gW3cOAGD39+dH3CjBKGneqdvt4n0FiLbSNpzT8ucj8mGj6llKRRk1gKzZn6vGoSHPWaRApIRu/PpWkTWYNmAlmbqrTgeai3DL7vnRvZ8C2EnzShpE39i1HZfSJM5pfSzvNWvYQWme5Mh70ODs5wFosoLaZRDbTnCUkhv5SxkVjw85gWUUL2s0sgLY9r7Ui2b2i4PWsUASZJY1MLVmC37x83sH8M3PvhKMkuaNOp0Orrnyenxj13a8lSZxbtFrlkODyq78zIVQeBhIHmsRetL0sQxseAgsGHEQoci07hVQAsBAUYLI6kUTAMTrwIMSmXNsQJX38yC17vV4/KF/wsGOwuIFo92llty0pHkhDqLLaBLnO71mZhqPpuuuyaPxK3vSMn7cnhPbdf/crGs7XsTGsQXiQlaZ6HL5gfGoe8b3x16PzkvP4qG9Twzhr9afkmWUNPLiIPpNmsB5rbblgpWLYyG5VpC3zi0fXRZ/hbUSkxxz90yhl1E5Oh8ASJUj9FnukJRHJLlm5T4FrCR2vuOeWa8vWv96TAH48f0/wutPP2Vmf4hZVrKMkkZaHETvoAlcwILV0YB0s7SK+skvcuewNtZPyIJidfRQDmKvr+aj+E33Pu9li1o2VG35iPts9sf1ZwMA7v3RvXP8l+tfyTJKGllxEL2zAJFvDcEEnbV1VC/7moz15M2DzawiN15kHWeBa3dOEEWsSFsteonGhyKWkN7nMSI973XAUsoWr8DUyk245V8fwP81w7/HbCvBKGkkxUH0bprAmwIg4gs1bECprGJMGutxE8eacddMOK4D2P40IQw8sIEEwHLP+oIQwKCjou6Ztb/+dXj6kftm/keZZSUYJY2cOIh+iyZwYQEiDoU6QApbR+SNSbNjRYI1FICRojzY3StgkWkgsUUXWGUzhVBR5h2XYkpjW/Dr23bi1y8dxsqlJwzqzzRwpZhR0kip0+ngmqtyEL2HJnAJy6x2kxL7SWKsOjbdzGud7FhOF2Iv0Z4zN4bkHPP37RkmzTUbzj34fgPAyWdD9abwnbt+OoS/aH0lyyhpZMQtot+mCVxcwzXzY0awkx0D1pGO/XCrKM87Ut4Mju629z60jMVqwKwfvS1MF6L/4TEeK57kxX+U3dPmumcRdy3bcDamADz00weAS88ZwF9qdpRglDQS4iC6gibxGwZEqhaQcsCQleBYJ2ZkT8gPeb4i55gBkrZqGCSc0FDppumCYsPr4q8BITdIXdtdW3c60GjhoZ/cP+O/02wqwShp6Op0Onh/4ZpdRZN4s2URkQWknmMFRWNGGhqOVWRbQrxcWTDygMRiReW4M/LiOABKAMGFlRMjQsQy0kNIAseDMSKy97NGC1PrXotv3/HvM/1TzaoSjJKGqm63i/dfeT2+vms73kfb8JZiiAeHj54IH0Wsxg9mk+iihXrUJFctNqma251fumjF5GmGCMoLUJcqTSHrFA8yjiWk6wpWUC13TUNp/Vn41SM/mN4faY6UAthJQ1On08E1V1yHr+/ajvfTJN7qDfHgAWN5OEZsapDQyHt3iAhPbMyEc3QSZChIXQ6OLQND9nHygtJiomLDf0OsNeSjAStIHRwW4u5nADaciUNP7cVLL70053/nukowShqKtGv29V3bcR1N4m3OfERyLxeJS525iqQpRbKGAk1jmhA3O1rDR88zhExHjvUCr5eshE74NdVV2dbu/EXefqN8HtqwBQDw3btHd6K1BKOkOVen08lds53bcT1N4rLAxGj9LCEg1ZpUrQaQXEvHWD9FENv4ZxwYJIOjtGCUsXJCcPGGlHBX0T2PzThpIKTrbDgLALD7hz+e0791P0oxo6Q5VbfbNRbRB2gClznd99IA2F5R7i5SIFvq4peyrcu4kQrGiuxMazKvq1aF4aOHgVjDO2DvW8mOVnzI6apHeS0pXiT3ppFXLxjIHnsl0FyAxx8aXcsowShpztTtdnHNldfh6zu344M0ibe32uiZnjJCr7BCXBDlZWW9EHyCPWp6HerKFwBk5jNqlJnW2gLKMqAHDYDizR5FT1m+YwPIyEBCxYHDyvR5fpc/SnhFAtemrNEE1r8GD//sxyP7tpAEo6Q5EQfR79Mk3tFqW/DpNRQyBhptDdkg0ts2kCQrSZw+hFlHIogYgDicVFYCSVEx9IP3agEFLPTrqG1TqQSTMmWAb/FIZaUV5NThw0g4lGDvW2UbzsQD/36nGa4yakowSpp1mRjRru34EE3inWaGRtelUo411N8SzMLWa6kb31rISmx0YdRjrhkIUCyZyLY0lIFFWa5suAA+cIQy3woqrS8pz8hyG11QbTgDndv/Jw4ePIilSxbP6G86G0owSppV8V6zD9Mk3lWAyLaKbPgYkDRD4PGtI8XcsFgCZBhE8JIcLRhpABULsZwi0/YtS6m0giyXzbGAqvKHynJ+IaeeZEEJoKJTz4BSCg8++CDecO45A/oLD06pNy1p1tTtdnHtVXmv2R/QBN4jvGDR67VqFr1brIeLAktVr1isZ84/Rmiw/UaxiOdlqnyOiu5409sW6pIXuuX9crJ6zsRJ2xpCWaaQT4NSpA+c8loAwD0PjGYmdoJR0qwoz6y+Drfs3I4/pEn8dmu8cmZGOUExDhSv675J4vnS7I7WuQyCjcCz6PwkC0IOJCQwGbdPgE0UQO470RrC+Q2gfDOtKnoHhTfVNgCc8mqACF+7+2dz/Guop+SmJQ1cHEQ30iTeE4wRAWCumOuu9RM7sgLYGYFY0JuPQ3NjRtQA0CR/ziJdPwNUpko3DZa3lLtB3kDYYtdxp6LxIsfX88shuF5Kdsccd01fNjvhBEytewUO/Hw0pxJJMEoaqDqdDq696nrcsnM7PkoTuKLoNeNQMJBpQgTUdIPYPpDKGBMPYptAdSN3CzmEShgpK17UY43eixUpGzRl3EhXQI3YEMVjRh5wlF2XQwhCmS4/5bV48tFkGSUd4+Ig+k80gSvZDI3euhkOYsdA1GPQqAaS3icv4dGd51qyjKxpQoDSYoHFitI6ciwj12qJBafrAKi8hhLKnHoSAAmgU07HL3b+C17qTmFpqzGDv/bglWCUNBBxELVpAle3xj2LSEPIhVNsW847ssESyjHirpkHI2YBhVw0veiXMrqJgtxFc/OOYhCyQUOB8nIpXTYllMl1g5bRqa9Br3MYjz2+H2e9ctM0/tKzpwSjpBmLg+jjNIn3WRaR8uJDLox6xYj8fFt5cSMXQpUWEd93sq5rdenz4LNrZTgqyzVFeEa2bJ2U+2RDpSiXYcOu65hn5EInZi1teg0UgIce/FmCUdKxpU6ng2uvvB637NqO/0wTeL9nEeUuUq/oneIuWJWFxGNLel6iukDyrlknx0hbQsVCLL/Ic8GYtJtFehuACS7Dt3Ykt0yMJRVwk7KpRatHgJLnKp56OgDg4YceAt71jmn8xWdPCUZJ05axiHZtx000ifcLMSINId8a8qHUa+Rd6jF3rVxY4mMmA8kbEsLiRKpw0YxVZA2KhYEShwAHS7mQX86BU5woBadJKq8JoCiYnOtbYFq7Hli0BN/40YP45CB+BANUglHStNTpdHBd4Zp9iiZxnRQjEuJDIpSaPnxCg2aleI8FKZaFbd+LrMC1GMzmEHKsIstNk6wk4bgYA4IME7DesZjVBBcudcBkgEcgIuCU07Hv4Ycq/sJzrwSjpL6lQfS1ndvxaZrEBwoQSYFqL25UWDNSnpFkNcXgxM+TgtbaOnLh47lsBYCsoHVhFSkXDGCWDwRriVs67jkCUPK6KgqgkNsV70GjMJg2vhrP/fzuGfwCZkcJRkl9iYPoT2gCv+u8YFEDJoeHEiyi3L1yg9mS21YHRKGYkfuKImvqED58gsGIvyFWCl5rCOU77EsJWUVwAQEGIJS9Y7DvJYKGX0sEE/nlvC4//9RX4/ndX8WRIx0sXLhgej+EWVCCUVJtcRD9F5rAB1vjZj4iOICBKfddt5jbVsdd6wdInlUUcM8UWzIqgMTMHcMbDgbwbWWV8y77UMzIBZDnggEygLxy2wqqdNs2vRpqagp3PLQXb95y+kx/FgNTglFSLXEQ/W80id8vMqtLyKhgw3chpOcuCgaxpwmiUOCa2BxFHJZunKicKoQMkAw7mHUBtp9v2/MUQcOJAHfeIX0N45rxYxEAQSwn6xzJMpKso2zjaZgC8ODDP08wSppf4iD6DE3iBjbWzI8POdsWhOr3rLnxJDGIXVg2odkeg5YQf0ZtPZEPIt3QAcd60SIAzvSxvvXDjxOsCdYciykGIB8qFHbbHOvLK998GgBg3yMP9/ErmH0lGCVF1e12DYg+SxP4D85YM9s1gwipoLXkQqmJYrZHJQ6ahWQpsdiQlGcUzS3S52YaRjkZpHFottWjAaK8Y54bZ13EHthaBZ8wVJyHq7SOlH2P1WuAxUvx2Ij1qCUYJQXFLaLP0ST+wHPN2LYZ/6U8SIUsIglYOUzIxJxkd81+yyyHkptnFASRByNCL7NBYYwgC0C6UAg+8+MhwPBjFdaPDZTI+LWQdQQllhMRcOqrsPtnj0zjVzF7SjBKEsVB9H8WIJKtIWLbFS5bBYRst01+S2x0cYCkn08/cwmi8hVBOk7kNm4OH8MfwFg4ovUDdh04oNDnho57kKEKOLFjBEAYxS+6aHrZ+Co8++hoTbKWYJTkqdvt4voCRH9BE/hDNlWsm8hIzIWKumzO8TrrWBDbTYAMDY71QQQrfmSmCCl60RRK68b2htzesuLLcsBiWT76uGs5VUKGTHkQQOY8JcKmqmeNNr0SL+/ZgV6vhywbjTkWE4ySLHW7XVx35XXYvnM7/ms2iY80WYyIzf3jJjm6kKqKH2nIuOtQYLsyduQAKeyilb1oJq8oY71nDECml4yLwwcByweQ4cTqerEhwLp5ddwIcKcS4dettI42vRK9I0fw+P792LRxY1+/kdlSglGSEQfRf6NJ3NgsXTN/jBl5saOQNSRBKOqiBYaHeBASBs/a3fpkWU4WiBo5iHheke2iKQtMllUE+AAA4vBgx6U6YL1jXtxJtI7YhP8SbFwIuc+z6ZVQAL750KP4SIJR0iiJg+i/0yT+qHjBYq9ByALxHdct68tlY7AKx4383rFYrCjk8lkWUQEjDSIzp7Rl8QggglsnYPmAQQXKB0RR37aMyL9OCDIsKC0CCIHznDLa/EoAwN6HHwYu2zqDX87glGCUhE6ng+uvuh7bd27HJE3iP7U+hl4xCDVrlhnWLkQ4fMx2k0zDj8ePAhnajmUTixtJizyZmg0iXU+as4jc+Yj0l2Q22LZu2Lo+kWOFaFopBz78GuTBQraelFcn5L5VumgEYONGgAi/3Le3/g9llpVgdJzLBtF/R7v1R1AGRPnEZ9w9yuM/ZOCj39DBg9tgXfMxly0UPyqPK2vitTrBa+OqmcGwDIw6SdIdGGsaK+uRYrKsJME6CsZ0dD0iAxO7Xsw18+FTz32LlKM8lp2wAFMnn4IDe/dO63czG0owOo5lg+i/od36aNF4FajJIVTk9RRlvNFzt8x1iaQAdp340XQGzfoJjwRkJRD1nEWSVQTWI2WBhm0buUAotg1Y+DHHAqoCi2j9CNeLxogQt46If6iNr8CDe/dCqfwNuMNWgtFxqhxE12H7zq9hkv4r2q2PAI1e3nAL6FhLUdYogGAafrO0jtxzJGsoGj9i0JLAY++TF8CWetP0cA+9TZm97lFRB2UjtjhStNGQVRSM9wA+fKKWjQrDrI/r2OfJQ0ZM/U2b8cS//su0f0ODVoLRcSgOom30l2i3/hCqAFEODwI1yPSYkTVGjLlNzquGtJVTN4AtdflL61pxIy/h0XfPtGtmJTq6wWtuIDAw6X2z1hV540YACmB1RMvH6aLndSBcL2ghkXcsGD8CgE2b0fnSE+h0uiMxlUiC0XGmPKFRg+j/QLv1H4FGD9TkmdQENLLiBYco4MQafrOc8tV1t6Ld/A6A6sWNwvlG0gBZN4DN3bNQrMiySPiabZdgsCfR92FhT5xvBbZFq0aIDVnH7SXsolHkmHRdBWzeBCiFxx/fh9NOO63/H9OAlWB0HCnvvr82d82yz6Hd/IPcNWuigE+vaMQZ0OyVQGK9UbmVxAezkmUN8bo2jMgc5+XxuJHdg8eD1xxY0gBZyUXjVlGPNVIXQq51ZEwkve8BBSB33moLPvZbHj3XTLieBJ+whURhAHnXZ/DbvAkKwN7HHkswSpo72a7ZZ9FuftjEiMqFDHDKrvysqJcZd42KuhpU1HRctKJOj12vx+6heFd7hYtWd34jad5rDSHPKioao2KNFmABaNhWj2QJRd0olNe1lyJQXAc+0nV5nawaQvZ97CA9CKBN+auKvvHYY/jNaf+yBqcEo+NAdrD6M2i3PlRYROTDiHXPm6B0swQTscZPTbseWVYOeblINqSYBRWMGykDRT2NrRcnapIMMzbLI7eK9JSyboM3LoyWYDFJwIGGDCJWjHWun7QoWzD2Yl+XWE+gdJxfJxIY33wqQIT9jz1W63c020owOsbFY0QT9L9ivPX7zDVzYGTBiZjrlbtwykCKilyjHCrEcpF0xrbb9U/OvhRbktd2cqS/FHNquxZRASQDrQJI7tAPwIEAIlaRuO8Hn821ItAJw0o+h8eGUAA1ZgVpwMaOZQtbmBobw7OPP97/D2sWlGB0DMu2iP4L2q3fh2r0CosGNow8OJGTO6SD2AQ0M6srn1tQrhslJ0Xqe0kT9scH0YYSHsUYVUNZ08kqB0Q2dBSsbnq9Fq0iofcLqIZOTfBIwWkNIBeIdj0HQijKijX/rOZzbNqIX+3b1+9Pa1aUYHSMygbRn6Ld+l3jmpWBX279wIGTYzUZOBGrSwZSujfOjfcYQHjTePiB7lqDaAXriBq5q+e+AUQ1yMSKtIvmWjV2sJoPPnV6zSRXjO1LrpW+Vn/gAbs4WHxIsnL04k5vUgIIKJ8dHEJ61smNp+CJe+/DlFJoWF/G3CvB6BhUDqJrsX3nLZigT6Pd+p2Aa8atH4U8WI1icv3MBkczMwDj7pq2ksogMpVBbifXKLRwYIWsJM9V0y5YKKmSz+LI8or0ks9bpN995s9jLQ3fiEGmyjqKQovdWKyfyffnkIR+ZgA5aJT5bBaAinr5/EwKOGUDfv31HegmGCUNWhxEk/QpB0SwYKTcGJFQhzwwaWuKUKYDZOYYFcNGVPEGkCiMRJAQpHFtVUmPllUkwMhMnlZAo5xIjTVmIAicIGiAGqCRr1teh4wF5NXPQs/gvJGkgI2GDLkAgio+awEhfc6pJ0MdPoxnnnkGG9asqf6BzaISjI4h2RbRJ9FuXVuASHfPIwidcPCaHIiQCWrDgEgVlpBCCSVEcpHshSdbKrP23Tg310iKGfFYFu9FQ+GmZUBuGREsCHGrKAgaU7HOQhY4JJiJ53H4SPWdubctADnwyS0lAUBsoVPWQwHY//jjCUZJg5EFouw/Y7ypQQQHMA6YROgQs1rKZEiejZ3XY9dqZgYgeX1idfNcJB3MdnOS+CRoUjC6KtdIfIV1A1ZuUVY0ZsVAAzCDxWrg/AAsWFS5Yd4rhABGNqHnrSh3zyUNJjdYXjyPDyAHMmBuWvC4Ap26HgDwxP79wBveUPv3NhtKMDoGZFtEH8d485qaFpHOtOZlqMg/4tdEcQ8FNHoFFDIrBsQTJDWIykA1WT1t9nS2BDfI3WsAmTC7Y+5ywrhnVtxICF5raWvFbEO2inhZ1BrKSARHHZAFYQV2bgVgUAtQLJgNBRQwunf/Plxd+xc3O0owmueyQdTGeOt9eSN2IVNpEUmwKhp4FE56Ka+f96yVg21VkYukLRgdS9KZ2W4OUrldAimWa+TFmIq5jNyMa787P5fhU4VVFAdLGfeRYRYJiIeuD9g9YV4w2oWMAtADFD8ORAG19kSg0cCeJx6r/ZubLSUYzWPZweqPod26Gn6vmWD9iGDiZZnj4rnWkAsnt5xQBrV1UqRCVkDKdbGCiZGO2xWCkRfA1sFr7epY1kfx5ZG1sgDiQqO6V8yxiKwlDiEDHM8Cc2I8DELkAchZ3FiREiCklwaA9WvxwhO/qPWbm00lGM1TWSDK/gjjzSuARo/1kHGgRMBklfEYUMwaEmBk9bpxKOUgIgYqd7S9bQ2hhAob89bL5MRHd5CsZREVIOJj0LhFZIBExY444h4R0MQh5FtH3GJiOU4utALd8DELR7aSbDgF3bgNYwlGSdOT7Zp9BOPN3zbgoQIoygJKAEzR3CN2HQ9OxFw4wMpRsvKV+LxI+hwFONaRjvn4lpDfxS9ZSMiYZaRH6gu9UlYMBs4+AQQ98FR550oBZnlxXqao7+NZSMrf1jEhqgkfxQBD8br+tVBub1iLF37yaM1f3+wpwWieiYNoG/0h2i0NItv1Iqv7HSKYlAimGmkARbkycMm8YyWUqACkMsFsVVhKfFwZ7yWzB9wCPoz811uHppTVVpHoojEI2fGa8AyJ0QXutgActl0GpUsIxaweAxYlwIq7Yo6b5nX5u67ehrV48Tvfr/Pzm1UlGM0j2RbRf0S7dTns0fcaKk78p9mD2w2f935lUE5Zf0FvFIFqeMfKa+veNmUgRfx6RUzJ7mUrF1Nm5lEq76syBiTXIirGonlQARyAkG8B8TpSAFxawLO4y14v65g7PgyA7UYV+zoQzcGhalhKHFYe2GBdzzp28hocfv4F7H/5BZyyZPk0fpmDUYLRPFEOovdj+86vY5L+AOOt30LZa+aDZnoxowiEQmkAVrl9jLxet4y5Xj3jwpHJT4LJR+JQUsW1+Fg3b1gIy7TmINLzW7sxIz+ZEI51BKt3LBYbMiLADiRDXnsgKstLi6VnIFQJH8kKUs51KQKz9asAAPsOPIFTTkswSorIAlH2HzDefJfgVsWgIrlhgTIvmB2JNwmWkgxGWAsVbp2OE8VykSQI6WC3eWsJg1CmM61ZbpGGCwAGEe2rKfguGXPbpCEartsFwGvgHDxsu7SY7MREGxSFVRQBUXVMCVa9YI8aKdDJq6EAPPmLA8BpZ9T/YQ5YCUYjLtsiugHt5juRTwMSc8UEqFS5bt4wD14mQUhIBTDuGocTocwXUg4w3VwksLmRyiC3eUdbEafSuUm9rAQSnzyNg8iNCcWSF60gtBustvKHmEvG4j0GEMq2RKxkxYj7FAKRa/nEXTUJbjKI9H1oLLeMnvzFgQH9aqenBKMRVj4xWg6iCfog2q13GLCoSugUcaGgNeS6XxVwi8WWYuVezhKxtZuLxN/Txlwxlp1twUmXZVSOQaMcUq4LZmVfO/EeXeZZPq5lxOuJINGWUA8cDmV5zXhPbfBwuKAWgMSA9voTAQBPHfhl5W9yNpVgNKLKJ8+/prCIftcCkW39xOJFLEAdgFXYdaPAeX595YFGB8jhxIwUA5B2JUs4mfmVMjJzFEkJktJcRzpOxHvRvERGCSgOmIyXlknltvtjAaYqtiPkC1mWVB/gseGCyvOi3fpQoJOWAq0mnvhlsoySHFkgyj6AdvOyChBVW0ghWPExZbxMxc6LWVQslYAnInq5SM0SSmRZS8inISlcNtdCcuNGJrdIu2aCVRQDUVmm5Ho8PqQbNrFtU9YLw0YCTY3AdNiyqQ+gKITMsytgbBV2//KR/n6oA1aC0YjJtoiuR7v51qLxqgoQ6S50yfphx2rCijSQhIA2FWXKtagsS8cNXhOCOUssF6kElLZ8lDiLpGrCezmj253vjkPzxnsVoDHHrFwgwO7p0vvS0guUB5YKEMkwg1/XfZ6ghQXx+ladsZPw0pNP9/VbHbQSjEZIPFg9Qe9HuzULIJJiQQFYlROnhc5HHG61At5k3cOGEkxypAadPZWIyi2iDKCMAq4VC1g71hC3cuyhIE4vFyEAiLwLHiIABMgI8aB6wWkgCCDXwvGAB7tO6PnGTsThx58Z0C95ekowGhHZILoG4623RsAz+yCqcvGMVSTFnIIZ3VKQ2w12K/OcfKL/MuYEoFn0mDVytyzLAJX5PWA80Mx7602DtgCl4Ob8gNeNWEPkQkFapuGW2c+ignEn8VxCxFJyQQbQ2pU4dOeD0/rtDkoJRiMgC0TZ1RhvbvUbtwcixRro9EFEURDpxq8izyMcCwa8+TZ724iOK7FZApTJ2AbsDO98UUWQO8vYlLIZ7x1j7hcADh3P2vEsH20dCQDqByo1h3fEIGRygSqgYgMG8Cwlx2Iqr1fca+0KHH76OfR6PWRZNq3f8UyVYDRk2RbRlRhvvsWHggUe+HBoMnCwYRcyOOCDTKoTgpwEwhg0vTpA6ZrxfCmCyUVqlCkJyjyvHWeiTBUxIz6PkBLjQ7qBeg2enH0BILZ1Iwepg2DoOzbku4N1gVY7sE0OhPQytgJqagq/euZXWLtm7XR/zjNSgtEQlYPoGmzf+Q1M0hUYb73ZAEAFwEMMDqrKOqpjQRV1VABOVtzIhVzUtathmQUzurm7pgPcDEhF4BoZldZQBgdEvNerV7oszAoKg8ld4hZRnThQHGLwr1sBIRuSqDzHvqd/P1q7HArAnU/vw+UJRseXSovoG9hGv4126xILHBR1vQA0FQOFYB0VdVRFHSW6YGUdMzLfgUnZ2+bc07LQCmhK8GLd/GSC9IqdB9jB7RJEZECk8onUWIzIG4SqYzvBwC/gZ0vzhtuna9bXAnu/Bkx0EFy8hvOcvnuH4HWxdhkA4BdPHgDO7OunPDAlGA1B3CLaRu9Bu3WRYwFxKwS+VdKvWzbdOiE3MRZLEl1BvpY+o4aQdL3COsoAZApUWEPIUIIoQ9E7BvCGCOjAcU+wRsINVEOIN/6+3LMZQCh4LxGI8rOL5xDkOnp/TQ6j557+VR+/5MEqwWiOlQ/xyEE0kf0W2s2LWIOEZVGIMPCgIgGinzoReHhwqgJNAJbWvXlsKLd2VLOwjiRwZZQvDbJAlCcp5rEjReX3a1sXPdMDBZVbSGKcRjdaYucFAVANjvDixITqzOJYA0LVkAT8wLXzmdcmGB1XyhMa31dYRO9Gu3mh33j7Bk9NaypYRwpcIwAc+3zjqvULOR2sNq4Z+ces2FAOHgMmKiylsqssl+fm9OA3TLcMMI1U5fGlmVk91fCo3csWAFF9C628bxh2xec/aTGABKPjQhxEk/QutFsXBILLgUZsGi7qQUW0dGLAicFDuL/p2fIh5ZcRfAjpjGzeS1bU19ZPkTuUjzlzshkLv8w0OwKU9Z8NnXpuVi9avz9IQS6vAyJxxL4UeI/fv/q5WZ0mgBOX4Lmnhpf4mGA0B7JB9A6Mt95oNW5lNVw5JqTdGOUAgySoBC0kqYzC55m65J9vAswu5PIyauopZVVZzrvoRRDBQAi66z5zraDCFCJmEhUgijZOshu5BJw6wzo8QGlXS/mwcCHg5i551wqO2Eflc9nPWKOLX6qzZhl+9WyyjI5ZWd332dsx3jzfNF67+x4yOKy6PjCUmcpVAgMYAPxr1nKnmqp8TtFacrrdvfv5MSIbRKyOARHY+DCg9MVKt8xqRgpQpHFU/udDRBrW4WZSVwDJy9Lm5TZkXOB4xyt76YT7RAFZB0IKfs5Vsaxeinuffiz2c55VJRjNouw8osvQbr6hsG4k+KCGhRMGTT7JvVvfhhBZZSQAjrlTnlvmHhNg0nTqWVCDYwUxQBkrSNkQYgziLpnUTEvbyK9FFQ3bBpKU2Fg08mlnVAtLFEThZ3UBVz4XoteOQkgvq5ais+8FDEsJRrMkDqIJeivarTewBivAxwWC6/oEY0YSyMr6FACTPqaClpMT53FAZgMPDmRcUKEMRhtXDAWEeiweBLYUDYwHqI0Ep0zpXjVl4ARvHVsiFpHwto0ZBbn7AJEYt5Iyx4Xntcemhb8DA9xVS9C9Z7/0hc+JEoxmQbZFdCnarXPj7lY/FlG/0IpZOVIsyOt658BhcPEsHXdRxXxEqrxexpeeCUgT7xUz+TDwgWRZRy6QOIL8f/3G6wa4AzCqndUcPh6LCQW7/aVrV05Z69zbfetIIGZmjq9ajO4zyTI6ZmSDaCvarXOcLuw+4OLCwrViLEtFyRZNsMy5r2TNVIGoSayuZAGpwuopGlJWrKkEEZA3DVLIoWN2uJQBkeW+QbEaKm9rxI8ocyzfDINDA8kNTtexbkS4CHMNVVlB0aXKGgpCDOI1ylkE2PFVi9E71MGhQ4ewaNEizLUSjAYoyzXL3ox283WCq4MIXFDW99wyqWcqAq6IlaPEwLILrgCgDIjgW0M8L4gnJ5p4UM8kK3rmDhXAIOQN14kX5dscMSi2FWtSym6CyrWifHuqqvH7lk11j9tA4FMDQnG30b+X7eoJz7LqBADAs88+iw0bNmCulWA0INkxokswrkEUjBFFrB7XmhEtK/s4NdwyWOcoyZLyesAAHzw1QdRgANK9YRmYOwaYwWPm969BhBJAHERMOh5kgtnaUnLx4gEIppZiZ0j/RQPUniVUB0qoUacehIIunAc9iNcIWkscVieeAIUEo3ktG0QXY7x1dtDqIceqUS6YmsSGRpAfYBYtJNlqUhE4SSBy5w1SEohECJETlAbrnleFJVRQR8MHENqQ8i0iwTIyIo2iUBPLj/bYtoMfMQ4Ti/NUJUa6x/oBkJW3BDuOJEGxCn7m2cU31grPelJuGe1/7kmcjbMx10owmqHsGNFFaLe2BHq6iI1OL10mEiDCLaAyCFzDQirupVwrx7VwHLgQB4vXOyYsnjumSugQsW3ACfKE2473ZlZbRIByJs3XGAo3Rz/I3dNlpMy5QNntbQV0TcOvn4sUglLlUiMmFAYRos9gvV02kA8FAHTiQgDA9555EO/Gb/p/hFlWgtEMZCc0Xoh28yzfZXKsHi9OE4rXsLpkWUgIXyuY9SydC5RB6GJbyoh2AWSsIcWsn54NISNiYGGxIcC2kEyDYmWuZWQApGFSnsmtIxcfGj6WdcQSJO3762cLWTw94Q7OUvfVRd457ieoD6G+YkfuVLQ8dlTA6KVfD6dHLcFomspB9D5s33krJugCtJtnlG5YNCAtwMftsRJ72CRQCXGeYCwIAoh0eV0gcQixHjECg5ADIwXf0jHxoWLhMOKX8Nw0WBaU39yk8LRvHdlX0FsVQGAQImfftTjqL5jGeX78KHp9tu9aQhboSAEnLgAAvPTc8xiGEoymIRtE52O8dYbjmjmxnFjcJ9hLVgdUkXLj4qECRHqbHOsHThxIsW56sL54wIKOgmMdFTLHGYjM/5XLy1jg4WUW4zhQUAazVaivTAW2yzJzLVXWkoeWOFORhF7OKIyFi1o9ASiVMSshflQTQvDO849DKdCyJkCEl59LltG8EAfRJJ2PduuMvq0eJQCEPEumJoicOv5bXN168ECkX4qYw6i4flbATEPIdM0LFpAEIuWW6zXHCLuMFDNyjKwSSkJdc8u4deTWg1MP5lissdfr3ifi+TzVUJIC2LXODUCmMu/IrZsBWLEwWUbzQRaIsvPQbp7uWT2KB6WbdnnMAlJN18UrIaNqgkjsjnddL5OoSGW5tn60dcQB5LpkWho8LnAQ2TYF8K0dt0xbX0LcKD8e6tLnUAkDyX4a33KSrCMPUnVcLOr18b40oK9YUwWEYnXsuuzYyoU4+MKLGIYSjGoqn6FRg+hctJuvti0PFxhsWwkulAQVZbr+I9cVe704iITFjJJ340EFdEz3vGLTdigGBIkckC2fSii5OEAgNqS3lQwt9hByE60TP+J2jg2knoUe6Uw/dmMvNZMjp73A2u8n+VGEkF6WL8DB5xOMRlb5fERXF67ZOSWIuHXDthXvUXN7s2q7YiEQwYeOB6EKOFn5QQrWiHnLEoINIg4dKMEFQ1mP74tSPoQAu8wsygKV3cQEuIFbOH59H0QcQryOlZFkXckLBAtX6/u111ULlfeqDmJDvIZlhUnnrViIl36dYDSSsmNEr0e7dZoYLK7cnk5MSARRCEwkWEuuJQTfDTMNvgdvmEbMGoIKgygKIXZ5s1YBCDk3dkCk1+EIT7zc7aj30wCklEq2VgruW145hOSUgH4W/bklmATqu24euechfr8VC/Di/hegoEC1/pCDU4JRRDaIzka79aqKYHUIRKp/EAXdLWHfKnfPD7hmVhxI9I/ylSLZGuLbdeEjuWPWMeUfZ0aZFAvix/ymFQ5D99ixHrtGj1DEn7g9pKxr8ruGl5pB7ihcQrCrABBflE6ojD0zymdZsQAHfvwkelBoJBiNhuxg9RaMN1/lZzc3pW144KFmqIs9Ap8qOOk4kDVyPrJYk5fxJEVAhhAiIAIDkS7Q+zW/YBdI1kXsx3CBFLAfHGj4AAPcZlgvL8l9PsX+hTmndPJs2Mhvoa3M1I6+0rr4JJUvlszjWtqCi0JIly1voffiEfePMidKMBJk5xGdhfHmKxAOIMdBZLtO7j4ggkeK9XjuGEUsIpJdMmu8mP60TsBG/075gFYU53ggkr49t/EKClpGusy/Rgg6yqutWL3+AFYXUhxI9t0GESPqOeDwP00MRPVSAsDqOseWNzH1fILRSIiDaBudiXZrs9PoQyBSBkRUC0Tufh0QBY5zK4sDyLhk+v+M5ANEQ8UaQQ+7HfB1bcvdAUrMRRPOVdae25R8/IRAAnZOuGm7MaRYlpGbBlAjBaCfpc+3hwA1EyLNIOQSWiKkljWB7hSOHDmCxQvndk6jBCMmG0RnoN3a5HSzx0AUt4CoSC6Mx38cq8l1wdxzrAxpbf2ogEvmfFgOlxCE3GPkHHPlWjieFYYwkFgdJQz5cB9NdsnsY6HyashU1VfCWoJQ+QTVOUb9zJME65rV56E8l6Rz2De1PEfCiy++mGA0LNkxotei3dwo5vtQA2zaDwiQUAJUVBwqxT5Zbhivw2NDzjHjfhWNPushT6UVEhUBBhJl70vrfkBUR3WyrL2HLZuL3i6bjw0k99wqWNUHVX4873GTpiQpgSTdMe429efa1RuTJn9qQpERHgtoL20AyGG0bvVa8ZudLSUYwe01Ox3t5qmBxEPIVpAHH8SPS/EhMVco4rp5r/XhXfOq3FYo4z98xLzeCIFIgs90QeRYPuLc1lR6i7xM6kGrDxH7XFjrekCSAaSPybEj5dypHmRkKE13UKx0nap6BICWNaGQw2iuddzDyA5Wvxrt1qmRmI0AoqoAdcwd83rEBMvHddW4a2bcIGIgKlqz4i28+LDGxC9kAUjFQTQdeRDS+ypuGTngCjU7mDIZSGDH4B2vcsFCNoticLJBxFFUH0rOZG1KgagXgE/sOmEIeZaZ17uG8l5LMwDAyy+/jLnWcQ2jTqeD66/WFtFpaLdOqRmsRtTdqrUvdMmbAauuRcSnc7XcMh4LEoIx5dysyH+E7MOLFpEKg6gfMLkQAgToqLIeM+LMo1tL2PopH8932aTzYZ0bivCE7ylZSBx4cShVA6lyqTsbACDAjAOpfCYrxWBJDqMXhzA+7biFkQHRjlsxQa9Cu7XBgoUq8oNmDp6IqxUrZxCihoLiAWqpV8wFEG9dcLajrpnqDzzuIzCYuGX+trIeXbKM3Eauy2Qoyc1eny03y2pU1HPpXOAp5/p99LAplbvdwqeos1RmacfqLcljRgeTZTQ3slyz7JUYb57sx3SCuUOI5AUFwFNlUXlLcW1rzBibvkMChQIstywGIw9ANRSsp0x8J3qOCyT9UfTcRDxWBFhGXflx6jTnsLUDdhwV50lLz6vjumwS4DiU+kgBYK6UOFcSrxeFkP9J4dVjdZbmf4iXXnoJc63jDkZ2jOgVGG+uj8eFHHCoqOsFhAPPJMSHILhgir3iRxqy4Uj/lkIQco9Lblho2xXJC3dSrHrSNmBPiWTiXjAg4h8tBBu49Qjem0GqruF/VSpyjg8saxiJUx7rcQtHwRywKAca1hi1ngFTvXFnLoiKuq7LtyT/4+w/+BTmWscVjHiMaII24eOtsTz3J5pUqCIWT2yb7CXqjiknLygrzHRCsHueN8mQ24VAeV349CVVPgt/Lr0pWUYWpMrzTRMVrCONi1BT5s8Tq1PVC+eWuQFrKcrTgzQgxAeSi0v3bsEZASpmhYwv+bXik70BWJz/Ue56+WeYax03MLK77zei3VovwIWBx92PuV5NXsYtoLK+knrLrIA0t4I0IQr/xwUMUO6EAMSPuUDil4js2427QlJyo14HAcTXyj/HeY4YSPRBCQS83N7uD0gcOtXNX4op8btKd68IOutFFXCqhBKsc2pNNVJYRt1Dcz8k5LiAkdVrlm1EuzlWHUiOWTJWjEiAjDjRPQIQAvzueYC3SKV9EEtKBpFkJcHZlvadQ67cU60DLoSqAtMxQEWyr/sBBr9KoNmZa8TvNT1gSS+TlHDkPln4aQVbLDgA1l/q5RkpZC2FqSah8/JhzLWOeRjlFtHV2L5zByboFLSba43VoyrdL8HFik7j4VtEYUsIJYQKEW+VsV4xDiJ+jAGIv3c+BiKXRxKIXJH+x4nx2FCKAClWVpzLr1sFEwU4MSOpbqwb38aDu+6jH8yafqTEiA8kqbetHIxc504FnCqBVNPa4t/IoixZRoNWOVXsDkzSBrRba32g1IoDBeI+nnsGJyBdLpQhn9zeWAPKI4FSVP6ugLyF9YprFCGkvGuf1QkByFxUKIPPplA98US3nmQdQVWDyFl0nqYqzpV61OQlENQGrPIqt622FcT+P2HPvW3Xl5Ij8/Pj1lIf6Asu1Vnb8OqXMGokGA1S3W4X112lp4o9Ge3WmppBZ+EYO56//ocgjxVTdsC7ocLvGXOlYeD+VvhacsEkEMXAoixjzGvEQUkQAnwIWQBScRC557PrWBYPe1YXMKXkJuyep6BsgJB/ThAH5BwTQBQbPqKgnPvZUCqfNvRp+F3iEAp9+tA51je2KEP3cEf8lmdTxySMDIh23Ipt2Xp8rLm6Boj04oBGmrxMHD2v7JHzvFfMQMg1hdiGFP8p1pb1DljjHFUsNsS2yT3mKmTtxCDkWUPONgdSxCLyLCRzIWX+jQNGhkj4XNb0VahuHIbu/eR8o7yOARTZ09vK17Kfsq6VVH8Ev3ue8MkWZegky2jm4iCazMbQbq4KdN87gIm5Xm5PmXceAxEB1vvFvKA0bLLoYt46WBmHjXlvoggcCkNJlPKLAvAhqY60L1k8pq7yry8Bij1dCZCKILTyG7ZUzy8LZ/wAxXdfAweyFeQCSr6XfUcXStKnkWaTDONyWssJhKOHu5hrHVMw4sHqSVoXARHiwNFBaDeJ0Q1K84C0l6DI6YGiR0w/aQBEBPABqxazAiAiorJeDD7WcQFEdSRZT7FtCzbKB5EAPhUEkwAYD0L8nLiVBGu7v6567zmcOmErqRqGdgypvFvISpqONSSfyz7VCZRiRjNR2X2/A5O0Fu3WSQwwkN0rzzXL65DonuXbKjaVK3R/mPY3qExwtfwP1myKTaKicWkg6cs48Cm3KWwFVYHJfYaqmpqxWiEXLWr1OAAOuW1c5ABDgI8PIbthc2NUA8yvF4BdoJ7Z1n+zWJ2+Fr+njcPJvXJuEE8fRsHlBMLRI8kympbsQa9r0G6d6PeG1eg1I2FuaTM7o+4Zc983Zr1zXktbK1Zr8tt/ARsNorKOmr47VgtEvHJEAUCIx0NwseqrahARWK+a9/9ssaEDQpOyIBS2avxzpwEltrjvYYtdo78hJID8Kcpt6UWSIcspOoZtIeHocwlGfavb7eL6q6/G9h07MJGtxnhzZaSnjLxjJLhiKmPnWhCC4JLl4mwo/75U/tIyttbnuJDiAAoBZzogigCq9BKVXShBqB9rSKpj6iq/TLone3wJBMHjrjXEPmMIRH59H0rys1RDpwpI8htt+efkT+Ovw8Fr9/1tNQPdCwlHjxwV/hKzq3kNo/xNr1cVrtkqtJsr4SUeisM43AX+Is4njbIxwXnFnQKsN2hwGJl9BiAJPLMBon4kvUpaPyvfdmEDoUwCkXUNVVlXgyUUGxKtpCCIpgsPH0qxujHgxONIbrzJtpBKKWtbDl77b7btK+doYXLT+lLumuXB6m10Ej7WWiG4ZgSvq75ygnslT2ZPgAlOU4EiHtsByr+rBRZlH5NgNVMQzUB2wNj+2QetIb5dZRlJIOMw4u4ZnIXKr8l9NAkAcM+PlCNwXuga/UHM7vIPgclfhLykwPXLL0IhHDfq/9VJBAUsRIJRXRkQ7diBbXQi2q3l4V4zt4fM6w2DDSGeoAjtivHWz6wdID/G93nDcQPRYJdSKN28fkAkqep4yCXyTDunvrQfgk9Vmbio4DPZ//+vbvyhelI5nHPrnlfnftMHWPXz2NLPID2thMDQHctzjeXUBKa6U+JdZ1PzDkYcRJPZSrSbywOuWVEmzSmkQcSzplksyHSX69ZhoqkCiNjK2pasIg0cDSKzzdaIbEv7M5RndJDyK8S2Y/Dh2yEQSlZSUV63AcNs29YOonX9fcAHAQLnTR825TkxK6keGP1/6wHIXywXbgEw1Ukxo6isPKJsJdrNZfm80aJrhrB7pkGku+hN/MJt6QWIDBg4jNhP3oUNb+E6jhSyhupuS/uhsunIg4HyvgqvXghIUt3YcVOnQILweUIQ8o4V30edXrfQdWOQmc450lLvhZEeJoR78f8AVTh77n+hJxdjSa1kGUVlj75fjnZzSbCLPvr+eZ4bZI0Z03ciBwhU/nqEHjHPBeNrF079wKcOiAYhz10DojlBsbJYHe8eTpn+n4FTrx4EYvViTVE+D8L5/S/h88I2C4811Uln5L1uPob0J5GuFH0NdkslGIXEg9UTtAzjraWW1aOs3KAKCPHFmcIDAKBQDsFQgIET4K/5tgSe2QbRTAAVgtB03bLYsRpL+VXnX2gIGFzVICpr1qlbF2wzgVP/IWXZheO9biWEAA6iUGi/EnMt4Gg3uWmeeIxoIitAJPaKCdaQ6ZbXg1YL+JDbeuDAoPgD8oQVvu6hfEuHcs6fKxBNV5VWigpbNTG3zF2qjgvXt5tNPYvGa25UBRwfdghsV4Orv2eMgU2KFeVl5J1jJ0sq53qxT4Ra9lZuGSUYWbJ6zbKl+FhrSb08IWvkfAEfnintDqWAsC26X8o+Ruxaipc5a0xju0r91HUB4B7z9pV/LAak0DoEPdciKlSn0UqgkM4NXc8tR8X1pXPddQx0LlykMt6l7wPI7/73A912UqQLJfmpQk/ay6db7gFKKZDrOcyiRhZGPEa0LVuC9oLFwjxCJHfPE2C/7pm1ENOIeUtQ1sraNlBSwi+RgSgEJASOI7KNSJlWnd9ICEDSMck6csv7XfPzQyAUraJ6YJLqI3KdqutzMFU/S91lOrGj+kmSUhn/Rm0QIfI0bGnkVzh69CharRbmSiMJIzPEY+cObKPFaLcW+0mMHEJWYJpDCOXamtheABHf9KwiFXDByC+DUy90fCYg0oo18LoQsq6j7OPTtYzqLHAaPcUgweo5za0ubPqtz+81GChVwykGpVCSZGweJf5N8U9S6Vw28+NTU1PHN4zy+YiuKhIaF6G9YBHrpkcZqLaC0Ar29B2A9Yt3ByuBrbncYwYiSgZRP/AJgWe6INISGnm0rnSuvmkIPv0u7nnC/bzxYyoOJAlKdcCCwDG3DJFj0wVJFWTqXY9q1YsP0NUoKj9d9IqNEkZzqZGCkR0jOgHt5sLA6HnFXnQIlDEhwIZQUSS9aTXURd/PGhVlse25VNQa4sfVzNyyKjAVcvOIZtqwy2vUB1Sdev3UAQYHqvgy/VQDmPOVtZVg5MiKEdFCfKyxIAdQAR7KVD6hvYkJKb8xBOFBMoQ4v/g50WtF7ofItqTZhlMIQpIFBMDLL6q7jsHHOc7uMBAIha6Tl/ffpY+Kugis+wVI1Xlx9yzW+1Z1fxtNJZQ4jHoAjlMY8TyiSWrhY41mAR1lesUUEfJ4EGS3BsqHibUuTiJW36pTthQzv9AgQVS1PyiFXDbRZVL+sbqWkQSg0LU4iJz6VY2+DjTqHsvL61lPc7f4oOonF6m/vCUXRS6mim+keAON8t7VN7saOoz4fESTaGA8awCZguLgMT/wDAYiptErexuogBLsOsE1ay3usZmCaDbkAUgADa8b245Bpp9jIgBhwCSlccVA4X46qT4UxNhT/PpV2TlzB6dqy0Y6x08FiIEor2M7a1ZcqYDRcWUZ8WD1JDUxbt6mAZRDNHLY5GG8Hqz4DwBrDiF3vwo4qDiuodQPfCpApIpHjMIpcMw7TbSClH1cql+17V67ylqqc07gflXgcD9ZaIkdl465ZVXXZ021Rr3AMQVrdFE9ENWHmDRzpO/WhTO19Z62mI8by8ieBiRDm1DOoAidrKgAygM8SpqLND9SbhrIqP6sIxFIAcsINbdnqpBFIwJIqud8L1XWEN+usy4WzepK0Om6Atim2wAHBaLg8eLv2e/58WV2A93+3I7SPf2sbQMiIG+HAHq9HuZSQ4FRHqy+Ctt37sQ2ENpEfmCa8tGsBAWongGR0m9Z1fV4j5hiGy5wqtZ1ylBzG32WsduIB6rg49Z1y0LHqyyj0LqOdeQ8uxLKdEMHptfQUVFfOla3rO79Bwepasj0G8i2yglQyk3qdCBUlHnTyMyR5hxGZbB6JyYBtM08QjBwUUQgTMH71epvWgSQ3laeVWQC0v0CCdPYRp9lg1DMiuL70rG6QHKh6JZVLcI5gwRBbUgVv4V+gVJ1v0HAZjrHogBCHFz8XztJMreI5tpNIzXHd/zHf/xHfPCDHwQArK6qXNVwh3l80Mdms7xu3brn1inr5zlgQ6TO/nTOmc41B3leqGwQdWPlfZ/zq3z1i1/8AuvXr49cdbCac8vove99L66++mqMjY3N9a2TkpL60OLFi+f0fnNuGSUlJSVJyqqrJCUlJc2+EoySkpJGQrVg9MUvfhFEhBUrVmBsbAxnnXWWdfyHP/whrrjiCnz605/Ghz/8YXzmM5/xchTq1OG666678NGPftQr/+xnP4uxsTGMjY2BiHDppZfW+QhJSce8qtqpVqhtAUNup6qGbr75ZgVA3Xzzzd6xp59+Wq1evVrt3r3blL3tbW9Tf/Inf9JXHa2pqSn11a9+Va1atUrdcMMN0ecCoLZu3VrnIyQlHfOKtVOlqtvWsNvpjN20v/iLv8DatWuxdetWU3bjjTfir/7qr/DMM8/UrgMAt912Gy6//HLs2bNnpo+VlJTEVKdtDbudzhhG//RP/4SLL77YKrv44otx5MgR3HrrrbXrAMDWrVuxa9cuTExMYOnSpTN9tKSkpEJ12taw2+mMYPT888/j0UcfxcaNG63yk08+GY1GA/fcc0+tOklJScPVKLTTGcFo3759AIDly5db5USEZcuW4amnnqpVJykpabgahXY6Ixi9+OKLAIAFCxZ4x1qtFn7961/XqpOUlDRcjUI7nRGMGo38nSbSu5U6nQ6OHj1aq05SUtJwNQrtdEYwWr06PNT15ZdfxtKlS2vVSUpKGq5GoZ3OCEbr1q0DkAe/uDRJN27cWKtOUlLScDUK7XRGMFq6dCle97rX4YknnrDKH3nkEQDAOeecU6tOUlLScDUK7XTGeUbvfve7cfvtt1tle/bsQavVwuWXX167TlJS0nA17HY6YxjdeOONeOCBB/C9730PQP5Ggb/5m7/BJz7xCaxZs6Z2HS6lFDqdDg4ePDjTx0tKSmKKta1ht9MZT662efNmfOtb38LnP/95nHXWWXj00UexdetWfO5zn+urDgDcf//9+MQnPoEHH3wQBw4cwJe//GVs2bIFp5xyCr75zW/O9FGTko5b1Wlbw26nA5np8ZJLLsHOnTtnXOfss8/Gt7/97UE8UlJSElPdtjXMdprmM0pKShoJ1YJRq9XCkiVLcNNNN0XnSZkL8XlSlixZgkWLFg3tWZKSRknzvZ2mObCTkpJGQslNS0pKGgklGCUlJY2EEoySkpJGQglGSUlJI6EEo6SkpJFQglFSUtJIKMEoKSlpJJRglJSUNBL6/wHwwfKySZJEeQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ckey = plot.IPFColorKeyTSL(ni.point_group)\n", "print(ckey)\n", "ckey.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this color key we can color orientations according to which\n", "crystal directions the sample direction $Z$ points in in every\n", "map pixel" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "nbsphinx-thumbnail": { "tooltip": "Crystal orientation determination by comparing experimental EBSD patterns to a dictionary of simulated patterns obtained from a master pattern followed by orientation refinement" }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEuCAYAAABCo1+wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAWmElEQVR4nO3daZgW1ZnG8btplqbbBcUNRSWuCaCoMDiAgwuRxGXGMdEYEY1ARhNNMG5RHBNjokHmGqMYHZeRRW1FM2o0I0qMG0wAbXFBUYwY4pgooOzYzWbz5oOKwDnVVPV5qupd/r9P8rz1Vp3WhOeqvs9SVSgUCgIAwFCbvAcAACg/NBcAgDmaCwDAHM0FAGCO5gIAMEdzAQCYa9vShxfo5KCb36OeTm0Pbe/Untdop1a3bH/vPRt3mOfUNmilU1upIU5tO93nvadPG20X67q6Ge7PmJbj50zN7FnFpM04+3s+dvfl9jdN4m/vubUuHTJ59PjuD2XynLc1I5PnSNIB6p/Zs7IwfLL799/4E9y/+6IMUyfD0USrkud/x5/hzQUAYI7mAgAwR3MBAJijuQAAzLUY6Ic6U3Ocmi/kjwrvfXzhfTv1cGqdNduprY+457bLejs138QBn8b+7s8oZRv0b+mDLm5t9wXZj8PKYzccGf/izv3SG4ilMgvvfaJC9jSCft89KyHkl5IF/VnizQUAYI7mAgAwR3MBAJijuQAAzKUa6Pv4Qn6fVTu8FPueS9TLqSVZjR83vPdNPIj7XQuP93SDbd+q/TTC+5KZJNC8KO8RYCt8QTshf/FbqPZOzfPXwka8uQAAzNFcAADmaC4AAHM0FwCAOZoLAMBc5rPFfJLMDAs5pyXqjJa4s8CSzAzzbQsTuiXMpVPdmWHuxjfJvNE53nVFOTPMZ/l8t9Zpn+zHkYM8t3oJldUMMrTeblqX6HreXAAA5mguAABzNBcAgDmaCwDAXFEE+j6+M1qk+Oe0RIX3Pr6gPm7In+QsGl8gn7ceS1r/3biTAaKUzJYyRaiUw/u40gj52RImO7y5AADM0VwAAOZoLgAAczQXAIC5qkKhUIj68AKdbP7Aa/RYrOt8K/El/2r8JOF9VnxB/6W3PZ/DSIpDSPjvO8cm2JIf+uv7TrZ/VkYqIeSPksZq/lIO+oepUybPqdJ7kZ/x5gIAMEdzAQCYo7kAAMzRXAAA5opihX7INvppSWOFfiXz7QQQusI/RMNbp3jrfUsk0K/k8D4rrOYPw5sLAMAczQUAYI7mAgAwR3MBAJijuQAAzGU+W8x3TovvjJbmFLZ0iZrZ5ZsFFnLGC+LJcwbZ/Ij60kUTYn3/67sOsxsMgqVx9osPM8ji480FAGCO5gIAMEdzAQCYo7kAAMylGuj7zm65TCc6tbHLFji1xh3sx5MkfCe8z4cv5E9Dpz5h35/iCf7TCPnZ5qX1CPnzxZsLAMAczQUAYI7mAgAwR3MBAJhLNdD3rcb3hffqMMfz7Q7m40ly9kpoeP+z0Rkl0xXgkCVTvfVXOx+Z8UhQ6rIK+cGbCwAgBTQXAIA5mgsAwBzNBQBgziTQ963ElyJW43f4g1NrrLUP730SrdBvWut+3zPOJJME0Dq7e+aASJJibs8/Za1/QoA136p9Kf7KfVbjl4+oSQKVtHKfNxcAgDmaCwDAHM0FAGCO5gIAMEdzAQCYSzxbrK26ODXfNi+SNPbpmU6tcVA2M8OCre3p1mrd2Wac8ZK+0DNefLO1omZ2oXwMn+zO5Bx/gvv/16gZXJz9EoY3FwCAOZoLAMAczQUAYI7mAgAw12Kgv1TfdWq7aLJTq5m91H+Dfh97iqUR6BPUl6b+/Z+Id2H3Jm95xpvnO7U0wn+2eil+WZ39Uq4hP28uAABzNBcAgDmaCwDAHM0FAGAu8Qr96/98o1NbXfVf3ms31MY8cANowfRR/vC9v2KG9wn0736LU5uheOexsOq/+MVdtR+FkD8+3lwAAOZoLgAAczQXAIA5mgsAwFziQL9530edWsdpnu3pJWnaH51S48Ajkj4SyJUv5PeJCv5ZjZ8PX1DvC/RD5RnyRz2/GPDmAgAwR3MBAJijuQAAzNFcAADmaC4AAHNVhUKhEPnptLlOqXngHKdWHTVbLKasZpDVLfPPFAk5u+W7ySfcbabr6EVB3y83UVu9hHhEA5zau1pn/pwk5uivuT6/UoVu/xIqjVlkPqN1fCbPqdJ7kZ/x5gIAMEdzAQCYo7kAAMzRXAAA5loO9Oc1OKWhz/V1avUHusF/EqWyJUyS8H4HrXZqy9Sx1ddFKeUJAaeO6pH3EIrKw3rAqRXr1h6lKsn2L1kF/WmE/AT6AICyRHMBAJijuQAAzNFcAADmWk6od6l1Sh1WpDWU/AzWTU7tGF3iuXJD7HumEd77/G3UrkHfz2pCAOF966QR9jJJoLhkdR5M1nhzAQCYo7kAAMzRXAAA5mguAABzLQf6s6vNHzhg4Mueqhuo522JGj3VsPA9NLxPQ9wJAXGD/06jFoYMBxmICosJ+otHOYT8vLkAAMzRXAAA5mguAABzNBcAgLmwA+C3wh/eF5/p9b08VTc8O33ooPQHU6R8wX9Pzc5hJOXrGzrNqfm24U9L3MCY4D8fUf/eizXo580FAGCO5gIAMEdzAQCYo7kAAMzRXAAA5kxmi4XOCvPN1mqu6em9tnrNnKBnhZhU/7RTO2+ofwZHMW714hNyxswcuf/dmEFW/nyzk5hBhi3x5gIAMEdzAQCYo7kAAMzRXAAA5qoKhUIh8tOxc+PdpXOz0XBKT9TEg6GnxDsnJQ0hIX2oqED/WFXu1jkhstz+xVqphPzDJ+/vrY8/YV7GI0nXMHUyv2eV3ov8jDcXAIA5mgsAwBzNBQBgjuYCADCX6nkulaz+wUVOLauQP0l4bx3++1btS9Kx2qnV96xkvjNepNII+qPOGSmVoL+UdW1a6dRG1b4b+/vHNHVzasfW7pVoDLy5AADM0VwAAOZoLgAAczQXAIC55Cv0K3g1fhpOH1q5K9cvTCHkX683nVo7dTd/Tt5KIdBPIs+Qv9RX6PvC+2c84b0vpPddl8R1cu/5Od5cAADmaC4AAHM0FwCAOZoLAMAczQUAYK7l7V+YGVY2fNu8SNmd8+JzgxY7tdAZZOU4M6wS+LaKSWMGWdTMsHITd2aY77pEaqM/4s0FAGCO5gIAMEdzAQCYo7kAAMy1vP1L/ZwMh4LPVfKWMD5pbBNT6spt+xefrLaEiQz5ux7hlMb3mpDyaKL5tnlJS9zwfzCBPgAgSzQXAIA5mgsAwBzNBQBgjkC/hMQN+n2r8bNaiZ/lTgAE/ZurhJA/Skj4n2TVfp5nvGQZ6Pv4Qn7OcwEAZIrmAgAwR3MBAJijuQAAzLW85T6KyqT6p52aL+TPcxv9LJ+dxpb9KE1ZbdmflTTCe18gH8W3Gt+7PT8r9AEAWaK5AADM0VwAAOZoLgAAczQXAIA5ZouVuLgzyCoFM8hQaoafVuWpbu9ULn9gdtBzvLO9EvDNNhvM9i8AgCzRXAAA5mguAABzNBcAgLkWz3O5RDc7tf+sPyrN8cBAJQf6oUo5/D9ZF8S67swS3hYlb6FbyvjD+3iiAn1fUJ9kq5e49/QZzPYvAIAs0VwAAOZoLgAAczQXAIA5VuiXoUnjxrjFRcu9155+xeh0B4Oic4/n7JNiVIwTD+IG8lfvtyKi7tauesddje9z3Wm9Yl0nSYM9tScn+MeUFt5cAADmaC4AAHM0FwCAOZoLAMBciyv0VT8nw6GgVdbOMr/leSNGOrVl6mj+nFBd1N6pLdC6WN/dQau9dd/POWlWjVNr6LNNrOekJe5q/FJ2tm41v+e1t3aPf/Fzj7m16h5urfmN2LeMCvq3FDfkT0vc8J8V+gCATNFcAADmaC4AAHM0FwCAOZoLAMAcs8Xy9tr0sO8f2MFmHFvj2T4mydYxvtlZoTPQQmaLhcr73JdSni2WxiywEJEzyHyzxVJQjDPIfGfH+M54YbYYACBTNBcAgDmaCwDAHM0FAGCOQD9LoeG9TyfPNia7drJ/TqDTR1yW9xBM5b0lTLEF+sUW0qfl2tPmZ/IcX8i/eJr/2l/vnk3Q7wv5r1O3yOt5cwEAmKO5AADM0VwAAOZoLgAAc23zHkDZSiO89/GF957V9HmH/JPGjXFqpRzyn95njVObFHG0zuo+t5g//52Y1+2nD4KeUylBfSnYaaC/frXc8N+7mr/JcxZNbfyzaJLizQUAYI7mAgAwR3MBAJijuQAAzLFCP4msQvoEDvuPHzm1l8eVVwibZfAf92gA33XX675UxmStY8OGoO//e9+rjEZSemKv0K/2hOeS1Nz6AD3u1vxRrvpLf6f25J0zvNcOHuZOCHhygvt8ttwHAGSK5gIAMEdzAQCYo7kAAMwR6CdBoF+SspoQMF7jMnlOqNBAXyvWubXt2wfdspQnCWS1DX+UuEH/WWeEPWdeN7dGoA8AyBTNBQBgjuYCADBHcwEAmKO5AADMcZ6LVJSzwGDHd5ZMEr7ZZnNnLnIv7PdY0HOyEjUz69qGq+PdIHBmWNCzU1DKM9Uk/9ktoVvF+Oz/rqfYPfp63lwAAOZoLgAAczQXAIA5mgsAwFx5bP9SyYH8HgPjXbfNC+mOo0xMu+lspzbyNvvnzMwx/L9GP8nkOXmG9JFS2LpG158Z9v0UZLUlzJcI9AEAWaK5AADM0VwAAOZoLgAAc8UR6FdyIO9z8ID41y6pdmudm+NdJ5VG0L9oub++a6dW39IX3EdJI9D3yTPkl7IL+kNEThLwBfU+Kewu4FUiIT+BPgCgpNBcAADmaC4AAHM0FwCAuXQD/UoO6pOE8nFFhfJbShLo+xRdyP/niPq+rb5jVKCfVXgfKqvwvxRC/lDBOwksXezWbrnTf23tG2HPMlaoD9uav6pd9Ge8uQAAzNFcAADmaC4AAHM0FwCAOZoLAMBcy7PFfnx7hkMpUXnOCpPCZ4bFlesMsrDZYsW41UtWQmeV9Zt5olM7od+hQfcsFddO+aH9TSdcaH/PAMwWAwCUFJoLAMAczQUAYI7mAgAwR6AfKjTQTyN8T8FOb3wl1nWLD5+Y7kBawRfol1twX4yKMfhPJaQPlVHIHxre+xDoAwAyRXMBAJijuQAAzNFcAADm2uY9gGLQ3PfcTJ5TvSbwfJysVuMH2OmFs731Ygz6YeeZfsd7ql1if/96LQh6flEG9R5dpg53aguUQqDf1MP+ngnx5gIAMEdzAQCYo7kAAMzRXAAA5sp3hX4KW+E31/R0asEhvS+Q9wX3UdfmKO6q/SiLD7nXaCTJHXLoGbk9u9T5w/ts7DjllNyenYQvuI+y4MjxbjF01f7od5xSYc+dw+7pwQp9AECmaC4AAHM0FwCAOZoLAMAczQUAYK54t39JYbZX7mLODPPNSpOkas21HpG5xUMa/B+8OS/bgWyCmWGtl+fMsFKRZGZYbMNucGsRM8jSOKfFAm8uAABzNBcAgDmaCwDAHM0FAGAu3UC/zEL5RFu9BGzVEv2c4tr+JTK89+m+v1vLMeSHqxTC+6Vff9Bbz2pbmNDw3rfVy2tr4t3z4GFBj84cby4AAHM0FwCAOZoLAMAczQUAYK7lQL/MAvncRZ3TsqUiO7clNYT8uSiF4L4YhIT33jNaAkUF/weZP8kGby4AAHM0FwCAOZoLAMBc2CLKvl2kuvZGQykz66vc2rq1UsOC7McCABkLay517aWm9UZDKVFrPE1EkmoKbo1GvHVVvd1a4aXsx1EmCO+3Lo1V90kcXNP6VfvFjF+LAQDMme0tVnVAZ6tblZXC20vyHgIAZI43FwCAOZoLAMCc2a/FKvbXP0kCfQCoEOme51JuohpJTBuqt1Whpudmter35wbds+x89L5bG+jZJkbKdauYRs87f92G7MexqUqeGeY758V3xkveM8MqCb8WAwCYo7kAAMzRXAAA5mguAABzuQX6U6Y9rTseuEtLVyzXJ598oqY1qzXilDN03hkjVFX1RXD+5jtvaeQvRmn12jVqWr1axw0cpJ9fMEpt2xbJXIQEs8LarPlYev+vKQ4mRb1WZfOcgdvGvzbH82AI74tfKYf35bAlTG5/Qw+95Hsade6PdPGI8yVJDbNf0j8NOVErP16lUd+7UJL00dLFOvrMf9VPzrtYPzjz39TY1Kj+px2nxtVNGnvl6LyGDgDYitx+LfYPBx2qkWeds/HPfXv11qB+A3XXb+/fWLvp7jtUKBT0/SGfduy62jpdPPw83XLvOH2wiN2FAaBY5dZcnhj3G7Vr126zWseaGq1b/8Uuy49PfUp9eh6i6uovjv3tf1hfNTc368npz7b62b97+gn946mDVXVAZ018+D4Nuegc9T75GPX5xjGa8/ZczXi5Qd+6YLgO/FpfffMH39GqjzP6lRAAlImiCfSbm5s189UXNfSkUzfW3vn/+dp9l902u26PXbtIkua9O7/F+0167CFd9MsrN/55ybKlevSpxyVJ/zLoON1/w52SpAen/K8mXnezXvrtM/pS17115qXf1/OvztJvxo7XK488p4bXXtav7/lvk58RACpFkaTi0o0Tb1PnTjvqis/yFkn6uKlRHdpvfgZKh/YdJEmNq5tavN8jf3hcB3+5+8Y/j3uwXm/Nn6eTvrp5EPqt405S+8+ecVTfAXpwyu/06K310poq1VbV6fCevfXi7Fc/XZ1fyVu67LyrW/toUfbj2NTc7dxa9YHZjyNFBPfpK5VV976QX5Jem+wG/QedkPZotq4o3lyemPqUbrt/op648wHVdKjZWN+mtk5r163b7Nq169ZKkuo61rZ4z2mzZmrwgKM3/vmpGVN17ICjnOs+fxOSpLraWqe2Te02Wr5qRfwfBgCQf3P5/f89o0vG/FRPTXxYXXfbY7PP9tt7H33w4cLNap//ef9u+0Te80/z52n9+vXq3fMQSZ82pOkvN2hQv4HOtZvmOVG1QqGC31gAoBVybS6Tn31Sl4z5qX4//n+09x57SpLuuP8uLVuxXJJ0/JFf1aw5r6q5uXnjd2a83KDq6urN3kq2NLVhhvoefJjatPn0x/vjrOd1QLd9tUvnnfXC7Fnp/UAAAEk5NpdHn3pcw68YqV9edKUWfvShZr3+ima9/opuf+AurVi1UpI08qxzVFVVpdvvnyhJalrdpF9NuFXnnzFCu2/yq6stTZs1Y+M/NzY16qZ77lDvHr006/VX1NjUclYDAAhXVWjpdz71c1r+9tF7S03rW74mQvseu2n9ev93//LMK+rWdS9J0hvz3tLIX1yuNevWqrGpaeMK/S2nMW9qz4EHadg3h2inHXZUTfsanTz4BN109x3ac7c9dM63v6NnZk7TFb+6Ri/Mfkm9vtxTV537Yy1c/KHG3nu7/vTuPB3ZZ4Am/PxmXTf+Rj367BNas26N+vY8TE/e9VD8H9C3Pf+27aRHWaHfIl9I/5WVQbc86Kj9nFr1zB2D7hmKoD59PUY97tRKJbxPwrdyP41Av2rMZW7xyjHR1+fVXNIy/7131f/bx2nhjATnpMQ9pyXJbDGaS+vQXGCE5mIraXPJPdC3NvXF6Tqi9+F5DwMAKlrZNZe35s/TPx/9tbyHAQAVrWgWUVoZc+nP8h4CAFS8sntzAQDkr+zeXFolZFuXuJMBEE8K4b1Pc7+lse8ZGv4T3uejHMN7H9+2MAW5Ib83kE8Rby4AAHNhby6N66S69lu/rpy1S/DmsrK4pm0DQFrCmksDB3Zpibs3GQBUOn4tBgAwR6CPePI8z8X3bEkH9dg2k8f7wn9fyE9wX2Q6vxfvuiV7pTuOHGQd3vvw5gIAMEdzAQCYo7kAAMzRXAAA5lrech8AgFbgzQUAYI7mAgAwR3MBAJijuQAAzNFcAADmaC4AAHN/B4iPrZnz7QnXAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xmap.scan_unit = \"um\"\n", "xmap.plot(ckey.orientation2color(xmap.orientations), remove_padding=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a few more lines, we can plot maps for all three sample directions" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ori = xmap.orientations\n", "directions = Vector3d(((1, 0, 0), (0, 1, 0), (0, 0, 1)))\n", "\n", "fig, axes = plt.subplots(figsize=(15, 5), ncols=3)\n", "for ax, v, title in zip(axes, directions, (\"X\", \"Y\", \"Z\")):\n", " ckey.direction = v\n", " rgb = ckey.orientation2color(ori).reshape(xmap.shape + (3,))\n", " ax.imshow(rgb)\n", " ax.axis(\"off\")\n", " ax.set_title(f\"IPF {title}\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sample is recrystallized Ni, so we expect a continuous color within\n", "grains, except for twinning grains. The orientation maps are mostly in\n", "line with our expectation. Some grains have a scatter of similar\n", "colors, which is most likely due to the discrete nature of our\n", "dictionary. To improve upon this result we can reduce the orientation\n", "sampling characteristic distance. This will increase our dictionary size\n", "and thus our indexing time. An alternative is to perform orientation\n", "refinement, which we will do below.\n", "\n", "We can get further confirmation of our initial analysis by inspecting\n", "some indexing quality maps, like the best matching scores and so-called\n", "orientation similarity (OS) map, which compares the best matching\n", "orientations for each pattern to it's nearest neighbours. Let's get the\n", "NCC map in the correct shape from the CrystalMap’s scores property and\n", "the OS map with\n", "[orientation_similarity_map()](../reference.rst#kikuchipy.indexing.orientation_similarity_map)\n", "using the full list of best matches per point" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "ncc_map = xmap.scores[:, 0].reshape(*xmap.shape)\n", "os_map = kp.indexing.orientation_similarity_map(xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the maps" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(10, 3))\n", "im0 = ax[0].imshow(ncc_map)\n", "im1 = ax[1].imshow(os_map)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC\")\n", "fig.colorbar(im1, ax=ax[1], label=\"Orientation similarity\")\n", "ax[0].axis(\"off\")\n", "ax[1].axis(\"off\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the NCC map we see that some grains match better than others. Due to\n", "the discrete nature of our dictionary, it is safe to assume that the best\n", "matching grains have patterns more similar to those in the dictionary than\n", "the others, that is, the different coefficients does not reflect anything\n", "physical in the microstructure. The OS map doesn't tell us much more than\n", "the NCC map in this case.\n", "\n", "We can use the crystal map property `simulation_indices` to get the best\n", "matching simulated patterns from the dictionary of simulated patterns" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_patterns = sim.data[xmap.simulation_indices[:, 0]].reshape(s.data.shape)\n", "s_best = kp.signals.EBSD(best_patterns)\n", "s_best" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest way to visually compare the experimental and best matching\n", "simulated patterns are to\n", "[plot them in the same navigator](visualizing_patterns.ipynb#plot-multiple-signals).\n", "Let's create an RGB navigator signal from the IPF $Z$ orientation map with the\n", "convenience function\n", "[get_rgb_navigator()](../reference.rst#kikuchipy.draw.get_rgb_navigator). When\n", "using an interactive backend like `Qt5Agg`, we can then move the red square\n", "around to look at the patterns in each point." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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aNbO0tWrVynS8evVqSx/m3MDGxQR89XOyKHR2LiYg62R0YM4HTLSuUqWKpU29B/bv3681BvY8sOwQxYoVMx2zSHuWBUB19Misnzq3zGGDOSlkVSHSBnNKYdkodDMWCLmHrGQEQRAcQFYyeoiREQRBcAAxMnqIkREEQXAAMTJ65ImRYYF+7IKpe9Asmy/TPpjGoAZj6gaysT16FpCmZrqNioqy9FH3vAG9oDXAmtWZzQXLtsv0BFUnuHTpkqUPCwZkAaBsP159z9DQUEsfpqOsX7/e0hYWFmY6fu211yx9fvjhB0vb1q1bLW2JiYmWNvVaMv3i0UcftbSxoE2mt6j3p/p5AB5geujQIUubmhGcZZ9mgYvsMzF9TdXOWB92D7OgR5ZJXA06ZboQ05SYPqUG27J7n+m1uYV4l+kjaWUEQRAEpyHbZYIgCA4gKxk9xMgIgiA4gBgZPcTICIIgOIAYGT3yTRZmFqCpVrE7cOBAtn0ALqargqK3t7elDxO2WUAaE0TVQL8OHTpY+jCxe/HixZY2JsSr42diMZuLatWqWdrU+uJMvGcCLAv21MmKzDIiszlkQrB6zdkYWHBseHi4pY0FuapOFsypgzkMsM/EAgJVpwcW5Mrmmr2nmiWcXTfm0MLKnbPnrUuXLqbjr7/+2tKHOaWwLNLMMUIN0GRBqCwTuhroDFidHlggNRsDm2tHESOjhwj/giAIgtMQIyMIgpBDbC7MjvzosHz5chQvXhy+vr7w9PREw4YNacqdjDz33HNwd3eHv7+/6cfWlrFfkSJFLP3GjRt3DzOSOWJkBEEQHMBZRiY+Ph6dOnVCixYtkJycjMTEROzatQv169fP9rWNGzfGlStXTD+enp6W7fsePXpY+jnLyIjwLwiC4ADO0mQGDBgAAPjqq68ApCcG7tGjBz7//HPExcWhdu3a9HWjR4+2aJbLly/H1atX8e677zplrDrkiZFh2XBZdlRVJGUCLxPrW7ZsaWlTszwzsZKJviyLMctYoEZ2s28F7KZkUdvMKUG9edi5WEld5rigir5q1mSAC/O6D9WxY8dMxyEhIZY+TKBm41Dn55133rH0adu2raWtV69eljY1gwRgveYsWwRz2GACOIswVwVpFn3PsgWzc6mZFFjWBzaH7B5WswcAwM8//2w6ZlH0zPGC9WNZztV7ipXbZk5BzMlCzWzA7leWDSQ3cZaR2blzJwICAkzXslu3bvj8888xbdo0zJgxg76OZV4YN24cwsLCaAb7vwvZLhMEQXAAR7fLEhIS4OXlZf+JjY01nffmzZuW9D21atUCYE0vlRXJycnYvXs3xowZY/ndqlWr7JpPyZIlMWjQIPqFNzcQIyMIgvA3EhwcjOvXr9t/5s2bZ+mjrkhtq1bmJp8ZI0eOhJeXF5566ilTe7ly5fDQQw/hjz/+QHJyMt566y189tlnqFGjhgOfJnvEyAiCIOQQZ3uXqVuQti3DnCT9/Oqrr9CtWzdL+5gxY7B9+3b7tn+/fv3QuHFj7Nu3jxaPvFfEyAiCIDiAs4yMh4eHRTO2BRIzrYvx448/Ijk5GW+//bZWf1vQ9q+//qrVPyfkifDP0oCzSOiSJUuajpkoy8T6DRs2WNrU/cbIyEhLn+bNm1vaNm3aZGljJZnVNhaNrZYbALgQzIR/dfnMIqNt+7YZ+emnnyxt6vwzAZlFzLNyv0wAV68Tmy/2GY8ePWppU0sOMKeLNWvWWNo2btxoaWMZEdSHmUWXs/gEFkX/448/WtpUJxcWyc8i39nzoArZ7Fst21dnmQ6Y840aDc+cRtj8MGeDgwcPWtrUa64+3wB3yGHPiOrwwxwSWAaJ3MRZwn9ERAQ2bdqEO3fu2OfWVq588ODBWucYNWoUatSoQUt9hISEYPPmzaZnyeZ8Ur169XsdvgVZyQiCIDiAs1Yy06dPBwD07NkTQLon5ty5cxEeHm5yXy5WrBg1IteuXcPOnTsxYcIEev6jR4+iT58+9uMtW7Zg7dq1KF26NBo0aJCjOdBBjIwgCEI+omrVqli6dClWr14NX19flC1bFuHh4di8ebOpX0pKCg1bGDNmDHx8fGj+RAAYMmQItmzZAl9fX/j5+aFFixaIjo7Gvn37nPJ5JBhTEATBAZyZILNjx440UW5Grl69Stvff/99vP/++5m+bsqUKZgyZco9jS8n5Jvyy6zcrBrIxvabWcAVu/jq/u+QIUMsfVgkLSupu3r16mzfU804C/B9Y7afzbQnNXCN7Z0ybYIFaKnjKFq0qKUP0yFYSWYW5KWOlek7zBWTnUuNF2BaBQvI1SmRDVgDRXV1Dkbjxo0tbYcPHzYdly1b1tKHaWLsG2qlSpVMxyyYkWkaLFCRxVuo9yyba3ZvMphmqLaxa8TOz/6Y6gRasvs1t5Dyy/rISkYQBMEBxMjoIUZGEATBAcTI6CFGRhAEwQHEyOgh3mWCIAiC08iTlQzLassEPzVbMBNumSjIMjqr/uTMu4Jlef7999+1+qkiJhP0WbQuE3jVLMaANZMuE6OZwMsC8YKDg03HLAsw82xhYjELzlNLPrNry87PBHDVQYBl5GWlhNUsvQC/V9TPzoJX4+LiLG0TJ060tKkiP2B1XAgMDLT00c0WrAY4MuGcBQEzEZ5dEzUzM3NSYMGk7FxsHKqDCSuFzJ4bhurswe6dJk2aWNpyM22KrGT0kO0yQRCEHCLeZfqIkREEQXAAMTJ6iJERBEFwADEyeojwLwiCIDiNPFnJMKGTibequMciux955BFLG4vaVoVmlmGAjYE5EbDSwTqR6cyJgGUGYBkR1OhlFpHPPjeL5j937pzpmDkMMOcGJvwzgV397Eyg1s0yoLax683ui7Nnz1ramOOI+to333zT0ue5556ztLHxM1THCOa4wKhcubKlTRXYWXJEJrirmTMAntlYvYdZpmyWAYNlU2bzozq03L5929KHObQw5xgVNl/seucmspLRQ7bLBEEQHECMjB5iZARBEHKIeJfpI0ZGEATBAcTI6CHCvyAIguA08mQlwwReJoCrEbvt2rWz9Pnqq68sbayML0uLrsJKCTPxkImmqihbpUoVSx9WhphFY7PSuKrgyko5q4I+wCPMVccFlh5+69atljY2h0x0V8Vn5ljA0v/v2bPH0qZGhbNsCEyMZteNCdSqEL98+XJLn6VLl1raWMnksLAwS9uBAwcsbSrMeYI5LqhCPBPXmVjP5oLdY6rAzp5T9rn/+OOPbM8FWKP5WR/WxhyF1PuCOb2w661zPXSRlYwesl0mCILgAGJk9BAjIwiC4ABiZPQQIyMIgpBDxLtMHzEygiAIDiBGRo88MTKhoaGWNibSqentmcDIasUzAVwV5ll6cpZ6nLUxIVIVz1lkNxP5mZMCi5BX56JChQqWPizVPHM2UCO71WMA6Ny5s6Vt3rx5ljaW/UB1jLh27ZqlD4vsVksQANY5Y5+RlY5g88PKC6gOFOzzsCh6lv1ALXEAAHXr1jUds0wQzKGCOUuozjHsdex5YM4AagYJdr6LFy9qvU73GWHXXOX8+fOWNuZo06pVK9NxZGSkpQ/73L/88ku2YxByF1nJCIIgOICsZPQQIyMIguAAYmT0ECMjCILgAGJk9MgTIzNixAhLG9uDnjp1qumYZU5mgWashKsafMb2xtkeLntPti+t7vez7M1sz56N9eTJk5Y2db987969lj5M16pVq5alrVy5cqZjVpKWZbVl52eZgFW9gl3bLVu2WNrYXKh6CNMc2LyyAFNWTlgtOczK+DJ9gekV+/bts7S98cYbpmMWZLl582atc6nZlJlWwQI0WXbxXbt2WdrU68R0RXYPsLlmAaZq0CzLwsyuL9My1YzmrAy4bllrRxDvMn0krYwgCILgNGS7TBAEwQFkJaOHrGQEQRAcwLZlltMfHZYvX47ixYvD19cXnp6eaNiwIc0lp1KkSBH4+/ubflieumnTpsHHxwd+fn7w9PTEE088kePPr4sYGUEQBAdwlpGJj49Hp06d0KJFCyQnJyMxMRG7du1C/fr1s32th4cHrly5YvpRNd6VK1diyJAhGDFiBJKSkrB9+3asXLkSnTp1cnQqsiRPtss+/vhjSxsTMVngnc7rmICsBgSy7MFM+GdZjBmqSMqyybIgSybMM/FZDcbcv3+/pQ/7psPGsWLFCtMxE2kPHjxoaWOBiixAtkaNGqZjFrjIHAZYyee4uDjTcUREhKWPOjcA4OLiYmljGXjV7L0sMPXq1auWNjZ+JpR/+OGHpuPatWtb+rCM3SyYdMmSJaZjJsIzMZ3BnDHU8+kENQN8ztjzpQr/TJhnzyArua0GdDPnlYSEBEsbK23uKM7aLhswYACAvzLMlypVCj169MDnn3+OuLg4eg/lhOeffx4eHh6YMGECgPTs4VFRUVi+fDmSk5Pp3597QVYygiAIOcTRVYyOYdq5cycCAgJMX5a7desGIH2b615JTEy0lGxo27YtDMPAF198cc/nVxEjIwiCkI+4efOmZXVo2/FguwIZuXv3LqpWrQo/Pz/4+fkhLCzMVBsqISEBhmFYVv+2MAB15yA3ECMjCILgAI6uZBISEuDl5WX/iY2NtZxb3fK3bWGxOKKMlCpVCsOHD0dSUhKOHTuGu3fvon79+vjvf/8L4K8tULVAo22bkm0N3yviwiwIguAAjmoywcHB2LFjR5Z91CBzm97HKoBmJKMO5e/vj82bN6NkyZIYPnw49u3bh1KlSgGwanc2zZoFvt4reWJkmKDPMuSqQuT169ctfZhQyMQ9NXKcWWwWNcwE5JCQEEubKvqyzL0sC4AafQ/wz7Rz507TMRNu2edmn1MdGxNpmUjORH72WtXZgInYTKBWI9oBoGfPnpY2FbaFoEaEA7zksBohz+aVZQ9mDiesJLYaDf/rr79a+rz44ouWtsTEREubmmmCZWFmDgnsHmaivvrZmVMKe3ZZ9gOWeUC9L9i4mMjPSnWr88qyDjBHjPtB+Pfw8LB8nt27dwMAqlatmqNzBQQEwN3d3f5sBQcHw8XFxZJ5wvYM3atTAUO2ywRBEBzAWcJ/REQELly4YFrNLFiwAAAwePDgTF/3zjvvoFevXqa2W7duISUlxfTlo0KFCpYSI6tWrYKLiwv69u2r9dlzghgZQRCEfMT06dMB/LWKv3DhAubOnYvw8HDTSqNYsWIm43Hw4EF8/fXXprx3bdu2BQCMGjXK3vbxxx/j5s2bGD9+PID0VcxPP/2EDh065Lr7MiBGRhAEIcc404W5atWqWLp0KVavXg1fX1+ULVsW4eHhlkSqKSkppi3I/v37Izw8HPXq1YO/vz+8vb2xf/9+zJkzx7Tt3L59e3zyySd499134efnh9q1a6N9+/ZYtmxZrs1PRkT4FwRBcABn5i7r2LEj1akzouqtkZGR2ToU2Bg8eHCWW2+5SZ4YGSbgsxKuOheRlfZlF0d1/WNp3xk66eeB7L0+AC7UMqGTRUKrpQnYHKrleTMbl/qearp7gAu3TBRnjgtnzpwxHbOsA0xMZ0t1de+YlWhmYjo7V506dSxtaulmVmaB3Yc65SQAaxYGlpVh9OjRljZWovzJJ580Ha9fv97SR9c5g93DqhDP7jHdKH2W3UIdBxOxmXcTK8uhZp9gY9Up93wvSIJMPWQlIwiC4ABiZPQQTUYQBEFwGg4ZmVOnTuHDDz/EmjVrcns8giAI9wXOTPX/IKFlZEaPHo0SJUpg27ZtuHHjBho2bIhRo0ahY8eOdnc7QRCEgoIzvcseNLQ0mbVr1+K3337Dww8/jLlz5yI5ORlHjhxBSkoKYmJi7KmpdWH5d1i6eRUWjcpex6KlVcGVidhMoGZCJIvcV0V3VrediaZMvGWitSqwMzGUzSsTqFVRltWAZ2NgQqqa/gKwCsFqineAR2OzlPFqyYFjx45Z+rD0/4cOHbK0sYwO6lyw682ixJnQzN5TjYZnDi66pRbUeVUz6QLcYWPPnj2WNnYt1SwALIMBc5hhafZZRge1TAC7X8uXL29pY/O/fft20zG7tuy+zk0KosFwBC0j4+npaa/1sXTpUnTv3t1eZ4V5lgiCIDzoiJHRQ8vI2NyEL168iB9//BGrVq2y/459SxUEQXjQESOjh5aRadiwIZo2bYrLly+jUqVKaNq0Ka5cuYLZs2drbXMJgiAIBRMtI/P222/jo48+wokTJ/DCCy8ASC9us2fPHppBNjtYVl41wyxg3b8+f/68pY/uvqv6nmw/mGkyDOZVp2ofLAiSGWS23cjKxqqBayyor27dupY2Wx2JjNjSfdtg5YvVIEWAB3uyvX1Vh2jUqJGlD9Mc1MywgFXzYZoDC3Jl2afZ+FUdiN1jTL9jmgwLrFUzdjN9hKHW+wCAXbt2mY6ZbsayMLPPzTQ99bOz87P5Z9/omSajzjXTWtj8q/oL68d2VNhYcxNZyeihZWTc3d3xz3/+09TWvHlzNG/enEZIC4IgPMgUVE8xR7jnYEydeh+CIAgPGuLCrEemK5l//vOfqFChAl544QXqKmmDbXEIgiA86BREg+EImRqZEydO2PUOwzDQu3dvSx/DMDB37lynDU4QBEG4v8nUyCxcuND+//bt22Ps2LG0HxPqsoOVrmWBimo2XxZwpZZoBrjQqWZmVs8N8MBCXdQMtizLLRPY2fyx+VEzJTdp0sTSZ9OmTZa2ypUrW9rUcsXM4YGVxmXOAMxxQf2crBQyG//GjRstbeo8MjGXlW22xXFlhDkbqJ+dCchMoGZBriz7t3pfM+cMNn41yzBgvWdXrFhh6cOeB5YdmmV5Vh1aWFll5pCgK7qrGbSZQwUrpc2cCNTX6mZVz01kJaOHlvD/1ltvZfq7du3a5dpgBEEQ7hfEyOihJfx37NiRtt++fRuvvfZarg5IEAQhvyO5y/TRMjKbNm3CmDFjTMviPXv2ICIigm6FCIIgPOiIkdFDy8i0a9cOgYGBaNasGfbv34/JkycjMjISZcuWxaOPPursMQqCIOQ7xMjooaXJLFu2DEC6AFq9enUULlwYH374IQYOHIgjR47k+E1ZaVYmMqriHsvcyyK7WbS9mlGAZdtlzgCO3hQso7AtyWhGWOljlv1WLTO9dOlSSx8Wcc6cDVS3cyY8s8hxFt3PMlKrojuLyF++fLmljUWYq/cAE9yZcwMTzplArd4Hly9ftvRhDg8sQwUT/tXxM5d/do0YatYK9hyxNjW7MsAzXqhOA8whRNc5ht3D6vPLBH0GKx+tZvpgjjbMSUH4+9FayTz//POYMWMG+vXrh9q1a+PZZ5/Ftm3bcO3aNdkuEwShQCIrGT20VjKfffYZXFxc8PLLL2Ps2LFwd3fHihUr0KpVK5w7dy5TxwBBEIQHlYJoMBxBy8iUKFECy5YtQ/369e1tjz32GOrVq0eTHwqCIDzIFNRViSNoGZn+/fubDIyNkiVLWhJnCoIgFATEyOihZWQmTpyY6e+YKJodLHKficqqyMtEXyYwMtFXjfZmafdZ2QAmpKoiPGAVuw8fPqw1LhZZz0RMVTRlwvy+ffssbSwlvRqFrkZiAzwTgVoiAOAlB9QyxMxhg103FgGuRtsfOHDA0oc97E888YSlbcOGDZY2dfxMZGbODcxBgDmTqM8Hu4fZ9WaOI+q9yIR55tzAnA1YVgk1CwArB8AcdNg9zMavwhwl2H3H5kz9e8E+N3vGdcYl5C5aRgZIf1hWr16N06dPmx7q//znP3j99dedMjhBEIT8iqxk9NAyMj///DMef/xx+Pj44MqVKwgMDMSdO3dw5swZ6sopCILwoCNGRg8tF+bRo0fj22+/xenTpxEZGYmEhAScOnUK69atQ2xsrLPHKAiCkO9wpgvz8uXLUbx4cfj6+sLT0xMNGzakW9MZ2bhxI+rWrQtfX1/4+/vD09MToaGhiIuLM/X78MMP4e7uDn9/f9MPy7SfG2itZFxdXdG8eXNLe7NmzfDRRx/l+E1ZJlqdwCxWtpkFXLEAR3UP3c3NzdKHBSWyfeO2bdta2tS9fKaZsCzJ7DOxcaiZpdneMgu6Y8Gy6thYEGS1atUsbUzTYHqLOme6JXtZlVVVJ2NBhCyYce/evdmeC7DqR0yrYPcKGz/rp+pfTDtgAcWsTf3s7B5jn5EFUDKt7o8//sj2/OXLl7e0MS2N/UFUNUmmbbLxM71W1VvUUu0Av1dyC2d6l8XHx6NTp07o0qULFi5ciHPnzqF8+fKoX78+du/enenrhg8fjoMHD+LgwYMoXbo0zp49i5CQEDRq1Ajnz583ZUxv3LgxfvrpJ6eMX0VrJZNxMlNSUuwCZEpKigRjCoIg5CIDBgwAAHz11VcA0h1uevTogT179lhWJRkpV64chg8fbndUCQoKQr9+/XDr1i188803zh94JmgZGW9vb4wcORI3b95EREQE2rRpg0mTJqF169a0bocgCMKDjrO2y3bu3ImAgACTV123bt0AANOmTcv0dUuWLLF4AttWL8yD8e9Cy8iMGjUKRYsWxfXr1zFy5Ejcvn0bY8aMweHDhx3aLhMEQbjfcZaRuXnzpmU7vFatWgB4Ubes+PHHH+Hu7o7+/fub2n///XeULFkSfn5+KFGiBLp27Zqt5uMoWppMgwYN0KBBA/vxrl27cOnSJbpnKwiCUBBwVJNJSEgwaX8xMTGYN2+eqY8aG2TTTXOiM23atAk7duzABx98YNJFAwMDUaJECaxcuRKVKlXCDz/8gA4dOqBcuXJU171XtONkVO7FwOgKlqqAX6dOHUsftgxkwrlawZMF3f36669a4xo1apSlTQ2U27Vrl6UPe09WLvfpp5+2tKnBnSwAjonWTBBVAxqZh+C//vUvSxtzeGDBquXKlTMds9LaYWFhljZWQjchISHbc1WpUsXSxkpQsLLcb775pumYPWQZv2DZYJmlmbOE6gTBgpd1Sz6rc8GCMVkwIzsXQ72nmFNNxYoVLW3MeeXo0aOWNvXasWzp7L5mf8xVZwP2x9eZW/n3IvwHBwdjx44dWfZRnTVsDjZszhgJCQlo2bIl+vXrh2HDhpl+1717d3Tv3t1+3K5dO8TGxmL27NmYOXMm+vXrp/UeumhtlwmCIAhmnLVd5uHhYfGGtXmVVa1aNdvXHzlyBNWrV8ezzz6Lzz//XOuzREREmN4nNxEjIwiCkI+IiIjAhQsXTKuZBQsWAAAGDx6c5WsPHjyIGjVqoGfPnpgxYwYAYN68eXj77bftfRo0aGAJR7Cl3QoJCcmVz5ARMTKCIAgO4KyVzPTp0wEAPXv2BJAeXzR37lyEh4ejdu3a9n7FihUzSQ/79u1DzZo1ERYWhvr162Pu3LmYO3cuZsyYgZUrV9r7xcfH44UXXrBvtx45cgQzZ86Ep6cnBg0alCtzkxGHNRlBEISCjLOCMatWrYqlS5eiT58+8PX1xd27d1GzZk2sXbvW1C8lJcWkYdk8xLZv345evXqZ+kZFRdn///LLL2Pq1Knw9/eHm5sb7t69i7CwMCxatIgG1t4rLsY9zlRMTAwtBZwVrEwwi+pVxTy2H8kmhYmr6rlYZleWYZYJ/yxjgTp+lnWAOSQwUZZlGVAdBDJG79pQI7YB7hihZlOuVKmSpY+akRcAVq9ebWlj0eTqfjITK5kwrwrbgPVzMjdLNn7mRMCu5ddff206Zs4BzHmCZTEIDw+3tKn3hZoNHOACOxPwVScLJpKzsbLzs+wKatYNdo8xkZ89zyyaX3W/ZZmsmRMEy6SgXid2X7C/DR4eHtmK7jpUqFABr732mkOv/eyzz3JlDPcLmZqtvn37ap1g69atuTYYQRCE+wEpWqZPpkZm6dKlqFmzpv14x44d8PPzs3+TSUxMxLlz59C4cWNnj1EQBEG4T8nUyNSsWRPr168HALz33nvo06ePXYiy8eWXX1J/eEEQhAcdWcnokamRySgy/fe//8WqVassfXr06IHWrVs7Z2SCIAj5GDEyemRqZDJG5x4+fBiGYViExtTUVIdWMkzgZdHqaoQwi7Jm4qGO2M2EVTYGJhaz8auwkrcsOp4JzaxsrOoMwEpY63xuwCqusnT9W7ZssbSxqGrmQKFeN+YcwMooswh2FebUwcpas2vEHDtUcZudi2UZOHbsmKWNZQtQszywFP6szAWbVxVWooGNi103NteqgwC7D9n4N2/ebGljTgnqZ2L3BXMYYKL+mTNnsh0rc1xg/RxFjIweWnEyoaGh6NChA3766SecOHECJ06cwPr169GpUyfqhSQIgvCg48yiZQ8SWk7Rn332GWJiYtC8eXPTN5SIiIgcuy8LgiDc7xRUg+EIWkamTJky2L59O9auXYv9+/cDSI9ziI6OdurgBEEQhPsbLSPTuXNneHl54csvv0SLFi2cPSZBEIR8j6xk9NAyMhs3bsSaNWty7U2rV69uaWMCvlqHnAmrPj4+lraHH37Y0nblyhXTMRNbWZQ4E8WZEKzecCwlOhOVWTQ2i3pW+zGRn31ulvBOLWnAxGIWRc8cFxo2bGhpUwV2de4BLvAyoVaNrGfR5UzEZgIvc7JQHSOYcwDLRsHGwZw9VNGaOZewKHom1qvR/Ox+Ys4A7I8hE93V87P7iWWjYNeX3cNqIS71GODXiDkXqZ+JvR+7lkFBQZY2RxEjo4eW8F+3bl3UqFGD/k4i/gVBKIiI8K+HlpFp27YtFi9eTH83cuTIXB2QIAjC/YAYGT20tsuWLFmCXbt24aWXXkK5cuVMCeucUeRGEARBeDDQMjIHDhxATExMpr/LKSxTLNNk1BgcVaMBeDZcNdsrYN3vZ7oKC4Bj2gHb11WD/+rVq6d1LhbcxspTq+Nn2ZtZ1lk2F6q2Urly5Wz7AFzHYtdfvb5srEzTYJqbuq/OdAKmybB7RScLNtP42PlZlm2mw6naB9NR2P3EtA81sJPdJ0xDZPcF04bUfuzeZG1M32GZk1Xthj1vTFNi86rOD3u22N+G3KKgrkocQcvINGzYELNmzaK/U+sWCIIgFATEyOihZWQy02MAYM6cObk2GEEQhPsFMTJ65LgM2smTJ/H777+jRIkStHiXIAhCQUCMjB6ZepclJyfj2WefRUREBP7zn/8AACZNmoSKFSviscceQ/369REZGUl95AVBEAQByGIlM3LkSGzZsgW1atXCsGHD4OrqiqlTp+KNN95AWFgYTp48iffeew9vvvkmJk+enKM3ZQGITPxkQrMKE/dYmWZVsGTZlZkwzERHJlCrQupvv/1m6cPKELNx6LQxRwkmwDKhWZ2ziIgISx8mDLPMzzpCM8vIy4JJ2edm94oKc1JgYv1DDz1kaVMdNljWahbYqYrwAA9KDAwMNB0zsZvdwywoUS2ZzMRudg8zJxcWAKo+g+x1hw4dsrSxe4WhzhkLOGUOA+x5VoNc2b3Dzp+byEpGj0yNzM8//4y4uDj4+/vjl19+QdeuXfHtt9+ifv369j6PPfYYHn/88RwbGUEQhPsZ8S7TJ1MjExAQYHdFbdKkCby8vEwGBgBKly5NU4EIgiA86IiR0UOraBkAvPjii7Qf26IRBEF40BEjo0emwn9AQABGjx5t3/cdMmSIpc/7779PdQZBEIQHHUkro0emK5nnnnsOn3/+OY4ePWpJjnnnzh2UKFECN27cwCeffJLjN2UldJnIGBYWZjpmJXWZCM+EWlXQLV++vKUPE26ZQL1nzx5LW3BwsOmYCbzsXCyCms2FKnRGRkZa+vzyyy+WNhYVrt7oTCRnojLLmstQxVs21l27dlna2PyrK2U2h8w5gM1rlSpVLG01a9Y0HbM/AqzsN9smZk4WOnPNsgcwxw5V1Gf3OZsLFmrAMhuo2bhVRwOAOzyw8sgsM4M6F+z8rI3dd+rfBpZJXHZZ8geZGpnWrVujdevW9HeFCxemD7EgCEJBoSCuShwhx8GYgiAIBZ2CuvXlCGJkBEEQHECMjB5iZARBEBxAjIweeWJkmPhZsmRJS5squDKhkwnszBlA1ZBYKngmVjLvORYVrgrBLBKevWeJEiUsbSw1virEb9682dKHpUnXyQLArgeDCbzsuqnis1ruGeACMnPGUJ09WHR/7dq1LW3McYGV41WvCSu1zDIWsLlm96Iadc6yJjDYNVFLKOiW4GZlFdj8qBkR/vjjD0sfFlnPnhHWps4jcz5g12j//v2WNvUeLlOmjKVPtWrVLG3sc+dHli9fjt69eyMlJQUpKSmoWbMm1q1bl235guTkZERHRyM+Ph5ubm4oWrQovvnmG7Ro0SJXzu8IWpUxBUEQBDPOcmGOj49Hp06d0KJFCyQnJyMxMRG7du2yBMMz6tSpg0OHDuHs2bO4evUqwsPD0aZNG5PX3r2c3xHu2ciMHz8+N8YhCIJwX+EsIzNgwAAAwFdffQUgfeekR48e2LNnD+Li4jJ93dq1a3Ho0CEMHTrUvtJesGABUlNT7ee8l/M7SqbbZXPnztU6wfz58zF27NhcG5AgCEJ+x5neZTt37kRAQIBp+7Vbt274/PPPMW3aNMyYMYO+7tNPPwUAPPPMM/a24sWLw8fHx7S97uj5HSVTI9O7d2/TsYuLC51Utl+dHefPn7e0sb1eNSCNZVVl2ZvZfrCqmTAtgQUD6u5Lq68NCQmx9GGaw969ey1tbD9eDVJjJayZnsCumaqHMK2FjYG1sfdUz8e0A1ZemPHEE0+YjlmW3lWrVlna2LVkc6HeP2xeWTAge0+drOFMz2NzwfSKs2fPmo6ZLsSCRNl1S01NtbSpeggL7GRzyK4JCyhWnwk2X0xDZP3UOWPPc6VKlSxt7Hl2FEeNTEJCgilzdUxMDObNm2c/vnnzJsqWLWt6Ta1atQDwcuo2Dh8+DMAaqOrv72/Stx09v6Nkul0WFRWFtLQ0pKWlYdWqVXj++edx8OBB3LlzB3fu3MGBAwcwcOBALFy4MNcHJQiCkN9xdLssODgY169ft/9kNDA2VCcS2xeKrMoXZPa7QoUKWb4MOnJ+R8l0JfPee+/Z/z9lyhSsWLHC9PuQkBBMmzYNbdu2RefOnXN9YIIgCAUVdUVn81bNKldkZr+7e/euZWXpyPkdJdOVTEa30KzcLtUlvCAIQkHAWcK/h4eHRSrYvXs3AF7AzUblypUBAPv27TO1JyUlmbZfHT2/o2h7l02ePNm0137r1i289dZbDmkygiAI9zvOMjIRERG4cOGCabWxYMECAMDgwYMzfd2gQYMAAN9884297cqVK0hOTkaDBg3u+fyO4mJofOoNGzbgscceQ2pqqj1g68yZM3B3d8eKFSvQpEmTHL0pCxgrV66cpY1lolVhqywW4KiWBGZllZnou2bNmmzHAFgz/IaHh1v6sGy7zHFh+fLlljZ1ztgKkhl85qSgCvFt27a19GFi8dq1ay1tTPhXl+ZMxFbLEgPAgQMHLG1PPfWU6ZjdE7ZvcBmxedpkhGWkVksHs7GywFF237EyxGpwG9uOYEG6DDXImAV/skzTrOz0tm3bLG3qPcUEfV3nH1Y+Wg0KZSI8m2vmGKGOgz27qgAOpDs37Nixw9KeUx566CH069fPodeuWrUqyzHEx8cjLCwMTz31FL755htcuHAB5cqVQ0hIiH3FAaQ7pLi4uJjmJyQkBH/++SdOnToFb29vtG7dGuvWrUNiYqI9YFX3/LmFVsR/06ZNcfjwYXz88cf26NvY2FgMHjyY/rEQBEF40HGWC3PVqlWxdOlS9OnTB76+vrh79y5q1qxp+ZKXkpJiMfA7duxAdHQ0SpUqBTc3NxQpUgQ//PCDKSOC7vlzC+20MoGBgZg4caJTBiEIgiD8RceOHbN182flVnx9fbFz585cOX9uoa3JHD9+HK+88op9z27hwoV2v2xBEISChlTG1ENrJbNz5040bdoUPj4+9r3P69evo02bNvjyyy/RsGFDZ45REAQh31EQDYYjaBmZkSNHYu7cuejSpQuio6MBpGcEaNKkCQYPHowff/wxR2/KxE8mIKuiNVveMTGX6USq2M1EeJbZmGV+ZtH8LHOyCsuGu2HDBkubTjZfJvAykZ9lsFUz0aoujwCPmGeR1yz7rSr6sgAvlqWaRW2rZZrbtGlj6cMySLC5/u233yxt6r3IxsDuMRa5z5wx1PuaZT9QnVIAXvI5NDTUdJwxH5UNVoKbRXGfOXPG0qZG+LNxseeU3SvMgUL97Ox+ZU4ELDuB+ryxe+zgwYPZvu5eECOjh5aRuXv3Lrp06QLAfBNUqlRJO028IAjCg0JB3fpyBC1NJuO3zowTm5KSol0fQxAEQSh4aBmZkJAQjBgxAhcuXLAnyty/fz+efvppREREOHuMgiAI+Q4R/vXQ2i5777330KxZM3z00UdwdXVF4cKFkZaWhpCQEPz0009OHqIgCEL+oyAaDEfQMjKlS5fGnj178NVXX9mF2IiICHTv3p0K49m+KREUWdlVVfBjF5WJ/KxEr6odsQhhJjqyNO8s6lz9TGysTGBn1ehYBLg6z8x9nGUxYGn81c8UExNj6cNSrn/88ceWNlbqWhWQWR8mnLP7Qi1xsGTJEksfBsukwBw2EhMTsx0Di0xnWQZYhLx63dhcMJhwrt6zzEGkadOmljYW3c9iLNTzMb2VOUGwkr3BwcGWNvW+Zpk52DPI5ozdnyrMuUSE/78f7WBMDw8PPPfcc5b2AwcOUE8nQRCEBxkxMnrcc/llZyRUEwRByM84qscURMOkZWQOHjyItm3bokSJEnBzczP9/Pzzz84eoyAIgnCforVd1qNHD5QtWxYTJkwwlXc1DAOTJ0922uAEQRDyKwVxVeIIWkbGMAwsXryY/o4Jy9nBhDwmmqp1qFlkse6YVNFUFXwBHu3N2kqXLm1p27t3r+n4999/t/Rhkcss4p8JrupnYqIvm9fy5ctb2tRU/NWrV7f0iYuLs7Sxz61eI8Aq1jMROyEhwdLGUuWrwvmff/6ZbZ/MxsoizNV08Czui801a2POJIcOHTIdZ/ySZoNF0UdGRlraVDGdeXaqcw9wMd1WbjcjqhMNc0BhTjXsjy1zoFD7sbGyTA3VqlWztKlZHtgz42wjIEZGDy0j8+ijjyIlJYXeOKxWhSAIwoOOGBk9tIzM5MmTMX78eISGhuLhhx82rTrGjx+Pjh07Om2AgiAI+RExMnpoGZkNGzbg/fffp8n9pPyyIAiCkBnaWZjffvttREdHm/bNDcNA9+7dc/ymunu4avAiS2HDXsf2m9XgM1YCmgXwsaA1FpynZnVmmgDbe2dBZSxLtRpYxsrbstK1bC7U92Tvx87FtA+WefjYsWOmY91M2Wz+Ve1MDfQEgAsXLljamHbDxqFm9mZjOHr0qKWNBQ+zL1zqNWf3E/tMdevWtbSp141lUlbnHuA6Crsv1Czb7PMw3Yx9+Txy5IilrUKFCqbjEydOWPqwAEo2VvW1bFyO6MW6FFR3ZEfQjvgfMmQI/d0HH3yQqwMSBEG4HxAjo4dWnEzt2rXpN1YAOa4lIwiC8CAgwZh6aK1kihYtikaNGiE6Otoi/M+ZMwdjx4512gAFQRDyIwXRYDiClpH58MMPERQUhLVr11p+x/a+BUEQHnTEyOihZWTq16+P9evX09/ZyjHnBFbGlwnNqiDNxFZ2oZmYrgbBseBPZjBZMCbLgMwcEFRYTBEL6mMBlLt37zYdM4GXBT0yAVYVSZmwzQJf2bmYA4LqVMGuB8vCzLLyqqI4my91bgAebMuuuXpf6N4DzNlAR/hn9wkrYc1KgdeuXdt0zJ4HJpyzz81Qn0sW4MjOxa4JcyZRn1V2X7AS60zUVwOb2ecWI5A/0DIyc+fOzfR3uqnXBUEQHhQKqr7iCFrCP0sdYuOll17KtcEIgiDcL4jwr4d2PZkdO3bg22+/xenTp00TtWrVKqcMTBAEIT9TEA2GI2gZmSVLlqBXr16oXr064uPjUbNmTdy5cwe7d+9GaGios8coCIKQ7xAjo4eWkXnnnXewdetWVKtWDdHR0XYngAMHDmDq1Kk5flOWDZdlfFVFUha5zGDZcFWRVLdUMctGzM6vtrFSv0xMVzMiA/xzqtHdlSpVsvRhorKOgD9//nxLH90s0ixCXo0Av3HjhqUPuwcYOg4VzOGBlc1m4rA6NiY8s0wHbP7VjMuAVQBn15uVL2ZxaTNmzDAdMxGeXSMmzDPUyHrm3MCuB3MQYKgOIWxcuo4L7BnUeZ3w96OlyRQpUsSebjuj9a5SpQpN1y0IgvCgk980mdjYWHh6esLPzw/e3t54/fXXs33NpEmTULp0afj7+8PX1xeenp546qmnLF6RlStXhre3N/z9/U0/O3bsyPY9tIxMRvfitLQ0+7esa9euWeqoCIIgPOjkt/LLAwYMwNdff421a9ciKSkJb775JkaNGoWZM2dm+boxY8YgIiICV65cQXJyMj755BMsXLgQ7dq1s/RdtWoVrly5YvqpU6dOtmPTMjKlS5fGs88+i6SkJDRt2hQNGzbEc889h7p164omIwhCgSS/GJm0tDR88cUXqFWrFho0aAAAGDp0KPz9/TFy5MgsX1uiRAnTdnmfPn1QsmRJWhDPUbSMzIQJE9C6dWu4uLjg5ZdfRo0aNbBgwQIEBATgk08+ybXBCIIg3C/kFyOzdOlSpKamomnTpqb2sLAwnD9/HteuXcv0tefPn7fohoUKFaIZ4x1FS/ivWrUqqlataj9etmzZPb0pE+SYIKpGULOIaibAsmh4VdRn4joTYFmMEEttrkaOMycCdi4mFrMIc/X8TCBVS9ICelHuzOmCRd+z1OxqOQbAKugy4Zw5XmzcuNHSppYcZlkHdIVz9uCo91S5cuUsfdi8MgcBNtfqe7J7gDkpsHtMjchnmTPYvcP+yLDrq143lpWBCf+sjTkNnDp1ynTM5otlxWClENR7mGV9YPdFbuKowUhISDBlMYiJicG8efMcHse2bdsAWEtX2+61LVu2oFWrVlrnunPnDs6ePYtGjRpZfjdw4ECcPHkSaWlp8PPzw9ixY/Hcc89le07tOJnM6NevX7b7foIgCEI6wcHB2Qrmx48fpx6eKu3bt7d/YVbT79iMLPtClBldunRBoUKFsHz5clN7xYoVUaZMGcTFxcHd3R19+vRB//79sXfvXkyZMiXLc2oZmbS0NMyfPx87duzAlStXJBhTEIQCjzM9xUaPHp1lOq+MY7DlD1R3JGy7KaxYH2PChAn48ccfsWnTJouL+OrVq03Hc+bMwbJly/B///d/uWNkBg0ahNmzZ6NatWrw8/MzbTE4s/qcIAhCfsTZ7shz5szBnDlztPrWq1cPgHXr3RZeYnMGyIrXX38db7zxBtavX0+rsjICAwPpdr+KlpFZu3YtEhISaEnhLl26aA1IEAThQSK/RPzHxMTAzc0Nv/zyi6l93759CAgIsOhXKuPGjcNbb72FX375xW5gYmNjMXHiRAQHB2Pfvn149tlnLbrXpUuXtIKltYxMaGgoNTAAsHjxYp1TmGAR2kz4VyOJ2esuX75saWMpxNXxs/ro7GIwAZZFOKv7oadPn7b0YQIsE/DZ6lCN3Gc3OLvgbC5UcTg8PNzSh80PS4PP6q+rYjqbQ91yCToPMksrz66l6kQAWJ0Zrl69aunDxHpW4iAgIMDSpta1Z9/8WMr+48ePW9rUvXUm3jMnDjYXrJ/qoMHuc7a/z+afvVa9h1nUPnueWRYD9b5gY2CZJljZAEfJL0bG1dUVffv2xYwZM7B161ZERkZi2rRpuHz5silLxIIFC9C9e3f07NkTs2bNAgC8+uqreOutt/Daa68hPj4e8fHxANJTiQ0cOBDBwcG4fPky9uzZg88++wz/+Mc/AKRngbl48aLWIkPLyLRr1w4rV65E+/btLb+LiYnB0qVLdU4jCIIgOIHp06fjxo0biI6ORqFChZCamoqJEyeiX79+9j537txBWlqa6Uvsm2++CSA98j8zHn30UbRr1w4vvfQSXn75ZaSlpcEwDLzwwgvZ6jGAppFZvHgx4uLiEBAQgDJlyphcD5nroCAIwoNOflnJ2MjODTo2NhaxsbGmNp3P4O/vj5UrVzo8Li0jc+DAAXTu3DnT3wmCIBQ08puRya9oGZmGDRva9/BUevXqleM3ZcFnbK9UDWRjWVvVPW+A75er2gfLAswCBNneNRuHqqOwQDm2R8w0ABbIpgapsb1rFqzK5lUdG5uvrVu3WtqYKyTTUdRAVxZgxz4je2jVfXwWGMnGULlyZUubTtlvdr2ZJnDu3DlLG9uffuaZZ0zHbF4//PBDrbGqn5PdTyxwkekoLGhTDV5kWhrT4JjWyJ4R9V7XPT8L5lXbmLaZneB9LxTUAmSOoL1dlhkff/xxrg1GEAThfkGMjB5aucuyomPHjrkxDkEQBOEBRGslc+bMGYwbN45G/LMcUYIgCA86spLRQ8vI9OzZExcuXECzZs1MEf+GYWilPhAEQXjQECOjh/ZKZs+ePTRrqiMlTpko26ZNG0ubmuGXlULeuXOnpY0JfqoYfS+iIBMZ1TYWYMcym7IgMnZ+VdBloimb1/3792fbTxW/AZ7BlmW3rlKliqVNFcqZmKubBVvnurG5Zo4RLOBXFZDZXLDAQuYsERERYWlTHVNYkCULSmQZr1UHCjYu5lSjZj8GeJCu6kjAnA907k2AXyd1/tn1YOXCmYODOn7m9JKb6eoZYmT00DIyISEhmRqTnj175uqABEEQ8jviXaaPlvA/ZMgQTJw4ESdOnLBMbJ8+fZwyMEEQhPxMfilalt/RWsm0atUKLi4uGDdunJOHIwiCIDxIaCfIfOWVVyzthmFg8uTJuT4oQRCE/E5BXJU4gpaReeaZZzKN7GcCa3a8+OKLljYWba8KxixzLxMnWRZjVVNiEcksmpxFMzNxWBUZWXQ8i3Jn88ei9NUM1KxMMBPTWbS0KrCzjNFsDEzgZZmZVSFb1zmERdar1yQwMNDSh4m+7D2Zs4TqzMDGwJwz2PnZPKou/sxRhQn4Oo4pLGsFu68zlk63wUorJyYmmo5Z1nP2vLE/tqxMtnpfMCcFdo8xZwD1PmAZsJnzBPtMjiJGRo9MjYxhGPaHd/To0ZmeYMSIEbk/KkEQhHxMQdVXHCFT4b9FixZ/5zgEQRDuK0T41yPTlUx8fDz69u1raXd1dYWfnx+qV6+Ozp070xgIQRAEQQCyMDJBQUFUhzEMA0lJSdi1axcaN26MRYsWISQkxKmDFARByG8UxFWJI2RqZDp37oyoqKhMX9ixY0e0a9cOY8aMwTfffJOjN9VNUa6Wy2WiLGtjQqoqDrPodSbmsjT17D1VQ7tnzx5LHyZ06pbGVcVnJoay8TMBPzQ01HQcFhZm6fPbb79Z2ticsSh9dWxsDEysZw4b6vlZFDcTuxlMtGbiuQorJcBW8Cxb+dGjR03HbA6ZY4GO8wdzSmHODWz8TAB/+OGHTcesDAUrYc1KdTPnGNWJg10PlkGCOQUxUV+FOb3kJmJk9MjUyGQl9tuIjIzUutiCIAgPGmJk9NByYc4K9o1UEAThQaagiviOkKmRSUlJocvsjBiGQeMkBEEQHnTEyOiRqRVp3bo11q1bl+WLJ02aRMsfZ8ehQ4csbSVKlLC0rVmzxnTM9n6ZpsEMn3pDMC2B6UJspcb6qUGVbK9fNyjxkUcesbSpOhDLrMuy2rLPqZ6LPSxMH2HnZ2WI1XuCnatJkyaWtvj4eEubOn72xYdpcEyzYuNXry+7n5gux4L/WG2lZcuWmY7ZXLP3ZHqCWjKZBfweOHDA0sa0DzZnKkzzYYGdbPxMJ1Pnn/3tYPcKe+7V+4LNPRs/07oE55JjF2bDMJCcnIxdu3bh5MmTWLVqlVMHKAiCkB+RlYwemRqZK1euYP369ZZ2V1dX+Pr6omnTphg0aBAiIyOdOkBBEIT8iBgZPTI1MvXr16dGRhAEQRAjo0umRua99977O8chCIJw3yDeZfpkamRq167ttDfdvHmzpW379u2WNrX8MgtaY+IeK42rBjgyEZgFWbKgMh1xmI2VieTVq1e3tDGxXs3eW7ZsWUufhIQESxsbvwqLdTp58qSljYnpLDhSdXBg2ae3bNliaWNitBrMyK4tc8Rg5YXZWNW5ZnPP2piYzrIwq+Ngn5EFRjKHk23btpmOWZAimwuWXZyVfFZLK7N7h2WRZk4QzEFDFd3ZfDVs2NDSxoKTVUcbNgZ23wl/P/ccJyMIglAQkZWMHlrllwVBEAQz+S0Lc2xsLDw9PeHn5wdvb2+8/vrr2b7mww8/hLu7O/z9/U0/vXv3NvVLS0tDq1at4OnpCV9fX/j5+WHu3Lla45KVjCAIggPkp5XMgAED8PXXX2PTpk1o0KABpk6dihdeeAFBQUHo169flq9t3Lgxfvrppyz7tGzZEhs3bsShQ4dQvnx5DBo0CL169ULFihXRuHHjLF8rKxlBEAQHyC8rmbS0NHzxxReoVasWGjRoAAAYOnQo/P39MXLkyHs+/+nTp7F+/Xo88cQTKF++PADg008/hbu7OwYOHJjt6/NkJbNp0yZLGxPdVZGXiZWsjYnuamlZ9n4M3SzPahYDlg2XnYuJ9Uy8VUVZdi4mkDLU92Sfh2XgZUIwy2xw8eJF0zErFc2iuJmorwrIbKxsvnQyOgPprvoZYdki2OtYJnHmhKKOl2W2YOdiArgqdl+6dMnSh0Xas2eEOXGowjxzlGDPFstOwK5TmTJlTMfMuYS1sYwLasZodo2Y8wF7Lu93li5ditTUVDRt2tTUHhYWhk2bNuHatWta5bwz49NPPwUAPP7446b2MmXK0AwTKrKSEQRByCGOrmKcsZKxeR2q6ahsHqjMkzMjv//+O0qWLAk/Pz+UKFECXbt2NX1J27t3LwDg0UcfNb2uVKlSSE1NpV+uMiKajCAIggM4ajASEhJMq8aYmBjMmzfP1Of48eP4/fffsz1X+/btkZSUBMC6ErWt7tiK10ZgYCBKlCiBlStXolKlSvjhhx/QoUMHlCtXzh5yYdvVUFdDth2EixcvZrlSEiMjCILgAI4ameDgYOzYsSPLPqNHj9by3jIMw77NrG6X21YjLJGqje7du6N79+7243bt2iE2NhazZ8/GzJkz0a9fP3scl7piscWKsS3gjMh2mSAIggM4c7tszpw52ueqV68eAKsubNO3bM4AukRERAAAdu/eDeCvgHF1ZXX+/Hm4ubllq/fkyUqGpeVmIp0aVc2EYQYTIlXxkwmkOsItwEVl9eZhfdh7ss/NLprNq8OGKq5ndi4m3qpOA4GBgZY+utH9pUqVsrSpQjYTZVnKddU5A7Cmt2dLf3YuVSQHeFS4us/cuXNnS58PPvjA0sai1XVKHzMnBSb8q5kOAKsAzu5Xdo2YcwabH9Wxg6XiZ2Wn2TNy5MgRS5t6H7CsBuwZYU4iailz5vSik+3iXsgvLswxMTFwc3PDL7/8Ymrft28fAgICsjQCDRo0wOTJk01OAwcPHgTwV0n5QYMGYdKkSVixYgX69Olj73fixAlLKXeGrGQEQRDuY1xdXdG3b1/ExcVh69atAIBp06bh8uXLeOutt+z9FixYADc3N5OhiI+PxwsvvGD/onDkyBHMnDkTnp6eGDRoEACgdOnSiI6OxvLly3H8+HEAwJAhQ5CSkoLPPvss2/GJJiMIgpBD8luCzOnTp+PGjRuIjo5GoUKFkJqaiokTJ5oCMe/cuYO0tDTTLsvLL7+MqVOnwt/fH25ubrh79y7CwsKwaNEi0yp8zZo1aN26NUJDQ1GoUCG4uLhg9uzZ2QZiAmJkBEEQHCI/GRkAFg81ldjYWMTGxpraRo4cqRWw6erqaqlUrIsYGUEQBAfIb0Ymv5InRoYJkUz8VNPxM1GTwQTe5s2bm45/++03S59du3ZpjYtFUKvipCpYAzzVPxOLg4ODLW1qOnibb3x252IlDVTxWTdamjkzsPlRBWPmQskyHbD0+ep7MpGfvY7dY6rzBGCdM+ZYwK73/v37LW3MMUUdPxOjWap/Ng41CwMTdJmYzlAdHgCrQw4rAcEi/tn9w+ZMvWeZyF+lShVLG3vuT506ZTpm9yFzUsgqZiSniJHRQ4R/QRAEwWnIdpkgCIIDyEpGDzEygiAIOSS/eZflZ/LEyLB9XaYxqHvQNh/tjLBgwC5dulja1OAzltn12LFjljYWCMZuLjUAlO0js9exPXoWCKlqJEx/YUGoTK9Q96rZGNjrmL7DyhyrwXksME83m68aOMoCEJnmU6dOHUsb02RUzYRpLUyLYpoPa1M1EqajME2DBTiqGaLZ+zEtTc1+DFizGAPWstks07eqhQA8EJJpJKr2xOaV3YtMu1G1OabVsbkQTebvR1YygiAIDiBGRg8xMoIgCA4gRkYP8S4TBEEQnIasZARBEBzA0ZWMbizTg0KeGBkmFDJxT227cOGCpQ8LvGTisCrgqyJnZudiQqROFmYmfDJhm31u9p7q+JnjAhPhmQOCmsG5WrVqlj5sDtn4bdX3shuHChOQmditzg/rw2jTpo2ljV03WzpzG+fPn7f0YSWBdbMdq+I5OxdzUmDPiBpEy5w/2BiYKM6cS1RhnjlnMGcAljGaBaaq78lKfC9dutTS1qpVq2zHwbJbs4DQ3OJevMvEyAiCIAjZIpqMHmJkBEEQHECMjB4i/AuCIAhOQ1YygiAIDiArGT3yxMiwi8MypqoCOBPMmMC4b9++bN+TvR/LfsxKE2/YsMHSpmYsYOdnoinLKMAiwFVhk4nYOqWWAasQzPowWAQ1uybqXDABmQn47FyqAM7mlc0Xu27JycmWNtUJggnzTGBnmZPZ/KsR/kzQZ9kVmBOKes3ZvLLsCiybcsWKFS1tqtMAc/5gmQJYPybqq9k5WB/mMLN582ZLmzr/zIGmVq1alrbcRIyMHrKSEQRByCGSu0wfMTKCIAgOIEZGDxH+BUEQBKchKxlBEAQHkJWMHnliZHQjXlUhkonFTDhn0fzFihXLtk+3bt0sbZs2bbK0rV271tKmRsPrpspnojvrpwrGbPzsdSx7gFr2gEVLs5ToTHRnqA4CTBBn49JxLFCvI8CzH6xZs8bSFh4enu041LkB+FwzoZkJ4OofIuYwwKLvmROKWr6bvV+JEiUsbUxgZ38gVccC9rl1M2UwAV8t78zOxe4V1k/9W8Deb+fOnZa23ESMjB6ykhEEQXAAMTJ6iJERBEHIIeJdpo8YGUEQBAcQI6OHeJcJgiAITiNPVjJMyGNp5NVvCkz4Z6ImKwmgCuw1atSw9GER1KzmOxM6VWFejXoHuDDPhE4Wmc6i2lVYmneWdl8VeFkUOoONQRVzAauDABO2mfMHm5/ixYubjplwHhQUZGljKftXr15taVMj/tm4dOeVzY/6mdTPA/DsDcwBQYWJ3bpifWJioqWtZs2a2Z7/+PHjljb2XKrR/YDVGYbdd2yu2X2hvidzlPjzzz8tbWwuHEVWMnrIdpkgCIIDiJHRQ7bLBEEQHMAm/uf0x1nExsbC09MTfn5+8Pb2xuuvv57ta/z9/eHt7Q1/f3/Tj4uLC/r27Wvqx350ChSKkREEQcghjhoYZxmZAQMG4Ouvv8batWuRlJSEN998E6NGjcLMmTOzfe2qVatw5coV+8/ChQsBAOPGjTP1y9jH9sPixVRcjDxY87GSvWwYqo7C9rxZhlwW1Ke+Z8eOHS19mCbDMsCyrLaqBsN0CF3tQ83cC1h1DrZfzr5VsHGo5ZbZfLFM1kwP0dHSmL7AdAh2/kceecR0zO6dkiVLWtp27dplaWP6mrrfz0r2snll2gHL/KxqPmysapAlwINO1fuHXVt2LStXrmxpO3z4sKVN1YvKly+vNVY2FzpZwtkY2DPCMj+r1419bhZk7O7ujh07dljac0qRIkVQpkwZh15brFixXBmDjbS0NBQuXBjh4eGmANRixYqhUKFC9JrZ2LBhA+rUqWP621evXj1cuXIFf/zxh73N39+f3m86FFhNplWrVvaH79NPP83Ra6OiotCnTx9cvXoVPj4+mDdvHi5duoRXX30VHTp0oIYvN3n11VcRFRUFAGjSpIlT30sQBE5+0WSWLl2K1NRUNG3a1NQeFhaGTZs24dq1a/SLKwDLa27cuIEdO3ZorYB0KbDbZf/973+xd+/eHL/Ozc0NY8aMwYIFCzB06FBMmjQJt27dQlJSEhITE2k6mdzmjTfewKJFi5z+PoIgZE5+2S7btm0bgMxX/Vu2bNE+16hRo1C0aFH06dPH8rs6derA398fPj4+qFSpEr7//nutc+ablUxoaCi6dOmCN954I6+HkiXFihVD0aJF7TnTDh8+jMOHDyMpKQn9+/fP07FFRkaicuXK+O6776gbtCAIuYejBiMhIcFUODAmJgbz5s0z9Tl+/Dh+//33bM/Vvn17+1a9WozQJi+wPISZMWfOHMTExFjaK1SogPbt22PcuHFISUlBy5Yt8cQTT+CTTz7B4MGDszxnnhqZkiVLolOnTujcuTOqVKmCX375BQDQv39/PPvss6hcubI9+eFLL71kT2Bp2yJq2bIlBg4ciIiICAwbNgxRUVGoUKECPD098eqrr9otPJC+bzxs2DA0atQIp0+fBsD32mvXro3Q0FDcuXMHrq6u8PPzw6pVq2AYBiIiItCpUycAwLBhw3D16lXMnz8fAPDMM88gPDwcffr0gZeXF/r27YvatWtjxIgRiIqKQvny5VG0aFG8+OKLlm8WL7zwArp27YqrV6/C3d0dK1aswKxZs+w3ceHChTFq1Cg0a9YMJ06cwNGjR+n+aEpKCgYOHIgJEyZg7dq1WLRoEZYsWULjGARBuDccNTLBwcHZajKjR4/G3LlztcZgqw6s6lk2XYzFZjE2bNiAS5cu4Z133rH8bvfu3fb/Fy5cGOvWrUPRokUxduzY/GlkOnTogK5du6JJkyY4cOAAFi1ahG+++cYuUE2ZMgXnzp3DJ598Yhe8p0+fDnd3d3Tp0sUu+q1btw579uzBtm3b0LFjR/Tt2xd37tzB66+/jnfffRcNGza0v+eAAQPQqFEj9OzZExcvXkR0dDRGjx6NO3fu4LfffgOQ/q2gYsWK6NevH5KSkuDn54dZs2ahePHiWLt2LU6dOoX//Oc/GDNmDJYtW2YSxiZOnIhFixbB29sbu3btwiuvvILVq1ejc+fOeOGFF3D37l0MGzYMU6dORe3ate2ve+211/Dkk0+iSZMmuHDhAkqUKIHNmzfD1dUVH330EQDglVdeQdOmTdGhQwdcuHABlSpVwvz583Hz5k2TALpt2zY0bNgQtWvXxlNPPYX33nsP7777Lr799lssWLAAcXFxAKzOEkw0ZXu4LHMyE31V2KqKibKsJLCOkwJzxGBllJmzhDp+JlizYE/dzMyqYwQbAws2ZE4o6lYsC+Rl6FwjwOqkwGD3BcsGrV43wBq4y7J6s+1mFlTJHChU2JcrVq7dEZztjjxnzhzMmTNHq2+9evUAAIcOHTK1256BBg0aaJ1n5MiRqFKlCkqXLp1tX3d3d/j6+tKgc5U80WRGjx6NAwcOoFWrVmjVqhU+++yzLD0gdPj222/tK5Off/4ZFStWtHsreXh44Mknn8T3339vf5BOnz5tWo4WKVIETz75JJYvX26fuKSkJOzevRvNmjVzeFw//PCD/Y/z+vXrUalSJfvD5eXlhaFDh+Lzzz+3Zym4ePEivv32W/u3Aw8PD/Tr1w9Lliyx9zly5AgtQWAjLi4Or7zyCsLDw/HSSy8hKCgI3377LbZs2YIXX3zR4c8iCEL+IyYmBm5ubvadIBv79u1DQEBApqJ/Rm7duoVff/0VY8aMsfxu8eLFaNWqlaX92rVrli06Rp6sZP79739j3bp1tJaKo2SsK2NLNePn54erV6+iQoUKKFKkiOUb7/nz5xESEgIAKFOmDIoUKYI2bdogMjLS3icgIAB37txBkSJFHBL1M34Ls32j9/PzQ3JyMkJDQ+Hh4YHY2Fi0bdvW3s/Pzw83btyAt7c3ypUrh6JFi1rSgJw8edK0ImLcvXsXK1aswK+//oq+ffti+PDhePHFF/Hll1/m+HMIgmAmv3iXubq6om/fvpgxYwa2bt2KyMhITJs2DZcvX8aMGTPs/RYsWIDu3bujZ8+emDVrlukc48ePh4eHB7p37245/4kTJ7B27Vr897//tRubvn374u7du9lulQF5ZGQ+/PBDpKamYtmyZVi0aJF9uyoj7AKyrRIbGQ2W7bW6xdEysmDBAqxcudJ+XKtWrRyfIyMZtzQyG9eUKVNMS2OdbwfZYTOYXbp0QfPmzXHw4EFMmjQJixcvvudzC4KQf4wMkC4n3LhxA9HR0ShUqBBSU1MxceJE9OvXz97nzp07SEtLo1vCM2fORNeuXem5O3bsiKVLlyImJgbu7u5ITU2Fm5sbJk+ejH//+9/Zji1PjEzNmjXRsmVLdO3aFcuXL8fx48fxzTffYOHChfZ9RNu3fi8vL7ugxSog6mBzLVYD+TLu6548eRK3b9+2BKAVL14cLVq0sEfB5iYHDx7EzZs3UaVKFVN72bJlMWzYMLz00ktISEjArVu3UKFCBVOfzALBGjZsiK5du+Lxxx/HtWvXsGTJErzxxhuIj4+392HJCwVByBn5ycgAsHioqcTGxiI2Npb+Liu5Ijg4GD///LPD48oTI5OWlobVq1dj9erV8PPzwxNPPIEuXbrg1Vdftf+RP3z4MFJTUxEZGYn169ejdOnSqF+/PlJTU02W2OamV6RIEbvIahM6CxcujCJFiiAtLQ1z5szBY489hk8//RQXLlyAp6cnHn30USQnJ2P9+vUAgFmzZqFbt2748ssvkZiYCHd3d7Rt2xZnzpyxi+W29/b39zcZKdvqxM/Pz7QPWrx4cbtxtIm5Xl5edr3ogw8+wIABAzBz5kz88ccfcHd3x6uvvor4+HjcvHkTN2/exP/93//hySefxKxZs+zCf1RUFJKTk00ecp06dcI777yD77//Hj179sSGDRvsniUZRVZ1m5IJpGw1xTIuZ7W6zAp2frZqVMVt5nxg8xbMiG7JYTXLAMsqwTIWMLGbZfZWYatrNi7mdqpmAWBOBGwLmjkIsPlX35P94WEemSxLAvN+VMfBXse+ZeuMg103XccIR8lvRia/kidpZTL7Fl6uXDlTKvF//OMf6NmzJ/7880/88ccfuHLlCp577jnExcVh2LBhCA4OxsiRI1GrVi3s378fU6dORWpqKoYNG4awsDDExcXhrbfewtatW1G4cGGMHj0aLVu2xPHjx3Hs2DEkJyejR48eiIuLw/Dhw3H9+nX06tULXbp0wdWrV2EYBhITE7Fq1SoA6X9E2rVrh4oVK+L06dO4fv06Zs2ahSpVqiAyMhKhoaFISEjADz/8gOjoaFStWhVHjhzBl19+ibS0NHTr1s0+rjfeeAO//vorzp07h+HDh6NPnz5ISkpCWloaVq1ahXfffdc+D4ULF8aUKVPQqlUrHD9+HCdOnEBSUhJiY2Oxa9cuvPjiizhx4gQ8PDxw/fp10x8fVvNd9TbSSekDcCPDUsGosD8SzK2SLdfVPxRsXGy79ciRI5Y2ZhjU+WFeXWx+dI2MWnKAeaWxc7E/mqqRYcaVzQ9LK8O871Qjw8bKDANrY9dXNYqsJAe7x9j9o3r8MU81ZmR8fHxyJaVL4cKFackPHUqXLp2raWXyO/nKyKioXhHs2yl7GHXiQtg3MvZgNG7c2NLG/nCrebFYDqaMW1Y22APEVgfqDa37h0+MzF+IkfkLMTL3RqFChRw2Mg8//HCBMjL5JuI/Ow4cOJDXQ8gVHE2qJwhC/kK2y/S4b4yMIAhCfkKMjB55YmSY6Mi2XTKKvOHh4XQbTCelOGCNZmbbCiy9OivrGh4ebmlTI1/ZdsHBgwfx6KOPmtrUACqAly9Qt/fYXLA4Hrb1xuZMBzZnOhmn2RjYPcC2qtQtIba1xLZT2FjZlor6niz6np2LfSY2DnXLiTkRsDlk261q9gCWip9tobFS1KxEg3r/sOeBbWcxdO4Ldi4WOMiuiTr/7A8++4y5iRgZPQpsFmZBEATB+ch2mSAIggPISkYPMTKCIAg5xNkJMh8k8sTIsL135rKpkyFXtwyxCgvqY/vIbN9Yp3y0rvun7r6xukfPzs8C/dj8qK9l++AZc8HZYFmGmQ6kXl92vZn7py1LdEZUF2N2bdl9weaHZX5W55XpELrll9n8q0GJOjXRAf6ZVJdfpk8x/YhpMix7hnqd2LnYZzx27JiljZWiVu8z3fADdv+oJZmZO7SuRukoYmT0kJWMIAiCA4iR0UOMjCAIggOIkdFDvMsEQRAEpyErGUEQBAeQlYweeWJkmJDKhEg1HxgTHZlozc6vipi62XBZUBxzBlBFTCbys0A8lluMlcFVA0yZkwITu5n4ycamwuaQzQ8LlFMFdhYcy0RfJlCrQZss5xZz4mBjZddcFfCZ8Mw+I7uWqhgNWMV5Vq6WBaay91THxuaQwUR4lgdQvS8yJqu1wZwBdDNjq84eTITXeXYBq0MFcyRhzgC5hXiX6SMrGUEQBAcQI6OHGBlBEAQHECOjhwj/giAIgtOQlYwgCIIDyEpGjzwpWhYQEGCpWS8IguBsEhMTc8UhwM3NTdvxQqVq1apStMzZONPrQxAEwdmId5k+sl0mCILgAGJk9BAjIwiC4ABiZPQQ7zJBEATBachKRhAEwQFkJaOHGBlBEAQHECOjhxgZQRCEHCLeZfqIJpMP2blzJ5o1a4aiRYsiKCgIzZo1MyUOnDBhAmrWrGn/HUsg+KBhmxMXFxfMnj07036GYWD+/Plo164dWrRogcaNGyMyMhLffPNNroxj5syZqFmzJlxcXJCYmJgr58yKnTt3olSpUrT6pJC32AxNTn8KHIaQbylfvrzRq1cv+rv169dn+rsHGQDGrFmzMv391atXDQDGwoUL7W1LliwxABhff/11roxh/fr1BgAjISEhV86XFQcPHjQaNWpkXLp0yenvJegDwHBzc3PoJyIiwiljOnr0qPHII48YAIxffvlF+3WffPKJ4e3tbfj6+hoeHh7G448/bumTmppqtGzZ0vDw8DB8fHwMX19fY86cOVrnl5WM8EDh5uaGxx9/HF27drW3xcTEoGrVqpgzZ04ejswxQkJCsHHjRhQrViyvhyIoGPloJfP222+jWrVquHXrVo5et3LlSgwZMgQjRoxAUlIStm/fjpUrV6JTp06mfi1btsTPP/+M+Ph4JCcn45lnnkGvXr2wcePGbN9DjMwDwoQJE1ClShW4uLhgzZo1iImJQVhYGFq2bIlTp07Z+3Xu3Nm+zTZ16lS0b98elSpVwoABA0z1Svbv34+uXbuiQYMGiIqKQmRkJBYvXmz//fHjx+1beq+88gqGDx+Opk2bonLlyli4cCH+/PNP9O7dG3Xq1EHdunURHx9vGu+pU6fw9NNPo1atWmjWrBlatmxpSbWxYcMG1KxZE+Hh4WjXrh1+/PHHbOfBw8MD3333HW3PuOWoOw8AMG3aNFSqVAkNGjRA586dcfTo0WzHAQD/+te/ULduXURHR6Nu3boYMWKEvT7R4cOHERkZCRcXF1SuXBnbtm3D0qVLUalSJVSqVAlTpkzBtm3b6Bbhxo0b0bRpU0RHR6NJkyaIiYnB1q1btcYk5B75ycgA6c9s69atc/Sa559/Hh4eHpgwYQIAICwsDFFRUVi+fDmSk5MBpNcGWr9+PZ544gmUL18eAPDpp5/C3d0dAwcOzP5NtNdUwt9OTrfLZs2aZQAwxo0bZxiGYdy5c8cIDw83nnvuOVO/Xr16Gd7e3sZ3331nGIZhnDx50ihUqJAxb94807mefvppIy0tzTAMw9i7d6/h5eVlbN261TLGChUqGCdPnjQMwzCmTp1qeHh4GK+++qpx+/ZtwzAMIyYmxmjVqpX9NdevXzcqV65sDB061H7+hQsXGh4eHvYtqDNnzhheXl7G66+/bhiGYaSlpRlDhw7NdruMcfHiRaNIkSLGzJkzczwPy5cvN1xcXOzbD0lJSUbDhg21tsv8/f2NU6dOGYZhGLdu3TJatmxpDBkyxNSnffv2xiOPPGJcvXrVSEpKMurWrWucPn3a1CfjZ05JSTGKFStm/Pjjj/bfv/TSS8bYsWO150O4dwA4/OOs7TLDMIx+/frlaLvMxcXFCAsLM7VNnjzZAGB88MEHhmEYxqhRowwAxhdffGHqV6FCBcPNzS3b95CVzANI7969AaRXfWzWrBlNxhcQEIDHH38cQHpFx2rVqpn6derUCdOmTbNXk3z00UdRvXp1fPvtt5ZzRUdH26tCRkdH4+bNmwgNDUXhwoUBAM2bN8f27dvt/b/++mscPnwYo0aNsp+/a9eu8PHxwbRp0wAAn3zyCVJSUjB8+HAA6VUtn3/+eYfmY+zYsWjatCn69OmT43l4++230ahRIzRu3BgA4Ovri169emm9b1xcHEqXLg0gvVpo165dsXTpUlOfmTNn4vLlyxg6dCgGDhyIl19+mVaJtZGcnIzLly/jyJEj9raXX34ZsbGxWmMScoc2bdogIiLCoZ/Tp0/Dy8vL/pNX1y4hIQGGYSAoKMjUXq1aNQDp9y8A7N27F0D634CMlCpVCqmpqZbqryriwpyPcXV1zXR5bRgGLdELAGXKlLH/38/Pz1KqVu3D+rm6uuLtt9/Gzz//DBcXF7i6uiI+Ph5VqlSxnCtj2WFbKeGMbd7e3qZzx8XFwdXVFU899ZRlDLbyxPv27cNDDz0ET09P+++Dg4Pp582KGTNmYPPmzVi3bh0tv5zdPOzbtw8dO3Y09dEdR1xcHAYNGoRr167B3d0dZ8+etZQlDgoKwvTp09G5c2d07doVXbp0yfKcxYoVw4QJEzBs2DB88MEHiImJwTPPPIPw8HCtMQm5w6pVq5x6/uPHj+P333/Ptl/79u0dfo9z584BsJZLt5W0t5Xotv2rlrq3ve7ixYuW32VEjEw+xtfX174vqpKUlAQ/Pz/6Ozc3N/v/XVxcqKHK2If169mzJ3bv3o1NmzbZDUazZs20zpVZm8qaNWtonffcYtasWfj888+xZs0arbkCMp+vnLJs2TJ07doV8+bNw7PPPgsAmD17Nl1NVa9eHT4+Pti8eTMuXbqE4sWLZ3nu0aNH4x//+AcWLFiAr776Cm+//TbGjRuHsWPH3vO4hfzB6NGjMXfu3Gz73cu9WqpUKQDA7du3Te22lYmPj4/pX3XFYntdiRIlsnwf2S7Lx4SHh2PXrl30d7t27UL16tWd9t5r165F8+bNTSuSjML5vRAREYG0tDQcOHDA1D579mzMnz8fQPrS/MyZM7hx44b99wkJCdrv8fnnn2PGjBlYvXq13TNr8uTJOR7ro48+isOHD5vadMaxdu1auLm5oXv37vY2Nn+pqano378/1qxZg6JFi+If//hHlue9evUqfvzxR5QqVQrPP/88tmzZguHDh+O9997T/ETC/cCcOXOc7kQQHBwMFxcXnD171tRuc9KpXbs2ANj/zqgrq/Pnz8PNzS3LVQwgRiZfM2jQIJw8eRLjx49HWlqavX3r1q1YvHgxOnfu7LT3Dg8Px6ZNm+xL5QMHDmD37t25cu7u3bsjJCQEY8aMwd27dwEAR44cwfjx41GrVi0AwODBg+Hu7o4PP/wQQPo3tg8++EDr/NOmTcOkSZMwadIkHDp0CDt27MCOHTswZcqUHI/13//+NzZt2mR31bx69SpmzJiR7evCw8ORmpqKNWvWAADu3r1r8s6z8frrr6Nz586oV68e5syZgyVLlmT5DfbixYsYOHAgLl++bG9LSUlBWFhYTj+aIKBChQoWb8lVq1bBxcUFffv2BZD+dwgAVqxYYep34sQJhIaGZv8mWi4IQp7x3//+12jevLlRsWJFo0GDBkb9+vWNJ5980oiPjzf1e++994zQ0FADgBEVFWUcPXrUGD9+vFG+fHmjSJEiRlRUlHHlyhWjR48eRmBgoOHn52d06NDBMIx07y8/Pz8jMDDQ6N27t2EYhnH48GGjdevWRvny5Y3HH3/cGDhwoBEeHm7vc/HiRSMqKsooUqSIUb58eWPMmDHG5s2bjcjISAOAER4ebixZssSYNm2aaVz79u0zDMMwTp8+bXTv3t0ICQkxmjVrZrRs2dLYsGGD6TP99NNPRo0aNYzq1asbrVq1MhYuXGgAMEJDQ40xY8bQ+Tp58mSWnj02dOfBMNKD1YKDg4369esbjz/+uPHRRx8ZAIzIyEhjyZIldBypqanGyy+/bJQpU8Zo2rSpERMTY/f8iYqKMnbv3m1ERUUZhQsXNp544gnDMAzjtddeM3x8fAxvb28jJibG2Lp1qxEVFWX/zOPHjzeuXbtmjBgxwoiIiDCaNWtmREZGGp07d/5bAkOF/E9W3mUTJ040XFxcjEmTJtnbVqxYYfJI3b9/v+Hq6mp07NjR9Nro6GijUKFCxrFjxwzDMIzBgwdre7GJkREEQbjP+fLLLw0/Pz+jcOHCBgDDy8vL8PPzM65evWrvY3NFHj16tOm1GSP+ixYtmmnEf4sWLYyiRYvaI/5nz56tNTYXwyiIyXQEQRCEvwPRZARBEASnIUZGEARBcBpiZARBEASnIUZGEARBcBpiZARBEASnIUZGEARBcBpiZARBEASnIUZGEARBcBr/Dz60vr4WcMnyAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgb_navigator = kp.draw.get_rgb_navigator(rgb)\n", "hs.plot.plot_signals([s, s_best], navigator=rgb_navigator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also plot the best matches for patterns from two grains" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grain1 = (0, 0)\n", "grain2 = (30, 10)\n", "fig, ax = plt.subplots(ncols=2, nrows=2, figsize=(10, 10))\n", "ax[0, 0].imshow(s.inav[grain1].data, cmap=\"gray\")\n", "ax[0, 0].axis(\"off\")\n", "ax[0, 1].imshow(s_best.inav[grain1].data, cmap=\"gray\")\n", "ax[0, 1].axis(\"off\")\n", "ax[1, 0].imshow(s.inav[grain2].data, cmap=\"gray\")\n", "ax[1, 0].axis(\"off\")\n", "ax[1, 1].imshow(s_best.inav[grain2].data, cmap=\"gray\")\n", "ax[1, 1].axis(\"off\")\n", "fig.tight_layout(h_pad=0.5, w_pad=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refinement\n", "\n", "Let's look at the effect of three refinement routes, all implemented as `EBSD`\n", "methods:\n", "\n", "1. Refine orientations while keeping the PCs fixed: [refine_orientation()](../reference.rst#kikuchipy.signals.EBSD.refine_orientation) \n", "2. Refine PCs while keeping the orientations fixed: [refine_projection_center()](../reference.rst#kikuchipy.signals.EBSD.refine_projection_center) \n", "3. Refine orientations and PCs at the same time: [refine_orientation_projection_center()](../reference.rst#kikuchipy.signals.EBSD.refine_orientation_projection_center) \n", "\n", "For each run we will compare the maps and histograms of NCC scores before and\n", "after refinement, and also the PC parameters if appropriate.\n", "\n", "As stated at the top, we use the numerical optimization routines from the\n", "[SciPy library](https://docs.scipy.org/doc/scipy/reference/optimize.html). For\n", "every orientation and/or PC, we want to iteratively increase the similarity (NCC\n", "score) between our experimental pattern and a new simulated pattern projected\n", "onto our EBSD detector for every iteration until the score increase from one\n", "iteration to the next is below a certain threshold, by default 0.0001 in most\n", "cases. The orientation and/or PC is updated slightly for every iteration. We\n", "have access to both local and global optimization algorithms. Consult the\n", "kikuchipy docstring methods linked below and the SciPy documentation for all\n", "available options.\n", "\n", "Note that while we here refine orientations obtained from DI, any orientation\n", "results, e.g. from Hough indexing, can be refined with this approach, as long as\n", "an appropriate master pattern and\n", "[EBSDDetector](../reference.rst#kikuchipy.detectors.EBSDDetector) is provided,\n", "and the orientation results are passed as a\n", "[CrystalMap](https://orix.readthedocs.io/en/stable/reference.html#orix.crystal_map.CrystalMap).\n", "\n", "### Refine orientations\n", "\n", "We use\n", "[refine_orientation()](../reference.rst#kikuchipy.signals.EBSD.refine_orientation)\n", "to refine orientations while keeping the PCs fixed, using the default local\n", "Nelder-Mead simplex method" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", "\tLocal optimization method: Nelder-Mead (minimize)\n", "\tKeyword arguments passed to method: {'method': 'Nelder-Mead', 'options': {'fatol': 0.0001}}\n", "Refining 4125 orientation(s):\n", "[########################################] | 100% Completed | 1min 27.2s\n", "Refinement speed: 47 patterns/s\n" ] } ], "source": [ "xmap_refined = s.refine_orientation(\n", " xmap=xmap,\n", " detector=detector,\n", " master_pattern=mp,\n", " energy=energy,\n", " method=\"minimize\", # Default\n", " method_kwargs=dict(method=\"Nelder-Mead\", options=dict(fatol=1e-4)), # Default\n", " compute=True, # Default\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score maps. We use the same colorbar bounds for both maps" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "ncc_after_orientation_refinement = xmap_refined.get_map_data(\"scores\")\n", "\n", "ncc_di_min = np.min(ncc_map)\n", "ncc_di_max = np.max(ncc_map)\n", "ncc_ori_ref_min = np.min(ncc_after_orientation_refinement)\n", "ncc_ori_ref_max = np.max(ncc_after_orientation_refinement)\n", "\n", "vmin = min([ncc_di_min, ncc_ori_ref_min])\n", "vmax = max([ncc_di_max, ncc_ori_ref_max])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_label = \"NCC after ori. ref.\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(10, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin, vmax=vmax)\n", "im1 = ax[1].imshow(ncc_after_orientation_refinement, vmin=vmin, vmax=vmax)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_label)\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.tight_layout(w_pad=-1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin, vmax, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_orientation_refinement.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that DI found the best orientation (with a fixed PC) for most of the\n", "patterns, which the refinement was able to improve further. However, there\n", "are a few patterns with a very low NCC score (0.1-0.2) which refinement\n", "couldn't improve upon, which tells us that these were misindexed during DI.\n", "If there are Kikuchi bands in these patterns, a larger dictionary with a\n", "finer orientation sampling could improve indexing of them.\n", "\n", "Let's also plot the (IPF) $X$ orientation maps before and after refinement, and\n", "also the disorientation angle (smallest misorientation angle found after\n", "accounting for symmetry) difference between the two maps" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ori_ref = xmap_refined.orientations\n", "\n", "ckey.direction = Vector3d.xvector()\n", "rgb_z = ckey.orientation2color(ori)\n", "rgb_z_ref = ckey.orientation2color(ori_ref)\n", "\n", "mori_angle = np.rad2deg(ori.angle_with(ori_ref).data)\n", "\n", "fig, ax = plt.subplots(ncols=3, figsize=(14, 3))\n", "ax[0].imshow(rgb_z.reshape(xmap.shape + (3,)))\n", "ax[1].imshow(rgb_z_ref.reshape(xmap.shape + (3,)))\n", "im2 = ax[2].imshow(mori_angle.reshape(xmap.shape))\n", "fig.colorbar(im2, ax=ax[2], label=r\"Disorientation angle $\\omega$ [$^{\\circ}$]\")\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.tight_layout(w_pad=-10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that refinement was able to remove the scatter of similar colors\n", "in the grains." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine projection centers\n", "\n", "We use\n", "[refine_projection_center()](../reference.rst#kikuchipy.signals.EBSD.refine_projection_center)\n", "to refine PCs while keeping the orientations fixed, using the local modified\n", "Powell method. This method is also known as Bound Optimization BY Quadratic\n", "Approximation (BOBYQA), and is used in EMsoft and discussed by\n", "Singh et al. (2017). We will pass\n", "a `trust_region` of +/- 5% for the PC parameters to use as upper and lower\n", "bounds during refinement.\n", "\n", "We can also pass `compute=False`, to do the\n", "refinement later. The results will then be a\n", "[dask.array.Array](https://docs.dask.org/en/latest/generated/dask.array.Array.html#dask.array.Array).\n", "We can pass this array to\n", "[kikuchipy.indexing.compute_refine_projection_center_results()](../reference.rst#kikuchipy.indexing.compute_refine_projection_center_results)\n", "and perform the refinement to retrieve the results" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", "\tLocal optimization method: Powell (minimize)\n", "\tKeyword arguments passed to method: {'method': 'Powell', 'options': {'ftol': 0.001}}\n", "\tTrust region: [0.05, 0.05, 0.05]\n" ] } ], "source": [ "result_array = s.refine_projection_center(\n", " xmap=xmap,\n", " detector=detector,\n", " master_pattern=mp,\n", " energy=energy,\n", " method=\"minimize\",\n", " method_kwargs=dict(method=\"Powell\", options=dict(ftol=1e-3)),\n", " trust_region=[0.05, 0.05, 0.05],\n", " compute=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refining 4125 projection center(s):\n", "[########################################] | 100% Completed | 1min 23.9s\n", "Refinement speed: 49 patterns/s\n" ] } ], "source": [ "(\n", " ncc_after_pc_refinement,\n", " detector_refined,\n", ") = kp.indexing.compute_refine_projection_center_results(\n", " results=result_array, detector=detector, xmap=xmap\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that `refine_orientation()` and `refine_orientation_projection_center()`\n", "also takes the `compute` parameter, and there are similar functions to compute the\n", "refinement results:\n", "[kikuchipy.indexing.compute_refine_orientation_results()](../reference.rst#kikuchipy.indexing.compute_refine_orientation_results)\n", "and\n", "[kikuchipy.indexing.compute_refine_orientation_projection_center_results()](../reference.rst#kikuchipy.indexing.compute_refine_orientation_projection_center_results).\n", "\n", "Let's plot the refined scores and PCs" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "ncc_pc_ref_min = np.min(ncc_after_pc_refinement)\n", "ncc_pc_ref_max = np.max(ncc_after_pc_refinement)\n", "\n", "vmin2 = min([ncc_di_min, ncc_pc_ref_min])\n", "vmax2 = max([ncc_di_max, ncc_pc_ref_max])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_pc_label = \"NCC after PC refinement\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(10, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin2, vmax=vmax2)\n", "im1 = ax[1].imshow(ncc_after_pc_refinement, vmin=vmin2, vmax=vmax2)\n", "ax[0].axis(\"off\")\n", "ax[1].axis(\"off\")\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_pc_label)\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin2, vmax2, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_pc_refinement.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_pc_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC used in DI:\t\t[0.421 0.221 0.505]\n", "PC after PC refinement:\t[0.419 0.222 0.505]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"PC used in DI:\\t\\t{detector.pc_average}\\n\"\n", " f\"PC after PC refinement:\\t{detector_refined.pc_average}\"\n", ")\n", "\n", "fig, ax = plt.subplots(ncols=3, figsize=(15, 3))\n", "im0 = ax[0].imshow(detector_refined.pcx)\n", "im1 = ax[1].imshow(detector_refined.pcy)\n", "im2 = ax[2].imshow(detector_refined.pcz)\n", "fig.colorbar(im1, ax=ax[1], label=\"Projection center y\")\n", "fig.colorbar(im0, ax=ax[0], label=\"Projection center x\")\n", "fig.colorbar(im2, ax=ax[2], label=\"Projection center z\")\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine orientations and projection centers\n", "\n", "We use\n", "[refine_orientation_projection_center()](../reference.rst#kikuchipy.signals.EBSD.refine_orientation_projection_center)\n", "to refine orientations and PCs at the same time. For the purpose of saving time\n", "and computation resources in this demonstration, we'll do this for the upper left\n", "quarter of the data set only" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "nav_shape = s.axes_manager.navigation_shape[::-1]\n", "y1, x1 = np.array(nav_shape) // 2\n", "slices2d = (slice(0, y1), slice(0, x1))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s2 = s.inav[\n", " slices2d[::-1]\n", "] # HyperSpy flips the usual NumPy (row, column) to (column, row)\n", "s2" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 999 (100.0%) ni/ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores, simulation_indices\n", "Scan unit: um" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap2 = xmap[slices2d]\n", "xmap2" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", "\tLocal optimization method: Nelder-Mead (minimize)\n", "\tKeyword arguments passed to method: {'options': {'fatol': 0.001}, 'method': 'Nelder-Mead'}\n", "Refining 999 orientation(s) and projection center(s):\n", "[########################################] | 100% Completed | 1min 32.5s\n", "Refinement speed: 10 patterns/s\n" ] } ], "source": [ "xmap_refined2, detector_refined2 = s2.refine_orientation_projection_center(\n", " xmap=xmap2,\n", " detector=detector,\n", " master_pattern=mp,\n", " energy=energy,\n", " method=\"minimize\",\n", " method_kwargs=dict(options=dict(fatol=1e-3)),\n", " compute=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 999 (100.0%) ni/ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores\n", "Scan unit: um" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap_refined2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score maps. We use the same colorbar bounds for both maps" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "ncc_after_orientation_pc_refinement = xmap_refined2.get_map_data(\"scores\")\n", "ncc_map2 = ncc_map[slices2d]\n", "\n", "ncc2_di_min = np.min(ncc_map2)\n", "ncc2_di_max = np.max(ncc_map2)\n", "ncc_ori_pc_ref_min = np.min(ncc_after_orientation_pc_refinement)\n", "ncc_ori_pc_ref_max = np.max(ncc_after_orientation_pc_refinement)\n", "\n", "vmin3 = min([ncc2_di_min, ncc_ori_pc_ref_min])\n", "vmax3 = max([ncc2_di_max, ncc_ori_pc_ref_max])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_ori_pc_label = \"NCC after ori./PC ref.\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(9, 3))\n", "im0 = ax[0].imshow(ncc_map2, vmin=vmin, vmax=vmax)\n", "im1 = ax[1].imshow(ncc_after_orientation_pc_refinement, vmin=vmin3, vmax=vmax3)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_ori_pc_label)\n", "ax[0].axis(\"off\")\n", "ax[1].axis(\"off\")\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin3, vmax3, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map2.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_orientation_pc_refinement.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_ori_pc_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also inspect the refined PC parameters" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC used in DI:\t\t[0.421 0.221 0.505]\n", "PC after PC refinement:\t[0.423 0.214 0.5 ]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"PC used in DI:\\t\\t{detector.pc_average}\\n\"\n", " f\"PC after PC refinement:\\t{detector_refined2.pc_average}\"\n", ")\n", "\n", "pc_to_plot = (detector_refined2.pcx, detector_refined2.pcy, detector_refined2.pcz)\n", "fig, ax = plt.subplots(ncols=3, figsize=(15, 3))\n", "for a, to_plot, label in zip(ax, pc_to_plot, (\"x\", \"y\", \"z\")):\n", " im = a.imshow(to_plot)\n", " fig.colorbar(im, ax=a, label=f\"Projection center {label}\")\n", " a.axis(\"off\")\n", "fig.tight_layout();" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "# Remove files written to disk in this user guide\n", "import os\n", "\n", "os.remove(temp_dir + \"ni.h5\")\n", "os.remove(temp_dir + \"ni.ang\")\n", "os.rmdir(temp_dir)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }