"
]
},
"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 10 best matching orientations. A\n",
"number of 4125 * 14423 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/latest/reference.html#crystalmap)."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dictionary indexing information:\n",
"\tPhase name: ni\n",
"\tMatching 4125 experimental pattern(s) to 14423 dictionary pattern(s)\n",
"\tNormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, signal mask: True\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████| 11/11 [00:05<00:00, 1.98it/s]\n"
]
},
{
"data": {
"text/plain": [
"Phase Orientations Name Space group Point group Proper point group Color\n",
" 0 4125 (100.0%) ni Fm-3m m-3m 432 tab:blue\n",
"Properties: scores, simulation_indices\n",
"Scan unit: px"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xmap = s.dictionary_indexing(\n",
" sim,\n",
" metric=\"ncc\",\n",
" keep_n=10,\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"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"temp_dir = tempfile.mkdtemp() + \"/\"\n",
"xmap_file = temp_dir + \"ni.h5\"\n",
"io.save(xmap_file, xmap)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Inspect indexing results\n",
"\n",
"So far, the [orix library](https://orix.readthedocs.io) cannot produce any\n",
"orientation color maps, pole figures etc. This has to be done in other software,\n",
"like MTEX.\n",
"\n",
"Here, we'll inspect the map of best matching scores and a so-called orientation\n",
"similarity (OS) map, which compares the best matching orientations for each\n",
"pattern to it’s nearest neighbours.\n",
"\n",
"Let's get the NCC map in the correct shape from the CrystalMap’s scores property\n",
"and the OS map with\n",
"[orientation_similarity_map()](../reference.rst#kikuchipy.indexing.orientation_similarity_map)\n",
"using the full list of 10 best matches per point"
]
},
{
"cell_type": "code",
"execution_count": 17,
"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": 18,
"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=(9, 3))\n",
"\n",
"im0 = ax[0].imshow(ncc_map)\n",
"ax[0].axis(\"off\")\n",
"fig.colorbar(im0, ax=ax[0], label=\"NCC\")\n",
"\n",
"im1 = ax[1].imshow(os_map)\n",
"ax[1].axis(\"off\")\n",
"fig.colorbar(im1, ax=ax[1], label=\"Orientation similarity\")\n",
"\n",
"fig.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that some of the grains have orientations which doesn't match that\n",
"well to any orientation (pattern) in the dictionary. Note that refinment will\n",
"not be able to improve much upon those orientations that didn't get a good match\n",
"from DI. The simplest way to improve the results for the darker grains is to\n",
"reduce the orientation sampling characteristic distance. This will increase our\n",
"dictionary size and thus our indexing time, but will lead to better results.\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": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"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",
"Here, we use the highest $r$ as a navigator. When using an interactive backend\n",
"like `Qt5Agg`, we can then move the red square around to look at the patterns in\n",
"each point."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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yCxYuXOiyb+vWreHv748xY8ZYA0FCQgJGjx6d6bnt/fzMmTMYM2YMLly4gKJFi+Kjjz7Cnj17MGbMGKSlpSEtLQ1jxozB77//jgkTJljtL+Rgbu/kp+wjPDxcxcfHqxUrVqi7775blS5dWoWGhqphw4a5zLOfP3++qlu3ripatKiqUqWKeuihh9TQoUOt6Zc9e/a09j127Jhq0aKFCg4OVmFhYdo0xPT0dNW/f39VunRp5XA41COPPGKtDVBKqW3btqm2bduqoKAgFRoaqmJiYtTHH3+sTUWMj49XAQEB1rVDQkLUX3/9ZW3fsWOHCgkJUfnz51e+vr4qJCRELV26VK1YsUKFhIQoX19flT9/fhUSEqJ2796tzp49q95++20VFxenypQpoxwOh4qOjlZjxoxxmYabGTt27FCvv/66uueee1S5cuVU6dKlVbFixVTNmjXViBEj1Pnz512OOX78uOrbt68qU6aMCgkJUVWqVFHjx4/X7vPixYtq6NChKjw8XJUoUULFxMSoV155RcXFxVn3tWjRIrVgwQKX+0pISFBTp05VISEhCoAqVKiQCgkJ0aY7ZkZaWpoKCQmx6g+AZa9YscJYF2+99ZZ1bEBAgAoJCckyzlW/fv0ynbr8+eefq2rVqqmiRYuqqlWrqi5duqi+ffsqACo4OFgNHz7c5ZjevXurkiVLurTXqVOnVEhIiPL397eO79+/v7U9MTFRtWnTRhUrVkyVK1dOde3aVW3evFkBUCNHjtTOtXbtWtW4cWMVEBCgoqKiVIsWLdSYMWMUABUQEKCaN29u7XvhwgXVuXNnVapUKVWmTBk1cOBArW1//vln1bhxY1WqVCkVHBys7r33XrVo0SLteqZ+Ltw+fJTK5CfNHUBERAQiIiKyjGQpCHmRjRs3Ii4uDhMmTMDTTz99u4sj5EDuaPlIEPIqf/31F9q0aePy+a+//gpAXxsgCHZkUBCEO5DU1FQsXLgQ48ePR3p6OpRSWL16Nd566y107drV8qkJAnPHDQrOAGrJyclYv349HA4H1qxZc7uLJQi3lBIlSuD111/HjBkzEBYWhhIlSqBPnz4YNGgQpkyZcruLJ+Rg7lifgiAIgnD93HFvCoIgCHcK8+fPR8mSJREQEIAiRYqgYcOGLgsSM6NgwYIIDAzU/oWFhXl0zVv3ppDJQqWOHTpYf2dkZGjbIiIiNJsXfXGmKV7U888//2i2PXAcAHz77bfW3xwkrGTJkpr9xx9/uN3OlR0YGKjZvDCNV5VyIDKOi891w6thOazE3r17NZtXkXJQPj6/PTY+oC9q4mtx9+G65PUXnM/AGdfHiXOVtBMOgcCrn3nBFd8Lz4v/z3/+o9mVK1fW7CFDhrg9v3PhlhP76u0JEyZo27gdz58/r9mc14Pt4sWLa3bRokU1u0iRIprNXxa8PwfrK1asGNzB5eUYSHx+TsTEbWcPOsn9iJ/f3bt3aza3499//63Z3A+57jg+FvfDP//8E96gVatW1nonE8HBwZkGCHSyd+9eVKtWDQ8//DC+//57nDp1CuHh4ahcuTJ27Njh9tyBgYEeLU7NjHw3dNQN8sTjjwMAvv7mm1t5WUEQhFtCSkoKNm/e7NG+9erVc7u9X79+AIAZM2YAuPZjsFu3bpg8eTK2bduG2rVr31xhs0DkI0EQBC+iruWpMf4zsXXrVgQHB2tvWI8++igAYOLEidlW/lv6piBvCIIg3Ol4S5G/dOmSlTPESa1atQC4SsRMamoqoqOjrVAzYWFh+OKLL1C/fn3jdW/poOAO1h9ZG2Zt2pSonH0IrKfaY9JzzHmOv8PaLWuty5cv12yOePr4/8pmTsqXL6/Zpnj1+fLpzcR6KucZiIqK0mzWellrZG2ZO7W9ftjfwMfyqzP7Y/r376/ZTZo00WzW8Lns3C9M/hC+V05aw+VnrZl1fq4be/A37hecuIn7Gfd51tn5Xkx1wf4OvpcKFSpodkJCgtvj2X/DOr0zFlZWcH3Yz8dld0badcJJmtjHwNfmHA78THG/yipi8c2ilHK5t6xISkrS6rxDhw6YPn26tg/3IadvheuLKV26NAYPHmzFWrv77rsRFxeHn3/+GS1atHB77C0bFDr/b8IOJ9kVFVQQBOF24umbQmRkpEs0YYZ/KJw7dw6A6w9Vxp5ELDAwEOvXr0epUqUwePBgYya9HPOmIAiCcCfgLfmocOHCLrMonbOOnJFqPSU4OBj58uXLNMcMI45mQRAEL+ItR3OdOnWQkpKivS3MnDkTAPDUU09ledy4cePQo0cP7bPLly8jLS3NZTp9ZtyyNwXWxVk+Yh8Bz+VnbZfXArD+yfpolSpVNNs+b5mvZZq/za90rPs98MADms1aLK+5CAoK0myTT4Ov53ylzGp/Li9r06w9c93ZNVLT3Hhu1wYNGmg2z+Fm/wfXBZeV7537FWvN3E/4eC4/9zO+H84qdurUKetv1tD53FzPXHbWiXk71x2vE+DrcTtyXTgzAjox6exctzeaoS2zY/nc3O68zsC0XoXrxi6nAK5t4S08/cL3hEmTJqFatWro3r07vv32W6SkpGDatGmIiYnRpqOWKFECPj4+lq9x3759+Prrr/Hiiy9avplWrVoBAF599VXjdUU+EgRB8CKeOppNREdHY+7cuejVqxcCAgKQmpqK2NhYl4ktaWlp2qDYt29f7NixA3fffTfy58+PtLQ0FClSBFOnTkX37t2N15VBQRAEwYt4M0jEQw895DLbkOE31Pr16xsd2O6QQUEQBMGL5PYYo7dsUGAdnedos2ZomlvPc/NZi+aE5c5FH07s+q1JG12xYoVm8/J0jl30119/aTbPT2dtl9c1hISEaDYvOOG64ThQ+/fv12z2A5jmu7MPwr6dtzEcl4mvxb9q+NpcN9wv+IEzrVvg+eqmqdB8PPsgZs2apdn2fsnrCrjPM1yX3E6ss/N29gGUKFFCs9mnwJQqVcrtdtbhGZN/idvSXj/8zHFsI9b8ud35+4P9L9zPeB0D15W38KZP4XYhbwqCIAheRAYFQRAEwUIGBUEQBAHA9YW5yKncskGBNUK2Wbs1zfnmFX0//PCDZnNYWda2d+7caf2dnJysbeMY+xUrVtRsXsfAc9t5gQjHmOGFJTznmn9psHbLeir7S9gHwefj+fD2+D2ZXc+uw3M7sW7Mvh/29bDGzz4DjhPPuSBYe2Zd3qSjM1yXzJ49ezSbV4Ta17jwvXGfc+erAVzrjtuBdXh+Rrhd+foMb+e25PKxb4y389oA7nf8nLg7F/tneDuvazKtCWGbVwp7E3lTEARBECxkUBAEQRAsZFAQBEEQLGRQ8BDTPGPWlll/5Ln7rG/yWgHWRznOv12DjIyM1Lax1spaKZeV9U3WQ51xR5yY8v7y/HaTNsvb+fpcPtblO3furNk///wzsoLjLLFOzudmLZjL/v3332v21q1bNfv999/XbPZpMKwdm/IK87oF7pecg4D9Sfa2Y12bz2Wyee0N1y37HLhduW45/zXHoeLy8vXYN2X3wwGubcsrb3ntgLtwz+x34+eX2+3s2bNuy8LrEPiZvZm4Te4QR7MgCIKgIW8KgiAIgoUMCoIgCIKFDAoewnoia3ys/fLcfdZfv/vuO82+5557NHvatGmaHRMTo9n2tQisxbImyLoz26xj8/xx1lZZC2YfAt8769gcE4fLz+Xh87Peyvs3a9ZMs+1+hJUrV2rb+N5Yl+YcAJyInP0pnK/A5IsyPYDse2J/C9c11wXfL2vZ9rZgjZ7rmY9lnZzbkZ8RLhv7vvj6ZcqU0WyT1s1twf2cY36tWrXK7fm5fPa6Yt8Q52Dnduaysf+Cr8XrEPgZyi7dX2IfCYIgCBoyKAiCIAgWMvtIEARBsJA3BQ9hrZk1Q9ZL3cVJAVz1WY5Rc++992o250m2x4lhfZOvzf4QU1nZZ8C6tinuE3cqnp/OmHR21s3Z58HatrtY9y1bttS2LV26NMt9Add65xwArPVyrKMpU6ZoNrf7Cy+84PZ8fO9ss7+Fdfzdu3dr9vHjxzXb3nbsQzDF1+Frc71zP2F/CPcL7ofcrw4dOqTZvPaH10lwXXJ5mzRpotlr1qzRbPYT2v0C/Gua/WTcJxn2ZZn8duxv4br0FuJTEARBEDRkUBAEQRAsZFAQBEEQLMTR7CGm/LU8z5j1zK+++kqzGzZsqNmsj7K+6i4fLmu37APgOdIct55/GSQmJmo26/B8frb5/HwvvD/XHevifO+sq7Pe6m7+O+f1bd68uWbPmTNHs2vWrKnZplwUXDbWxfn6n376qWb36dMH7mDdnrVojhe0ceNGzeZ1F3ZM+aP52lzvDPsvWPNn3Zz7sSmuE+cR4fJzXXNd8fnZj7ds2TLN5n5rxxTbiPsFn4v9F9xvuKxcd95CfAqCIAiChgwKgiAIgoUMCoIgCIKFDAoewhoe6/S7du3S7MaNG2t206ZNNdsUS4n1WtZD3em5rG9yPB6O9c4+AM7BzHP3Wf80rXswrZNg+F65k5py93L57OfjeuN742vbcxgDrtow9wvTmglTLl/O9xAeHq7Z7F9hrfnXX3/VbNa2uS7taz743rnsXFben3VwLrtpbj1v5/OZ8jccPnxYs9n/Y3qGWOfnPOpJSUlZloXrlb8fuN352lxW/j7gZ4j9Kd5EBgVBEAQBgCTZEQRBEAh5U/AQXmJfvnx5zebpbNOnT9fsOnXqaDa/GptCVfDrpV1GYAnEtOSeX01ZTmL5hW2e6sevwiypsDxlCqVtqhs+n0nSsUsyptd0U6hrDnvBU0Br1Kih2Vx3fDyfnyUUU7jqWbNmaTbLmKa2tEsqJrmIZTuWsrgfmKbrcllMqU+53bk8XFemkOzcFnx8aGioZtvb6o8//nB7LLcr92G+V1PaVZ7ey6G6vYkMCoIgCIKFDAqCIAgCAFm8JgiCIBDiaPYQDmvBaRlPnjyp2axrs775119/aTZr3Txas+ZoPz9Pm2StlaezsRbM12LtlafyXY+/I7PtrFXz9fh405J+Pp+78AmsmzORkZGazdow18XAgQM1m31JpimlXNYFCxZo9oABAzSb2zIhIUGzeUor424qJLcr36sp5awpLSzr7jxtk+ua4X7N7c7nO3DggGZzek/2J5mmJ0dERFh/sx+Mn0E+twm+NtcdhzXnfuRN5E1BEARBsJBBQRAEQQAgPgVBEASBkEHBQ1j75VSCq1ev1uz4+HjNZp/E9YZ+MGnhdjj0AevMPGeaYW3X5HhiLZmvb1oLwHopn880f57bhrVn+3aTPyM2Nlaz586dq9kbNmzQ7LCwMM2uW7euZvfu3Vuz33//fc3m+ehc13xvH330kWbv3LlTs7lfmubL29uGNXRuN97OsL+Cr2UKF80+Cu4nrONzuHleb7N//37N5jAY3HamsBp2n0jlypW1bX///bdmczuafAymkBtcF+7CeN8sMigIgiAIFjL7SBAEQQAgPgVBEASBkEHBQ1j7LVmypGa3bdtWs+fNm6fZHIbXFL+HbQ6Va59fzroz65e83RTOmffnEMXsM+BOxHX1zz//aDb7U1gH5/KwfsrrHnh/vp69Lk2xjTiW0KlTpzS7dOnSms0xrf7880/N/s9//qPZo0eP1myeOz9u3DjNZh2fY+Dw/Hi+H/Yn8Xx4+3bu0+wHM8XQ4mvzXHq+F+4H9jDegHkdBJfPNJef753rzpRm1l5+fn6rVaum2RwTi6/NfZjXWHDd8vU4/pg38eagMH/+fPTs2RNpaWlIS0tDbGwsVqxYYQx/byc0NBQnTpzAmjVrcM899xj3d7/aRRAEQbgunBKS6Z+JvXv3on379mjevDnOnTuHgwcPYvv27YiLi/O4LP369XNZGGxCBgVBEAQv4cyn4Mk/E/369QMAzJgxA8C1t+xu3bph586d2LZtm/H4bdu2YerUqWjTps113YMMCoIgCF7EW28KW7duRXBwsDbV99FHHwUATJw40Xh869at8cwzz7hMPTZxy3wKrIdyPHXW+Fq3bq3Zmzdvdru/KY4+z8G26/6sT7L+yPOveX44+xhYR+f53Kx38vV5zjZrw6wnmmLecHkZ9nHw9ezlYf8I+x/Yd8Ptzh2UdW2uey7byJEjNZvXRQwZMkSz2cfAc+9Zq+a657bn+fB23Z2PZR8Ct7NpTQTD/cbkc2BM+RwY9lnwvfMX2759+zSb/YD2fsXtzM8np9/l55/XXLAfz5SjxBQP7Gbwlk/h0qVLLjHiatWqBeCatOSOJ598EoUKFcLbb7+NPn36XNd15U1BEATBi3j6ppCUlAR/f3/rX9euXV3OxT9KnD9ieFC1s2XLFkyfPh3Lli27ofLLlFRBEAQv4umbQmRkJLZs2eJ2H36bc85247c4O61bt8bgwYNRqVIlj8rByJuCIAiCl/D0LcGTgaNw4cIu8uyOHTsAuEpzTrZs2YIzZ85g0qRJCAwMRGBgIL766isAQKtWrRAYGIj58+e7ve4te1NgnZpj5rBPgLVr1ghNc/d5jrS7OeDudGLAVX/ksrIeevr0ac3m1zjWdmvXrq3ZfC88v5zvnedo83x1Ph+Xn+uG68N+ft724YcfajZroKz9unvtBYB69epptil/NOv2nI+B10UsXbpUs3kWCOv8prqz1w3XI987fxFwXXK/MOVcZl8Wl9Wks3NOEs6pbMqXwP4e5rffftNs+xcZP98m/wb7jn755RfN5rrnfmGKZ+ZNvBXmok6dOli3bh2uXr1qyUgzZ84EADz11FOZHlO3bl2XduvTpw8+//xzLF68WNYpCIIg3Gq89aYwadIkAED37t0BACkpKZg2bRpiYmK0H5IlSpRwWTh5M4hPQRAEwYt4a/ZRdHQ05s6di169eiEgIACpqamIjY3F8uXLtf3S0tIyjQL922+/oXHjxtbsQ6d8dOTIEbfXlUFBEATBS3g7IN5DDz3kMtWZYbnYSc2aNV3kUE+4ZYMCa4isd/LUK9YYOTYSa8MmHwJrinb9ljVA1r250suWLavZDofDbVlYF+d1A7t27dJsvneuO85bzHVn0qa5fNxxihcvrtn2Tu5cXemE/SEcP4d9R3zvHPvo2LFjms1l53Zk21QXzldxJytWrNBs1tn5+tyv7Oss+F65LHwuU14OUwwsU25u01x9U34G1vG3b9+u2dwv+XiWNJxOUgBo2LChto39YvzLl++F753vhXV1Pp9p7c7NIAHxBEEQBAvJpyAIgiBYyJuCIAiCAECS7FwXVapU0ewDBw5oNsfAYV2bNcOjR49qNs+h5jnd7tYpsLbL+WNZ5+a579wJ+Nqsh/Jcdy473yv7ONgHwXHtWa+NioqCOzgeEd/vokWLrL85f4Fp7rq7ef2Aa7wg3p/j+ZhyBpjiB5n8KXfffbdmu4uZBeja9cqVK7Vt3K943QJjyqnMdcFl4X7HcN0ypnhAXHfcFqbYSvbYT5zXwrRGIigoSLP5XtkXxPfC/TI3xD66XXg0KKSlpWHRokX45ZdfcPz4cfz9998ICgpCaGgo7rvvPrRo0cL4MAqCIOQFcvugYPwmnzlzJhwOBzp16oQFCxYgKSkJFy9exIEDBzBv3jy0bdsWZcuWxY8//ngryisIgpCj8dbitduF2zeFd955B7Nnz8b06dPRvHnzTF+5rl69isWLF+P111/HsWPHrMQQgiAIeQ1nkp3cTJaDwpEjR5CQkIB169a5lYYKFCiAdu3aoVWrVujXrx86duzoMn8ZcNWOWZfneEGsGe7Zs0ezO3bsqNmsbfN8edYc7fona6UM69Z8LdZ+TfkPWBtmnwOXnbVgrpuIiAjN5vR7plwUHDOHszpVr14dWcFl4brk+eGsFXMMGtZ+ue/x/HR+AHm7KT4Ptw3nPOC24evZdfN7771X27Zx40a3ZTPFJuKy8a9LUy5x0/lM29lnwL4t9g9xP+Xz2/0z/MyYcpTwM8P9jMvC52f/jmmNyM2Qk98CPCHLQSEsLAyfffaZxycqUKAAvvzyS2+USRAEIdeS2wcFr3iHX3rpJW+cRhAEIddzR/sUmA0bNmDz5s04c+aMdlMzZ87EW2+95fXCCYIg5DZy8he+J3g8KAwfPhxvvPEGgoKCXGKysIadGawdc7wg1h9Zq+a59qwxckOwD4H3t2uOnP3IFG/HmSfViUnLZe2XfQ6mHNCMSVfn4zlWE9fF2rVrNbtixYqabfcH8bx91vy5HfjeWHfmdjLFsOG6M82dN81Hb9eunWZ/++23ms2+L65rd74pXi/C/WjdunWazb4dbmeuC65bjo1k8m1dr4+BdX5+Rvl7gfuG/TuA2yUxMVGzud7Z5j7MOdl5uyk3hbe4ox3NzNdff40dO3agZs2aLts4ybYgCEJeJc+8KURHR2c6IAD6ildBEIS8TG4fFDx2NHfu3NklraSTxx9/3GsFEgRByM3kGUdzx44d0alTJwwYMABly5bV9E57nPSs4ErgfAiVKlXS7MjISM3mbEH79+/XbJMey9i1Z9bJGdY/d+/erdkmfwfPoWZY32TbpA2z1ssxZ1jL5vJxXCpeM2L3//CxXBZT/ud9+/ZpdtWqVTXblJ+az8/z0U3rDEz+GI7Bw+VhHd9+fm4nLitfOz4+XrN5PQnjLu6SJ9vZZh8Er49hHwmf3+Rj4Lq11yWXha/FfkoumynXN/dTU34Vb5HTv/A9weNBoXv37khISED9+vVdvuQSEhK8XjBBEITcSJ4ZFH7//Xfs27fP5ZchAAwYMMCrhRIEQcit5JnZR9WrV890QACAl19+2WsFEgRByK3kKfnoqaeewltvvYWuXbuibNmymp7Yq1cvl1y3zLx58zSb46NzbKM///xTL6hBIzTlIWa9050fgbVfk3+iRo0amr13717NdhcDBnCNC8W6Nc+953tnvdWUo5k7LedISE5O1mx7+bleef0JtxPbvD7FpEOb5pNzXXFeDtNcem5brmsuD0undp3d9GXAmjz7K+Li4jR71apVms3nZ03fFFuJ741jYHGOE55tyNfjvsBt4a5u+Vzsf2H/DD9TLVq00GyeAcl+NX7meLs3yTODQsuWLeHj44Nhw4ZlZ3kEQRByNXlmUKhcuXKmMY6UUhg7dqxXCyUIgpBbyTODwhNPPIEePXpkuo2ntgmCIORF8lSYi+HDh2e5rXPnzsbjOecy64+sf5o0RtaqWTvm+D/cUHZdnjV/1uxZR+Y51jyvnwdJ1rFNeYtZqzXFeWId3aTtct3wXP8KFSpotr0+TLoy6+QMl4X357rh87O/hO/dNLee245zY9x3332a/csvv2g2a9P2vsPnZtzlCQdc585zfoaff/5Zs9mXxOfjfs39iPNT8/H8THG/42eK285dXXE/4nNxn2zUqJFm87qmatWqaTbfK/vtPv30U2QXuf1NwSuhs7t37+6N0wiCIOR68syKZv71aOfEiRNeKYwgCEJuJyd/4XuCx4OCUgo9e/a07LS0NCQnJ2PFihUYPHhwNhRNEAQh95FnBoUePXpgxIgRLp8fOnQI77333vVf2BDvnGPYsF7J+7PPgedkc95o+/F8LGvuphzO/KbE+iXHbapXr55ms65uigvDcV9YZzflODDNL+e6tce6DwkJ0bax7sw6Np/7+PHjms1z5U05nbldTf4Xd7GKANd+xf3EXR4OQNfNuax8L3xt9jWZaNy4sWavXLlSs9k/YlqvYvLfcHlNMbZ4+8GDBzXb/kyzb4nr4ujRo5rNa2lM8bwY7rfZteA2p0tDnuDxoPD6669n+nl4eDh27drlrfIIgiDkavLM7KPMuHDhAlatWuXyS1gQBCGvkmfeFHx9fV1eD52fv//++14tlCAIQm4lzwwKvKLZx8cHxYsXR2xsLMLDw43Hm3LdsvbLujjb15tfljVIe05XXifAWimXlfVQjv/D2iyfn30O7nTqzK5v0k9Ncfy5brg8vN2u53I9M3wsl/XBBx/UbI63w/4VPp61Z/avcD8x1QXvz23B6yB4bYC9fKZ5/dwHuS5NcZ/4fK1bt9bs1atXwx0mHwL78Xg7l5+fWf7RyL46e9txn2Psk1oAc/wxrituR/a3mNaU3Ch5yqfQr1+/LFc0C4IgCNfIM4PCs88+m53lEARBuCPI7Y7mLFc0Jycno1+/fh6Peunp6ejVq5dLyAdBEIS8xB27orlcuXKIiopC48aNMXLkSDRp0sRFfwWuaXnLli3DiBEj8OSTT7rMO3fCeiTrlaa4MKzL8/lYa2ZNkdce2PVT1kb53Kxbczwdvhbvz7o4z7VnLZe1We5AXBem+e6mXLp8Pnc6vCkfAefWNe1vilXEujtrwVklfnJiypvMdcHl47rn4+3b+V742nwtUz5pfiZMuSpMMbYY/kWbkpKi2SVLltTs6tWrazbnOOD757qz+/H43tnH4O55BczrUUw5UbLr13xO/8L3BLfy0YsvvoiyZcuiU6dOuHz5MiIiIhAUFIR8+fIhNTUVKSkpOHToEIoVK4ZPP/0UHTp0uFXlFgRByJHc0YMCAHTp0gWdO3fGjz/+iDVr1uD48eP4559/EBoaivr166Np06a4//77XX7hCYIg5EXu+EEBuPZq1rFjR3Ts2DG7yyMIgpCryRODgjdgnd60ToH1V9ZHM/NvuIOvZ19bwJo6X9sUV4mPZ58Cx23hOPYcD4jXKbBWzOUz6am8joK1Yvbf8PF2PZe1Xq4b9l8cO3ZMszmvhikHgGldAbcFr3PgN1i22SfBbdepUyfNnjVrlmbfdddd1t/sW+K8GnwvvAaCy8L7s45u1+gBoGHDhpp9+PBhzWYfAD8TXDfsI+D9uS+Yym8/P/uGeM0F+ya5j3O/McVt4uP5mfUW3k6yM3/+fPTs2RNpaWlIS0tDbGwsVqxY4daXduTIETz22GPYtWsX8uXLhytXrsDHxweDBw/G6NGjjdf0Sj4FQRAE4Rremn20d+9etG/fHs2bN8e5c+dw8OBBbN++HXFxcW6P27x5M9avX49ly5bhr7/+woULF9CsWTP8z//8D+bPn2+8rgwKgiAIXsRbg0K/fv0AADNmzABwLSpEt27dsHPnTmzbti3L4xo0aICvvvpKi8bcrVs3AMCGDRuM15VBQRAEwYt4a1DYunUrgoODNenr0UcfBQBMnDgxy+McDge6dOli2UeOHMFLL72EIkWK4LnnnjNe95b5FEw+ANYnWRtmrZf1StayWUPk89n1X9bFTXqjaS47a/Z//fWXZrOuznXD2m/9+vU1m/VE1mfZ5vvhBYam+7e3jSmOE5ctIiJCsw8dOqTZ5cqV02z2l3C7sU7PsYgYU7wh1qZNawG4n546dcr6m/ucKQ4U+5aCgoI025SLm9uN+yX7sthnsGPHDs02xToy1Q3jbu0R+0P4mbje/M/cLpwXw5SP2pt4y9F86dIll+ejVq1aAFy/IzLjxIkTiIqKwr///ovQ0FBs27bNpV4yw+M3hUuXLuHw4cNW4+zcuRODBw/GZ5995ukpBEEQ7micjmZP/iUlJcHf39/617VrV5fz8Q8NZ2A//pGcGQ6HAxcuXMDp06cREBCA6tWrY+PGjcbjPH5TGDZsGH788UfMnj0b5cqVQ/PmzeHv74/Zs2fj5MmTGDZsmKenEgRBuGPx9E0hMjISW7ZscbsPv9E4ZxLyG7Q7goODsWnTJgQGBqJnz57GtwyPB4Vff/0VW7duRbFixfDxxx8jf/782LNnD9LT09G8eXPjoFCpUiXN/vPPPzWbX11ZAuFX4+udJsqvlzx90N25+VWWJYyyZctqtilcM5fFlIr0jz/+0GyWZEzhDkx1ybICb2cZwQ7XM5+L24X7wZIlSzS7SZMmmm2SGfgB5LLzLy3GFEqC+wnXrX1/3sbtzOfmB9sUmtpUt3w9hqWD6Ohozf7tt980m+uew0+76xeZlcd+/9xOnNK2YsWKms3PCEtpXBaT9MUypTfxlnxUuHBhl+8ap+THbWfn8uXL8PX11fpPQEAAihQpguTkZON1PZaP/P39rS+rH374AV27doW/vz8CAgJcvsQEQRDyKt5yNNepUwcpKSna28LMmTMBAE899VSWx7Vq1Qrt27fXPsvIyMDly5ddfvBmhseDwvnz55GWloZDhw5h5cqVeOyxx6xtpsBbgiAIeQFPBwRPBoVJkyYBALp37w7gWsDCadOmISYmBrVr17b2K1GihMvklmXLlmkTCdq1a4f09HT06dPHeF2P5aN27dqhSpUq+PfffxEXF4c6derg8OHDGD9+PBwOh6enEQRBuKPxlnwUHR2NuXPnolevXggICEBqaipiY2OxfPlybb+0tDRt9uXzzz+PoUOHokGDBihQoADS09ORP39+jB49Gq+++qrxutflaI6OjkZycrI1cp08eRKBgYHanNiseOeddzT7xRdf1GxOy8hvH6y/8nbWtllHZ73XrrexJ5+PNYW9SEpK0mzWAVlHZz2Vr8/OJe5krK+yzs7lN4Xe5nDXPJXSnkrVFGKD78U01fiBBx7Q7F9//VWzWTtlHZ11dr439glw3bHNbct1yb4w+5RY7mORkZGazdMieVqlKQQ7/xpkjZ/rhuF74es3b95cs7ltWcfn7Tzdl3V8+xcXl52/6LjuuN+wL4inpHO7cl1y+BVv4s0wFw899JAxdSm3+4MPPuiS9vZ6uK51ChwQr169eqhXr57Rgy4IgpBXyO0B8byyopl/9QuCIORFvOlTuF24fVPo0KEDKleujLfeegu+vr4ur2iCIAiCTk7+wvcEt4NCVFSUtVS+cuXKeOmll1z2UUph7NixxgvZwwEArvqqad4wa4im/VnPZD3Vro/ylFo+Nzcya6msJXO4Atap2efAazR48OXtP/zwg2azNtyiRQvNZj2W74+Da917772abW8rbgcuG9c7r7GoWbOmZrN/xbSehddosP+DdXmuS/ZBcN1wmHG+H9aL7dfnbXv27NFsvtejR49qNtct9zNeN8B1W7VqVc1m/4rJN8XPCPvtTCHW+Xw1atTIcv+dO3dq2/gZ4WiezvAOTnhyCz/DvECLnxF7yHNvc0cPCuPGjbP+fuKJJ9CjR49M9/NkQYQgCEJeILvyP98qPHY029clMKGhoV4pjCAIQm4mp/sLPMFjR/OTTz6Z6ecpKSnaG4UgCEJeJrc7mn2Uh6UrWrQoOnbsiAkTJlhzjBctWoQnn3wSp06dMsZB6dWrl2YnJiZqNuuTrG/yK5kp/Z4pDaO9vKyVsk7NVWSa98/zuU2pAd2FGAaA3bt3azbr4Fw37ONo3LixZrPPg/dn7Lo6+yO4rthXxGs42CfAmr8pLPjq1as1255IBHDVlk2xkEwh2L/++mu32+31YUqfadLgGVNcJ+4nHNqgWrVqms11yXzwwQeabfKJcF3z/bJPwu6r4nSb7CfjejbFMuLtHHGUy8rrZzxJU+kJISEhePzxxz3ad+3atTlyOr/Hbwpdu3bFI488gmbNmmHRokUYOHAg2rZti4ceegh169bNzjIKgiDkGnL7m4LHPoVPPvkEwLUZEG3atEHBggUxb948tGnTxuWXsSAIQl4lJ3/he4LHg0L79u1RvXp1jB07Fu3atUPdunUxYcIExMbG4scff0T//v2zs5yCIAg5HmeSndyMxz4FX19fFCtWDO+99x569+4N4Fps70GDBiEpKcllzjXDc5ZNujprgKZ4RGzz8Xyb9vPt37/fbVm5kVmPNKUS5P157r3JZ8FvYqa4/AzXTdOmTTWbZ49xjB13qQtN60F27dql2Zwikuebs/+F25HLwv0uLCxMs9lfwnFiTCklv/zyS81mLdy+/obrja/N7co5BLguWJNnrZp1dz6e+51pjQnXzZQpUzR7+/btbo9nf5A7Px77ghheg5GSkqLZJn9LbGysW5vb5pVXXnFbHk8pXbo0Onfu7NG+GzduzJE+BY/fFMqXL48VK1agQoUK1mexsbFYtmwZ7r777mwpnCAIQm4jz8hHL7zwgjYgOClUqBBGjRrl1UIJgiDkVnL7oODx7KOnn346y20LFizwSmEEQRByM3d8QDxmy5YtmDdvHo4dO6bd1OLFi43Hst546NAhzea3ENaOTcH4TNo2a9X27ab53Kzp2/MLAHCJd84a/5EjRzSb51SzHso+AL53d3PlAVctmrXfNWvWuN2/ZcuWmm33mXCeX64bLhvn2uXjeY0Hr3Mw5TvgdQtt2rTRbL439v+w7r5v3z7NZt2fr+8unwKfm2MX8TPgzFPihHN/m9Zc8L2yps9tY6obnjwyb948zeZ+xM8s18fp06etv/ne2RfEMbC4X3B+BH7+eY1FTEyMZmenMzi3O5o9HhTmzJmDHj16oEaNGti7dy9iY2Nx9epV7NixA5UrV87OMgqCIOQacvJbgCd4PCiMGzcOGzduRNWqVdG0aVOsXLkSAJCQkIAPP/ww2wooCIKQm8gzg0LBggWt0Lz2m65SpYqLPCIIgpAXyen+Ak/weFCw6+wZGRk4ceIEHA4HLly44DIX3XQ84Do3/rffftNs1gBNcWRMOVp5jra7eD98blM+BGbHjh2azT4GU9wm3s56Ks+VN+V8Nq174LrhfLn28jRp0kTbxlowrytguJ24rOxvYd2c25Xj/XAc/g4dOmh2eHi4ZrN/iNdwDBkyRLOnT5+u2Rs2bLD+tmvmgGu7PPPMM5rtjBLghH0IrNFzTgD2WbAPgdud/XqmdRTcL3idBOfh4LUE3Lb2vsF1xfG52E/GOZ1Na314/QpPhuHUwt4ktw8KHs8+KlOmDLp06YKzZ8+icePGaNiwIfr06YN69eqJT0EQBOF/yTOzj0aNGoVNmzbBx8cHQ4cOxe7duzFz5kzExMRg4sSJ2VlGQRCEXEOemX0UHR2N6Ohoy+ZQt4IgCHmdnP4W4Akexz66WTjvL8M+B55nbB+QANf57axFs47PeqddXzXlZGafAueCYO2V53+bYsHzvbNPgcvD6yJYb2Vd3xSLyZSH2K5ts0+gfPnymt2uXTvNNuUAYJ3bhClXN997ZGSkZnP57esMAHNOBD7+8OHD1t+ffvqp23Nx/mfWtbns7EPYunWrZvMzYcpJwj4H7tfcT7kfctu98MILms2+MXf+Ie6D/LzyWhlud875zmss2O/GcZv4+8hbURmCgoLwwAMPeLTv3r17c3fsI0EQBMFMbn9TkEFBEATBi+T2QcHj2Ufff/99dpZDEAQh1+PMp+DJv5yKx28KL774IoKCgtCsWbMbuhDrkaw3sr7JKT6PHTum2exT4PNfuHBBs93lQWatlbVR1oJN8C8Fk1bL1+cOw3P1WWvm7RxjxzR/nbVn1vntbcP1yjFseCYaa8Wcq6JWrVqazbGReI0GrwHhuuR1CXzvrDVzW3M/4rphH4N9bQHXG5+b1wVw7m1uF9bdue75fLwGw/SLlf0xDPdb7pevvfaaZj/33HOazW1pvx/us/w8c1wl9gHw+hjuJ1xXVapU0WxTLLWbIc+8KRQuXBjTp09HrVq1MH78eJdGEARBEHL/OgWPB4Xhw4fjiy++wMqVK+Hj44OmTZuiV69e2LRpU3aWTxAEIVeRZwYF5xL3wMBADB48GNu3b0eZMmXQoEED1K5dG5MnT3ZZ1i4IgpDXyO2Dgsc+hU8//RT9+/fH2bNnMXXqVHzyySdISEjA3Xffjf79++Pw4cNo0KABRowYkWlcEdb0WZtlfZPnXHOsJNbNWf/kmDasFdu1Zp73n5yc7LbsDG9n27SmgnVrhnVzjl1k8lnw+VlPZd2ftWO7Psvtwjo6r9Hgc23cuFGzORcvH9+iRQvN5hzPHKepfv36mh0REaHZx48f12z2ZXG/5LbjPMb2h9s0d57rinM1sK+I29G0Xob9OxxfiNez8DPH98prOEzlMeUat+/PfZb7JB+7efNmzWbfFN9LUFCQZvO9ZRc5/QvfEzweFD744ANs3rwZ3377LQDgiSeewIwZMzRH4YsvvojGjRtna7ApQRCEnExOnlnkCR4PCnv37oWPjw/eeustdO/e3eVXBwDs37/f5ZeYIAhCXiLPvCk0bNgQa9eudbvPvn378Morr9x0oQRBEHIjeUo+cmZac0fnzp2z3MZOaNaxuSJ5jjfDur0p9y7HX7efn/VGfv1jHd3kQ2DtmNc58Pn53nluPZ+fdfWDBw9qNs9fN8VWYn2Xy2O/f1N8HW43LjvPT+f9Of7PE088odkDBw7UbI5tNGfOHLfX5+NNsY34/tzp6Ly2hmMT8bX4GeB4X0lJSZrNfZx9Swy/zZt8Y5wn5K+//tJs9nlwv2G439vb3rROgH1L/Dyzze3C6xT4GTf58W6GPDMo8BeVIAiC4EqeGRQEQRAEM3nG0SwIgiC4J0/5FG4WnjfMOVRLliyp2aY4MKynsv7Keqe7WPKsa7PeabJZv2T/CV+bY8LwGgye787aLOunrMOzdm3K32DK9WvXorksvC/r6uzLMcXb+eijjzSb+4Up/wL7PNjmwI6cD4JzUJtyW9j7AucwXr9+vWZzu/O9VK1aVbM5Tzn/AmWfBMfmt+d6AFzbjtud13TwM8T9nH0W999/v2avWLFCs+1tYfJjcR/ne+ec7tWqVdNsDsPDdc39wpvk9kHB4xXNgiAIghlvrmieP38+SpYsiYCAABQpUgQNGzY0TsJZu3Yt6tWrh4CAAAQGBqJIkSKoXLkytm3b5tE1ZVAQBEHwIt4aFPbu3Yv27dujefPmOHfuHA4ePIjt27cjLi7O7XGDBw9GQkICEhIScObMGRw4cADHjx9Ho0aNXN72MkMGBUEQBC/irUGhX79+AIAZM2YAuBa6p1u3bti5c6fbX/3ly5fH4MGDranrDocDvXv3xuXLl62IFO64ZT4F1slZj+Q50idPntRsnt/OGiPr6nw+3t+uafL8bVNsIpNmb4q7wusIWNvlmDXsw+C6Y92b9+fzcV3y8fx6ap8fzz4EvhavoeB2OHLkiGZXqlRJs1n77datm2Y7HA7N5ro05dHge2Ntmm1eJxESEqLZdm2a+0nNmjU1m/MncFk4XhfHWeJ2Yl38nnvu0eyffvpJs+vUqeP2egkJCZq9c+dOt/v//vvvmt2oUSPNXrhwoWbb24r7DfsI2V/Czxg/M1yW7t27azbnmuDvF2/hTLLjDbZu3Yrg4GDteX300UcxefJkTJw4EZ999lmmx/FaHeD/6p7rLTPkTUEQBMGLeOtN4dKlSy5BCZ2x5vbu3XtdZVqyZAny5cuHvn37GveVQUEQBMGLeDooJCUlwd/f3/rXtWtXl3PxW71TJbieNAXr1q3Dli1b8M477xhn7wGyTkEQBMGreDqzKDIy0mUaMcMh/53Tilley4qkpCTcd9996N27N5555hmPjrllgwLPG2YNkUc+rljWhk0xakzxg+znZx8Cj6Z8bt6f53eb5lyzlsxx8Hl/jjnDsY7YZ8HaM98P1x3HmeHy23NXcGfkdQf8Wstz41kHHz58uGbz+U3tzv4SUz4E9j3xQ8e/zFif5X7Vpk0b62/WrbmfcN5hXofA/hG2uV24bLVr19Zs9mlwXXC7cxwp9gfx8a1bt9Zs9nW9++67mj1s2DDrb65nbgduR+4H/Exyv+JnhvsVrwnxFt5cvFa4cGGXNnDmKOe4Wpnx559/IiYmBl26dMHkyZM9vq7IR4IgCF4kIyPDo38m6tSpg5SUFG3AnDlzJgDgqaeecnvsvn37ULNmTXTv3t1ySE+fPh1vv/228boyKAiCIHgRbzmaJ02aBOD/ZlKlpKRg2rRpiImJ0d4KS5Qooa38//333xEbG4tq1aohLi4O06ZNw7Rp0/DZZ5+5zAjLDPEpCIIgeBFvyUfR0dGYO3cuevXqhYCAAKSmpiI2NtYlBW1aWpomq3bq1AmXL1/G5s2b0aNHD23f+Ph443Vv2aDAGqEpZwFrgjxnm/VL1kdZe2ZN0u7D4Jg07vYFXOfW87U57j0fn5KSotmsy/O9so+B7511bvYh8Nz+ihUravaBAwc0m+dw2/VYLiu3K/uOeH9THPs+ffpotqku2X/C/cqUy4Lriu+H1z3w8dOmTcuyrNwv+NxOfdgJx4nifAYc34fzUTP8DHA/4TznnD+7XLlyms26PPsFTH6AZs2aWX9v2LBB28btYMobzt8PXbp00eyyZcu6LQuX1Vt4OyDeQw895JJDnuHvi+udrsrIm4IgCIIXye0B8WRQEARB8CIyKAiCIAgWkmTHQ0zrDkxrAUw5nK9XI7T7MDguU4sWLTSbY/onJydrNs955rnzrEvz9Vib5aXtx48f12xTvlnWktlfwxokz2/ntlm6dKn1t7sYUoCrD4G3sw+A74XblXVtjp3E2jP7X/j6PB/elN+B4ba09zvW7PncfK+JiYnXVRaOW8Nl4bhMvM6BYy9xjK7q1atrtimnAfcrbrt169Zptt1Hwv4MvhZv5/UlvMaDY25xPzPFK/MWkmRHEARB0JBBQRAEQbCQQUEQBEGwkEHBQ0xR/VgbNunkN7u/PTcvN+LatWs1m/VO1jN5vjnPK+Y49azlctl4fjpvZy2XtV7WS3muvrt8CYDrHPAHHnjA+tvuXwDM6w7YP8Flv++++zSbY/6zT4D9Law9s27PmHxbfD0uL+cUsOv8rPmfOHFCs1kX57rjeueysT9k+/btms0+BV5PU6FCBc025RLnfsLl4bUFe/bs0WyOb2bf3x4zCgAWLFig2by2hmMAcT9h/wk/A6bYSt7ievIpcH3mFORNQRAEwYvIm4IgCIJgIYOCIAiCYCGDgodwvB7WM1njY22X9U7ezjo9z1PmODR2rZi1U46Lv3//fs3mXLirVq3SbL5XXudg92cArnOsWSvmumL9lLVbvlfWLvl4jpXC6yLsWjifi++VdXWTthsaGqrZ3G7sD+HzscbPdcH+EvbXsL/IlO/aXa4MznPBviDWxfnaXLd87+yT4PMfPXpUs3n9DLcN3ytf31Q+zovM6y7crQ1gfwrn1ZgwYYJm23MxAK7+EsaUI8WTDGQ3igwKgiAIAgBZvCYIgiAQEubCQ1gC4VdRXuLPUw/5dY/Px6/SLKGwZGIPEcAjO7968qvqG2+8odlVqlTRbA5Fza/hLHFwOk5+zeewFKZwCqYQx3x9tnlap11C4SmaLHGw3MJw3TIsR3HZWH7iB5AlEZYGTSHXud9x3XN4a7t8xXXDZWWJk+uKy1qqVCnN5j7P1+MQ8D/88INmO5O1ZHV9fia5bn777TfNTkpKcltevp969epZf3Nd1KpVS7NZejI9Eyapi/sd35s3kTcFQRAEwUIGBUEQBAGA+BQEQRAEQgYFD2FNn/VP1ghN4Z5Nurppyb676XEmrZXDOXNYC9Yreck+1wVrs3zvHL6Ay8s+A9ayuZOyf4anSvJ2u27PGj5ruVwXrDPz8TxllH0IXBfcNqw9cz9gHwL7W/j4P/74Q7M5rSNPJ7b3K+5j3C7cL7juGO7z3I5sc92EhYVpNocEMYV62LRpk2YfO3ZMs7kuue4rV66s2fb64GnafC7uN9wvrnfqMNc9H+9NxNEsCIIgWMibgiAIggBAfAqCIAgCIYOCh7COzvOOrzdtI+veZ86c0WzWcxm7/sm6NeubrBHytTn9Jodu4POZtGHWT03arSk9J2MKY84+FPv5WYdmXTwlJUWzTWEu+HiuC753DsHBPgkOBcFtxz4P03x33s7rMuxtYQonwufiPs5+MIbbmZ8h09x7bncO58JpZrkt+ZnitqpZs6Zmcyhwe1/gcCMcooP9ERs3bnRbFq5L/j7hfpidYatlUBAEQRAsZFAQBEEQAFxfkp2cigwKgiAIXkTeFDyEdW6uOJ5Pbo9NBLhqw76+vggJCUHnzp3h6+uLSpUqYc6cOVi+fDmAa1r0f//7Xxw+fBjlypXDrl27tFSSdk2SfQTsY2CfAc/XZi2YdXOO68Ixafh4rgteR8BzsllPNXVK1tVZ+2Vd3T7/ns9tCm3Ndce6OB/POjzXZVRUlGbz3HvWqrktTXPzuS7ZD8Batb18XI+mWEUmXxXDvibT+hO+Vw7JvmbNGs3m8jNc/urVq2u2aX2Pu/UuvD6kfv36ms3+Em4XttnnwLYpRtfNIIPCbcLHxwdPPvkkxo0bh7S0NISGhmLmzJn4559/sG3bNvz3v/9FcnIyvv32W/j5+eH777/HgQMHXAKaCYIgeJPcPijkzMzRHlC+fHlUrVrVWhl59OhR7NmzBx06dEChQoXQtm1brF69GsC1X3e//vorWrZseTuLLAhCHsC5VsH0L6eSa98U/v33XzgcDgQHB+PUqVMArsksxYsXR3h4OAoVKqRNXzxx4gSaNGminePxxx9H+/btERERgfj4eABAr1690KpVKwDAE088gYYNG6Jz586IiYnBq6++ioYNG1qZ0p5++mkUK1YMTz31FKpWrYqEhAQ888wzud7RJAjCjSGO5uuA9UjWzVlb5orl/ZOTk7W0mH5+fqhUqRLmzp2L4sWL48qVK/D19bV0zYsXLyIoKMjShP38/PDtt9/i/PnzGD58uKVZfvLJJ7h69SoefPBBnDt3DosXL8a2bduwcOFCtGzZEs899xySk5MxefJkfPLJJ/j+++8xdOhQFCpUCAsXLsSgQYPw3XffaWWdN2+eZvM6A/7VwLo7x/hnnd00J5vPz21hypFg93lwu3CuiYSEBM3m/Vn75eN5ncGePXs0m3NX8Nx69kmwzm6qK84ZEBkZqdmsRdvbxhSTypRyluudj+fzs++H+wXHYuLj3Wn+gKu/pkWLFprNMbn4+u5icvG+pvwJ3A84nhjHSuLz83oWyaeQNblWPmKcv/RnzJiB4sWLu3SK1NRUly/b6+Xnn3+2vtDXr1+PGjVq4McffwRw7QH87bffUKNGjZu6hiAIuZvcLh/dEYNCQEAA+vfvj//85z+4cuVKpit2CxUqdNO/DpwyFfB/M0vsEtXFixddfukKgpC3yO2DQq71KTjx9fXFyy+/jGHDhuHgwYMArk2DLFy4MHx8fKzKL1y4ME6ePOlyfGaNw3KKk8y0Qv4sO6e6CYKQs8npX/iecMsGBdMcZpPGyF++zu39+/fHl19+iaNHj6JAgQJ44IEHsGTJEly+fBlFixa1ft2HhYVh9+7dlvzj/N+5BqBgwYLWPPAyZcrAx8fH0qNPnDgB4Npgc/ToUTgcDsvHYc/R6+vrCx8fHxefAZedfQSsn2a2JsOOaeDhumNtmQc9Pj/r8Hab38IOHz6s2Zwng8/NZeGY/Rzzhs/H61fY12TSyXn7rl27NJvjVplyQNv7LZ/blKfjer88eD0L+2e43fmtlX0W3O9YXq1du7Zmc15l9hmwP4evZ687rgs+1rneyEmnTp00OzExUbO5H7hbawO4+vW8SW4fFHK1fNSxY0dkZGQgJCQEDRo0QMOGDREaGor09HSsXLkSzZo1A3Ct8zZo0ABz5851Oce+ffuQnp6OOnXqALjmwOKHQRAEwVMyMjI8+pdTybXyUXh4OF5++WWXX09jx44FALzzzjsYOnQo8ufPj/DwcIwfP97l1wVwzSfw7rvv4tlnn0WXLl2QmJiIpUuXonPnzvjwww/x008/WVNU33jjDYwbNw5RUVHo2rUrAOCLL77A8OHD0bt3bzRq1AgFChTAhAkTMGjQoGyuAUEQciK5/U0h1w4Khw4dQr169SybB4ezZ8/ilVdesWx3ksvMmTMxc+ZMyy5UqBA++eQTy37//fe1/R0Oh7Y/AIwaNQqjRo0CkL2p/gRByLmIT+E64DnZnP+ANcXU1FTs2LEjm0t1+7DPt2ednPVPU0wcUw4A07oF9hPwAGuPucPXMvlDOG4Tz22/9957NZvXOXBOZNax2T/COj7fi9M/5ITzbXM/5H7LdWvX4d35YgDXduB2N+UAYUw/Pkz9gNuqatWqms1txfDxXPecC8PeV7hu+Fi7rw5wbQd+Rkz+EZ5kcr11fT3IoCAIgiBYyKCQjcTGxlp/m2YrmLJE8cwQu83RJ/lXC2+PiIjQbP7FxytBeaYDr64UBOHOwZtO5Pnz56Nnz55IS0tDWloaYmNjsWLFCqN64Dy2a9euuHjx4nXNtsrVs48EQRByEp4uXPPkbWLv3r1o3749mjdvjnPnzuHgwYPYvn074uLijMe2bdsWXbt2vaF1U7fsTYErwZSrlzVBjsvPv8751zf/uueR0q6v8rV5FOY50CadOiwsTLN5JTXfO8ex5zzE3LCmuPym+fDXGxvJXn5T/mdT/mjWqVnT57qz58AAgAoVKmi2KW7+kSNHNLts2bKazW3HdWGKP2SvS24H7oOZ+c3scF25e7sFXOua+xX3U9blOUCkM+KwE34O+Pymfsfls6854bwXfCyXnX1NzoWqTmJiYjSb64rbPTfkU+jXrx+Aa6F7gGt+lm7dumHy5MnYtm2b26nz0dHRmD17NqpWrerSD03Im4IgCIIX8dabwtatWxEcHKz9MHn00UcBABMnTnR77Ntvv33DznQZFARBELyItwaFS5cuuUQ/cGZx3Lt3b7aUHZBBQRAEwat4OigkJSXB39/f+udcEGuHf+07pezMgn56i9uWT4H1Rp5nzHOsWd806easz7Kubz8fH8vaKzcAr7Fg2N9hyuHMdcOzm9jHwNov66cMl5fLw/Pd3WnZXDd8LF/LuRrcCbcbtwv7Vzp27KjZvCqdc/tyP+HzsQ5uitXE/ZDjCdnny3O9ss39jH1ZpjhRfD7T+hKTD4LbgmMV8fW5rtg3xXXF6xTsfgT2p7C/he+F64pjZHHdmnxD/H3jLa4nyU5kZCS2bNnidh/+rnC2EdetN8nRU1IFQRByG95yNBcuXNhl8adzQW90dLRXrpEZIh8JgiB4EW/5FOrUqYOUlBTtbcEZXuepp57KtvLLoCAIguBFvDUoTJo0CQDQvXt3ANcW6E6bNg0xMTHadNQSJUq4SMo3g4+6RWuyg4ODXbRyQRCE283BgwddIiLcKK1atfL4XMHBwVi8eLHbfebNm4devXohLS0NqampiI2NxfLlyzWfQrFixeDj46P5hHr27IkffvgB58+fR0ZGBooXL27llDFxywYFQRAEIecj8pEgCIJgIYOCcMfCqUKzk+Tk5Ft2LUHITmRQEHIMzz//PNq3b++Vc7399ttW0qNbweuvv45x48bdsusJQnYh6xSEHENYWJhXApXNmDED8+bNw+rVq71QKs+YNGkSGjVqhHLlyuGxxx67ZdcVBG8jjmbhjuLKlStWutQWLVrc0msvWrQIXbt2xfHjx7M1s5cgZCciHwkWffr0QfHixVG0aFGMGjUKly5dQqNGjeDv74/WrVtnedyePXvQqVMnNGjQAPHx8ahfvz5mz55tbZ8wYQLCw8Ph4+ODdu3aAQD69+8Pf39/NGrUCPv27cOoUaNQpUoVlzeFN954A3fffTeaNWuGuLg4PPvss25DAf/000+4dOkSmjZtan323nvvuZx7xIgRiIiI0KZJ28uwdOlSdOjQAZUqVUL79u1x7tw5fPnll2jTpg0qVKiAV1991eXazZs3x/nz57Fo0aKsK1kQcjpKEGx89913ysfHRy1evFgppdSQIUPUpEmT3B4zZcoU9dhjj6mMjAyllFK7du1S/v7+auPGjdY+iYmJqmjRourll19WSik1f/581aVLF5fz2Lvk7NmzVWRkpLp8+bJSSqmzZ8+qihUrqqSkpCzL8swzz6jKlStnWkbu7iNGjFDh4eGZ7vfGG28opZS6ePGiKleunGrRooVasmSJUkqpHTt2KABq3bp1LtepVKmSevbZZ7MsnyDkdORNQdB45JFH8MQTT6BHjx6YNm0a9u/fj759+7o9pn379pg4caL1S7x69eqoUaMG5s2bZ+1TsWJFjB8/HmPHjsX06dMxYsQITJgwwe15Dx8+jH///dcKCBgQEIDZs2e7TSh//PhxBAUFeXq7WeKMWFm4cGHUr18fiYmJaNmyJYBrCV2CgoKwefNml+OCgoJcAhgKQm5CHM2CCx999BFq1qyJgQMHIikpybi/r68v3n77bfzyyy/w8fGBr68v9u7diypVqmj79enTBwsWLEC3bt3w448/ukQwZbp3745Zs2YhKioKzZo1Q/v27fH444+7RMy0888//7hE77wR7Jm6/P39XTJ3FS1aNNNoufnz58fff/9909cXhNuFvCkILgQEBCA6OhqXL1/G8uXLjft3794d06dPx7fffovVq1dj1apViI2NzTS+S926dVGgQAHMnz/feN6SJUti7dq1+PXXX1GjRg2MGjUKUVFR2L59e5bHBAUFZZoyNLNZTe6SmXM4c7aBzKNhpqameuVNRRBuFzIoCC589NFHiIuLw5AhQ/D000+75Dlmli9fjmbNmmm/pjkOPABs374da9euxaxZszB58mT89NNPbs+7adMmHDp0CPXq1cO7776L/fv3w9/fH1OmTMnymNDQ0ExjzzhzeNvjw2THgrOUlBSEhoZ6/byCcKuQQUHQSEhIwOzZs/Hqq69i9OjRCAsLQ8+ePd1GdYyJicG6deusJCsJCQlW3Hcnly9fxqBBg/DZZ5+hbdu26Nu3L3r37o3Tp09ned6FCxdi/Pjxlq3+N4FJtWrVsjymadOmOHTokMugFBsbC19fX6xatQoAcOjQIaxYsSLL89wIV65cwcGDB9G8eXOvnlcQbim3188t5CRee+01FRYWpqpUqaLWr1+v1qxZoypVqqQAqLp162qziewkJiaqli1bqvDwcPXggw+qAQMGqJiYGBUSEqJ69uyp5syZo6pXr64cDoeaOHGiOn/+vKpXr54CoKKiotSnn36qRo4cqSpXrqwAqPj4eLVx40a1adMm1b59exUXF6eaNGmiateurUaOHGnNcsqMK1euqKCgIPXTTz+5bPvwww9VxYoVVXx8vBo0aJAaOnSoKliwoIqPj1eHDh1S7777rlaGAwcOqH79+qmQkBBVvHhx1a5dO3Xx4kUVHx+vChYsqMLDw9ULL7xgnX/evHmqdOnSKjU19eYbQxBuE7J4TbjjmDNnDsaMGYP169e7pHXMLq5evYoGDRrgtddew0MPPXRLrikI2YEMCsIdyccff4wNGzZg6tSpt+R6PXr0QFxcHAYOHHhLricI2YUMCsIdy8mTJ92uafAmp06dQunSpW/JtQQhO5FBQRAEQbCQ2UeCIAiChQwKgiAIgoUMCoIgCIKFDAqCIAiChQwKgiAIgoUMCoIgCILF/wdh7rhnpefLqAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ncc_navigator = hs.signals.Signal2D(xmap.get_map_data(xmap.scores[:, 0]))\n",
"hs.plot.plot_signals([s, s_best], navigator=ncc_navigator)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's also plot the best matches for patterns from two grains"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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": 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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": 23,
"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 29.3s\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,\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": 24,
"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": 25,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(ncols=2, figsize=(9, 3))\n",
"im0 = ax[0].imshow(ncc_map, vmin=vmin, vmax=vmax)\n",
"ax[0].axis(\"off\")\n",
"fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n",
"im1 = ax[1].imshow(ncc_after_orientation_refinement, vmin=vmin, vmax=vmax)\n",
"ax[1].axis(\"off\")\n",
"ncc_after_label = \"NCC after ori. ref.\"\n",
"fig.colorbar(im1, ax=ax[1], label=ncc_after_label)\n",
"fig.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compare the histograms"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"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 can see that orientation refinement found the best orientation\n",
"(with a fixed PC) for most of the grains, but not for the ones which didn't find\n",
"the correct best match in the dictionary. Clearly, the dictionary is too sparse."
]
},
{
"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 list of\n",
"[dask.delayed.Delayed](https://docs.dask.org/en/latest/delayed-api.html#dask.delayed.Delayed)\n",
"instances. We can pass this list 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": 27,
"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": [
"delayed_results = 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": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Refining 4125 projection center(s):\n",
"[########################################] | 100% Completed | 1min 44.5s\n"
]
}
],
"source": [
"ncc_after_pc_refinement, detector_refined = kp.indexing.compute_refine_projection_center_results(\n",
" results=delayed_results, 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 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": 29,
"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": 30,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(ncols=2, figsize=(9, 3))\n",
"im0 = ax[0].imshow(ncc_map, vmin=vmin2, vmax=vmax2)\n",
"ax[0].axis(\"off\")\n",
"fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n",
"im1 = ax[1].imshow(ncc_after_pc_refinement, vmin=vmin2, vmax=vmax2)\n",
"ax[1].axis(\"off\")\n",
"ncc_after_pc_label = \"NCC after PC refinement\"\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": 31,
"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": 32,
"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[0.422 0.22 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",
"fig.colorbar(im0, ax=ax[0], label=\"Projection center x\")\n",
"ax[0].axis(\"off\")\n",
"im1 = ax[1].imshow(detector_refined.pcy)\n",
"fig.colorbar(im1, ax=ax[1], label=\"Projection center y\")\n",
"ax[1].axis(\"off\")\n",
"im2 = ax[2].imshow(detector_refined.pcz)\n",
"fig.colorbar(im2, ax=ax[2], label=\"Projection center z\")\n",
"ax[2].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 here, we'll just do this for the upper left quarter of\n",
"the data set"
]
},
{
"cell_type": "code",
"execution_count": 33,
"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": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s2 = s.inav[slices2d[::-1]] # HyperSpy flips the usual NumPy (row, column) to (column, row)\n",
"s2"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Phase Orientations Name Space group Point group Proper point group Color\n",
" 0 999 (100.0%) ni Fm-3m m-3m 432 tab:blue\n",
"Properties: scores, simulation_indices\n",
"Scan unit: px"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xmap2 = xmap[slices2d]\n",
"xmap2"
]
},
{
"cell_type": "code",
"execution_count": 36,
"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 23.9s\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": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Phase Orientations Name Space group Point group Proper point group Color\n",
" 0 999 (100.0%) ni Fm-3m m-3m 432 tab:blue\n",
"Properties: scores\n",
"Scan unit: px"
]
},
"execution_count": 37,
"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": 38,
"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": 39,
"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=(9, 3))\n",
"im0 = ax[0].imshow(ncc_map2, vmin=vmin, vmax=vmax)\n",
"ax[0].axis(\"off\")\n",
"fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n",
"im1 = ax[1].imshow(ncc_after_orientation_pc_refinement, vmin=vmin3, vmax=vmax3)\n",
"ax[1].axis(\"off\")\n",
"ncc_after_ori_pc_label = \"NCC after ori./PC ref.\"\n",
"fig.colorbar(im1, ax=ax[1], label=ncc_after_ori_pc_label)\n",
"fig.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compare the histograms"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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R6Nu3r/R6xIgRuHDhAq5du1ap461cuRL5+fkKXZ1jxozB/fv3lVoU7e3tpVbLAQMG4KuvVM9sXrhwIZo2bSolUAYGBpg+fTouX74sdX9W9Jil2b17NwYMGKByLFrJRAkXFxecOXMGMTEx8PT0BFCx+1aWxo0bS619Xbp0webNm3H48GGcOHECoaGhUhe7s7MzunXrplaXPhER1Txa7X6NiYlBYGCg1A1X4r333sOHH34I4GkX1JdffokdO3agQYMGkMlkWLJkCRwdHbUZaq3RqVMnrF27Fv7+/ggPD8eUKVOU6jRp0gRZWVlqHa9JkyYAoHZ9VdLS0jBt2jQkJyejbt26yMvLA/B0AkaHDh0qfLwzZ86guLgYPj4+CuVt27bFP//8o1BmYWGh9jHbt2+vkGi1b98eBgYGSExMxAcffFDhY5Zmz549WL16tcptZc30rch9K4uq+M+cOQPg6djMZ8dNZmZmIjs7u8rnJCIi7dP6mLrAwEDMnj271O1hYWHYuHEjTp8+jUaNGmHTpk3w8fHB+fPnlZJBemrYsGGIjY3F559/rnLcnKurKy5evKjWsUomK1y8eBH29vYVjuXWrVuQy+V49913sXHjRtSpUwc3btxA27ZtS21JVEfTpk3VWurE0NCw0ufQxDHPnDmD9PR0eHt7V3hfV1dXREZGorCwUCHxqqiy4t+4cSNeffXVSh+biIhqjhrV/ZqZmYkFCxZg3LhxaNSoEYCnXXcvv/wyFi5cqNvgarhFixbByckJ/v7+Sq07kyZNwrVr11SuLyeEgK2tLebNmwfgaVejr69vqZMhtm7diqZNmyIjI0Pl9lOnTiEzMxPDhw9HnTpP/5+hoKBA7eswMPjfRzInJweFhYVwcHDA3bt3lZZRWbhwIY4ePar2sZ/l4OCAK1euKCSaV69eRXFxMRwcHCp1TFV2796NPn36wNjYuML7jhs3DsXFxdixY4fK7X369JG6jyuq5BqTkpIUyvfu3YsVK1ZU6phERKRbNWr2a0xMDHJycpRmcvbo0aPcmYNVogfr5xgZGeGHH35At27dlLok3dzcsHTpUowcORK7d++Gra0tACA7OxsTJ05EvXr1MH78eKn+xo0bIZfLMXPmTMycOVNKzuLi4jBhwgQsWbIEL730kso47OzsYGhoiP3798PDwwMAlMaolaVly5bSpI9BgwYhODgYY8eOxZo1azBjxgwsW7YMMpkMp06dwjfffCN121fU1KlTsXPnTqxduxb//ve/pYkK1tbWGD58eKWOmZeXh+7du8PJyQnfffcdACA6OhpTp06t1PFeffVVbNq0CcHBwbCwsJBaYQsLCzF//nxcunRJOk9FeXt7w93dHV9++SU8PT3RsGFDPHz4EFOmTJFmJpfm/fffR2JiIk6dOoV69epV6vxERFT9tN5Sd/LkSfTt2xfu7u7o1asXli9fjqKiIgBPW0oAoFWrVgr7mJubIzk5uUItPvqo5IkSJU8YeH5Au7m5Ob7//nuV3W3BwcH49ttvMWXKFHh4eEAul8PLywsvv/wyjh49ioYNG0p1mzdvjvj4eAghpLru7u6YO3cuNm3ahICAgFJj7NixI9avX4+dO3eia9eueOutt1BYWAgAmDBhArZt24bIyEhp0oO/v7/C8T7//HPs378f7u7uMDExQa9evdCyZUv89ttvuHHjBmxtbeHj44O5c+fip59+ktZMK1l+ZP/+/ZDL5bh+/XqZ72Xnzp1x5MgRbN68GQ4ODnj99ddRWFiIo0ePSjNmyzrmmDFjEBUVJS33cfPmTQghkJOTg9zcXABP1+L7888/0a9fP4VzDxkyBFFRUQCeTpSYNWtWqXEOHjwYe/fuxddff42ePXtCLpfDzc0NqampiI2NLXPx44CAAOzfvx/nzp2DXC5XaKmVyWT4+eefYW9vDwcHB3h6emLw4MFSkqfqGks+b3l5ecjJyalSdzoREVU/mdDiL/PZs2excuVKLFy4EE2aNMHly5fRt29fdOrUCXv37kVYWBhmzpyJBw8eoFmzZtJ+M2fORFhYGNLT06Vu2RKRkZGIjIwEAKSmpiI5ObnU8//555/o1KmTRq6N6HlLliyRlhF50fC7RqQBVX1OeVV6pUo7t6pj8okSGufo6IiEhASlcq221HXt2hVr166VZlja2Nhg+vTp2LdvH+Lj46XlG/Lz8xX2K3ldv359pWMGBQUhISEBCQkJCokgka6Zm5tj+vTpug6DiIheEDofU1eyxMXff/+N9u3bA3i69EXr1q2lOikpKbC0tOTCp1SrDB06VNchEBHRC0SrLXXTpk1TGut0+/ZtAE9bNeRyOUxMTBAfH69QJy4uTmExWyIiIiJSpNWkLi4uDkuXLpUeF5WWlobw8HA4OjqiZ8+eaNiwIUJDQ7F8+XI8fvwYALBlyxakpqZWegbh8zi4m0iz+B0jItINrXa/fvbZZ1i9ejV69OgBY2NjZGdnw8fHB59//rm0PtmMGTNgYGAAT09PmJqaQiaT4dChQ9Wy8LCRkRFyc3NVjs0jouqRm5tbpcWSiYiocrSa1Pn6+sLX17fMOjKZDNOnT9fIAPPmzZvjzp07MDc3h4mJicpncRJR5QghkJubizt37qBFixa6DoeI6IWj84kS2lSyYG5KSoq0dhoRVR8jIyO0aNGi1MWpiYhIc16opA54mtjxDw4RERHpmxr17FciIiIiqhwmdURERER6gEkdERERkR5gUkdERESkB5jUEREREekBJnVEREREeoBJHREREZEeYFJHREREpAeY1BERERHpASZ1RERERHrghXtMGBEREWnZ0a+Uy7ymaT8OPceWOiIiIiI9wKSOiIiISA8wqSMiIiLSA0zqiIiIiPQAkzoiIiIiPcCkjoiIiEgPMKkjIiIi0gNM6oiIiIj0AJM6IiIiIj3ApI6IiIhIDzCpIyIiItIDTOqIiIiI9ACTOiIiIiI9wKSOiIiISA8wqSMiIiLSA0zqiIiIiPQAkzoiIiIiPcCkjoiIiEgP1NF1AERERKQjR79SLvOapv04qFqwpY6IiIhIDzCpIyIiItIDTOqIiIiI9ACTOiIiIiI9oLOkLjk5GS+99BLkcrnStsjISHTr1g0eHh5wcnLCgQMHtB8gERERUS2ik9mvQgh8+OGHMDQ0VNq2YcMGhIaG4ty5c7CwsMCvv/4KX19fHDt2DM7OzjqIloiIiKjm00lL3erVq2FpaQl7e3uFciEEZsyYgcDAQFhYWAAAPDw84Orqijlz5ugiVCIiIqJaQetJ3fXr17Fs2TJEREQobbt48SJu3rwJFxcXhXJXV1ccOnQIBQUF2gqTiIiIqFbRalJX0u26ZMkSmJmZKW2/evUqAKBVq1YK5ebm5igsLERycrJW4iQiIiKqbbQ6pm7lypVo27Yt+vTpo3J7VlYWAMDY2FihvOR1dna20j6RkZGIjIwEAKSmplZnuERERLqh6kkPROXQWlJ37do1rFixAvHx8aXWMTU1BQDk5+crlJe8btCggdI+QUFBCAoKAgA4OjpWV7hEREREtYrWkrqff/4ZdevWhZ+fn1R27tw5AIBcLoeFhQUmT54MAEhJSVHYNyUlBUZGRrC0tNRWuERERES1itaSuvHjx2P8+PEKZSVr1MXExAB4OuauTZs2iI+Px9ChQ6V6sbGx8PHxQd26dbUVLhEREVGtUqOeKCGTyTBv3jxERUXh1q1bAIDjx4/jxIkTmD17tm6DIyIiIqrBdLL4cFRUFKKiohS6X9977z18+OGHCAgIQF5eHvz8/GBqaoq8vDzs3r2bCw8TERHVNJzQUaPoJKkLDAxEYGBgqdufnfxAREREROWrUd2vRERERFQ5TOqIiIiI9ACTOiIiIiI9oPaYut9++w3u7u6ajIWoRlvyy18qy0N6WWs5EiLSGzVxokFNjInUonZLXVBQEK5du6bJWIiIiIioktRO6vLz8/HRRx+hd+/e+PHHH1FcXKzJuIiIiIioAtRO6saNG4dDhw7h66+/xrFjx/D6669jzpw5So/0IiIiIiLtUzupCwkJAQB07NgRS5cuxenTp5Gfn4+2bdti0KBB+OWXXzQWJBERERGVTe2kLjo6GsDT57Pu2bMHgwYNwoIFC9CsWTO89tpr2LJlCxwcHHDixAmNBUtEREREqqk9+3Xu3Ln4/fff8e233+L27dvw8fHBjh07MGDAABgaGgIA7t27hwEDBuDUqVMaC5iIiIiIlKmd1J09exbJyckIDAzE6NGj0b59e5X1UlNTqy04IiIiIlKP2kldt27dcOLECRgbG5daZ9euXRg2bFi1BEZERERE6lM7qfvxxx+VErrc3FyYmJhIr8eMGVN9kRERERGR2io0UaJJkyaYOnWqVBYeHg4vLy92uRIRERHpmNotdZs3b8a3336LwYMHS2UzZ85EmzZtEBwcjO+//14jARIRERFR+dRuqTM2NlZI6Eq8//77uHfvXrUGRUREREQVo3ZSl5GRUeq2x48fV0swRERERFQ5ane/tm7dGrNnz8aUKVNQv359AEBOTg4WLFiA1q1bayxAIiKiWufoV8plXtO0H0dNpuo9Avg+VYHaSd2iRYvg7u6OBQsW4JVXXgEA3L17F2ZmZvj11181FiARERERlU/tpM7a2hrnz5/HypUrcebMGQDAiBEjMHbsWLRo0UJjARIRERFR+dRO6gCgZcuWCAsLUyrPzMxEw4YNqy0oIiIiIqoYtSdKlMXPz686DkNERERElaR2S93du3cxe/ZsJCQk4NGjRxBCSNu4pAlR9Vryy19KZSG9rHUQCRHpjdImJpDeUDupCwgIwMOHDyGXy2FmZgaZTAYAEEJgw4YNGguQiIiIiMpXoZa68+fPw9DQUGmbqjIiIiIi0h61x9RZW1uXmrwFBARUW0BEREREVHFqJ3Vjx45FWFgYbt26pTCeDnj6qDAiIiIi0h21u1979eoFmUyG2bNnazAcIiIiIqoMtZM6GxsbhIaGKpULIbBgwYJqDYqIiIiIKkbtpO6dd97ByJEjVW5LT0+vtoCIiIiIqOLUHlM3Y8aMUreFhIRUSzBEREREVDkVekzY9u3bsXjxYhQUFODMmTOYNWsWbGxs8M4772gqPiK9wQWFFal6PwDV7wnfu9qJ941Iu9RuqduyZQtGjRoFKysrFBcXAwDefPNNREZGYt26dRoLkIiIiIjKp3ZS98033+D8+fPYunUrGjduDADo3r079u7dy6SOiIiISMfUTurq1KkDKysrAJAeEQYADRo0qPagiIiIiKhi1E7q0tPTkZubq1R+//59pKamVmtQRERERFQxaid1vXv3xhtvvIEdO3YgMzMTx44dw6pVq+Dh4YHBgwdrMkYiIiIiKofas1/nzZuHkSNHYujQoQAAb29vCCEwYsQItZ4yER8fj1WrVuHvv/9GnTp18PDhQ9jb22P+/Plo3bq1VC8yMhKrV6+Gqakp8vLyEBYWht69e1f8yoiIiIheIGondUZGRtiyZQvCwsJw5swZAEC3bt3Qrl07tfbfvn07iouLERMTA0NDQ+Tm5kIul2PIkCGIi4sDAGzYsAGhoaE4d+4cLCws8Ouvv8LX1xfHjh2Ds7NzJS6PiIiI6MVQoXXqAKBdu3ZKiVxCQgIcHR3L3O/f//43GjVqBENDQwCAiYkJ3NzcpJmzQgjMmDEDgYGBsLCwAAB4eHjA1dUVc+bMwb59+yoaKhEREdELQ+0xdWWZMmVKuXVsbGzQokUL6fXFixexc+dOad+LFy/i5s2bcHFxUdjP1dUVhw4dQkFBQXWESkRERKSX1G6pMzAwUFjKpLJ27NiB6dOn486dOwgLC8OECRMAAFevXgUAtGrVSqG+ubk5CgsLkZycjA4dOigdLzIyEpGRkQDAWbhEL7jSnlKhCp9sQET6Ru2kzsbGBqGhodLroqIi3Lx5E3v27EFAQIDaJ3z77bfx9ttvIykpCX5+frh48SLWrl2LrKwsAICxsbFC/ZLX2dnZKo8XFBSEoKAgACi3C5iIiIhIX6md1I0fPx4jR45UWT558uQKn9jW1hZffvklhg4dig8++ACmpqYAgPz8fIV6Ja+5yDERERFR6dQeUzd69GiV5U2aNMGVK1fK3f/5ZA0A7OzsAADnzp1D+/btAQApKSkKdVJSUmBkZARLS0t1QyUiIiJ64ajdUnfz5k2lsoyMDMTExODBgwfl7m9jY4NTp06hefPmUtmdO3cAAE2bNkXnzp3Rpk0bxMfHS2vhAUBsbCx8fHxQt25ddUMlIiIieuGondRZWVkpTZQQQsDMzAzfffedWsf44osvEBERAUNDQzx+/Bhz5sxBmzZt0L9/f8hkMsybNw8hISGYMGEC2rRpg+PHj+PEiRM4duxYxa6KqIoqMuCeysf3k4hI89RO6uzt7bF06VLptUwmg5mZGTp06ID69euXu/+CBQsQFRUFJycnNGjQAJmZmXB0dMT3338vjacLCAhAXl4e/Pz8pCdK7N69mwsPExEREZVD7aRuypQp8PT0rPSJhg0bhmHDhpVb79nZrERERESkHrUnSvz1l3rdJ3PmzKl0MERERERUOWq31G3btg2vvvoqhBDl1ps1a1aVAyMiIiIi9amd1F26dAmBgYFKSZ1MJlMoq46nThARlYeTL2onVfeNT/cgqh5qd79u27YNo0aNwuXLl1FQUICCggJcunQJwcHBOHDgAIqLi1FcXAwPDw9NxktEREREKqjdUrd27VocOHBAocza2hpLlixB//790atXLwDA4sWLqzdCIiIiIiqX2i11ZS0w/OxTILp161a1iIiIiIiowtRO6oCna83l5eVJr/Py8jB//vxqD4qIiIiIKkbt7tevv/4a/fv3x5w5c/DKK68AAO7evYs6depg7969GguQiGoXTmAgItINtZM6Dw8PXL16FStWrEBSUhIAYMSIERgzZgxatGihsQCJiIiIqHxqJ3UA0KJFC4SFhWkqFiIiIiKqpAqNqbt58yZCQ0MxZswYAMD27dtx9epVjQRGREREROpTu6UuMTERHh4eaNiwIRo1agQAyM7ORu/evbFx40a4urpqKkYiomrHRXBJ645+pesISM+p3VI3bdo0bNiwAffu3ZMmSgQGBuLgwYN83isRERGRjqmd1BUWFmLw4MEAFB8F1q5dOxQVFVV/ZERERESkNrWTuoyMDOm/n33Wa1FRkcLiw0RERESkfWonddbW1ggJCcHDhw8hk8kghEBSUhL8/f3h4OCgyRiJiIiIqBxqT5RYvHgxPD09sWzZMhgYGKBu3booLi6GtbU1YmJiNBgiUc3GAfdERFQTqJ3UtWrVChcuXMDmzZtx9uxZAICDgwOGDx8OExMTjQVIREREROVTO6n79NNPYWJigi+++EKT8RARERFRJag9pm7t2rXo0aOHJmMhIiIiokpSO6lzdXXFm2++qXJbcnJytQVERERERBWndvers7MzTp8+je7duytte//993HkyJFqDYxIW1RNdKiJOCGD9FVp30F+vokqRu2kLjk5Gb1794a9vT0sLCxgaGgobbt06ZJGgiMiIiIi9aid1EVHR6NLly4AgJs3bypsy8vLq9agiIiIiKhi1E7qunTpgqNHj6rc1rt372oLiIiIiIgqrsyJEl5eXvD29kZCQgIOHjxYar0DBw5Ue2BEREREpL4yW+ry8vKwbds2NG/eHN9//73CtoCAAI0GRkQvptoycYUU1Zr7dvQr5TKvaZWvR1SDlJnUmZiYwMLCAgBw/fp1AMD69esRGBio8cCIiIiISH1qj6mbNWsWACAmJgYzZ87UWEBEREREVHFljqkTQiiVyWQypbJ169ZVX0REREREVGFlJnWqEjhVNm7cWC3BEBEREVHllNn9evbsWXh7eyuUnTt3TmUZEemvF2XFfz61g8qkavIEwAkUVGOUO6bu+S5Ye3t7ld2yRERERKQ7ZSZ1ZS04/CwvL69qC4iIiIiIKq7MMXWbN29W6yDq1iMiIiIizSgzqWvVqpVaB1G3HhERERFphtrr1FXV/v37ERkZibS0NBQVFSEnJwcffvghxowZozTLNjIyEqtXr4apqSny8vIQFhbG58sSaUmteTIAEREp0FpSN2LECEybNg0TJ04EAJw6dQru7u7IyMjAtGn/mzm0YcMGhIaG4ty5c7CwsMCvv/4KX19fHDt2DM7OztoKl4iIiKhWKbP7tTp1794dwcHB0msnJyf4+Phg/fr1UpkQAjNmzEBgYKD0eDIPDw+4urpizpw52gqViIiIqNbRWlL33//+F0ZGRgplJiYmKCgokF5fvHgRN2/ehIuLi0I9V1dXHDp0SKEuEREREf2P1rpfn/fkyRPExcVh1KhRUtnVq1cBKE+8MDc3R2FhIZKTk9GhQweFbZGRkYiMjAQApKamajhqqu1q2nixmhYPEVVCaYsSU/VR9R5z0WclWmupe97SpUvRtGlTfPbZZ1JZVlYWAMDY2Fihbsnr7OxspeMEBQUhISEBCQkJaNasmQYjJiIiIqq5dNJS99///herV6/G0aNHUa9ePanc1NQUAJCfn69Qv+R1gwYNtBckERERUS2i9Za6AwcOYNKkSTh06BBat26tsK19+/YAgJSUFIXylJQUGBkZwdLSUmtxEhEREdUmWk3q9u7di0mTJuHAgQNSghYZGYn09HQAQOfOndGmTRvEx8cr7BcbGwsfHx/UrVtXm+ESERER1Rpa636Njo5GUFAQ1q5di3v37uHevXsAgDVr1sDX1xeNGzeGTCbDvHnzEBISggkTJqBNmzY4fvw4Tpw4gWPHjmkrVKrBVE0sCOllrVY9Usb3iYhIf2gtqRsyZAgKCwsxYMCAMusFBAQgLy8Pfn5+0hMldu/ezYWHiYiIiMqgtaSuImvMBQUFISgoSIPREBEREekXnS1pQkRERETVh0kdERERkR7Q2RMliPSZtiYgqDtxhIiI9B9b6oiIiIj0AJM6IiIiIj3ApI6IiIhIDzCpIyIiItIDnChBtR6fiqCotPeDEyiISnH0K11HQM/i/ag0ttQRERER6QEmdURERER6gEkdERERkR5gUkdERESkB5jUEREREekBJnVEREREeoBJHREREZEeYFJHREREpAe4+DARVRoXfqYaQdVitV7TtB8HkY6xpY6IiIhIDzCpIyIiItIDTOqIiIiI9ACTOiIiIiI9wIkSRERUI6maiBPSy1q9nVVNniDSc2ypIyIiItIDTOqIiIiI9ACTOiIiIiI9wKSOiIiISA9wogQREalUpYkKpXC5GalUdtIiqGox8S8ZEQC21BERERHpBSZ1RERERHqASR0RERGRHmBSR0RERKQHOLyUiKgSNDGJoDZQdd1VpWryBFCxCRRExJY6IiIiIr3ApI6IiIhIDzCpIyIiItIDTOqIiIiI9IBOkrp169ahadOmmD17ttI2IQS++OILdO3aFT179oS7uzsSEhK0HyQRERHVXEe/Uv7nBafV2a/p6enw9/eHjY0N0tLSVNYJCwvDxo0bcfr0aTRq1AibNm2Cj48Pzp8/DysrK22GS0RERFRraLWlLjs7G7Nnz8ayZctUbs/MzMSCBQswbtw4NGrUCAAwYsQIvPzyy1i4cKEWIyUiIiKqXbTaUte6dWu0bt261O0xMTHIycmBi4uLQnmPHj2wb98+TYdHREREVGvVqIkSV69eBQC0atVKodzc3BzJyckoKCjQRVhERERENV6NSuqysrIAAMbGxgrlJa9zcnKU9omMjISjoyMcHR2Rmpqq+SCJiIiIaqAaldSZmpoCAPLz8xXKS17Xr19faZ+goCAkJCQgISEBzZo103yQRERERDVQjUrq2rdvDwBISUlRKE9JSYGlpSXq1q2ri7CIiIiIarwaldTJ5XKYmJggPj5eoTwuLg59+/bVUVRERERENZ9WZ7+Wp2HDhggNDcXy5csREBAAMzMzbNmyBampqZg6daquwyOq1Zb88peuQ6iVKvK+qaob0su6OsPRmNry+XC5Galc+GpT7QdCVANpPakbMmSINKEhKioKMTEx+PTTTzFgwAAAwIwZM2BgYABPT0+YmppCJpPh0KFDXHiYiIiIqAxaT+q2b99e5naZTIbp06dj+vTpWoqIiIiIqParUWPqiIiIiKhymNQRERER6YEaNVGCiIiqT2mTH9SdvKFqUsJJi6AqxVQRKidFEFGp2FJHREREpAeY1BERERHpASZ1RERERHqASR0RERGRHuBECaqxassK90S1ztGvVBQOrtIhdT2pgqhaqPpueE3TfhyVxJY6IiIiIj3ApI6IiIhIDzCpIyIiItIDTOqIiIiI9AAnShARkdpPb+BTHqhGUzkJqBS1aAKEuthSR0RERKQHmNQRERER6QEmdURERER6gEkdERERkR7gRAnSKlVPiQjpZa2DSIh0p8rfA7UHg1ftKRFEVLuwpY6IiIhIDzCpIyIiItIDTOqIiIiI9ACTOiIiIiI9wIkSpHOqBo2Tdqh6OsBJiyCdnVub59cE1de0qNL1ajttPX0i7u9/lMp6vNpUK+emWqwiT5+oJdhSR0RERKQHmNQRERER6QEmdURERER6gGPqariqLFJa2li1quzPhYKpMrQ1tqoiqhqT1sb+6eG4H21QNc4O0N5YO47z0yOlfQe9pmk3DjWwpY6IiIhIDzCpIyIiItIDTOqIiIiI9ACTOiIiIiI9wIkSlVDVCQiaUNUFfOO+m6RcqGIgeEWunYsKK9LlQr8VUWsmENQSKr9bKpT63VLxK13VQfilTSKg/+FEB0W6nnhC6mFLHREREZEeYFJHREREpAeY1BERERHpASZ1RERERHqgRk6USEpKQnBwMHJzc5GTk4O+ffti7ty5qFOnRoYrUXdiQEidncqFFViZWlsTECoyYD7uOxWFWhowX5E4qzKIXxNPRdBW7C86Xd+7qhwvTs39VQ1kd0HNe5KHrmliAoS6E090PflC3Tg1EZOur10jVD1pQsdPmahxLXWpqanw8vLCW2+9hRMnTuD48ePYu3cvJk6cqOvQiIiIiGqsGpfULVu2DEIIfPzxxwCABg0aYOLEiVi5ciVSUlJ0HB0RERFRzVTjkrp9+/bB0dERhoaGUpmrqyuePHmCgwcP6jAyIiIiopqrxiV1V69eRatWrRTKzM3NAQBXrlzRRUhERERENZ5MCCF0HcSzDA0NMXr0aKxcuVIqKy4uhqGhIcaPH4+lS5cq1I+MjERk5NPBwJcuXULHjh21GW65UlNT0axZM12HQdWE91O/8H7qH95T/cL7qdqNGzfw8OFDpfIaN53U1NQU+fn5CmUlrxs0aKBUPygoCEFBNXdWoKOjIxISEnQdBlUT3k/9wvupf3hP9QvvZ8XUuO7X9u3bK02IKHndoUMHXYREREREVOPVuKSuX79+SEhIwJMnT6Sy2NhYGBoawtfXV4eREREREdVcNS6pCw4Ohkwmw5o1awAAOTk5iIiIwNixY5UmUNQGNblrmCqO91O/8H7qH95T/cL7WTE1bqIEAPzxxx8IDg5GXl4esrOzpSdKGBkZ6To0IiIiohqpRiZ1RERERFQxNa77lYiIiIgqjkldJSUlJeGNN96Am5sbunbtis8++wxFRUVq7+vm5gYrKyvNBklqq8z9vHHjBiZPnoyePXtCLpeja9euGDVqFB9nVwNU5n5mZGRg+vTpcHd3R69eveDs7AxXV1f89NNPWoqaylKV39wSfn5+kMlkuHHjhmaCJLVV9n527NgRcrlc4Z8hQ4ZoIeJaQlCFPXjwQDRv3lwsX75cCCFEVlaWeP3110VwcHC5+y5atEi4urqKnj17CktLSw1HSuqo7P2cOHGi6NGjh8jIyBBCCJGZmSnc3NzEa6+9JvLz8zUeN6lW2fv5+++/i+bNm4tbt25JZYsXLxaGhobijz/+0GjMVLaq/OaWWL9+vWjcuLEAIK5fv66hSEkdVbmfnp6eGo6udmNSVwnTp08XzZo1E0VFRVLZ+vXrhaGhobhz506Z++7cuVMUFRWJkSNHMqmrISp7P5cuXSr27NmjULZt2zYBQMTFxWksXipbZe9nZmamSExMVCg7f/68ACB2796tsXipfFX5zRVCiDt37ggbGxuxaNEiJnU1QFXuJ5O6srH7tRL27dsHR0dHGBoaSmWurq548uQJDh48WOa+gwYNUtiPdK+y93P8+PH417/+pVBmYmICACgoKNBMsFSuyt5PU1NTdOvWTXqdkZGBiIgIODg4oFevXhqNmcpWld9c4OmyGF9++SWaNm2qyTBJTVW9n1Q6JnWVcPXqVaU188zNzQEAV65c0UVIVAXVeT9/++03tG3bFq6urtUWH1VMVe9nVlYWXFxc0Lx5czx+/Bj79+9H/fr1NRIrqacq93TdunVo2LAhBg0apLH4qGKqcj+zs7MRFBQEDw8PuLu74+OPP8atW7c0Fmttw6SuErKysmBsbKxQVvI6OztbFyFRFVTX/UxOTsa3336LdevWoU6dGvdY5RdGVe+nqakpTp48ibS0NLz88svo3r07/2joWGXv6Z07dzB//nysWLFCo/FRxVTlO2pjY4PAwED8+uuv+OWXX1BQUIDXXnuNDSr/j0ldJZiamiI/P1+hrOR1gwYNdBESVUF13M/09HQMGDAAS5cuhaenZ7XHSOqrru9n/fr1sWLFCjx+/BhhYWHVGiNVTGXv6ahRo/DVV1+x27WGqcp3dNOmTVJPSL169bB8+XLk5+cjIiJCM8HWMmxOqIT27dsrLVtR8rpDhw66CImqoKr3My0tDX369EFISAhGjhypkRhJfZW9n0VFRZDJZArjfIyNjdG+fXucO3dOI7GSeipzT+/cuYPLly9j2bJlWLZsGQDg3r17AAB/f3/Uq1cPq1atgq2trQYjJ1Wq829o/fr10apVK/z999/VFl9txpa6SujXrx8SEhLw5MkTqSw2NhaGhobw9fXVYWRUGVW5nw8fPoSvry/Gjx+PwMBAAEBiYiIOHTqkyZCpDJW9n/PmzcPixYsVyoQQuHv3Llt6dKwy99Tc3Bx///03YmJipH9CQ0MBAFu3bkVMTAwTOh2p7Hf08OHDWLt2rUJZUVER7t+/L43Je9ExqauE4OBgyGQyrFmzBgCQk5ODiIgIjB07VmHwp7e3N9544w1dhUlqquz9fPDgAby9veHt7Q0bGxskJCQgISEBP/30E44fP67166CnqvL9/Pbbb3H37l3p9eLFi3H79m189NFH2gmeVOJvrn6p7P28desWvvrqKzx48EAqmzdvHgoLCzFmzBjtXUANxu7XSmjWrBmOHDmC4OBgbN68GdnZ2ejbty/mzp2rUC83NxcGBop583fffYeNGzfi0qVLePToEeRyOWxtbbFq1SptXgI9o7L3c/r06fj999/x+++/Izw8XKHurFmztBI7Kavs/Rw2bBju37+PPn36wMzMDPn5+ahfvz7++9//ok+fPtq+DHpGVX5zgafdrv7+/grdr23atMH27du1Ej8pquz99PHxwe+//45+/frB1NQUubm5ePnll3HixAk4Ojpq+zJqJJkQQug6CCIiIiKqGna/EhEREekBJnVEREREeoBJHREREZEeYFJHREREpAeY1BERERHpASZ1RERULXJycvDPP//oOgyVbt++resQiDSOSR3VOklJSZDL5WjUqBHatm2LR48eKWw/cuQI5HI56tWrB7lcji1btugm0Ar46KOPYGVlBSsrK4Xyt99+GxMmTNDoub/77jt06dIFMpkMN27c0Oi5SFFcXBzkcjlkMhmioqIqtO+NGzcwe/Zspc9/YmIimjdvjuTk5OoLVA2JiYno3bs3cnNzAQABAQHo2LEjZDIZdu/erVTf19cXVlZW6NixIwICAhS23bt3DyEhIejZsye8vLzg5uaGnj17Ys6cOfj999+VjrVr1y707t0bXl5ecHd3h7OzM9555x1s27ZNekD8xYsX0a9fvxqbdBJVC0FUS3l6egoAws/PT+V2S0tLrcZTVbNmzVKKedKkSWLJkiUaP/fRo0cFAHH9+nWNn4uUARDr1q2r0D6l3bPLly8LNzc3kZaWVn0BluP+/fvCwsJC/P777wrl69atEwBEo0aNxN9//62036xZs5Su++LFi6JVq1ZixYoVori4WCqPj48XLVq0EPb29gr1x40bJxwcHERycrJUlpWVJcaOHSsAiB9//FEqX758uejbt6/CcYn0CVvqqFYLCQlBdHQ0IiIidB2KRoSHh2u8pY70i7W1NY4fP47GjRtr7ZyzZs1Cz5490blzZ6VtI0eOhIGBAYYOHYqCgoIyj/PkyRO8/fbb6NevH8aOHQuZTCZtc3JywooVKxTqb968GatXr8aOHTtgYWEhlTdo0ADLly9Xiuejjz7ChQsXsGvXrspcJlGNx6SOarXg4GD4+/sjNDQUJ0+eLLd+VFQUunbtCmdnZ3Tu3BnTpk2T/tCcOnVK6gqLiIjABx98AE9PTxgaGuKHH36QunxHjhyJWbNmwcfHB23btsWKFSuQlZWFsWPHws3NDXZ2dkrPfg0PD4ezszO8vLzg7OyM999/Hw8fPiwz1jFjxih1yQYGBsLFxQVyuRxyuRw9e/aETCaDn5+fVCc2Nhaenp5wcXGBu7s7RowYIT0eqcSqVavQrl079OjRA4MGDcLff/9d7nsHAHfv3sU777yD1157DZ6ennBwcEBYWBiKioqwZ88euLi4SF2J/v7+0utz584BAH7++Wc4OzvDyckJdnZ2GD16NDIyMqTj3759GwMHDoS7uzu8vb2Vus+PHz8ODw8PqZtt4MCBiI+PLzPmy5cv41//+he6dOkCDw8PuLi4YPny5dL2goICTJ06FXZ2dnB2dkbXrl2xfv16aXtkZKTUPb17924MHDgQ9vb2kMlkZX5mSroc1bkfz4uNjUW/fv3g7u4OT09P9OzZEzExMdL2HTt2SMm+v78/5HI55s+frxDPs925QggsXLgQr732GlxcXPDaa69h0aJFEP//QKHn790777wjfUd+++23MmMtLCzEDz/8UOqj1KysrLBx40YkJiZi4sSJZR5r7969uHTpEgIDA1VuHzBgABYsWCC9Xrx4MTw9PZWGLQCATCbD+vXr0b17d6nMyMgIb7zxBjZt2lRmHOV9zjIyMjB69Gh07twZHh4e6Nq1K6ZOnYrHjx9LdSr7W6Pu56a87wq9oHTdVEhUWZ6enuL69esiMzNTdOrUSVhYWIh//vlH2v58V+aaNWuEiYmJOH/+vBBCiLS0NGFnZyfee+89hXoAxGuvvSYePHgghBBi8uTJ4ueff5bO2bhxY6mb6aeffhIAxCeffCIeP34shBAiJCREdOjQQeGYr776qrTPkydPxMiRI0X//v0V6qjqfn2+bOTIkQrdbaGhoaJhw4biypUrQgghzp8/L+rVqyd27NghhBCiuLhYfPLJJ6Jz586isLBQCCHEnj17hEwmE7/99psQQojHjx8LV1fXcrtfs7OzhbW1tQgICBBPnjwRQggRFxcnDA0NRXp6uhBCiOvXrwsAwsfHR2RlZQkhhBg2bJi4cOGC2L9/vzAwMBAHDx4UQgiRl5cnvLy8hIeHh9Qd9q9//UtMmzZNOufPP/8sPD09hRBCFBUVicaNG4sDBw5I2ydNmiRmzZpVaswpKSmiWbNmYvr06VLZ9u3bhZmZmfR6+PDhws7OTuquPH/+vDAxMRHfffedVKekq3PEiBHS++jq6ioePXokhCj9M6PO/SjZ/9luyFmzZokpU6ZIrw8dOiQaNGggbty4oRSTqnv2/PGmTZsmWrZsKW7evCmEECI5OVm0bNlSzJgxQ6pTcu/69Okj8vLyhBBCjBkzRrRv377U91cIIc6ePSsAiLi4OKVt69atk+7PjBkzBACxfft2het8Ns7JkycLANL7WpasrCwhk8nEhAkTyq37rC+++EI0bty41O3lfc6Ki4uFu7u78PHxkd6nq1evCjMzM3H27FkhRNV/a9T53JT1XaEXF5M6qrVKkjohhEhKShKmpqaif//+UoLwfILUunVrMXz4cIWy1atXCwDi6tWrUhkAMXPmzFLP6eXlJb3OysoSAMScOXOkspJE79k/TM+PJypJcEr+KAihXlJ3//596Uf9wIEDQiaTie+//17a/u6774pOnTopHCMpKUkAEHv37hVCCNGzZ0/Rs2dPhTpr1qwpN6lbu3atACD++usvhfKZM2eK7OxsIcT/EoP//Oc/Svu7ubmJHj16KL0PAMThw4eFEELY29uLESNGiPz8fCHE0wQ4Pj5eCPH0DyMAsWrVKmn/1NRUKaFVZfr06aJu3boiMzNToXzSpElCCCGuXLkiAIg1a9YobPf39xdt2rSRXpckUEeOHFF5ntI+M+rcj5L9n01u7t+/LyXFJVq2bCkiIyOVYiovqcvMzBT16tVTSACEePo/BCYmJtJ5Su5dVFSUVOfHH38sN8nat2+fys+FEIpJ3ZMnT0SvXr3ESy+9JH3fnk/qRo0aJQCIoqKiUs9X4vbt2wKAQsKujpLv/LPfvWeV9zk7dOiQACD9z0mJZcuWSeP6qvpbo87npqzvCr246miqBZBImzp16oS1a9fC398f4eHhmDJlisL2Bw8e4Pbt27C2tlYot7GxAQCcOXMG7dq1k8qfHZ/zPHNzc+m/GzRooFRmamoKAHj06BHMzMwAANevX0dISAgePHiAunXr4tGjRyguLsa9e/dgaWmp9nU2b94cwNNu0Pfeew+jRo2Cv7+/tP3MmTO4f/8+5HK5VFZcXAxLS0vcv38fAPDHH38odNcCQNu2bcs9d2JiIgwMDPDqq68qlM+ZM0eprqr378yZMxg6dKhCWcn7n5iYCG9vb3z55Zd47733YG5uDj8/P7z99tvw9fUFADRu3Bhz587F+PHjsWTJEgwcOBDvvPMO7O3ty4z5lVdeke5JifDwcCkmACo/F1u3bkVqaiqaNWtW5nWVd83l3Q9ViouL8dlnnyExMRGGhoaQyWRIT09HSkpKqfuUJikpCXl5eSqvMTc3F0lJSQpdlK1bt5b+u+Tz++xn+Xnp6ekAgDp1yv5zYmBggC1btqBbt24YMmQI4uLilOo0adIEAJCVlVXq+Uo0btwYMpkMWVlZZdZ7npGREQAgLS0Nr7zyisrjlvU5S0xMBAB06NBBYb9x48YBqJ7fGnU+N2V9V+jFxaSO9MawYcMQGxuLzz//HG5ublU6lqGhYYW2qSoT/z9eKSEhAb1798acOXMwbdo0yGQyxMTEwMvLS6pTEcXFxXj33XfRokULfP3110rb7ezsFMZf6UJZ719Z+vXrh9u3b+Onn37C1q1b8eabb8LLywv79++HoaEhZsyYgY8++gg//PADNm/ejIULF2L27NmYNWtWNV+BahX9XACVux99+/aFkZERDhw4IE14sLKyqtTnpaKevY6SiQplnbdp06YAno6tK8/LL7+M7du3w8PDAxMmTECLFi0Utru6ugJ4uvxIed/h+vXrw97eHhcvXiz3vM8qibMkblW0+Tmr7OemvO8KvZg4UYL0yqJFi+Dk5AR/f3+F/4Nv3rw52rRpg8uXLyvUL3ndrVs3jcV07NgxFBUVYcSIEdIfyfJmAZYlLCwMp06dwrZt22BiYgIA0kQEBwcH/PXXX3jy5InCPpMnT5b++HXu3BlXr15V2H79+vVyz+vg4IDi4mJcu3ZNoXzp0qVqLezq4OBQ6vvv4OAAANi+fTtMTEwwdOhQ7Nq1Czt37sShQ4dw/vx5ZGZm4sCBA2jevDk++eQTxMXFYcKECVi8eHGZ57x7967CZ0EIgTlz5iA7O1u676riatOmjUIrXWWocz+e988//+DcuXN48803FWawPv+ZMTBQ/Pl+dpD+s2xtbVGvXj2V12hiYgJbW1u1r0eVktau8ib+lHB2dkZERARWr16ttH7dm2++CVtbW2zYsEHlvvPnz0fHjh2l93PKlCk4duwYbt68qVQ3OzsbTZs2VZoU8fDhQzRp0gR169ZVeY7yPmcln9W//vpLYb+oqChcvHixWn5r1PnclPVdoRcXkzrSK0ZGRvjhhx9QUFCgtMjorFmzEB0dLf3opaenY/ny5RgxYoRCd0h1K+m22b9/P4CnScW2bdsqdaxjx44hLCwMK1asQKdOnaTykpmQU6dORUZGBpYsWSJt27NnD/bu3YuOHTsCePqH8MSJE9IM3czMTKxdu7bccw8fPhzW1tb44osvpJabI0eOYOXKlWjZsmW5+8+cOROnTp3CwYMHAQD5+flYuHChNMuwJP6SLlEAKCoqQv369WFlZYV//vkHo0ePlrr7Srbb2dmVes6xY8fCzMxMYcZkVFQUjhw5ggYNGqB9+/YYMWIEli9fLh33woULiI6OrpZWGXXux/OaNGmC1q1b48iRI1KrUkxMDO7evatQr+Q9T0tLw71795S6A0uYmppi0qRJiIqKkpKfW7duISoqChMnTpSGEFSWnZ0dmjdvjitXrqi9z9ixY/HOO+8oJSCGhob48ccfsW/fPqxevVqhhfCnn35CeHg4VqxYIbVEDR8+HOPGjcOQIUNw69YtqW5aWhreffdddO/eHcOHD1c4x6VLl+Dj41NqbOV9zry9veHu7o6FCxciPz8fwNMhDTNmzJAS3Kr+1qjzuSnru0IvMN0N5yOqnD/++EN4enoKMzMz4ezsLBYvXqxU5/Dhw8LQ0FCpPCoqSnTp0kU4OTkJW1tbMXXqVGmgcclxAQgbGxsxYMAAhX179eolzMzMRIsWLURQUJD4+++/FeqvWrVK7Nq1S9jb2wsAwtnZWZoAEBERISwtLYWLi4vw8/MTEyZMkOrExMSIoKAgYWlpKYyNjYWnp6dITk4WH3/8sVJZ586dRZ06dYSzs7PCP9bW1lKcJ0+eFHK5XNjZ2QkvLy8xZMgQhYVZhRBi5cqVom3btsLFxUW8+eabYtmyZVI8u3btKvW9v3PnjvD39xedO3cWnp6eon///tIA+cOHDwtnZ2cBQNjb24ugoCCl/X/++Wfh5OQkHB0dha2trQgKCpJmDQvxdHFYZ2dnIZfLhYeHh+jZs6c0OSErK0uEhIQIBwcHIZfLhbOzsxg0aFC5Cyb/+eefon///sLe3l54eHiIoUOHinv37knb8/PzRWhoqLC1tRVOTk7C3t5eYbLA5s2bFe7pswPby/vMlHc/YmNjFfYvmXCTkJAgXF1dRbt27YSfn5+YNGmSaNmypbC0tBShoaHSsYOCgoStra1wcHAQ3333nYiPj1d5vOLiYhEeHi46d+4snJychJ2dnVi4cKE0qej5e7dr1y4RHR2tcN0xMTGlvsfjxo0TQ4YMUSh77733hI2NjbC0tBS9evVS2icrK0vY2dmpXHT5/v37Ijg4WPTo0UN4enqKHj16iMGDB4vTp0+rPP+uXbvEG2+8ITw8PISHh4dwdnYWCxYsUJoMkZeXJ1q2bCmio6NLvRZ1PmePHz8WH330kbC1tRUeHh7C29tbnDp1SuE4VfmtEaL873FZ3xV6ccmE0MIgDSIi0ltpaWno3r07tm3bBkdHR12HU6rw8HCcPHkSO3fu1HUoRBrB7lciIqqSJk2aYM+ePZg8ebLWnzmrrujoaMTHx+M///mPrkMh0hi21BERUbUoKChATk4OGjVqpOtQlNy/f19pti2RvmFSR0RERKQH2P1KREREpAeY1BERERHpASZ1RERERHqASR0RERGRHmBSR0RERKQH/g/4DiAVQ6M24QAAAABJRU5ErkJggg==\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": 41,
"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[0.422 0.215 0.501]\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_refined2.pc_average}\"\n",
")\n",
"\n",
"fig, ax = plt.subplots(ncols=3, figsize=(15, 3))\n",
"im0 = ax[0].imshow(detector_refined2.pcx)\n",
"fig.colorbar(im0, ax=ax[0], label=\"Projection center x\")\n",
"ax[0].axis(\"off\")\n",
"im1 = ax[1].imshow(detector_refined2.pcy)\n",
"fig.colorbar(im1, ax=ax[1], label=\"Projection center y\")\n",
"ax[1].axis(\"off\")\n",
"im2 = ax[2].imshow(detector_refined2.pcz)\n",
"fig.colorbar(im2, ax=ax[2], label=\"Projection center z\")\n",
"ax[2].axis(\"off\")\n",
"fig.tight_layout();"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"nbsphinx": "hidden"
},
"outputs": [],
"source": [
"# Remove files written to disk in this user guide\n",
"import os\n",
"os.remove(xmap_file)\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": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}