"
]
},
"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 very low resolution of 4$^{\\circ}$.\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 (11935,)\n",
"[[ 0.8606 -0.3337 -0.3337 -0.1912]\n",
" [ 0.8606 -0.3397 -0.3397 -0.1687]\n",
" [ 0.8606 -0.345 -0.345 -0.1456]\n",
" ...\n",
" [ 0.8606 0.345 0.345 0.1456]\n",
" [ 0.8606 0.3397 0.3397 0.1687]\n",
" [ 0.8606 0.3337 0.3337 0.1912]]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rotations = sampling.get_sample_fundamental(\n",
" method=\"cubochoric\", resolution=4, point_group=ni.point_group\n",
")\n",
"rotations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This sampling resulted in 11 935 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 4$^{\\circ}$ 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 (11935,) simulated patterns:\n",
"[########################################] | 100% Completed | 1.8s\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 11 935 simulated patterns"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"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(\n",
" f\"($\\phi_1, \\Phi, \\phi_2)$ = {np.array_str(euler, precision=1)}\"\n",
" )\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 10 best matching orientations. A\n",
"number of 4125 * 11935 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\n",
"\tMatching 4125 experimental pattern(s) to 11935 dictionary pattern(s)\n",
"\tNormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, signal mask: True\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████| 11/11 [00:04<00:00, 2.68it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\tIndexing speed: 1005 patterns/s, 11999409 comparisons/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": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hakon/kode/orix/orix/quaternion/rotation.py:312: RuntimeWarning: invalid value encountered in true_divide\n",
" np.divide(b * d - a * c, chi), np.divide(-a * b - c * d, chi)\n",
"/home/hakon/kode/orix/orix/quaternion/rotation.py:316: RuntimeWarning: invalid value encountered in true_divide\n",
" np.divide(a * c + b * d, chi), np.divide(c * d - a * b, chi)\n"
]
}
],
"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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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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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": 21,
"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": 22,
"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 6.7s\n",
"Refinement speed: 61 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": 23,
"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": 24,
"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": 25,
"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\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": 26,
"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": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Refining 4125 projection center(s):\n",
"[########################################] | 100% Completed | 1min 32.5s\n",
"Refinement speed: 44 patterns/s\n"
]
}
],
"source": [
"ncc_after_pc_refinement, detector_refined = 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": 28,
"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": 29,
"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": 30,
"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": 31,
"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[0.421 0.224 0.507]\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 in this demonstration, we'll do this for the upper left\n",
"quarter of the data set only"
]
},
{
"cell_type": "code",
"execution_count": 32,
"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": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 33,
"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": 34,
"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": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xmap2 = xmap[slices2d]\n",
"xmap2"
]
},
{
"cell_type": "code",
"execution_count": 35,
"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 19.1s\n",
"Refinement speed: 12 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": 36,
"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": 36,
"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": 37,
"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": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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43XLq44w+9Ao4T9Xg8/QGOALpi9qcR5cv5jxtafEh68GamRBNxht/RqusdC0i6RVUAwU6uBgPS8E7QvVV+2dgYl7bJB5PJOMlnWl13iUbnb9C0+gLpagfvd4rebTp8Y68IDI+dehGMh5ioGXxnBdnkI7Op3kuOgG0NNLqy5A7aY9RMyN/b22mVbeFLjqPHC2h1aAxAbR3aoieTmwZjoZk/FYLrRK1KXR7Hm9Oq1kfP/hHMt4/5iQZb2SiZ0m4aKfbGRxAH6+GRvq4X2LMrs990IKMNx/1GxnfFkDPCvE0fRjdIvlOnrwJgiZQFH7KAEEQBC0h+U4cFgRBM7gUndtFEARBK6gp32VkZGD69OmYPn06fvyx8jyKSUlJyMignzxzSOdNEDSAmuxiFGa4QXXLCYJQv1BTvgOuuiq8/vrrcDgciIioPMn+mTNnEBcXV6UOnHTeBEEDXLWLUced6KBBg/xaThCE+oWa8h0AfPnll/jHP/6BZcuWISoqqtL3mzZtwrhx4zB//nyv65Qxb4KgCXRw1LG7TY6ff/4Z48eP91iuKlYxgiDUJ9ST7wAgJyfHo3vCrFmzcPvtt3tdp9vOW2kj+rWFKZ/u1SpMbZw60pxDx0O//pmMF9zRnow3/SyNjF8ZehMZd5poFRSnKjUVMapGxpO0pAH9QDMwm67HaKPj9mC6Hs6P10iLjlAaSse5mxPGIpH1+uTao2dUpQ7aEhZ6Ox0viKYbarfSnqoNT9PqNEMR3SAljFGbMqpnezBz3MPouD48jF4vc75VB0UBnHXsbpMjJycH27bRPpnXl6tJ9MzxyHcxJzLDijafkvGEk1PJeMhI2hv0/BpapRj5PB2/bQXt6dmAURHeYqFVgZmOBmTcoqMvUDvo6yeAkZVnOOn684sZtTkj+y520dd/Az29vf0CT5Dx74pplTinruW8PnNctKqX228c87p/QcbTSprScVsTMm5iEvaFPHr/pwXR9fRqcIqMt7mZlol+esdwMt70GXr/Vwc15TsAMJs5Q/jfMRqNCAxk/jlS5X1pkCAIdQMFOjhUMmll3759veq8xcfH10BrBEFQG2rKd4D343edTu9vFGXMmyBoBBd0bpe6wqJFi/xaThCE+oda8h0ANGvWDHv37nVbZt++fWjWrJnXdUrnTRA0gJoG8Pbo0cOv5QRBqF+oKd8BwNNPP437778fa9asgcNRcViP0+nEJ598ggcffBCzZ8/2uk7pvAmCFlCuvkZwt3jD0aNHMXjwYPTr1w/du3fHs88+WynZeOIPf/gDdDodTp8+7bbc3r17cd999yEqKgoWiwVRUVF44IEHsH///iqtTxCEeoaf8l1N0a1bNyxevBjjx49Ho0aN0LNnT9xxxx3o2bMnQkNDMX78eCxduhRdunTxuk7pvAmCBlDg+2uEzMxMxMfHY+TIkdizZw92796Nr776CjNmzPC6HatWrcKuXbs8lnvjjTfQv39/7NmzBz179sQDDzyAHj16YNeuXbj99tvx5ptver1OQRDqF/7IdzXN6NGjcfjwYUyYMAFGoxEXLlyAyWTChAkT8NNPP2HUqFFVqs+tYMGcxXh6cipC2loPjY/Qapu8Vszqo2hVjZFRfebd0YaMm3Pp8rYIulduKqQHFZaEMF6Z+XT9ip7ebw4Lo9JlPBW5/ezk1Jq0ZR0MjPco51XKnfdGWnwFxvoOjOUe9MxNkSuAjit65rg0pstnhtLnVfOd9BMkI+dFyxyvoAy6PKeiPfUw7an4/CMf0j/Ai0ycRwHgcPl2L7Zs2TIoioJJkyYBAKxWK2bMmIHx48fj6aefJucnupbz58/jpZdewuzZszFz5ky23KFDh/D0009j5cqVGD9+PPTXnP9OpxPvvPMOZs6cibi4OHTt2tWnbaoK5xl1cWMDo5bX0fu7++dTyXiD5rTJcN499DaaTVfI+L3v7STjkaZcMl7KTKmQ76JP2CgT7T1qYzxD2xjpdpZUcSqHsCBaJRrCJTAGTiV6uIQ+fw2MvN7FPNvg1KP5jJerxUCXNzBq0DAD7eF9u5U+vpcsdAJ+7t0/kfGIeFrdbDXS/0Au2Wl1KqcCPjOS3q4IP77K9Ee+qw1uuukmLF682C91qW/rBUEg8XUMyIYNGxAbGwuD4fd/unFxcXA6ndi8ebPH3yclJeGll15C48ZMr/r/WLZsGRYuXIhHH320QscNAAwGA5KSkrBgwQIsXbrU4zoFQaifqGnMGwCsX78ef/zjHzF27Fjs3r3b5/qk8yYIGkCBDg5F73bxRFpaWqWna82bX31q+Ouvv7r97bvvvouQkBCvHv0fOnQIEyZMcFvm0UcfxaFDhzzWJQhC/cMf+Q6ouTG+n3zyCUaOHIlNmzZh7dq1SEhI8Kg+9YR03gRBCyie70QzMzMRGxtbvrz11lsVqigoKKg0mWTZ58JC5h04gHPnzmH+/PlYvny5V00NCQmp9MTtegwGA0JCmPfxgiDUb7zId56oyTG+CxYswHvvvYfs7Gzk5+djzpw5Pk+FJJ03QdAAZWNA3C0RERE4ePBg+ZKUlFShjuDgYJSUVBz3UvbZarWy63700Ufx8ssve3xdWsa1r2X9UU4QhPqFN/nOE9wY3xUrVuD8eXpc4LVcO8bXEzqdDmPGjCn//Ne//hXnzp3z+Dt3iMOCIGgABb6P82jbtm2lpFX2uV27duRvzp07h+PHj2PZsmVYtmwZACAjIwPAVXWVxWLBG2+8gVtuuaX8N+JtKgiCL/gj33ka4zt27Fi3vy8b45uXRwuRriU4uKKaU6fTkVZYzz33HObOnetV+9123jixUJX9YJlOcOTOLDJeFE2rW5yBdEWlVjoeoNCqF5ONVhdxHqwBBYzHJdMevZMuz51rpnxaVlrYjPbuY1Wf9G6DiRYvwcE8TDEx56KTFlPBQIuO4KCt/q7eNlH1MGpZbsdx5yEjgsKFvvQGhB1nPE8Z1TDnbWoopTesw1B6vFiM6TIZry5OL8d5cCQmJmLlypVwOp3lCW3v3r0wGAwYMmQI+ZvmzZvj5MmTFWLvvfcexo0bhzVr1iAmJqbSb+qqt2mIns4XhYynbybnAdyQPgFD36FfA1unnyXj90V+T8Y5lWII4+nJEcqUz2FUqNHGHDJuZxJ8oULnrwVnae/Ldg1pr8ymjIq2MaPKzHFyiYfGpKPHOHH7k1Pptgm4RMZdzHXpZGT9xcx+42hiyCfj88bRavaZex4g490a0163l+30NBLhzD+WoEb0fmts5odeVAdP+a5smEgZSUlJFd42pKWloXv37hV+U50xvu+9957HtuoI32QqtmPHDo91lSFP3gRBAyj/NwbEF5KTk/HWW29h5cqVmDx5Mmw2GxYvXowpU6ZUEDIkJCRAr9djy5Yt1VqPeJsKguAL3uS7smEiHL6O8a2K4GD79u2VhoEoiuLT0BDpvAmCRlB87LxFREQgJSUFycnJWL16NQoLCzF8+HDMmzevQrmioiJScJCRkYHRo0dXeG0aHR2Nf/3rXxXKibepIAi+4mu+q6kxvgDQqlUrj69hFUXBqlWrvK5TOm+CoAl0cPph0spOnTph69atbsvs27ePjEdGRmL79u0e1yHepoIg+Ibv+a6mxvgCQK9evbway3b06FGv2y+dN0HQAGVGzYIgCFrHH/mupsb4AsALL7zgVZs+/fRTr9svU4UIghZQAKeic7sIgiBoAj/ku+TkZOh0OqxcuRIA3I7xHTx4sE/N7datG2655RY8++yzSE1N9amuMtyrTauY7xsfplV7V9rT6hnrd7SKyNiYft9sD2YG9zHtZCzrYA+ifxBylvags4dUcVAhs14Hs15uu1xVfC4akEPHWZUoo+7kPEbBqO648px3KqeW5dSpnLepwuwfnbOK6lQ7XT9nqWiwMzuC4aZgWlVq4E6UaqDA8xgQ6b5Vj3zmRPvD5v9H/8BEnx+ct3GzQFreHWKgVXsX7aFk/LQSQcajTbSq/4SdLs+pOH9lygfp6ERiU+gEkFlE5/euobTakSPD0ZCMX2FMttuYaTUoB6f65LbXqqNVxnbQiSeEkcWfYDxkOa/VDGZ7uePeuQ09v9iRnGZkvE0Inb9+KW1Cxq0Wers4D9nq4I98V1NjfIGrytdNmzZh3bp1GD58OCwWC0aMGIGRI0ciISEBJlPVFMaAvDYVBI2gg9PlPl3JY3ZBELSBf/JdTYzxBa4KIO677z7cd999cDqd2L59Oz7//HNMnDgROTk5GDZsGEaOHInExEQ0aMDM+XUdks8FQSMois7tojaeeeaZ2m6CIAh1FLXmO4PBgEGDBmHZsmU4ffo0UlJS0L59e8yfPx9NmjTB0KFDvbLckidvgqABFAV+UZvWBvv378e3336LnJwcKMrvr1Y+/fRTzJ8/vxZbJghCXUTN+e56evTogR49euC5557DqVOn8Pnnn+PixYsefyedN0HQCIr/hpTUGHPmzMGLL76Ixo0bV7KQ8SaBCYJQP1FjvvNE69atMXXqVK/KSudNEDRCXX5VwPHRRx/h0KFD6NKlS6XvxGFBEAQONeY7d0yYMAHFxcX44IMPvCrvtvNmuUJ3bYvD6J3mNNPx6LW0d19Jh+Zk3NaUli8aGFWgOY9Wd7mMzMFleuxFEfTu4Lw7OUpC6fVasukVM1aFLJwKtaqeswE5dHuKIhiPV9pCj/VI5dSaOlqUDD0t9gWnGzLQYmVWXcutV+di1KaMV6kzgG5P7lDaUqV/yHEy3tTAbnCV8YdRc23QsWNHsuMGABs3bqzRtryWOYCMJ4b+SMZNDRjV4S5a/WeacJ6M3xF6jIxznph6JmE0NjImxgwdAugnmzYXrXxrzMjEOS9Uq55W0XKqQxNzgXLq0Vwnvd4WAVfI+CUHPRC8k5lWuR4paUHGmxjp7bIo9PXMqWKbG7PpenR0PTkuWo7fjjmOWU46MR/b25qMt+lzhoybmPMtZUcnMt6zP53vosw5ZLw6qDXfuWP//v0oLmb+aRJo46WxINR3FHUO4H3ggQdYj9Q//vGPNdwaQRBUgUrznTsOHjyIw4cPe11eXpsKgkZQPEjn6yKjRo3C/fffj8ceewzNmzevYNR86NCh2muYIAh1GjXmO3eYzWb89ttvaNGCfuJ7PdJ5EwSNoMYBvGPGjMGxY8fQp0+fSmbQx47RrxMFQRDUmO88MWbMGKSkpHhVVjpvgqABFAVQVCidP3LkCI4fPw6LpfJAxccee6wWWiQIQl1Hbflu+vTpiImJQXJyMtq0acOWK3Nr8AbpvAmCRlDjneitt95KdtwAYNasWTXcGkEQ1IKa8t3Zs2fLLbAURcHYsWMrlVEUBatWrfK6TredN86D0sR4WXLqTmeTUDLusNLySE416dTR9ZsKqqY2DSikj3pJQ8YTk+ngc3HGsg5OzjOUUVM6GS9ETpVpZ7xEOTUr57XKwXqkVlFVag+pWj0c9gb0cTQWMvuTFqchtzWtrgvIq1p2aLWcPiH+s7AnGe8R5U81pU6VY0AmT56M+fPn489//jOaN28O3TXX+Lhx47x+heAP9lyk74jPFjUi444SOn3aIunzpqmRvnBPldAeke0tF8g45z0aYaBVkIWMV+ZpexgZDzXQib8h4+lp0jnIeBRTj8lAJ4aMElqV2Sw4h4y3MdMqy8wqqkrzGbXsTYyK83Qp7fEaoqe9aBvo6cSW4Qgl4xFVVLOedTDHUU/vf10bWhXPDfLn1M3tPqBVvd/HMCrdtsx0BdVCXfnuWr/TxMREzJ07lyyXmZnpdZ3qee4oCIJ7FA9LHWTIkCGYPXs2WrVqBaPRCIPBUL7s2LGjtpsnCEJdRYX5DgACAgIwe/Zs8rsVK1Z4XY+8NhUELaCoU33Vvn170sNUURS88sortdAiQRDqPCrNdwDwzjvv4KOPPvK5Hum8CYJmUF8ye/jhh/HII4+Q32Vn05OYCoIgqDHfAUBcXBzuvvtu8rv09HS0atXKq3rktakgaAUVvkaYM2cO+920adNqsCWCIKgKFeY7AOjTpw++/fZb8rtx48Z5XY88eRMELaAAUOlrhJSUFMybNw/fffcdAKBnz57429/+hoSEhFpumSAIdRIV57v09HQMHToUXbt2RcuWLStMTF6VuS3ddt7C99Jqm9xutNqmqDH9IK+0Ea12Km5Ey0o5daSe8TYtDaHXy3mh2gPp8pYrzIqZc4RTU3LlOfUrt106B9P+YKYeWvTFq1yZdjoDmdsWRu3rCGK8CgsYT1JatFZlT1JOleyw0u3Rl9DtKaXFaQj5jV6xOYtWfV3qSXsPmsY3I+OPmieS8c3f0e3xhJqk82Vs3LgR99xzD3r37o37778fAHD8+HEMHToUX3zxBYYNG1ZjbSl10CfU6VxazWe4QOe1qL60h+nIyENkPNJEm/Ry6kWrjpazX3LSMm6rnr7gMu3Mic9gAJ0fOTXrFUaFml9Cl29gpLfXxtRvYB6vcGrZ03b6/1aHAFrVW6jQibNv4CkynsO0067Q/2Y5b1NO3dmSKe9kEnkxs96lPT8h448feJiMpx2m1aPP/nsdGV/wr3vJ+Iln6DyIk3TYE2rMdwDw+eefo1u3bgCAM2cq+slWxdtUnrwJglZQ4Z3ovHnzsHHjRtx5550V4ps3b8bcuXNrtPMmCIKKUGG+A4Bu3bph27Zt5HdDhw71uh4Z8yYIGkGnuF/qIoqiVOq4AVenEHG5mCfhgiDUe9SY74CrN6YcX3/9tdf1yJM3QdACik6Vd6IFBQVwOBwwGiumotLSUthszCzhgiDUb1Sa7wDAZDKhpKQEH3/8cfk439jYWIwePRpmMzPTPoF03gRBK9Thu02Ofv36Yfjw4XjmmWfQrl07AFfHvL366qvo379/LbdOEIQ6iwrzHXDVvzQ+Ph7Hjx+HXn/15afL5cIrr7yClJQUREZGelWPvDYVBK3g8rDUQRYsWICioiLceeedaN26NVq3bo1hw4bBbrfj1Vdfre3mCYJQV1FhvgOumtT36tULx44dQ2lpKUpLS/Hzzz+jZ8+emD59utf1uH3yVtKS9vRruC2NjjP1KM1p777CyFC6PPc0lFFNOhgPUGMJ433JxO1BdF+W8zDl1KzGYjruYva2w8Ktl94uF23FCSMnVGH2JyNCQ0Ausz9pMRjswXSc22/cHZNioL8wMCpRTp0akE+XLwmj62+2l1aVXupOHzC9nY43OE1njPSR4WScU1VXCwVuLpy6S4MGDbB7925s2bIFP/zwA4CrU4XUxjQhf2m7l4wv3E2LJm55k/bKPPpX+s45N5JWI3NqxOiALDJuNdBq008ze5PxziHnyHhsEC3zMzHy7mKFTjycmtXOyMHDAunX4U0CaE9PTn15xt6YjHOepLzHK319ZjnpxMbVz+0fJ5MIue36viiGjHe2nCXj5xz0/2nO23Ty7j+T8edvW0fGOS/dV07R18U7f6Ytnqz/w5hyYxETd4NK8x0AHDlyBD/++GOFWPv27fH++++Xq1C9QV6bCoJG8Mcg3aNHjyI5ORlFRUWw2WwYPnw45s2bV2lM2rXk5eXh1VdfxY4dO2CxWJCXlweDwYBZs2bhnnvucbu+UaNGwWq14oMPPsDgwYN93wBBEOoFdVmU4I6AAPoplF6vr9KYN3ltKghawccZxzMzMxEfH4+RI0diz5492L17N7766ivMmDHD7e/OnDmDt99+Gx9//DG++eYbHDhwAPfffz/uvfdeHD161O1vd+/ejSeffNKrzRMEQShHpQ4LwcHB+Oc//1kp/s477yA4mHmNRSCdN0HQCL5K55ctWwZFUTBp0iQAgNVqxYwZM7BixQqcP09PPAsAMTEx2LhxI1q0+H0yz8GDB8PpdOLXX391u85evXqhS5cu5HcHDhzw3GhBEOolap0q5MUXX8Tjjz+Oli1bIiEhAQkJCYiOjsYTTzyBV155xet6pPMmCFqgzC7G3eKBDRs2IDY2toJdS1xcHJxOp9u5iYKDg9GjR4/yz3l5eVi8eDF69uxJzuF2LcOGDcPatWvJ72bNmuWxzYIg1EP8kO9qi7i4OOzfvx8DBgzAxYsXcfHiRcTHx+PAgQPo3Zset0ohY94EQSv4eLeZlpaG7t27V4g1b94cADw+QQOuztk2ePBgHDp0CMOHD8emTZsQFEQP0i/js88+ww8//ICZM2dW8vk7dOhQ1TdCEIT6QR1+uuaJLl264MMPP/SpDredN2MhrQ65eN/NZNycw6k46V5ww1O0SqmgBT2gj1OJcqrGUiv9hbGYVvlwj1qdnCcp4yVqD6TLc+pRcy6t7nJYaLWWoZSux26l26PnRD7MfuPKO5mxlIGZVVPFuhhPUk5Vag9hVL22qqlQTXl0+ex29GVgokVWYMSBaHCikIznxdCek5z6uLp4Uq9mZmYiNja2/HNSUhKSkpLKPxcUFFQaMFv2ubCQ3rZrCQ4Oxv79+2Gz2fDEE0+gV69e2LlzJ6Kjo9nfHDt2DPfeS3shVsWk2R98n9eKjBvy6RM2Y3kgGW9lziTj6891JuMTYnaT8Rwn3fEtZVSc45ruIuP5LrqdFh2XGGjsoNfL1c+1My2D9hi1N6HLc16lYYwKMtNBe7ZyXrGcd2qMiT6OnHqUWy/X/gwHPT9DL8Y79dui1mScU6FuK7iFjN8SQw+B4DxeOQ/Z9OO0qtrehklsVTzfPOEPtX5NC7T8iTx5EwSt4OFONCIiAgcPHmS/Dw4ORklJxRuqss9WK3NnQBAUFITly5ejWbNmeP755/HWW29V+H7Hjh0wm83o27cv4uLi8O6775L1PPLII16vUxCEeoaPT97KBFpz5szB448/jsLCQsTFxaGwsBBLly5lf1cm0Pruu+/Kx/kuXrwY9957L/773//illvoTrO/kTFvgqABdAqgc+ncLp5o27ZtJWFC2ecy9wMKh8MBp7Pi02Oz2Yy2bduSrz6nTp2K4uKrkxK6G9f2/vvve2yzIAj1D3/ku9oQaPkT6bwJglbwUTqfmJiIgwcPVuiI7d27FwaDAUOGDGF/98ILL2DRoooTbSqKggsXLqBx48oTqYaGhmLgwIEAgKeeeoqtd+zYsZ4bLQhC/cTHfFcbAi1/Ip03QdAIOpf7xRPJycnQ6XRYuXIlAMBms2Hx4sWYMmUKoqKiysslJCRUmlD37bffxoULv4+ZWbRoEX777TdMnDix0nquXLmCnTt34syZMyguLsbZs2dx5syZSssvv/xSzT0hCILW8ZTvysb4li3XD99IS0urkNeAqgu0+vbtiyZNmiA3N9crgRZw1R5r9uzZVdhSGhnzJghawA9zG0VERCAlJQXJyclYvXo1CgsLywfwXktRUVG5oTIAPPTQQ7h48SKGDRuGhg0boqSkBEFBQdi4cSOGDatsoTNp0iTEx8eXf46Jiam8OYoCna7uyv0FQahFvMh3nsb41oZACwD+8Y9/4KOPPvJYvyfcdt4cVlouGJpGe+sVhdPl7cF0Eg44l0M3qjGtRuJUinparAk4GfUro0INvExX5GpMr9jBqGiNNnq94XtoNQ9stArK2oT2rLM3pnv3ua1p1VRJKKPKZLxiWRUtM/kzp8qsKk4Loyot4MxZq1ZPCG3lyKqYC6OYFTBJI/dmelC/I5j+QWkj7sStJn6Qznfq1Albt251W2bfvn0VPnfs2BFvvvmm1+t47LHHcNddd+HkyZOYOnUqlixZUqmMoiiYNm2a13X6gx0n6HF9lkz6PLipD+092imEvs7/vXogvd5R7cl4TCBdf4uAK2Q8gPEk5VSfnEqUg1NrcqrVF7reQcZvjqQ9TLddbE7Gj8+jB4D360O7d9xsvUTGGxro9jc00P+ouf15xh5GxkP0tLl0loNOnBFGej9kOml1ejtzBhnnjuPnZ+jJr3N+oj1hv21Cq1l359DXhc5B5+XFv9FDLGKs9PncgxZ5e8bHfFdTAq3riYuLw913301+l56ejlatvNsh8uRNEDSCX43ubzDR0dGIjo7G5MmTcccd9D/5yZMn13CrBEFQC77mO18EWjqdrsJYOXcCrevp06cPvv32W/Tq1avSd+PGjUNKSopX7ZfOmyAItcaECROq9Z0gCIIvJCYmYuXKlXA6neUdMW8FWkFBQRXEVmUCrVtvvdXjetPT0zF06FB07dq10sTkVZnbUgQLgqAFFN8FC4IgCKrAD/mupgRa1/P555+ja9euAK7OGXfq1KnypWwKJW+QJ2+CoBVUbBcjCIJQJVQi0Lqebt26Ydu2beR3Q4cO9br90nkTBA2ggzxdEwShfuCvfFcTAq3rcTeH3Ndff+11PW47byWh9Ne2CMYzlBbzwE6LZ3B2JO2NFv5fWs3qCqDXa7cyXqKcSNHBdNmZ8sZixlOVsWoL23OO/sJAq76UhswOYk7OgHO5ZDz8Ci0f1efQctCcPrS6K78FvZ85VSmnWuUw0IcXxmL6AJSE0vvfnMOomJl4QUt6vfYG3PnAeOAyIlFbV9qr11VMH3e9pe6pTeszThud75w988m4w8XkI0bd+dCf6YHIWy/SatNbgulZ3k06Wg5ezJgJWxizYs47NY9RLxYwpsFb+tPqOH0Duh7uNNUF0eXbv3iCjF8Gra7PLKZnKzj5D1pNeXfbn8h4aAPak7SxkU6EhYxHqlVP54VihT5eXPksJ61anfcTrVwcEE3vt1atfiDjTmYUVXwjehyWvg+dH3s1SCfjYcx+qzYqzXcmkwkFBQX48MMPkZWVhdmzZ2PHjh3o0qULGjWiZ5igkDFvgqAFNDTmraDAz0leEARtoeJ8l5aWhnbt2mHy5Mnlvs6pqamIjY3F0aP09DcU0nkTBK3go11MTbF//36EhYUhLCwMX375ZaXvY2JisHr16lpomSAIqkEl+e56ZsyYgZkzZ6KgoKB8Qt8nn3wSH3/8MZ555hmv65HOmyBoBJ3ifqkrrFu3DpGRkfjmm2/IySqXL1+OmTNnsoN6BUEQ1JLvric3NxczZsxAUFBQBReZ3r17o6iIGXtGIIIFQdACCtgxknWNnTt3Yt26dbj55pvJ70ePHo1WrVrhhRdeqGCjJQiCAEBV+e56ru2gKUrFXub1kwa7Q568CYJGUMudqF6vZztuZdx2223Iz6eFAoIgCGrJd9cTHh6OJUuWVPBvzsvLwxNPPIG2bdt6XY/bJ2+cKtPEeLZy3pesCpUWOyHwJO3dZ2tHe7IpnAVlFdWjgRdodZGtC60GtUXSK2h0sGryS10prQbTldCyTCWAVinpiul6lGB6Rzc8kk3Hf6RVkIqJPl0y7qC9/hjRF+udyh0vK3szQh/H4nC6IoeVvlVTApgrnfHuU0x0eU6dluOiffIUp3+N1+vyIN1rsVho1eL1GI01+2LAdJlen6ExvWOLnfR16GJO5CA9fT2nH6dV92cbMWrTQPr6jDTSKvSzpXTefO3gIDLeJYZWy/94lFaV3mJl1PVGWnWrszETkTJqU+TT/3B0TF6Di94/bZ+h98/RC3S+/jkglowHfEG3c3RkKt0eBs4TdmteJzK+/lRnMs6pSjsG0R67TU05ZPw35jyx6+jjOCr8ezKuZx6JhRro/Fhd1JLvrmfhwoUYMGAA5s6dC5fLhZiYGFy4cAGNGjXCrl27vK5HXpsKglaow3eb11JaWlrBkobC6XRWMo0WBEEoRyX57no6duyIw4cPY/ny5fjhh6vTtowZMwZTpkxB06ZNva5HOm+CoAHq+quCa4mPj8ff//53PP/882yZ559/HoMG0U+GBEGo36gp31FERkbihRdeKP/scDiwZcsW3HnnnW5vaq9FOm+CoBVUksxmzpyJ3r17IzU1FePGjUOnTp0QHByMgoIC/PTTT1i1ahXOnj2LAwcO1HZTBUGoq6gk311PQkICUlIqTthtt9uxdOlSvP3221i7dq1X9UjnTRA0glrGgISEhCAlJQVjxozBww8/XEEurygKhgwZgm3btsFqpccKCoIgqCXfXc/1ClMACAwMxMaNG3HHHXd4XY903gRBK6joTrRZs2b45ptvcPjwYezevRvZ2dkICwtDXFwcunTpUtvNEwShrqOifLdjxw7s2LEDAJCeno558+ZVKnPlyhVcvHjR6zrddt6Cj2SS8ex7m9E/YMRzBkZtaj1P7/2L8fSgPcaiD6UN6BVzPXPuXbktnFaVOgPp+mPWMDJIRiXqigil25PHqDsZtRaHK4RW8emLuB3HxBlVqa6YHkAeuYtWB+uc9I52NKTbWdSUjtua0HJiW1P6uJQ2og+8oYQu72KygL6UUZsyhyUvn1a/KQ66/bqCqh1ftyjqvBPt3LkzOnemVXQ1TZPudOIMDqDP+wYBjGqS4X9/up2M3xdHqxRjLJfJeAnjYXq8mM7Lrcx0Pc/03kTGG+jphJ29gFaburJzyLi+AZ1PFRdzojpoGbqrFf3/wHA5j64nnFa/U088AEAXHUXXk0NPVWMfS+epD5T+ZPznmfRxsUTSKlp7KZ1/E9oeJ+NNA+j9UKzQ9WQ6GpBxjg5mWrXKea0aGLUp5+VaLVSW7w4dOlRuhZWRkVH+dxl6vR6RkZFYvHix13XKkzdB0AhqGcCbk5ODVatWAQASExMrzW300ksv4YknnpDXpoIgsKgl3wFAt27d8NFHH+G2225DfHy8X9xjZJJeQdAKKvH6W7duHaZOnYotW7aQT0NWr16NgQMHyiS9giDwqCTfAcDUqVPLpz6iXplWB+m8CYIW+L/XCO6WusL69evx4osvYv369WjXrl2l748cOYLY2FgsWLCgFlonCEKdR0X5DgBCQ0MxcOBAAMDcuXPZcmPHjvW6TnltKghaoY7dbXJcuHABTz31lNsyixYtQkJCgt/uUgVB0BgqyXfAVTHCzp07ERMTg+LiYpw9e5Z86/DLL794Xad03gRBA+hQ9+42Ocxms8eJKIOCghAYyNglCYJQr1FTvgOASZMmIT4+vvxzTExMpTLXep16g9vO2+V+tOeek7HuDP6N7gpbcmk1ZVEYncCdZnoDnIwlooOxuOPgvFaNtEgUeR1oVeaJ22g11U1P0R56ukJancZ5hnIegEqgmYyDUVNx6lediy6vgDEfZdrJiIugmOjja8ymPe4Ku9IH0h5Mnw8Gxj2JU4k6zYzajCsfTJ+3xlx6uxy5jOcsZ9rqR7Hp1fWo41ZUr/dutAanDrxRmI30eV9QSl9vembE9BeXbiXj97b/LxlvbaZV/XZGLRhmLCDj4UZadXjB3oiM//PzwWS8RV/aq7TNX38m45cO0qpDxUFfP9AzKu58erv0v1TRC/VKDh1nbhhcMbTaVJ9Ht8cZRm+vPpfOax0XZZDxY8/TqtjoJrTn9Mn8cDLePohWSTdkvEQvO+j/W1z5S0z5YoXuCHBqaJurap7fnlBLvgOAxx57DHfddRdOnjyJqVOnYsmSJZXKKIqCadOmeV2nPHkTBC3ghXS+rqS6kJAQ/Pzzz+jYsSNb5tixYwgJof9pCIJQz1FRvisjOjoa0dHRmDx5MjsZ7+TJk72uTwQLgqAVVKK+mjZtGkaMGIH9+/eT3x84cAAjR470OC5OEIR6jEry3fVMmDCB/S40NNTreuTJmyBoBLXciQ4cOBATJ05Ev3790LZtW9x6660VvE1PnDiB1157Df3705OeCoIgqCXfcZw4cQLnz5+vMDzk5ZdfxgMPPODV76XzJghaQPHPpJVHjx5FcnIyioqKYLPZMHz4cMybNw9GI58qTp8+jRUrVmDfvn0wGo3Izc1Fz549MW/ePERF0eOJZs6ciT59+uC1116rZI/17rvvIi4uzveNEQRBm/gp39UG6enp+MMf/oDDhw8D+H1sb1XECoB03gRBO/iYzDIzMxEfH485c+bg8ccfR2FhIeLi4lBYWIilS5eyv1u+fDn27t2Lr7/+GiEhISgoKMCwYcMwbNgwHDx4EAEB9EDl/v37y9M1QRCqh0o7bzNmzMCIESPwySefYOzYsVizZg1KSkrw8ccfw+lkRD4EbjtvRYx3ZMvN9Mzntua0+ie3Fb0ak43e+0WRdLw0nFaDGUNoNWiwlVYp5RfSslWTid5xISZGfclw4tWGZDzmFfo5L+cBymKghyrqC2j5pc7JmbxWraevmBk1ZSmzf4roOOeRGvED7fV3uSttk1TakFGtGen96TIznqc2Zugns3tCmal4sroz7bFU0WS3GlyVzvtW37Jly6AoCiZNmgQAsFqtmDFjBsaPH4+nn36afYoWHR2NWbNmlQsMgoODkZycjIceegjff/89+vbtW6H8mjVrMHr0aJ/aeiPg1KP5m2jVffCIdDJ+T8xPZPw/aV3JeHEWnTdvbkd7Jzc003L5JmZaHWnU03lt0r0byXgBI+u3M6a+4Rvo9R5Kprc34DStrkUA431pqppK0VVC5xd9KJ2XDTl0+8HcdBiu0OWVLFolqjDq2g6z6ONy9nVaqNOmEe0hzR2XxowqOddJq/otjHn4cxvuJ+NjBu0k412DzpDxHGa91cEf+a62uHDhAv79738DAAIDA9Gq1VXP4Llz52LUqFFe1yOCBUHQCDrF/eKJDRs2IDY2tsIcbHFxcXA6ndi8eTP7uyeeeAL33HNPhVjZHG2lpZWnqXnrrbe83CJBEAQaX/NdbWGx/H5zVFpaCpfr95v79HT6hpBCXpsKghZQAJ33T9xJ0tLS0L179wqx5s2bAwB+/fXXKtW1a9cutG7dmhy7tm/fPrRp06ZSvGySyoKCAmRlZcFgMJCdP0EQ6jl+yHe1RXFxMTZv3owhQ4agZcuWSE5OxujRo7Fp0ybYbPRcexTSeRMEreDhbjMzMxOxsbHln5OSkpCUlFT+uaCgAGZzxQlpyz4XFtKvtCnS09Px9ttvY926daTQoW/fvti2bRv5271792L06NGIiIjAxx9/7PU6BUGoZ9Thp2vumDBhAl5++WV06NABTz75JAYOHIg333wTBoMB77//vtf1SOdNELSA4nkMSEREBA4ePMh+HxwcjJLrxguVfbZa6XGH15OdnY0RI0ZgyZIl7ESUf/vb38j4woULMXv2bPTu3RuffPIJO8ZOEIR6jhf5zhtqSl1/LWPHji03oG/ZsiWOHDmC1NRUdOrUCe3bt/e67dJ5EwSN4Os4j7Zt2+L8+YqD5Ms+t2vXzuPvr1y5gmHDhmHatGl45JFH2HLXevwBQE5ODsaMGYMvv/wSycnJWLhwodvkKQiC4Gu+q2l1PUeLFi3QokWLKrffbYY0MJZyxx9jvDUd9N40BNPqqAAzrW6xGOmX2REWWkWUXUirtRwuWo8RFETXozAelFYzPe6GK+9i1nt8Av30ouOcU2RcF8I87aB3G8DIjBUzczJV0RtOV8Ks2E6rSpVg+rjomPLGjBw6fjO9H4ppa0DoS+jjonPSqixFz+wHRiRqt3L1M/FCZr0Gf6tNfasjMTERK1euhNPpLBct7N27FwaDAUOGDHH728uXL5d33P70pz8BAL777jtkZ2dj8GDaQxMAUlNT8dBDDyErKwtr1qzBgw8+6NtG+MCZfXQCHfSn78n47nOtyXiYuTEZH9AqjYw3bku/kg5mzHtNevr6sTnpvBzCJHKXQuephgY6X3PelOGMqnHDNDpfxExlVNmMKl5noPOaK5+e9cDQvBkZRyndHsXIXJ8hTP5yMO0MoT1POU9oF6NOLSyIoOMh9P6/VEqrUzkVapCe/n9m0dH758+DdpHxMKP3Qyn8jT/yXU2p628UojYVBC2gKJ4XDyQnJ0On02HlypUAAJvNhsWLF2PKlCkVEllCQkKFDtmlS5eQkJCAhIQEtG/fHgcPHsTBgwfxxRdfYPfu3ez6lixZggEDBiAoKAipqam12nETBEFF+CHf1ZS6/kYhnTdB0Ag6l/vFExEREUhJScHatWvRr18/xMXFYdiwYVi4cGGFckVFRSgq+v3pzF//+lccPnwYCxYsQK9evcqX5557jlxPXl4eRo0ahenTp2PUqFFITU1Fhw4dKpVbsmRJlbZfEIT6g6d8VybQKluun6IoLS2t0tO1G6Guv1HIwBJB0Aj+mNuoU6dO2Lp1q9sy+/btq/D5rbfeqtLcbd26dUN6ejqmT5+O5ORkZGVlISsrq0IZRVHw6aefYurUqV7XKwhC/cFTvvMk0Kopdf2NQjpvgqAFFAAqmXE8OzsbAwYMwHfffYexY8dWMGa+lmPHjtVwywRBUAV+yHc1pa73hoKCAgQHM2MmGaTzJggawdcBvDVFt27d2HneruV6VaogCEIZvua7mlLXA8D+/fuRmJgIAFi1ahXuvvvuCt/HxMRg6dKl5WIvb3DbecvtTKtPgtJo1YuzO63+cTpo1YslgK6/gPEe5frZRgN9FEvt9OY1bUi381Ie3fMtLGG210kPGeTUpgbGg/Xk/2tLxm965zcyrgTR+weMmpLzQuW8ShUTXY8hM5eun4NRpyqBnFqZVpWF/ZhDxvNiGpFxYyGtZisNo88TRnTHqkcNJfSZqGMsXp1WJsswHqzVporq4drijTfe8Gs5f/E/I+gO5T930XfU8T2PkHE7c0JFW2h1YT7jJcqpSu0uOq9lO2jvyBYBtCfmieImZDzIQA+61jMZ+LKDzptdI2lv1l/fpNWUofPDyXjAb3T7dRbm/8QVej/rmCcbrPfzmQt0nEExM3mNyddc+29+9GcyXvolfbyczNB1E2NBEGWi90+ei1bX7rxE/39KbEZ7+OZx57O/LRF8zHc1qa5ft24dIiMj8cEHH6Bnz56Vvl++fDmmTZuGqKgor29aRbAgCFpA8V2wUFN07NjRr+UEQahn+CHf1aS6fufOnVi3bh3ZcQOA0aNH47PPPqskDnOHvDYVBA2gA6BTyZM3QRAEX/BHvitT1ycnJ2P16tUoLCwsd1i4lqKiIuj1vz/nKlPXlynsr2Xu3LnkuvR6PW6++Wa37bntttuQz8xdSCGdN0HQCDqndN4EQagf+CPf1YS6HgAszCvy66mKWlU6b4KgBRSo1qhZEAShSqgs35WWllYYW0fhdDorqV/dIWPeBEETKNC53C+CIAjaQF35Lj4+Hn//+9/dlnn++ecxaNAgr+t0++RNZ6JH/dla0ypCA6PutATS6iVbMa3iDDAzXpmMlyh3mJwOum+aW+TdI8wyTIy3Hqc2NZno9jvsdK/b1c5GxjMH0l6L4XsvknHomb445xloo3v5+nx6gkIllPbQ0xXTx5f1QmXGKrga0Go5fQ7tndjqK3p7T41qQMZNeXR5h5U5g+z0+WbJoctnmxkVqos5bxl1arWRMW83hEYtaXVekZNWa4eYaC/RXAet5gs30ed3ehGtvrQa6euW80LNddLXFacq5TwxbzLTeeeioyEZNxvoE/zO5vT8ff8ZfDsZb/P2JTLuymPGB7mY0eqFdJ51ZdJxQ6NQMs7NS6jk5pFxvY65/vV03Nm9PRm3vUOfP6cfo497UAP6+G4rquxmAgC9Q2iP7TNHaK9Ye1P6OOY66TnSwhgP3Gqjonw3c+ZM9O7dG6mpqRg3bhw6deqE4OBgFBQU4KeffsKqVatw9uxZHDhwwOs65bWpIGgBpW4pSgVBEG4YKst3ISEhSElJwZgxY/Dwww9Dd02HXlEUDBkyBNu2bfN6cmBAOm+CoB3q2KsCQRCEG4bK8l2zZs3wzTff4PDhw9i9ezeys7MRFhaGuLg4dOnSpcr1SedNEDSCTBUiCEJ9Qa35rnPnzujcubPP9YhgQRC0gALAqbhfBEEQtIDK8l1OTg6WLVuGZcuWIS0trdL3L730EgoL6bHmHNJ5EwQNoIMCneJ+EQRB0AJqy3fr1q3D1KlTsWXLFlLwsnr1agwcONB/k/QqpYxHp5VWEZkC6HhpKa1esjIqVCejKi0uotWpwVZa3WVn5lTh6rdaGNWkjlER0tXAwXi5Opn9EBhCtz9nON0TDzlLe3paTmbSDeJUqHZG7hhYNTVuVVU/ipHeD/osWq2lWGmVlb6Ybv9Nq+j9cPJh2hvQxXiMMqI7XLmFNUOl67Ewnn56PycYTmVXBnO+CldZe6obGb8p7DIZDzfT6jkX423KqUo5dSenKuU8Irn4uZJQMh5ppr2KG+qKyPhlB63i5mgZSHuScu0cf//XZHzjXtrr0bL/FzKuY1SirstZZFwfHUXGlWx6//RJySDjBx5g7NwY9T6CaRWwMZPOg6H/rfzEBgDsO2m174H3Y8j4kKa0dyp3HjZonUPGXUxCaW+mPW2PljQn49VGRflu/fr1ePHFFzFr1izy+yNHjmDSpElYsGBBJYcHDnnyJghaQAHg8rAIgiBoAZXluwsXLuCpp55yW2bRokXYvHmz13WKYEEQNILO050oP7m3IAiCqlBTvjObzW7dFQAgKCgIgYH0WyYK6bwJgiZQVDVppSAIQvVRV77Tc0OXroObAJqss7qNEQShDqEy9ZUgCEK1UVm+CwkJwc8/02MNyzh27BhCQmgXIwrpvAmCRlCT+koQBMEX1JTvpk2bhhEjRmD//v3k9wcOHMDIkSM9jou7FrevTY3BtDclpyo1GWkVkZFT2zGYDfS7bDvjnepwMapYph4XU76EEV8a9XQ9BiZuNtHbay+l2895pAYE0PVcfJyON381lIwb8mg1K8y0N6Mun/b6g4luv8LEOXSl9HmlNGCsQRhZr87GbFcxrdJr/R9arXx6RCgZdwbSCcDZnlGPMd61cDKyJ8bztNrUsYSlNto1plXKkRZa/Vfios97zmM030mruMNN9PQANid9vubYaZUip05tZGKuZ4YrDu8tegDAwPgUNTTQqtULpbQ6sl0gvZ/7vpJKxvfN6kPGg45cIOM6ZjyR6yytjtQ3oNW1qXe3oetX6HzkKqDzhc7BqdCZfBdEH3cln1YxW8bR7f/qH7eS8dua0N6mvZulk/EgPT07Q6aTXm9MAK3arjYqyncDBw7ExIkT0a9fP7Rt2xa33nprBW/TEydO4LXXXkP//v29rlPGvAmCFlAUwFnHJFaCIAg3AhXmu5kzZ6JPnz547bXXKtljvfvuu4iLi6tSfdJ5EwStoKI7UUEQBJ9QYb7r379/lZ6uuUPGvAmCFlBw9U7U3SIIgqAFVJbv1qxZ4/c6pfMmCJpAARSX+0UQBEETqCvfvfXWW36vU16bCoIWKLsTFQRB0Doqy3f79u1DmzaVhS6KokCn06GgoABZWVkwGAwoLaWFINfjtvPmYtRwnNdnKacGZdSUnOrTEkCrEbk4ByfmC7bQqiwn0x6jgVYFlTDbays2k3EL4+VacCGYjBua0iolzoP1/NO0erTFc3Q79Rm01x/MtMqNU4lW2duU8Srl1KNKAL1dnApVaUDvT52NUaH+m1ZBnR8cTsbzGdWanlErK8xV5jL7OfmocAyIGsh30CpRzruz2EWfr5wq0wD6uHFek4EG+vo3VNETiFML2px0/gox0NdnrpO+HpyMueSujJvIeMMWtDq1oZGOD1uwnYxvTaIHfptO0xeogcl3io1eL5cfOe9UHTd3V0M6TykX6XykDw+jy9O1Q2FmEwieRse/md+ejMeE0ud5tCWbjHPnPxevNirKd3379sW2bdvI7/bu3YvRo0cjIiICH3/8sdd1ymtTQdAEylWjZneLFxw9ehSDBw9Gv3790L17dzz77LNwOJheKfHbfv36ISYmxoftEARB8IR/8l1N8be//Y2ML1y4EPHx8WjVqhW+//57xMfHe12ndN4EQQso8DmZZWZmIj4+HiNHjsSePXuwe/dufPXVV5gxY4bH3y5atAgTJkzw2gZGEASh2vgh39Uk13fKcnJyMGLECDz11FOYNGkStm3bhqioqCrVKZlWELSCorhfPLBs2TIoioJJkyYBAKxWK2bMmIEVK1bg/Hl6ItMyWrdujZ07d+Kmm+hXYoIgCH7Fx3xXW6SmpqJ79+7Yvn071qxZgyVLlsBorLr8QDpvgqAJFJ+l8xs2bEBsbCwMht/HWsXFxcHpdGLz5s1ufztq1KgKvxMEQbhx+J7vaoMlS5ZgwIABCAoKQmpqKh588MFq1yWdN0HQAgqgKC63iyfS0tIqPbpv3rw5AODXX3+9Ic0WBEGoMn7IdzVJXl4eRo0ahenTp2PUqFFITU1Fhw4dKpVbsmSJ13W6fVZ36uFnq9xIoQ7yh9pugFAjeLjbzMzMRGxsbPnnpKQkJCUllX8uKCiA2VxRaVj2ubCQ8XPVEP+O+9/abkK94Olbbmz9s/bc2PqFOkIdfbpG0a1bN6Snp2P69OlITk5GVlYWsrIqqpMVRcGnn36KqVOnelWnzPMmCFpAUTwO0o2IiMDBgwfZ74ODg1FSUnE6lbLPVmvVzMoFQRBuGF7ku7pEdnY2BgwYgO+++w5jx46FwozJO3bsmNd1SudNEDSC4qTnI/SWtm3bVhImlH1u166dT3ULgiD4E1/zHXB1eqPk5GQUFRXBZrNh+PDhmDdvnlcCgqNHj2LChAk4d+4cTp8+7bZst27d2HnerkWmChGEeocH5ZUX6qvExEQcPHgQzmuS4t69e2EwGDBkyJAb2XhBEIQq4Hu+q8mpkd544w2/lgOk8yYI2kAB4HS6XzyQnJwMnU6HlStXAgBsNhsWL16MKVOmVBAyJCQkYPDgwTdqSwRBENzjh3xXk1MjdezY0a/lAOm8CYImUAAoLsXt4omIiAikpKRg7dq16NevH+Li4jBs2DAsXLiwQrmioiIUFVW0DnrnnXcwcOBAbNq0CRkZGRg4cCAmT57sz00UBEEA4J98p/apkWTMmyBoAUXxyxiQTp06YevWrW7L7Nu3r1LsL3/5C/7yl7/4vH5BEASPeJHvPKnr09LS0L179wq/UdPUSNJ5EwStUMfmNhIEQbhheMh3ntT1ap8aSTpvgqAB4ob2xuXLp9yWCQ8Pr6HWCIIg3Dj8ke/UPjWSdN4EQQNs2rSptpsgCIJQI/gj36l9aiQRLAiCIAiCUK9Q+9RI0nkTBEEQBKFeofapkaTzJgiCIAhCvULtUyPpFM5kSxAEQRAEQahzyJM3QRAEQRAEFSGdN0EQBEEQBBUhnTdBEARBEAQVIZ03QRAEQRAEFSGdN0EQBEEQBBUhnTdBEARBEAQVIZ03QRAEQRAEFSGdN0EQBEEQBBXx/wE+xwHF5nkFjgAAAABJRU5ErkJggg==\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": 39,
"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": 40,
"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 0.215 0.501]\n"
]
},
{
"data": {
"image/png": 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cg//4j//As88+i8GDB+OFF16A0+ls7bAIISQq+ltYWAjDMDBlyhQAQGpqKmbOnImlS5fi8OHDEcVns9lw0003hSYcAODHP/4xLrnkErz00ksR9V3H4sWLkZ2djdLS0lDZoEGD8Pbbb8Plcpnup23fqQghLcaZ2V6b9tNWmTZtGh5//HHceuuteP7553HjjTdixowZmDt3Lm644YbWDo8Qcg4Tz9oLAP/zP/+DH/zgB/jzn/+M9evXo7KyEtdeey3uvvtu7Nixo7XDI4Scw0RDfzds2ICcnJywVxhyc3MRCASwadOmiOJLTk7GP/7xD2W51ys/idMYrrzySlx33XUYOnQoHn/88bA6i8X8kzGcdCCEmCZoWLWftsqcOXOQnZ2NiRMnYurUqdi6dSuKi4tx3333YcOGDa0dHiHkHCdetRdA2CO7Xbt2xfDhw/G9730PL7zwAnJzczFkyBCsXbu2FSMkhJzLNKS/FRUVyMnJCX2WLVsW1n7Pnj3o3r17WFlWVhYAYPdu+TVW4MzrE5MnT8YPfvADDBkyBFOmTMGBAwe0bU6ePInPP/8c48ePr1c3c+ZMDB06FLm5ubjjjjvw73/Lr73WkZ6ejtWrV2Pp0qVYsGAB8vPzceLECQBnckqYpW3fqQghLYYBIACr9tNWyc3Nxfjx41FQUICCggIsX74cs2bNwieffIIHH3ywtcMjhJzDxLP2AmceBXa5XFi+fDmuuOIK5ObmYseOHXjuuedw5MgRrFq1Ch988AEmTJjQ2qESQs4xzOhvRkYGysrKQp/JkyeH9VFTUwOHIzxnSN33hl4l69+/PyZMmIBt27bhrbfegtfrxWWXXaadrJg3bx5+8IMfYOLEiWHlgwYNwrBhw1BcXIzt27ejV69eGDRoEN59911T++I//uM/8P7772P//v343ve+h+Li4kY96RC/mYkIIVHFgAW+Bh8jkxNjxTJlZWUoLy/HG2+8gZEjRwIAhg0bFhLYefPmtXKEhJBzlXjWXgB455130L17d3g8HvzkJz/BkiVLwhJKpqWlYdGiRRg8eHArRkkIOReJhv6mpaXB4wlPmln3PTVVnRi2jldeeSX0d1JSEp599lmsWbMGixYtwvPPP19v+RdffBElJSXYunVrvQmBs5NW2mw2zJ8/H6tWrcIjjzyCjRs3auOo49JLL8VHH32Eu+++GyNHjkRKipwg9ru07elxQkiLYRhAwLBqP22Viy66CDt27AhNOABnHn1bv349+vTp04qREULOdaKlvTt37sTIkSNx3XXXITs7Gw888AD8fjlbPgB8/fXX+P3vf4/vf//7yMvLQ3Z2Nu666y5t8rP9+/ejXbt2oj3bd7FarZgzZw4OHjyIl19+WelgUVhYiEOHDpnqjxBCokU09Ldv3771NLPue79+/RoVT0pKCrp37469e/fWq1uxYgWWL1+OzZs3o3379g32ZbVa0adPH2VfZxMMBjF8+HAcOXIEwJl8EStWrMDKlSsbFbv2SQefR1MtvMJhscrvdgQFy8D0rrLFzoGKjmJd+3TBu6tbrdjGYZNnozZ+epmyPLWznJkzUK6e4bF0kb27/DWyRahFsNM0NHZMiYkam0aLenbOp7FVdLnUtkFJSbJ1UVBnvyNZOwbkNobswCnui6ZYJHnd8rGwOzTWRYLlkVVjGRvQ2JQG3OprI/GwHJ+vk3CuJDXPL17mZnvbJo888ohSoC0WCwoLC1shIiDxtMYiUbDMtMinn2jB+ZO7topt/vul4WLdJ5eoExQl5Mn3jfMC8oXtWd9VWZ5YI+8HX7q6PLFKY3mn2Ude4R6tcSRDl3/Jla6u6p0e0FhmJp5Q96ezxQxqLkuX2okUiad0Fpdyf4nV6vgsmv9dve0bf74muDRWpEK70/3lNo7jsv6m7VfXeTqITZCodpZGbefI/dy/SzS0t6mWbUuWLEFJSQnefPNNpKeno6amBqNHj8bo0aNRVlaGxMTwa9owDNx5552N8nyfPn06Zs2apV3m5z//OW6//XbTfUaCzv6yEU8SN0i39GqxbvdxtSU8APh86n2rG6MlWOVxwYFTHZTlOivGlET1umq8su2kZCEJAA7BPjSo0V6nxqpdsp5M1VhcujT9SdissvC1T1b/L+L0yuM6nQ2oS2hn01pmCnbFGu2FZiztF8a+ScL5cGZdcn+n3eqb4buD/yS2ufaf/9HoGCIhGvo7ZswYFBUVIRAIhLSxpKQENpsNo0aNEttt2bIF+/btw1133RUq8/v9OHr0KIYOHRq27PLly7Fy5Ups2rQpNJ59/PHHce+99wIAduzYgddeew2zZ88Oa3fw4MFQfgkJyWZz/PjxyrwREm33p0lCSIsTr+8V33rrrWLdNddc04KREEJIfSLV3qZatvXs2RP3338/0tPPzPClpaWhoKAAO3bswMcff1xv+RdeeCH0nrBZ5s6d2+AyXbp0QWamMINGCCHNSKT6W1BQAIvFgqKiIgCAy+XCokWLMHXq1LAEk8OHDw974vbAgQN49NFHcezYsVDZww8/DJ/Ph7vvvjtU9txzz+Hhhx/Gww8/jN27d4dyS5w9oXzixAk89dRTYbkgVqxYgd27d+O3v/1tk/ZLY2FOB0KIKQxYtE+0EEIIiT7R0N6GLNukJI3Tp0+vV5acnAwA9ezY9u3bh8LCQvzzn//E2LFjI4qXEEJigWjob0ZGBrZu3YqCggKsXr0aTqcT+fn5WLBgQdhybrcbVuu3kxgjRozAjh07MGbMGKSlpcHtdqNLly547733kJOTAwA4dOgQpk6dCuDMpIXEoEGD8Jvf/Aa/+MUvkJKSAq/Xi8TERGzatClsoqM54aQDIcQUBgCfQckghJCWJBrau2fPHmRnZ4eVmbVs+y7bt2/HBRdcEJZ7oe61iqefftrUu8SEENIWiNbYd+DAgdiyZYt2mdLS0rDvPXv2xFNPPaVtk5WVZcq2smPHjnjwwQdb1ZGN/0EQQkxiQQB80oEQQlqWhrW3zie+jsmTJ4fZtkVi2XY2+/fvx/Lly/H3v/8ddvu3Q8ilS5figgsuwOjRo033RQghsQ/HvtGCkw6EEFOcme2Nz0SSv/vd75CcnIxHHnmktUMhhJAwzGhvnU+8RCSWbXVUVlbi5ptvxjPPPBOWxOyrr77CkiVL8P7775vq57tQfwkhsUo8j33NEi2NjvqkQ1DIqgsA8Ktnii7seFJsYu8sZ9z99JueyvLv9TwotvlkV2+xTorPWZksNknspna2sAuZeAHApXExMDxCneBqAQBej5wJN+BRHw9Hmuyu4XGqM/gGNS4ZkvsCAFjs6sd+dK9IBYW4ASAIdV1impyV2O8V2iTL2W51bhh2YV/UujTZjzXHPbmL+jwKpsvH6ZJ71enTLSs0qecjwDAsCLZhW0wdL774ItasWdPaYYShc0ywO4VrSnN4gonq8/ntYxeJbS68+Sux7t/vXqgs75O7X2yzd1l/sc55iXqbal3ydeioVJcH5ATqsGjMXWzCpROUJRZ+h8YFQpDMlG9kPa/prj6IqeVyG3cX+cAnVajj0ySzh1++5cEjOFEkCa4bAOAXbLwTT8vrqe0k79cEydFEc81IxxYAaruoGwY1I6QeL6nHGf/+nT4LeFOIhvZGatl28uRJjB49GjNmzMAdd9wRVvf6668jMTExLI/Dp59+CgDIy8vD+eefj1WrVol9x6L+SkhPMQeFrP66utQEzf2961Gx7pP96rHv+R0qxDbfCA4VgOyi4QnIF4DTqx7r6JwKdFiEG55NN07UrMsfUI/5pHIAsAvudrUatwmbVT7u1X71jciucajwBeT+EoT4fJptkgwFdU4iiZr/X5rijSYdW0B2E7nhX78U23hq1cdD939XJMTz2Ncs0dJoPulACDFFPM/25ubm4qabblLW7d+/H7169WrhiAgh5AzR0N6mWrYBwPHjx0MTDr/4xS8AAB999BEqKysxcuRITJ8+vV7Cyby8PACy1drZUH8JIbFKPI99zRItjT63p24IIY3AgoBh1X7aKldffTU+/PBDZd3EiRNbOBpCCDmbyLW3qZZtx44dw/DhwzF8+HD0798/ZMX2j3/8A++++25Uto76SwiJXeJ37GuWaGk0n3QghJjCAKJimblz504UFBTA7XbD5XKFbIPOTkrWEGPHjsVrr72Gffv2oXfv3spl9u/fj8suuwxXXHFFg7+27d+/HzfccAMGDRqE888/P8xW7osvvjAdFyGERJtoaG9TLdvmzJmDHTt2YMeOHXjyySfDlp03b1699axcuRIrV64Me73il7/8Je68804xNuovISRWidbYty0TLY3mpAMhxBQGLBE/YlZRUYFhw4Zh7ty5mDZtGpxOJ3Jzc+F0OrF48WJTfaxatQrbt2/Xx/p/9m1nC6OOV199FZdffjkA4Jtvvgmrq62tNdUHIYQ0B9HQXqBplm3Lli3DsmXLTK9jwoQJmDBhQqPiov4SQmKVaOlvWyZaGs1JB0KIaYIRvpFVWFgIwzAwZcoUAGeyps+cOROTJk3CvffeG/aYr4rDhw9j4cKFmD17NmbNmiUu98ILL6BXr17w++Xkp2dz+eWX4+2331bW3XDDDab6IISQ5iJS7Y1lqL+EkFgmnvXXDNHS6HN7LxJCTGMYgC9o1X4aYsOGDcjJyQl7AiE3NxeBQACbNm1qsP3kyZOxcOFCdO7cWVxm3759KCwsxKJFi8xtGKBd95tvvmm6H0IIiTbR0N5YhvpLCIlV4l1/zRAtjdY+6WBPkO1HpPdbdG45RpK6/FB1e7HN8Yp0sa57N7Vf2u4TGWIbe6pskeivUduwWBJkexu/YBEa0Nje6HeSUKd5n6hdutpuEQBqrOqd7tVYOzpS1RY22m0KaGzjktW/NhuaNkGX5tQULDiDmviShW1yJMjnw+kq2btcWpfNLp8rlvayPZZktWm1yVZD/56VqSw39mhsg34gVzWEgchtg/bs2YPs7OywsqysMxZzu3fv1rZdsWIF0tPTccstt2DlypXqGP/vtYqnn34a7dvLuvJdEhISUFNTg1deeQUnTpzA7Nmz8c477+B73/seOnbsaLqfaKKzDJSsGG0e+XyxetV1/dsfE9u88f4gsW70qE+U5QddHcQ2p2V3TiSeEqwdNVaHFuFyc2fK12HaNxprO8EZzaZ5evDUxXJdu73qfe7qKseQckzdxpuu0UuNpae4/+RdJJ5funa6p099aeptSpYd/mDovPLENnKdu6t8bXT4Ul2u2+e7CtTWmI7K6A9Ao6G9sUys6a9NY2konRGa4YxoGejyy+Ow73eR7Yq9PRv/kHK7JI1NumCNWe2R45NsJHt0kH1wj9WkiXU2q3qfBzT/0GW2V1t9AsApt3rsq7M29fobv18dCbJYSraUfs1YVZc7QLKytGksKROEc9mtWY/O4tIu1Oks5lMT5XF2pUvtz6yL4cJux5Xlp9war+cIiHf9NUO0NPrc3ouEENOcsQ2yaj8VFRXIyckJfb77LnBNTQ0cjnDv6rrvTqdTXPehQ4fw2GOPYcmSJdoYly5digsuuACjR49u1Lbt2bMH/fr1w913340VK1YAAD744APk5ORg586djeqLEEKiiRntbctQfwkhsUq8668ZoqXR8b+nCCFR4sxsr+6TkZERslQrKyvD5MmTw3pIS0uDxxP+i0vd99RU+cmSu+66C48++qj2tYqvvvoKS5YsadRrFXXMnDkTs2bNQk1NDXr27AkA+P3vf48///nPuO+++xrdHyGERI+GtbctQ/0lhMQu8a2/ZoiWRjORJCHENEHx4VJz9O3bF4cPHw4rq/ver18/ZZtDhw5h165dKCwsRGFhIQCgvLwcADBu3DgkJSXhueeew1tvvYXExESMHTs21PZs27bzzz8fq1atUq7j9OnTmDlzJgDAYvl2G6+66iq43e4mbCkhhESPSLU3lqH+EkJimXjWXzNES6M56UAIMcWZZDqR2QaNGTMGRUVFCAQCoWSSJSUlsNlsGDVqlLJNVlYW9u7dG1a2cuVKTJw4EWvXrkXv3r0BAAMGDMD06dPDlsvLywMAFBcXa+M6WzQNI/xdwu9OkhBCSEsSDe2NZai/hJBYJd711wzR0uj4fyaEEBIVziTT0X8aoqCgABaLBUVFRQAAl8uFRYsWYerUqWF2mcOHD8fIkSObbVu+S5cuXfDMM8/AMIzQLG5VVRWmT5+Ovn37tlgchBDyXaKhvbEM9ZcQEqvEu/6aIVoarX3SQZeNtCm7+MbLdijLN34xQGyTf+nnYt2buy5Rlge9mhkpTUbUpI7qFOUBvzw346sVdqHGocLq0LiCCCmQrRonkdOnU+T+hH2hi8FT7VBX+DVHXXCUAPQuFRKWJDk+m+AmkpwiZ2euPqnOF+AMytluEzROJ53aq5MeHj0qOyYkJMv9SedLYoqcut/XUb3PrZrM25FgAPBH+O5aRkYGtm7dioKCAqxevRpOpxP5+flYsGBB2HJutxtWa/11lZeXY9y4cWGvV/Ts2RPr1q0LW27lypVYuXJl2OsVv/zlL3HnnXcq4/rjH/+IH/zgB5g3bx6CwSB69+6NI0eOoGPHjti+fXtE29xUEqvkayqQ1Hinh7Sfq2ej338xW1kOAGlp8rVbuvMKZbnOSUEIGwDg7aAu9wjnOQDYatUdJpc33qECkF0bdK4IjpPyRvkFx6aEGnmbPB3U/Vk0jhKSi4duXVaNyY1bc9wdJ4Ts5ZrRRPIxwe1Kc9/QcTJbHbxFc4+yaO7JVReoyw1NfOn71OeYdMwjIRraG8vEmv7qHA50WfUluqSpxwt7jnQV25yqbXwmfrfgKAHIzgcAELCp67qkyM5o7kT1uo675PGoXTM2kZwedHHXatwmJHeNJI2TQoLkzGBt2j+VkvOGzr1CF1+tsI/sgvMHAPiEdelcN3T/+2W1V7uTnHDLx11HsrC9Vs11dqhSPc5uyrVphnjXXzNES6P5egUhxDTRSJgzcOBAbNmyRbtMaWmpsjwzM7PBVyUAYMKECZgwYYLpmC655BLs2LEDS5YswSefnLGC/NWvfoWpU6fivPPOM90PIYQ0B/GcrIz6SwiJZeJZf80QLY3mpAMhxBSGYYnr2d7MzEw8/PDDoe9+vx+bN2/G9ddfH8o/QQghLU28ay9A/SWExCbngv6aIRoazb1ICDFNvL7XNnz48HplPp8Pixcvxu23394KERFCyLfEq/YC1F9CSGwTz/prhmhpNCcdCCGmMBC/wvvdbLwAkJycjI0bN+L48eOtEBEhhJwhnrUXoP4SQmKXeNdfM0RLo/l6BSHEFAYs8GsSbLU1tm3bFsoPsX///nrJLAHg5MmTOHr0aAtHRggh3xJv2gtQfwkhbYN41F8zNIdGc9KBEGKaYJN8a2KTTz75BCtWrABwxhWj7u86rFYrMjMzsWjRotYIjxBCQsST9gLUX0JI2yHe9NcMzaHResvMJgRpeOXZoM37LlJXHBcsGgFs/NeljQ9Cd25oHoOpPan2urIky5Y9FqE73dM2hsaC05aqtrExNJZohsYKzCZYTyqelGkYnb2ZxhbTECx77A7Zske0IgXgP52oLk+U+5PsKv0eeT2+U/J5eUywInWkyp6FNo1dlN2urvN6ZAusQK06hqR2snVoJBgG4mq2d/r06Zg+fToAYNiwYXj77bdbOaJwfKmNv8npbAuPv5WlLHf3k8/LxEo5Bl+aujz5mKwTPo0Vo82tLk+o0uwHoSqglggAQKLa8QuAbKfpk51wkVgp19k86n3hzpC3yS7sB0OWI9hdGnvVZPW6bKc1eq653/hT1P3pbECThPhc52nOB42MdflArX2688uZpbF1bkKeQmd3dX+OU9EfnMab9gKxrb+68ZE45tO0OXo6XVmelKwZL2hsECUrRn0b+bwMChfAEY86bgBwCFaWCZpxjtcvX2jSNiUnqK3sAeC0W/anlew5dXaQUl1A00ay+gT0to+NjQGQrTF18QUD6n1uF2xSAcAntAGAfSc6KcutVnlbJVtMQD5nHZr4PILdZ7NZZsah/pqhOTT63NuLhJAmE6/vtb3++utiXXV1dQtGQggh9YlX7QWov4SQ2Cae9dcM0dJoTjoQQkxhwIJA0Kr9tFVSU1PFurFjx7ZgJIQQEk48ay9A/SWExC7xrr9miJZGM6cDIcQ08fpe25EjRzB//nyUlZXh1KlTYZl6y8vLWzEyQgiJX+0FqL+EkNgmnvXXDNHSaE46EEJMYRiI28fIfvWrX+H48ePIy8tD+/btYfm/F3cNw8CqVataOTpCyLlMPGsvQP0lhMQu8a6/ZoiWRnPSgRBiEkvcPkZ25MgRfPbZZ7DZ6idQUpURQkjLEb/aC1B/CSGxTHzrrxmipdGcdCCEmEaXWbktc9FFF4nC+atf/aqFoyGEkHDiVXsB6i8hJLaJhv7u3LkTBQUFcLvdcLlcyM/Px4IFC2C36/8Vv/jii5GZmRlWlpGRgXXr1oWVvfvuu7jnnntgs9lQU1OD8ePHY+bMmd/ZDgMLFy7EX//6V6SmpsJiseDpp59GTk6ONoZoabR2S7V2L0Jd0CXPeHhsah+ztCPyDJLLIodoO0/wFtMQEOwbASAhTW3D4q2VbQsh2cT4NbY8gt0iABiCzU/QJ7exaCyKgj719upsNhNS1PY2OhtLcT8AMDzqGCzJchuLTa6ztVfbTNW6ZJ88Q9gPtmTZZhOJsmVPwKXeF0GHvF/9fvk8ko6TzlbUEDbXpzlXIsEw9LZbbZmpU6fioYcewoQJE9CjR4/Qo2MAMHHiRGzdurXFY5LsGwEgsUp9fXjT5ePjqBSuqWur5Davy16RAeFclywVAcAmu5/BnyJUaC2Q1cWOUxrbTs0+ShTaBRPlNlbZDQzBBHW7RE2y59Ryte5Una+5b1h1Hs3qYnF/A0hwyvvPL1hw6o67tC7dvnNoLD0N4Tbul3NdIaVcjs/bQV2eVCH3Z6sVrkGNvWpTiWftBWJPfyW7RUC2kvdprBMlm828Xl+Kbd75po9Y52iCZaBOIiTbwqb8o+XTjLFtmnGiT7Bdd/vkG6EuPun/F10bydIzSWP5GNT8Ap4g2IrqHtXXbpNkiaqJQTqX/Zrj5NdYmwYFHUpKlD2OfZr+/BZ1HLVe+bjrrFebg2job0VFBYYNG4a5c+di2rRpcDqdyM3NhdPpxOLFi7VtMzMzUVxcrF3miy++wA033IC//OUvuOmmm3Ds2DFkZ2fDarVixowZoeUeeughvPzyy/jwww/RoUMHvPLKKxgxYgQ+++wz9O7dW+w/Whp9bj8vQghpFEFYtJ+2yvXXX4/58+ejd+/esNvtsNlsoc8777zT2uERQs5x4lV7AeovISS2iVR/CwsLYRgGpkyZAuCMG8TMmTOxdOlSHD58OOL4HnnkEfTv3x833XQTAKBr1674z//8TyxYsAAez5kJoerqajz++OP4zW9+gw4dOgAAxo8fjy5duuCJJ57Q9h8tjebrFYQQUxho+JePtjr07d+/P+6777565YZh4PHHH2+FiAgh5AzxrL0A9ZcQErtEQ383bNiAnJycsFcUcnNzEQgEsGnTJkyYMCGiGDdu3Ijbb789rCw3Nxfz5s1DaWkp8vLyUFxcDJfLhWuuuSZsuWuvvRYbNmzQ9h8tjeakAyHEJJYGHzFrq49O/fznP8cdd9yhrKusrGzhaAgh5GziV3sB6i8hJJaJXH/37NmD7OzssLKsrCwAwO7du7VtnU4nJk+ejC+++AKGYeDSSy/FAw88gJ49ewI4o5EnTpxA9+7dxf7z8vKwZ88eAFAut3//fni9XiQmqt/bjpZGt+X7FCGkhTEMi/bTVpk7d65Yd/b7cIQQ0hrEq/YC1F9CSGzTkP5WVFQgJycn9Fm2bFlY+5qaGjgcjrCyuu9Op1O77v79+2PChAnYtm0b3nrrLXi9Xlx22WWhyYqampqw/qT+G1rO5XKJMURLoznpQAgxxZlkOlbtpy2zbt06XHPNNbjiiisAAPPmzcOaNWtaOSpCyLlOvGsvQP0lhMQmZvQ3IyMDZWVloc/kyZPD+khLSwvlVqij7ntqqiYDMoBXXnkFubm5AICkpCQ8++yz8Hg8WLRoUajvs/uT+m9ouZQUTXZpREejta9X+KplNwDY1Zlhu18kp3s+7UpWltf0k2+YVo27gBRfQjs5i2rQKW+yR3AksKZoHA6kZLya9aCj2n0BkN8bsmqcFIIaNwzJZcSWpNmvkkuFkF0YAKwOTXyCM4O3Rj6/LHY5e3SiQ51J2OVJEttAeDQqUKU5xxPkGOBXb1NCgrwfALmuNqiOw39Cfc0AANLU+yHobr63pgyNoU1bZs2aNZgyZQry8/PxxRdfAABuuukm/P73v4fH48HEiRNbPCadeZCU9f/qn34mtnnvH4OU5cYnHeQVdZarJAcBi+ayCWhO59Qj6g32dNBkG28nxKDRKrvmRwV/qqC/WocKuU5ygbBqbinVPdV6Lu1vALB55ZPF0169TTaPvI90557knOJL0+xzyWhKs57azpr7jXALTdQ4XtScL68r9YCwLs0+93RUt9E5f0RCvGovEHv6q5vE8QrjrV4Z8iPG1R6HsnxnZaayHABShHEOIGfS17lDeDTuGv6AWsR0Lh52m1rE/H55PYmCm8OZOnV/OjcMnVuHdAx1rnxSfDqHCt0+0jlESEiOFwBQKxzDBJvcxiM4PeiejWqXIttMuQVXiQTNfrAJbisA4PIIY1/NPpeOk+4cj5RI9bdv3771EkbWfe/Xr1+j+kpJSUH37t2xd+9eAEDHjh3RuXPnBvvv27dvqLxHjx5hy/Xq1Ut8tQKInka3/elxQkiLYMCCYNCq/bRVnn/+eXz22WdYu3YtOnbsCAAYPHgw1q9fjxUrVrRydISQc5l41l6A+ksIiV2iob9jxoxBWVkZAoFvJ0xKSkpgs9kwatQosd2WLVvw4osvhpX5/X4cPXo0lLMBAPLz8/H++++HLVdSUoIOHTrg2muvBQDk5eUhOTm53nKlpaXIz8/Xxh8tjW7bdypCSItiNPBpq9jt9pBH8dn+ww099kYIIS1BvGovQP0lhMQ2kepvQUEBLBYLioqKAJzJn7Bo0SJMnTo1LLHj8OHDMXLkyND3AwcO4NFHH8WxY8dCZQ8//DB8Ph/uvvvuUNns2bPxxRdfhFwoKioqUFRUhD/84Q+hnA3p6em477778Oyzz+L06dMAzjzBUFFRgXvvvVcbf7Q0mu4VhBBzGA3bBrVVKisr4Xa7kZwc/vz/0aNHUVEhvzJGCCHNThxrL0D9JYTEMFHQ34yMDGzduhUFBQVYvXo1nE4n8vPzsWDBgrDl3G43rNZvnwcYMWIEduzYgTFjxiAtLQ1utxtdunTBe++9h5ycnNByF198Md58803cc889ePTRR1FdXY0ZM2bUS/I4d+5cWK1WDB06FGlpabBYLNi8eXNoQkEiWhrNSQdCiGmMBmyD2io33HADRo4ciRkzZqC6uhrvvPMOPv/8cyxevBi33XZba4dHCDnHiVftBai/hJDYJhr6O3DgQGzZskW7TGlpadj3nj174qmnnjLV//e//32UlJRol7FYLJgzZw7mzJljqs86oqXRnHQghJgmXpOZPfzww7jjjjtw++23AzjziJthGBg/fjzmz5/fusERQs554lV7AeovISS2iWf9NUO0NJqTDoQQUxgGYLTxhGUSCQkJWLNmDRYsWIBPPvkEAHDFFVegT58+rRwZIeRcJ561F6D+EkJil3jXXzNES6O1kw46q8iUVLUt5fHTaWIbaabIplmP1arxXxPsNP2eps2lSPacVo0Nkd8j2NF00NhiauzcLDb1utqlS55jQFWV7EMnvYeki0Gyg+x4XpXYRGcxVVWrPicc6bK1qU9zDN1Otf2UztIT0jHUzF7aNXatwUTBskpjG1R9TL42pHPPSNSc/4I1pjVV4+8XIfE+29u3b9+QrZDbLV9zLUG7/bINVnWWWnf+3zOXiW2SfnZCWZ6wrpPYpqanfE3ZBFctnd1iQo1cKVkk6l6lbEoMhsZhWMJxShN3JzlAX7q6zu6S+5PsOXVttPtIkFndfvALEgtoLEc1MQQFObd55G1KUp+uAAC/cMsLJshBJJfL/UlWrrUZcnzp+4S+HM3zGkS8ay8QO/rr88kXh2SLfeBEB7FNt47qsdPR0+lim2SHPIaULAO9gj1iQ+jsOSVk286mWUjqrCclLJp1SXaaTXF60VlzBjXXpdROZx2qyx0QEPafTnEkO01/QD5Xqt3yDUCK3SVYaQL6fS7Fd1nXI2KbTw73UJZr/1+MkHNBf80QqUaf21M3hJBGYIER1H/aKkuWLEGnTp3CMvg++eSTGDZsGBOZEUJamfjVXoD6SwiJZeJbf80QLY3mpAMhxDxR8G3buXMnRo4cieuuuw7Z2dl44IEH4PfLT5WoGDt2LCwWC77++uuw8jfeeAO33HIL8vLy8P3vfx9XXHEFli5dCqOBaerVq1dj+fLlePzxx0Nlf/jDH/CrX/0KBQUFjYqNEEKiThx7ZlJ/CSExTRzrrxmipdGcdCCEmOP/bIN0n4aoqKjAsGHD8KMf/Qjvvfce3n33Xaxfvx4zZ840HcaqVauwfft2Zd348eNx3XXXobi4GO+++y5eeOEF/O53v8Njjz2m7dPhcODWW2+tVz5x4kSUl2ueyyaEkOYmCtoby1B/CSExS5zrrxmipdGcdCCEmMew6D8NUFhYCMMwMGXKFABAamoqZs6ciaVLl+Lw4cMNtj98+DAWLlyI2bNnK+sHDx4cNut61VVXYcSIEXjppZe0/VZVyflKTp8+3WBchBDSrESovbEM9ZcQEtPEsf6aIVoazUkHQoh5InzEbMOGDcjJyYHN9m0So9zcXAQCAWzatKnB9pMnT8bChQvRuXNnZf3GjRuRkBCe0Cg5ORler5yUCwB69OiB+fPnw+VyhcpcLhfmzZuHHj3USYsIIaTFiOPHe6m/hJCYJo711wzR0mhaZhJCzGEAiDBhzp49e5CdnR1WlpWVBQDYvXu3tu2KFSuQnp6OW265BStXrjS1vkAggNLSUtx1113a5f74xz9iyJAhePzxx9GtWzcAwJEjR9C+fXts27bN1LoIIaRZiIL2xjLUX0JIzBLn+muGaGm0dtIhLU3wI4M8seP3yjYsQcleUmMLaNU8ixF0CeEnyNNOFoe8rgSHOpmd56RsSYkEdX+6iS+rXY5B2kfVNXIMwVr5MKZ2dinLnZVyfwmClWVlhWzvZHXIFkAQtjegsXeyCtahABDwCrZBdo2lnNCmXdcasU21xopUbFMu7yOLxhoWxwWLojTNfhX2UUbnarlNhDRkG1RRUYGcnJzQ98mTJ2Py5Mmh7zU1NXA4wre17rvTKXnxAYcOHcJjjz2GkpKSRsX7zDPPoHPnznjggQe0y1100UX47LPPsHTpUnz88ccAzuSHmDp1Ks4777xGrTNaVPbTaKlwuvhTNYL5T/XTIQF18Zn1yC5YsKulRWsv6ekg37itwsMoVr/cnzuj8QMBexOc+FyZ8npEC0kAgSR1edCm60+9vR6NNae07wDZPtSiccnTWVnWCvvcLkspDOkWpdGToMb9zytZkcpDFr1FqCD1qQflfe4VpN4+5KS8ogiIZ8u2WNNfnU26ZO3YOU0QRACn3WohsGusE5MS5PGCy5OoLPf45LFgUqJ8wUu2j16/3F+7ZPXF5tZYJ+qQ7D47pcr79ZRLHqNJx8nbBMvMRLvGPl3Tn2SZ6dFZh2psHx2ac0JCis+qsQHVrUfcr7XqcxLQW8lL+2jHsW5im6AwAZDdveFXdJtKPOuvGaKl0XzSgRBingZmezMyMlBWVibWp6WlweMJn9Sq+56amiq2u+uuu/Doo4+Kr1Wo2LhxI1544QW8/fbbSEoS/vs7i8zMTDz00EOm+yeEkBYjzn9po/4SQmKWONdfM0RDoznpQAgxjWZy3BR9+/atlzCy7nu/fv2UbQ4dOoRdu3ahsLAQhYWFABDKljtu3DgkJSXhueeew4ABA0Jt3nzzTcyaNQubN2/mO8GEkDZPpNpLCCGkaVB/owMnHQgh5ohCwpwxY8agqKgIgUAglEyypKQENpsNo0aNUrbJysrC3r17w8pWrlyJiRMnYu3atejdu3dY3fr163HffffhzTffDE04LFu2DLfddhs6duwY2QYQQkhLc44kKyOEkJiD+hs16F5BCDGJ5cwjZrpPAxQUFMBisaCoqAjAmey3ixYtwtSpU9G9e/fQcsOHD8fIkSMbHeGrr76KSZMmYeHChSgvL0dZWRnKyspQVFRE6zVCSBslcu0lhBDSFKi/0YJPOhBCzBPhbG9GRga2bt2KgoICrF69Gk6nE/n5+ViwYEHYcm63G1ZFFtny8nKMGzcu7PWKnj17Yt26dQCA2267DT6fDzfffHNkgRJCSCzBX9oIIaR1oP5GBe2kg8slpEgHYBWykf7uys1im6e2jhGiaOLR1LheSNgFhwoA8Naqs+7a0uWsv1LmVakc0Dt8WJPU2YyTU9SOEgBQq1mX85Q6u689Wd4Pfq9wWmgyOls0ddIsYECzH3QvUBludbt23WTXBqdwLlcdTZNDEI4FABiCy4g1VZMSXoMtU51SP1gpX4NJGeo2x/aaT7bYKKJkGzRw4EBs2bJFu0xpaamyPDMzE8XFxWI7r1eTxr+JbN++HUOGDIl6vw1h02yK9zJ1Ru+MV+WEmc7u6gfbAvIppnVmkNA5Xlg1ybctAfU1H7TL51xCE+LTuRjYXeoYHKfkNj45/ymSDwnZy9vL2yQ5Pdg0rhuSmwkAGMJtMkHYVgDwpWjcNQSXCosmvXdipbAeWX5F5w8ASDqhXpe3nRx3YrUmvip1uc5tRXTK2NRJbIMfylVazmHLttbQX6vGQaC94NoQNOTj4wuoRUfnVFBTqxl/C+MjneuGoYkvUXDRCAbl+KRtCmjcHOw2eUwVFPo76UwR2+gcGKqcagFJS5EtbqRtksoBIEGzTTbheOiOhV+z/yQnCkeCPO6Ujofuvy7NLVJ0SNG5ePg1TnVe4RjqHC8SEtT7/ONDzZS/6xzWXzM0RqP5pAMhxDTxnkynuroap06dgnHWP1D33ntvo606CSEkmsS79gLUX0JIbHIu6K8ZItVoTjoQQswTp8L73nvvYdKkSdizZ09YuWEYsFg4w00IaWWioL07d+5EQUEB3G43XC5X6NU2u10eCn799ddYunQpSktLYbfbcfr0aVx55ZVYsGBBWB6eN954A8uWLcPJkyfh9/vhcrlw55134u67725QQ6m/hJCYJk7HvmaJlkZz0oEQYpp4ne399a9/jeuvvx5PPPEE2rdvHxJRwzAwY8aMVo6OEHKuE6n2VlRUYNiwYZg7dy6mTZsGp9OJ3NxcOJ1OLF68WGy3ZMkSlJSU4M0330R6ejpqamowevRojB49GmVlZUhMTAQAjB8/Hvfffz9mzpwJAPjggw8wZMgQVFVV4f7779fGRv0lhMQy8Tr2NUu0NJqTDoQQ82jeRWzLpKamYsmSJcq67ya5JISQFidC7S0sLIRhGJgyZQqAM5o3c+ZMTJo0Cffee2/YUwtn07NnT9x///1IT08HAKSlpaGgoAA//elP8fHHH+Oaa64BAAwePBgFBQWhdldddRVGjBiBl156qcFJB+ovISSmidOxr1mipdG0zCSEmMMAEGzg00bp06cPfD51MiZdMi1CCGl2oqC9GzZsQE5ODmy2b5O65ebmIhAIYNOmTWK76dOn44c/DM+AmZx8JkH12Yl7N27ciISEhHrLmUnuS/0lhMQscTz2NUu0NJpPOhBCTBOvj5iNGjUKP/rRj/Czn/0MWVlZYQPzBx98EGPHjm3F6Agh5zqRau+ePXuQnZ0dVpaVlQUA2L17d6P62r59Oy644ALk5uaKywQCAZSWluKuu+5qsD/qLyEklonXsa9ZoqXR2kkH3T5OTFR7ny3+bLi8ss5qqxpfVaLYJmDTPIwRUD/uYk+Rfdl8tfImW+3CbI3mbAv4BTsarxy3JUGeFQq61fFZ02SbH79LcxiFMPya/dCUWbuArj/hqSRbomw1pCMoWJhWVcrWSuKjURq7VkNn6Sm0CwrnAwBAU2eRrDYTGn/uoV3TbDtNEaczuhMnTgRw5te679JaicwMzamUlqrWA2c3jb2Y4LqbclQ+qLUdNOdsUH1u+tLk/eVNF6uQUq4u9+ssKY+pY/CrnYIBAMFEOT5PJ3Vd2kF5HwUc8j6qFfoLyLc88bjb1S6pAACLxopU7k9jmZkq7yPpuOvsUN1d1f1J1peA3rZTstq0am4p/iS5P6tPHYcuPulcsTubaXTagPZWVFQgJycn9H3y5MmYPHly6HtNTQ0cjnAbxrrvTqd579n9+/dj+fLl+Pvf/65NQPnMM8+gc+fOeOCBBxrsM9b0V2c9KXHslOz/KvUXtMnbprMMlOw5UxzyUyVJdvkCrfGoBSlBsNIEgBq32tJT18avsZ5MTlSPW5xCbA1h18QhthEsTHU2ljr7S58wRtP1p7NR9Qu2jTq7SsmmVHcsApptkixCdfalehtQ9bp0l71kEWqxNOPv6HE69jVLtDSaTzoQQkxhMeJ3tvfqq6/G2rVr65UbhoGf/exnrRARIYScwYz2ZmRkoKysTKxPS0uDxxM+81j3PTVVM7N3FpWVlbj55pvxzDPPYOjQoeJyGzduxAsvvIC3334bSUlJDfZL/SWExCrxPPY1S7Q0mpMOhBDzxGkynQceeAC9evVS1i1cuLCFoyGEkO8Qofb27dsXhw8fDiur+96vX78G2588eRKjR4/GjBkzcMcdd4jLvfnmm5g1axY2b96MHj16mIqN+ksIiWnidOxrlmhpNBNJEkJMYwnqP22VukRpbrcbH330ET766CO43W4AwLBhw1ozNEIIiVh7x4wZg7KyMgQC3z4eXVJSApvNhlGjRmnbHj9+HKNGjcL06dMxYcIEAMBHH32EzZs3hy23fv16zJo1C2+++WZogLps2TJUVlZq+6f+EkJimXgd+5olWhrNSQdCiHmMBj5tmPnz5yMjIwNXXXUVrrrqKmRkZGD+/PmtHRYhhESsvQUFBbBYLCgqKgIAuFwuLFq0CFOnTg2zyxw+fDhGjhwZ+n7s2DEMHz4cw4cPR//+/VFWVoaysjL84x//wLvvvhta7tVXX8WkSZOwcOFClJeXh5YrKirC6dOnG4yP+ksIiVnieOxrlmhoNF+vIISYw4jfGd2nnnoKy5YtQ0FBAfr37w8A+OKLL7Bs2TK0a9cOv/vd71o5QkLIOUsUtDcjIwNbt25FQUEBVq9eDafTifz8/Hoe6263G1brt79HzZkzBzt27MCOHTvw5JNPhi07b9680N+33XYbfD4fbr755kbHRv0lhMQscTz2NUu0NFo76RCoThDragTHBFty4zPGZl/ytVj32X75nUBpXX7BAQIArA45vqDkVuDSvMsjPSsiOWEAMDTxZQ/Ypyz/ZOcFYpvUruYzT9fhPConjrIK7hCGkGUWAKCpk9rpjpMjXUi1D8B/Up2a3pIkH1vDJ8SncRKxaI6hVXCvCNRoLimdU4bgxOI4IvfnyRCy/vqb8d2zOJ3RXbVqFd5//3307NkzrPzuu+/GjTfe2CqDXqvG3v7UoXbK8vYa+TWEU+no1XKbTjs07imOxp9nCRqpqu6tLk8+KrcJCtvk17gv+DV57dIPqK/5E9+T+ws4ZJ1IPK2+QSQdl2MICrdd6fjp2gCys0VtZ/lBR8cp+bhLjhy6QZlVMNSRXC0AwKFxjpCOr1+dUP9MDBp3DYtwu6kVNBYAAsK6rNK9JlKioL0DBw7Eli1btMuUlpaGfV+2bBmWLVvWYN9er0awGiDW9NfjkS82W5r6RNclcJecKHTOB36/7C6QJDg9BDTjMKdXFol2SeoLoFrjHCFtk03jvpCocZRId6hjOO2UrYgyO1SJdafdaqHXuTZIDgypGleQgMaZweMT3Og0WQklZxJAdgaxa5xOpHNCcrUA9PvIJ9TpXDckh4ozder95/NpjpOwLt31FDFxOvY1S7Q0mk86EEJME68ZfFNTU+uJKQD07NnTdGZ3QghpLuJVewHqLyEktomG/u7cuRMFBQVwu91wuVyhJ8101sPfZezYsXjttdewb98+9O7dO1Sel5eH2traem5BpaWleOGFF0KWl3l5ecp+t2zZAptNnuiJlkZz0oEQYp44HfjW1NTg8OHDYe82A8CBAwca5WFPCCHNQpxqL0D9JYTEOBHqb0VFBYYNG4a5c+di2rRpcDqdyM3NhdPpxOLFi031sWrVKmzfvl2sX7t2bdhExO7du5GdnY1bbrklbLni4uJGxx8tjeakAyHEHHHsVTx+/HgMHjwYkyZNCtnH7dq1CytXrsTMmTNbOTpCyDlNHGsvQP0lhMQwUdDfwsJCGIaBKVOmADjz5MDMmTMxadIk3HvvvfX+mf8uhw8fxsKFCzF79mzMmjWrXv2KFSuQlZUVVrZ8+XL89Kc/Rfv27SMLHtHTaE46EELME6fJdO655x6cOnUKTz31FGprawEASUlJmDVrFpOYEUJanzjVXoD6SwiJcSLU3w0bNiAnJyfsFYbc3FwEAgFs2rQpZEUsMXnyZCxcuBBVVeo8JhdcEJ73z+fz4aWXXsI//vGPyAL/P6Kl0Zx0IISYwoL4/rWtbhZ5586dAIABAwbwfWJCSKsT79oLUH8JIbFJNPR3z549yM7ODiurezJh9+7d2rYrVqxAeno6brnlFqxcudLU+v7+97+je/fuuOqqq+rVzZw5E2VlZfD5fOjXrx/uu+8+XHLJJQ32GQ2NltOuEkLI2fyfbZDu09ZJTU3F4MGDMXjw4JCYPvzww60cFSHknOYc0F6A+ksIiUFM6G9FRQVycnJCn+86/tTU1MDhCLc8qvuuy4lw6NAhPPbYY1iyZEmjQl6+fDl+/etf1ysfNGgQhg0bhuLiYmzfvh29evXCoEGD8O6775rqN1KN1j7p0CXrtFjnD6jnK2o1tjwel7ruk6/OF9vYNBaXAY+QaVNn3yhYE57pULAC01kxCuuyJWpGASfkffT/3uurLB+wZL/Y5vBzavs8QLaW6XbREbGNZNnzzcdZynIA8HeU/cgS26mtkOwa+yR3jex9ZklWr0uysQSAoFVdl5QiWyG5j6WIdYZHmK/rIHjDAYB0vgIwatV1niy5P2uV+vINpmu84SIljn5tO3DgANq1a4f27dtj1apV4nJr1qzBnDlzWjCyM1QNkI99x0/Vx76qr8bmVbDySz2ksfzqJFaJloaSPSIAWDSWnkkn1OU1smsybILVoWQTCQAJNXLdsavV25SpuR/rLEe7b1MH+M0NshVd+iUnleWBLZ3FNrp9nlCj3iafxlbU015jZVmp7s/Q/IQh/Uqks4UNJGnu44KUJlbJAuXVbJO0rnZfy9eTq6t6g+2uZhLJONJeILb1NzlJvqAqqtOU5e1Sa8U2ko2kZKkIyGM3HZL9INDA2NynruuQ4m70uiyan4SP7+wi1rXPPqgsP699tdimW4psmZloVd9svtzbTWzTKVP9P4/OFtOnsTaVxtIJGrtKnf2ldL5I/4/p0B0nndRItpRev3wuOxIaPyYNBjX+xwKBJuwH0zSgvxkZGSgrKxPr09LS4PGEjwfqvuueFrjrrrvw6KOPonNn+f7/Xfbt24f3338ff/vb3+rVnZ200mazYf78+Vi1ahUeeeQRbNy4MWzZ5tBovl5BCDFNvPyiBgA5OTno378/tm3bpn2fzqIzYCeEkBYgnrQXoP4SQtoOkepv3759cfjw4bCyuu91iRm/y6FDh7Br1y4UFhaisLAQAFBeXg4AGDduHJKSkvDcc89hwIABYe1efPFFjBs3Dunp6Q3GZbVa0adPH+zdu7deXXNoNCcdCCHmiaNf2zZu3BgS5aFDh+Ltt99WLjds2LCWDIsQQuoTR9oLUH8JIW2ICPV3zJgxKCoqQiAQCCWTLCkpgc1mw6hRo5RtsrKy6k0GrFy5EhMnTqxnj1mH3+/HihUrsH79+np1O3bswGuvvYbZs2eHlR88eLCe8wXQPBrNnA6EEHMYJj5tiCuuuCI0w/zEE0+Iy+nqCCGk2Ykz7QWov4SQNkIU9LegoAAWiwVFRUUAAJfLhUWLFmHq1KlhdpnDhw/HyJEjmxzq66+/jh49etRLWgkAJ06cwFNPPRWWuHLFihXYvXs3fvvb39Zbvjk0mpMOhBDTxGsyM9UMblVVFc4777xQpl5CCGkt4lV7AeovISS2iVR/MzIysHXrVvztb3/Dddddh9zcXIwePRp//OMfw5Zzu91wu+vnUikvL0deXh4ee+wxAGder7jtttvqLbd8+XL853/+pzKGQYMG4Te/+Q1+8YtfIC8vD7m5uXjppZewadMm3Hzzzdr4o6XRfL2CEGKaeLVte+ONN3DPPfeElbVr1w6fffYZbr75Ztxxxx2tFBkhhMSv9gLUX0JIbBMN/R04cCC2bNmiXaa0tFRZnpmZieLi4gbXoXqtoo6OHTviwQcfxIMPPthgP98lWhrNSQdCiDkMAG38F7WzqaqqwqlTpwAAtbW1OHDgAAwj/M5y8uRJ5awzIYS0GHGmvQD1lxDSRohD/TVDc2i0dtKhskpjGShZRWrsXiRLw0Ct/JZHoFYOUbLTDGhsMQ233F9Ce7W9ma9atjez6KwxBax+TabP3i5l8e4/Zsgx/Es+TgW3vq4sX7pzqNjG41bbJ/1oxPtim03fXCzWdRRslw58LdsnWVNki52gUx1fwCZPRVoS1eeK5xu1/RUAWHUWcILjUWKKbLXlq5HPPSNBiF1n/9pZ8JtzyxZOkWD5v0+88PTTT+PBBx8MZd5VJeUBgMmTJ7dgVGeh2dmS/Z9dtntGQrW6TW0X+bpp/6XcnzNL3V+i7HAGx0mNpWE7dX+ZH8i+ipV91dqss2+s6i9rS+Z2dcNFjy4V20z6WJ7hPz5IbWds7S37dlbXJCvL+20oF9t887i6DQCcPp2kLG//iWxJZmhGBrWd1cfJqnFFk46HzuozoA4bgMYqVXM71tlzBoXtFdzhAAAJ1epzuTmeSIg37QViW3/TkoQTDIBbsJ5MtMsXgNRGZ48Y0Nz7EwW7cc3lpLUoT3WoL45Kp6wrfsEqMi1Ftg61ny/foO7vvUFZfu+D6kfFAWDPT2Ub0Is7HVWWH+sqj/kkG9BrM/eJbcoqeop1CYKA6Gw2dfaXkvWqZGMJyNarkk0qACQnymdSrcbmVcImWNYDsnWnztLT14QYIiEe9dcMzaHRfNKBEGKaaLw7vHPnThQUFMDtdsPlciE/Px8LFiyA3W5ejsaOHYvXXnsN+/btqyeEZvufMGEC8vLyYBgGZsyYgWeeeSas3mq1IjMzU7QzIoSQlqKt5234LtRfQkhbId701wzNodGcdCCEmCfCX/EqKiowbNgwzJ07F9OmTYPT6URubi6cTicWL15sqo9Vq1Zh+/btEfffq1cv9OrVCwAwZ84cDB0qP/1DCCGtSpzldKD+EkLaDHGmv2ZoDo2mewUhxDwR2gYVFhbCMAxMmTIFAJCamoqZM2di6dKlOHz4cIPtDx8+jIULF9bzGY60/1GjRuFf//oXDh48GCrbuXMnKisrG94oQghpbuLMMvNsqL+EkJgmjvXXDNHSaE46EELMYURuG7Rhwwbk5OTAZvv2ncbc3FwEAgFs2rSpwfaTJ0/GwoUL0blz56j2/8gjjyAvLw+vvvpqqOzDDz/E5Zdfjo8//rjhDSOEkOYiCtoby1B/CSExS5zrrxmipdGcdCCEmMZi6D8NsWfPHnTv3j2sLCsrCwCwe/dubdsVK1YgPT0dt9xyS9T737RpE8rKyjB16tRQ2R133IENGzbg3nvv1cZFCCHNTaTaG8tQfwkhsUw8668ZoqXR2pwO2mydQqUui6pEl/OqxDpdptSgkN3Xa5GzsmqzvAqZhFM6qx0lzsSgnrfp1fmk2Abd5Kqj1enKcrdH3qaf3rxNrHttgPoXYe9qub/UT9UZi/9x4GqxTefsY2Ldtsv+V1l+vf2HYps9+88T6yxJ6izMSWlyxumAkBHYm6S5BHTuFV71eRQ4JWeEt3WW45PcYIxK2TnFkIROcImJBg3N6FZUVCAnJyf0ffLkyWGZbWtqauBwhO+juu9Op5zZ+tChQ3jsscdQUlKiXX9T+2/Xrh0uvPDCeuUDBw6E369Jy9+MJH8jX6NSJn6rTaO/wmmRUi63CUquKgCSj6nr/Clyf54OmviEqorvydeA45Q6BrucQB39Lz4k1h3d2UtZPmPX7WIbXZbt7s+rfwE4ZLlCbBMUDvsXc2RB2nvNf4l1o25Vu2scypO1KrlC3iZDSLzuS5WPraQbycdlQXFlytsruWF4OsoxpH+jES+hWU0PjbOWcFpaZZOAiIjnX9NiTX+PnVS7zgBAWqpaXE5pnB4kdO4Vuru436s+L20aLdLpVLVbrQVWjetAkkPtcOAU+gKA3l3kcfHEdyYpyx195Gu6q8YxJLf9V8ryoy752FbWqo/h7irZPe70+13FuqQr1Nt7xXkHleUAcJ5D/n9o/f6BynKdG4bkKOj1yGNfnXuF5NKi+9+qyilbEUnnWDvhOmst4ll/zRAtjWYiSUKIOUy8u5aRkYGysjKxPi0tDR5P+ORL3ffU1FSx3V133YVHH31UfK0i0v5PnDgBv99fz+HC6/Xi+PHj2nUSQkizEufvDVN/CSExS5zrrxmipdF8vYIQYp4Ik+n07du3XkLHuu+S7c6hQ4ewa9cuFBYWIi8vD3l5eXjssccAAOPGjUNeXh527tzZ5P4B4LrrrsOYMWOwdetWfPPNN/jmm2+wefNm3HTTTRgyZEjDG0YIIc1JHCcyo/4SQmKaONZfM0RLo/mkAyHEFBZE/ojZmDFjUFRUhEAgEEr2WFJSApvNhlGjRinbZGVlYe/evWFlK1euxMSJE7F27Vr07t07ov4B4Mknn8SNN96IkSNHwmL59jHBIUOG4Iknnmjq5hJCSMREQ3tjGeovISRWiXf9NUO0NJqTDoQQ01jERBLmKCgowLJly1BUVIS7774bLpcLixYtwtSpU8MSQA4fPhxWqxWbN29ulv6/S3p6OrZt24YtW7aEMvFeeeWVGD58eNM2lBBCokik2hvLUH8JIbFMPOuvGaKl0Zx0IISYw2h4trchWc7IyMDWrVtRUFCA1atXw+l0Ij8/HwsWLAhbzu12w2qt//ZXeXk5xo0bh/LycgBnXq/o2bMn1q1b16j+JUaMGIERI0aYWpYQQlqEKGhvW4D6SwiJOc4R/TVDpBrNSQdCiHmioKwDBw7Eli1btMuUlpYqyzMzM1FcXBxx/yrWrVuHp556Cl6vFx9//DHmzZuH/v374+c//3mj+yKEkKgS56Na6i8hJGaJc/01QzQ0Wjvp4HfKlm3pGTXKco/G2jExUW2rUVmVIrax22X/KckKRm+LKffnF2xnenWuFNuUCxaXB091ENs4T8v2MWkd3Mryq3ruF9v895ey/ZpvtfoQX5xVLrbpfZHa5mfDTrVdDwBUF8sWl8PsY5XlR0rlx91TXY23X+t30zdim8+PqH1KrbVyLtVgmnyuGEmCAgnWlwAQPClbSRmSzaXGstDqUp+vQUfzvXwWr7O9a9aswZQpU5Cfn48vvvgCAHDTTTfh97//PTweDyZOnNjiMVll1yp4Oqn3tM0tn392yflX42Kpi8HXTt3Q7tKcBZp1eaX+1JIIQLbgDMoum/BWyZZpNVerV3bqQCexTYdP5XvelwsvV5ZbMmUb5qQk9U43NPeN/v81Razr2k190Q666d9im6zkU2LdcW+asvz99ZeJbSR7VXcXWX9TymWxqeqtbmfVOHfVZOk8kOUqsYlwmuuumUiIV+0FYk9/O7aX7ZWl8aW3CbaFVo2NpQ5HgvpEl6wvdTEAQJJgkegPyNvkF2zIU5IEP2cARzTam5CibmdcLPcX0Iz1n/r0emV55w7q/10AIFH4/+Crctkyc89/PifWjdk1RlleerC32MZzQK2vADBxRLGy/PWDl8r9+dT/A9hTZAv3Gs15lJasbhfQnMqpQhtAtnKVzq/WIp711wzR0ujYOqqEkNjFODPQ1n3aKs8//zw+++wzrF27Fh07dgQADB48GOvXr8eKFStaOTpCyDlNHGsvQP0lhMQwca6/ZoiWRvP1CkKIeeJUXO12e8gF4+zMvKmpqa0UESGEnEWcai9A/SWExDhxrL9miJZGc9KBEGKKM7ZB8am8lZWVcLvdSE5ODis/evQoKioqWikqQgiJb+0FqL+EkNgl3vXXDNHSaL5eQQgxTbw+YnbDDTdg5MiR+Otf/4rq6mq88847eO655/CDH/wAt956a2uHRwg5x4lX7QWov4SQ2Cae9dcM0dJoPulACDGHAVjk3Jptmocffhh33HEHbr/9dgDA8OHDYRgGxo8fj/nz57ducISQc5s41l6A+ksIiWHiXH/NEC2N5qQDIcQ8cTqjm5CQgDVr1uChhx7Cxx9/DAC44oor0KdPn1aOjBBCELfaC1B/CSExThzrrxmipdHaSQeLp/FvXwQ1NieSJaXONkhnv+MT7Hx0dkdaWyOr2hPliGCLCQAOwdIzEJT9VTwOecrM51PH9/43vcU2N/SRrc+q/WqbtZL9F4htvjTU9kD2I7KNjm4WMNEq7CO5O3S+Srb0vLXHp8ryP+26VmxjCFaWwRT5OFl88rlsJAsbbMjnskVjwWk5rt4ZlgzZasjQ2Bo1C0b8v9fWp0+fmBnoBjXqbAmoz+cUwZoQAOxudZ1hlW3Hqi6Q6xJPqcv9KXIbv+yOLGqIxhVNfqxRc5r63+8o1qUIdofJx+UOXZnyuhJPqTWk/5VHxDY7j6jthzt2lq3errlUtlTebM9Wlpdvv1hsU9pZ9p60n1SfmMmyCyiqhdtN8lG5jaurrL/pBwQLQo1dpTdNPpECSeq6pEr5/uDKUMcXSFYWR8Y5oL1A7OhvQGN9XV2jPsAJgiU8II99obGET0+S7/0uj9oT2K6xxWyKPaeuTaIQu82qGQNpBooOh3qfD+wqjwWtGqHvla62ut9zqovYxinsV2jGvv1eke2Ksy5X63zPjqfENt721WLdn/45RFl+7cA9Ypu9pzur16P5XyjZIf/f5axV7yPJShbQ27VKBDT/S6YI14ZmKBMZ54j+miFSjeaTDoQQ08TTu2sffvghOnXqhD59+mDVqlXaZR0OB7Kzs3HRRRe1UHSEEPIt8aS9APWXENJ2iDf9NUNzaDQnHQgh5okj4b3xxhtx8cUXY9u2bZgwYUKDy9tsNixbtgwTJ05s/uAIIeRs4kh7AeovIaQNEWf6a4bm0Gi6VxBCTGExDFiC+k9b4rPPPsNrr70GABg6dCiCwaD48fl8KCkpwbPPPtvKURNCzjXiTXsB6i8hpG0Qj/prhubQaD7pQAgxTTw9YtatW7fQ3y+++KJ2WZvNhsGDB9fzKCaEkJYgnrQXoP4SQtoO8aa/ZmgOjeakAyHENJbG5wNqE9QlxikuLsZHH30EALjyyiuRl5cHAHA6nZg0aVJrhUcIOceJV+0FqL+EkNgmnvXXDNHSaO2kQ2JXOR21s1rtipCcKmc9TU+uVZbrMuRKWXoBoJ3QX61P3iwp4y4AOOzq7MNVtXLmWsnxwqZ5cSUpWZMZ9pDaKaNjL3UmXgBIs8lZjv2GOkNtWop63wFA9efqbLeBJPk4BRPltLFffdpDWd5+r9gER86TM8yv/p8blOUdTmmmIicdUxYfdieITQyvfBAtUjbeGk1/bjlbMGyCs0ClfP4bSeoYLP5mSuFrAIjTx8iqq6vxwx/+ENu2bQuVWSwWDB06FK+99hqSk5PxwAMP4Lzz1M4CzUHaIXlf1/RQH2NXV/nYBwUZs9XKbXRuAFKWfq3bhMblxhAuN59sHoRgonofJdQ0bZucPYTr2iJrgaunvFFpe9XX/JE/XSi28X1ffR86VSH/grD7Cbku8Tr1vrDKyfbh7CFXTr5xq7L8uW0jxDYdd6j3Q0qFvO+qzpf10i9kuvd31Jz/sjSL+0LnoCH1p7kdN5041l4g9vS3xqUe3wJAh3bqcbHO8SI1US06Tq98Uro1dRZhzGwXxqOA3lVCch4wNGNznVOGhM8vj82l2L8+3Uls0yP9lFiXZFNf1F1TZRegtAT1xXs0xS22ebzvX8W6Gbt+qiyf22ej3GbH7WJdcid1HCdqU8U20nkUCMralij8L6QjSTjHG8IvxNEUxwu/xvEiIuJcf80QLY1mTgdCiGksQf2nrXLPPffAZrPhjTfewL59+7Bv3z5s2LABVqs1VDdo0CBkZmr8EQkhpJmIV+0FqL+EkNgmnvXXDNHSaL5eQQgxjxGfs73vvvsuPv74YyQkfPurQK9evZCXl4ecnJxWjIwQQhC32gtQfwkhMU4U9Hfnzp0oKCiA2+2Gy+VCfn4+FixYALvd/L/iY8eOxWuvvYZ9+/ahd+/eofLi4mJMmDAhrAwAfvnLX+LOO+8MfTcMAwsXLsRf//pXpKamwmKx4Omnn25QZ6Ol0Zx0IISYJl6T6aSmpoaJaR0OhwMpKSmtEBEhhHxLvGovQP0lhMQ2kepvRUUFhg0bhrlz52LatGlwOp3Izc2F0+nE4sWLTfWxatUqbN++XayfMGEC5s+fr+3joYcewssvv4wPP/wQHTp0wCuvvIIRI0bgs88+qzdhcTbR0mi+XkEIMYXFQFzbBm3dWv9d9c2bN8NiaaYcGYQQYoJ4116A+ksIiU2iob+FhYUwDANTpkwBcOaf+JkzZ2Lp0qU4fPhwg+0PHz6MhQsXYvbs2U3ejurqajz++OP4zW9+gw4dOgAAxo8fjy5duuCJJ55osH00NJpPOhBCzBOn767NmTMHo0aNwjXXXIOLLroIALBr1y588MEHIZ9iQghpNeJUewHqLyEkxolQfzds2ICcnBzYbN8mSM7NzUUgEMCmTZswYcIEbfvJkydj4cKFqKqqanIMxcXFcLlcuOaaa8LKr732WmzYsEHbNloazScdCCHmiONf22666SasX78eFosFf/nLX/CXv/wFNpsNGzduRH5+fmuHRwg5l4lj7QWov4SQGMaE/lZUVCAnJyf0WbZsWVgXe/bsQffu3cPKsrKyAAC7d+/Wrn7FihVIT0/HLbfcol3un//8J/Lz8zFkyBBcf/31ePbZZ+H3f+tEsmfPHgBQxrF//354vbKzYrQ0Wvukg9cl2/X16HZSWX7KLVsNOQX7S92DGSkOeSckCBY71QHZaitFY+viFqw2PR7Zukjqz6Ox7fR6NbZBndVWltU1siXax5U9xbpvtvRSliddfUJsY71QbSnU6VXZlufkTU6xbsLA95Xlmy69RGxzXeeDYl3Je+qkJdU/Py22ce7sqiy3JMiDNUtAPjMN4Vw2HE2bDrW6hfm/LrL/mlWw2Qwely1eI8OI22Rm//rXv9CjRw/t+3ItjV+WUqQcUR+H2i7yOZvgUtcFNXeBgOZUCgq3B0vj3bbOtBPcE3XvUkrXaEC+dWktM23CPoImhu59KsS66iz1Dgz8o4McQ5o6wNTP5fcmEyplSzdbrbqdq5u8UWlpsqVy0b+GqCs0P2EM+OW/leWfrxkgtrHJIcDXTjiXNa7EVo1da835at3u8G/5epIylnvbN8frAPGrvUDs6a/OUlyycU+wySfYaWFcrLNwD2pEJ0GwE5SsNAG9RaLUTmf9Ltls6qxDdftIQmcdWj3kuFj3ySvZyvLr+nwltkm2qbX3/d19xTYFvp+JdUf3q+0+p1b9XGyTmCjfQAO71P7Ru3vIN7xe3dVj/VMu+X8K3bmSIJyzVo1dq46OSeox7oka+X5XK5wTjoQmDj4apGH9zcjIQFlZmVhfU1MDhyN8PFD33emU/386dOgQHnvsMZSUlGjX3759e/To0QNPPPEEOnXqhF27diE/Px9vvPEG1q9fH4rh7PV+Nw6Xy4XERPW5FC2N5pMOhBDTxOuvbZdffjkeeeSR1g6DEEKUxKv2AtRfQkhsE6n+pqWlweMJn2Cp+56aKv+ge9ddd+HRRx9F586dtf1nZ2fjxRdfRKdOZya6+vfvjzlz5mDDhg14//33QzGcvd7vxqFLCBktjWZOB0KIOYz49SO++uqrsWbNmtYOgxBC6hPH2gtQfwkhMUwU9Ldv3771EkbWfe/Xr5+yzaFDh7Br1y4UFhaisLAQAFBeXg4AGDduHJKSkvDcc89hwAD1E4N1/e7duxdXX301+vbtG1pvjx49wuLo1auX+JQDED2N5pMOhBDzGIb+00bp3bs3amvVj9TWZRsmhJBWI061F6D+EkJinAj1d8yYMSgrK0Mg8O3rKSUlJbDZbBg1apSyTVZWFvbu3Yvi4uLQ57777gMArF27FsXFxaEJh/vvvx/79u0La3/w4MFQPwCQl5eH5OTk0JMPdZSWljaYlyFaGs0nHQghpmnrj/FKjB49GjfffDPGjx+Pnj17hmUY/q5AE0JISxOv2gtQfwkhsU2k+ltQUIBly5ahqKgId999N1wuFxYtWoSpU6eGJXYcPnw4rFYrNm/e3Kj+S0tL4XK58PTTT8NqteLkyZN48sknkZOTg+9///sAgPT0dNx333149tln8atf/Qrt27fHmjVrUFFRgXvvvVfbf7Q0mpMOhBDztPFf1CQmTpwIAEqhp088IaTViYL27ty5EwUFBXC73XC5XMjPz8eCBQtgt8tDwa+//hpLly5FaWkp7HY7Tp8+jSuvvBILFiyolwW9Kf0D1F9CSIwTof5mZGRg69atKCgowOrVq+F0OkP6eDZutxtWa/2XEMrLyzFu3Liw1yt69uyJdevWAQAeeOABvPDCC7j22mvhcDjgdDoxYsQIzJ49O6y/uXPnwmq1YujQoUhLS4PFYsHmzZvRu3dvbfzR0mj9nUCTCfd4tTrxRbLGbSIoZEStccpp2pM1bhN+TYZVMQYh4y4gZxLWZQSWMuvq4g5oYvAJrhd2TZbjPUfUzgwA0ClXnVm9bwc56+/uygxlecVo+XSxHJQTkPyXN1dZ/tHwJWKbO/eNFetODVNnarfWylmOL150QFm+a4bs/BFIlV/isniEc0+nS5rr0nFS3Z/HItsHBJKFcyK18RmizWAxDFgC8TnpcPXVV2Pt2rX1yg3DwM9+Jmenbk50Lgu+dOFkasr4XNNGcpQAZHcBb0f5HLHXNN4NQOeuIToSaOIOyjIBq1+IT3OrOflupliXdEK9L9b94UmxzYjXZyrL3Zmaa29JtVjl2aZOQJV2SaXYJlVzH68+0E5ZnlAt76SK3FPKcsuv5W3yp8jninRtBOTbECyywQcuuvIbZfmRr3uLbSSHlLTD0U++EA3traiowLBhwzB37lxMmzYNTqcTubm5cDqdWLx4sdhuyZIlKCkpwZtvvon09HTU1NRg9OjRGD16NMrKykLvATe1fyD29FfKjg/I40S74CgBAB6/2lbFK5QDgFUz7nQJDm3tBCcAQCuJouOE5FChQzdetmq6k2LQ7YeK1/qLdTaXeottmv5KD/dWluddoXbfAYCvTncR6yypajcFv8bdrkOaLFQD8nYpy0/UyokIl/atf10BwNgPfi22SUuWzyPpB3/dsfUH5HtDda16jGvTXE/SMXQLzjKREq2x78CBA7FlyxbtMqWlpcryzMxMFBcXi+1GjRolvqZxNhaLBXPmzMGcOXMaXPZsoqXRfNKBEGKeVvq1raqqCk888QTeeecdJCUloaqqCjabDffffz9++MMfhi377LPP4k9/+hPatWsHj8eDAQMG4LHHHsN5550n9v/AAw+gVy+1vezChQubtqGEEBItItTewsJCGIYRev82NTUVM2fOxKRJk3DvvffWe2qhjp49e+L+++9HevoZu760tDQUFBTgpz/9KT7++GNcc801EfUPUH8JITFOnD7la5ZoaTQTSRJCzBNhMp26X8N+9KMf4b333sO7776L9evXY+ZM9a+7dXzzzTdYvnw5/vznP+Ott97C+++/j5/85Cf48Y9/jJ07d4aWe/nllzF9+nQsX74c27ZtQ0lJCSorK/GTn/xE2e+BAwdQVFSE48eP48QJtZ/1sGHDGtwuQghpViLU3g0bNiAnJyfsXdzc3FwEAgFs2rRJbDd9+vR6E7vJyckAAK/32ydimtI/9ZcQ0iaI40S+OqKt0XzSgRBiDgMNP2LWgKI09dew3r17Y+PGjWE2PyNHjkQgEMDu3btDGXw/+OADdO7cGYMHDwYA2Gw2XH/99Zg2bRpOnTqFDh06hNp/9NFHGDlyJE6fPg0A6N69O0pKSnD++efrN4IQQloSE9pbUVmBnJyc0PfJkydj8uTJoe979uxBdnZ2WJu6rOa7d+9uVDjbt2/HBRdcgNzcb1+dbGz/1F9CSJsgCmPftkhzaDSfdCCEmKeVfm1LS0vDFVdcEfpeVVWFRYsW4corr8T1118fKr/11ltRVVWF1157DQBQXV2NdevWIT09Hamp4e89zp49G7fddhs++eQT/POf/8SVV16JRx55xPSuIISQFqMB7c3IyEBZWVnoc/aEAwDU1NTA4Qh/f7ruu9PpNB3G/v37sXz5cqxYsSLslbjG9k/9JYS0Gc7BJx2aQ6PjcG6GENIsGAYQjCxJWqS/ttXU1GDkyJH49NNPkZ+fjzfeeAMpKd9mj8vLy8OGDRtw5513YtasWThy5AgSExOxcuVKJCSEJwc7cuQINm7cGMq8u3r16rAJDEIIiQmioL1paWnweMITxNV9/+6ErERlZSVuvvlmPPPMMxg6dGhE/VN/CSFtgijob1ukOTSaTzoQQswT1H8qKs484lv3WbZsWVjzSH9tS0tLwz//+U+cPHkSXbp0weDBg3HgwLfOJFu2bMHYsWPxxBNP4Msvv0R5eTkeffRRpR1Qhw4dwqx+0tLS6sUGAK+++mqDcRFCSLPSgPY2RN++fXH48OGwsrrv/fr1a7D9yZMnccMNN2DGjBm44447Iu6f+ksIaTNEqL9tkebQaO2TDinpsm1KerLaL01nb1MjWKOkpMjr0dnvVDqTleU6qxWPxqpGtswUm4gOibr16GyIpNjtVnmbrDbZDOnEl2q7tB+N+JfY5tMjWcryHw7YIbbZcHCwWBeoVds7XbnlN2Iba6K8Teklal80i18+V/belaYsD3aWz73Uf8t2le7zhOPhk4+tkSwfQ1+6OnbDrnlsSzqP1C5NUcHSwGxv3SO+EtH4tQ0AUlJSsGTJEnTr1g0PPfRQaHLj97//PQYPHozbb7891Od1112HnJwcfPTRR6HcDwDCXvGoQ+WPvHjxYowdK1u4Nheubhp73yp1uc7hzC84Exuya5sWwbUNCVVN8e2UccjOjnCer74+7NVyDHbZXRI+4RTU2ZfqLD2r+qjjG/m3WWKb9AtPq8u3qq0qAeArvzqrNABcMGS/svzo3+Q2RoV8nXfsqN63lQNkrfpmnto2OZAst2n3lVxnE2W78ZasAHDwH73V65GbiKuq6tU8v+U0pL0NMWbMGBQVFSEQCIS0r6SkBDabrUGrtePHj2P06NGYMWMGfvGLXwA4875vZWUlRo4c2aT+Y1l/0zWWgdLYTjdWlSz+HAnyzVpn724V7CXdmnGnDptVHV+tT74C0gV7Tp90YwDg01iE6vafRCAoX2upyWrb36PudLGN/6OOyvLiC2Uv3kEXHhTrTqYJY1XNtuq26d8Vageuruk1YpubSqcoy6/oKce995T6/wYA8Psbf47pjmxAsNPU/R8n2dPqrD4jJVL9bYs0h0bz9QpCiDkMyCbNJmnqr21+vx8WiyVMBB0OB/r27YtPP/00VPbFF1/g5z//eVjbPn36oLa2Fv/93/+N+fPnh8o/+eQTDB8+PGzZTz/9VFlGCCGtRhS0t6CgAMuWLUNRURHuvvtuuFwuLFq0CFOnTg1L4Dt8+HBYrVZs3rwZAHDs2DGMHDkSo0ePRv/+/UOTyq+//joAhCYdzPZfB/WXENImiIL+tkWaQ6M56UAIMUnkCXOa+mvbww8/jJSUFNxzzz3fRmMYOHLkCC699NJQ2fnnn19vUuPQoUMAEJb74ew+zmbQoEH1ygghpHWJXHszMjKwdetWFBQUYPXq1XA6ncjPz8eCBQvClnO73WG/Zs2ZMwc7duzAjh078OSTT4YtO2/evEb3H7ZV1F9CSMwTv8kiGyLaGs1JB0KIeSJ8xKypv7YBwPLly/HLX/4S3bp1AwA89dRTOHjwIJ599tnQMlOnTsWMGTNQUlIScsV46KGHkJqaih//+MdhsVx++eV4++23G4yZPvGEkFYnCo/3Dhw4EFu2bNEuU1paGvZ92bJl9XLzRNJ/HdRfQkib4Rx8vaI5NJqTDoQQc0ThEbOm/tr205/+FEePHsXo0aPRvn17eDwepKSkYOPGjRg9enRouWnTpsHhcKCgoABJSUlwu93o2rUrtmzZUu/1jdWrV5uK2exyhBDSLMTh473UX0JImyAO9dcMzaHRnHQghJjEAIJygk+zNOXXtksuuQTPP/98g31bLBZMnjy5nke9CtV7xpEsRwghzUN0tDeWoP4SQtoG8ae/ZmgOjeakAyHEHOfobC8hhLQq1F5CCGkdqL9RQzvpEBRseQDA6UlUd6ixdrQJdTr7mFpvglgn2Q3pLCkDmjq/YN3SPtUttqlyqX3oUlLUlqIAkKrZR5Llkc6GqFM7l1jnFexIXzt4mdimd+eTyvKtBzTuAt1lq5pe3dT9HS2RZ8cm3PqWWPdKstqes6ZCtlzMOv+Estyjsf/x+GXLzB8OVdtCrt91qbIcAIJHBc9CAAHBTtPSXm37BABGtfrasKQ144zsOfheW2uRdFzWRW97tY5p7S+F7nR2kDqbQckqUtdGVxdQ31Lgl93KRHtOi+YSqJXdwGAXpF6yGwX0+9xxQn1P8afKx1ayyqvsL68ocKF8j9rz0fnKcqOvfDAyPpb7q+6p1tmOF6o1FgAqbWorugv/Kp98X98o62/WNsHeWriHA4C3nXzvT3Cqy1M01qESvuToWsaGoPa2GG7NuFMax+qQLP501uoJgoX7mRjU+iGNYYGmWVLqxvNeYeyk2z+6bQpo/t+QSG6C5ehJt3xDSb36uLLcc0oeW+450UWs691JPfY9oYnh2L8zxDpkqMfZHq98HnVIV2v5iVp5mwZ1OSzWfXBEfT/xas7lRM1xkvBr7FWDgq2o7n/WiKH+RgU+6UAIMcm5m8GXEEJaD2ovIYS0DtTfaMFJB0KIOQxwtpcQQloaai8hhLQO1N+owUkHQoh5KLyEENLyUHsJIaR1oP5GBU46EEJMYjCZDiGEtDjUXkIIaR2ov9GCkw6EEHMYgBE492yDCCGkVaH2EkJI60D9jRraSYeeHU+JdeXV6eoOhSy9AJBkb3wGUx0nneoMsOnJsnOEztlCyrrrEpw6ACAtWcgmq8nk6tNk93W61Rm7PU45BqODnGk8Lanx8X15+Dxl+YXPyTN9e26X4zueLmfJlXh591ViXZc0dapx91ftxDZ+Idvtia86yUFcIIvMG68L8fWTnUS0pKuvjWCNnEUbNvXxMFzNOJfIZDothj9F1qqgcLnpXBskdO4LuoTnQeHUtGpi8CfLdTbBAEfaVgAIJKkDlFwtAMAuOBWc6U9dnnJE3hG+tMYfp0RdfFs6KMvnFLwitvnE1UusW3v4++r1uOQYdk+Sd7rFJdy/vlY7VABA5wsqleV7b5HbJGdViXUHEtXjj/7/dVpsU36dvC5vB3V5wCFfHNJQQnf+RwS1t8WQnNEAwCqIok/jHGEVzhWdm4POiUIaZ+scKiTHC0AeF+v7U8eg2w/68bd6XZKjG6CPrynbJLXRjcN+Oehdsa7okyHK8n5Zx8Q2J7rJ4/mhF+5Rlu+tli2ZXD517DpHvM07LhHrLrqgXFm+75gcgzVR3uftBKc/vyY+8drQuXdFCvU3KvBJB0KIOQwD4GwvIYS0LNReQghpHai/UYOTDoQQ0xhMpkMIIS0OtZcQQloH6m904KQDIcQk9ComhJCWh9pLCCGtA/U3WnDSgRBiDgN8xIwQQloaai8hhLQO1N+owUkHQogpDAAGbYMIIaRFofYSQkjrQP2NHpx0IISYwzBoG0QIIS0NtZcQQloH6m/UsBgGX1QhhDRMO0snXG0ZoV2m8op9KCsra6GICCEk/qH2EkJI60D9jR580oEQYorcG67C8eP7tMt06dKlhaIhhJBzA2ovIYS0DtTf6MEnHQghhBBCCCGEENIsWFs7AEIIIYQQQgghhMQnnHQghBBCCCGEEEJIs8BJB0IIIYQQQgghhDQLnHQghBBCCCGEEEJIs8BJB0IIIYQQQgghhDQL/x8qc2xXWbAWfAAAAABJRU5ErkJggg==\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": 41,
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}