{ "cells": [ { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "This notebook is part of the `kikuchipy` documentation https://kikuchipy.org.\n", "Links to the documentation won't work from the notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pattern matching\n", "\n", "Crystal orientations can be determined from experimental EBSD patterns by matching them to simulated patterns of known phases and orientations, see e.g. Chen et al. (2015), Nolze et al. (2016), Foden et al. (2019).\n", "\n", "In this tutorial, we perform *dictionary indexing* (DI) of a small nickel EBSD dataset.\n", "We use a dynamically simulated nickel master pattern from EMsoft found in the [kikuchipy.data](../reference/generated/kikuchipy.data.rst) module.\n", "The master pattern has relatively low pixel resolution.\n", "We generate the pattern dictionary from a uniform grid of orientations with a fixed projection center (PC) followng Singh and De Graef (2016).\n", "The true orientation is likely to fall in between grid points.\n", "This means that the lowest angular accuracy obtainable with DI has is bounded by the grid sampling resolution.\n", "However, we can improve upon each orientation solution by searching the space in between the grid points.\n", "We do this by maximizing the similarity between experimental and simulated patterns using numerical optimization algorithms.\n", "This is here called *orientation refinement*.\n", "We could instead keep the orientations fixed and let the PC parameters deviate from their fixed values used in the dictionary, here called *projection center refinement*.\n", "Finally, we can also refine both at the same time, here called *orientation and projection center refinement*.\n", "The need for orientation or orientation/PC refinement is discussed by e.g. Singh et al. (2017), Winkelmann et al. (2020), and Pang et al. (2020).\n", "\n", "The term *pattern matching* is here used for the combined approach of DI followed by refinement.\n", "\n", "Before we can generate a dictionary of simulated patterns, we need a master pattern containing all possible scattering vectors for a candidate phase.\n", "This can be simulated using EMsoft (Callahan and De Graef (2013) and Jackson et al. (2014)) and then read into kikuchipy.\n", "\n", "First, we import libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Exchange inline for notebook or qt5 (from pyqt) for interactive plotting\n", "%matplotlib inline\n", "\n", "import tempfile\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import hyperspy.api as hs\n", "import kikuchipy as kp\n", "from orix import sampling, plot, io\n", "from orix.vector import Vector3d\n", "\n", "\n", "plt.rcParams.update({\"figure.facecolor\": \"w\", \"font.size\": 15})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the small experimental nickel test data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "nbval-ignore-output" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use kp.load(\"data.h5\") to load your own data\n", "s = kp.data.nickel_ebsd_large(allow_download=True) # External download\n", "s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain a good match, we must increase the signal-to-noise ratio.\n", "In this pattern matching analysis, the Kikuchi bands are considered the signal.\n", "The angle-dependent backscatter intensity, along with unwanted detector effects, are considered to be noise.\n", "See the [pattern processing tutorial](pattern_processing.rst) for further details." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 100.76 ms\n", "[########################################] | 100% Completed | 605.37 ms\n" ] } ], "source": [ "s.remove_static_background()\n", "s.remove_dynamic_background()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "DI is computationally intensive and takes in general a long time to run due to all the pattern comparisons being done.\n", "To maintain an acceptable memory usage and be done within reasonable time, it is recommended to write processed patterns to an HDF5 file for quick reading during DI.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# s.save(\"pattern_static_dynamic.h5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dictionary indexing\n", "\n", "### Load a master pattern\n", "\n", "Next, we load a dynamically simulated nickel master pattern for an accelerating voltage of 20 keV, generated with EMsoft.\n", "The master pattern is in the upper hemisphere projection of the square Lambert projection." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "energy = 20\n", "mp = kp.data.nickel_ebsd_master_pattern_small(\n", " projection=\"lambert\", energy=energy\n", ")\n", "mp" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The nickel phase information, specifically the crystal symmetry, asymmetric atom positions, and crystal lattice, is conveniently stored in an [orix.crystal_map.Phase](https://orix.readthedocs.io/en/stable/reference/generated/orix.crystal_map.Phase.html)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "lattice=Lattice(a=0.35236, b=0.35236, c=0.35236, alpha=90, beta=90, gamma=90)\n", "28 0.000000 0.000000 0.000000 1.0000\n" ] } ], "source": [ "ni = mp.phase\n", "\n", "print(ni)\n", "print(ni.structure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample orientation space\n", "\n", "If we don't know anything about the possible crystal orientations in our sample, the safest thing to do is to generate a dictionary of orientations uniformly distributed in a candidate phase's orientation space.\n", "To achieve this, we sample the Rodrigues Fundamental Zone (RFZ) of the proper point group *432* using cubochoric sampling Singh and De Graef (2016) available in [orix.sampling.get_sample_fundamental()](https://orix.readthedocs.io/en/stable/reference/generated/orix.sampling.get_sample_fundamental.html).\n", "We can choose the average disorientation between orientations, the \"resolution\", of this sampling.\n", "Here, we will use a rather low resolution of 3$^{\\circ}$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Rotation (30443,)\n", "[[ 0.8562 -0.3474 -0.3474 -0.1595]\n", " [ 0.8562 -0.3511 -0.3511 -0.1425]\n", " [ 0.8562 -0.3544 -0.3544 -0.1252]\n", " ...\n", " [ 0.8562 0.3544 0.3544 0.1252]\n", " [ 0.8562 0.3511 0.3511 0.1425]\n", " [ 0.8562 0.3474 0.3474 0.1595]]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Gr = sampling.get_sample_fundamental(\n", " method=\"cubochoric\", resolution=3, point_group=ni.point_group\n", ")\n", "Gr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This sampling resulted in about 30 000 crystal orientations.\n", "See the [orix documentation on orientation sampling](https://orix.readthedocs.io/en/stable/tutorials/uniform_sampling_of_orientation_space.html) for further details and options for orientation sampling.\n", "\n", "
\n", "\n", "Note\n", "\n", "An average disorientation of 3$^{\\circ}$ results in a course sampling of orientation space; a lower average disorientation should be used for 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 describe the EBSD detector's position with respect to the sample (interaction volume).\n", "This ensures that projecting parts of the master pattern onto our detector yields dynamically simulated patterns resembling our experimental ones.\n", "See the [reference frames](reference_frames.rst) tutorial and the [EBSDDetector](../reference/generated/kikuchipy.detectors.EBSDDetector.rst) class for further details." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EBSDDetector (60, 60), px_size 1 um, binning 1, tilt 0, azimuthal 0, pc (0.42, 0.214, 0.501)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "det = kp.detectors.EBSDDetector(\n", " shape=s.axes_manager.signal_shape[::-1],\n", " pc=[0.4198, 0.2136, 0.5015],\n", " sample_tilt=70,\n", ")\n", "det" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's double check the projection/pattern center (PC) position on the detector using [plot()](../reference/generated/kikuchipy.detectors.EBSDDetector.plot.rst)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "det.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.\n", "We do so by projecting parts of the master pattern onto our detector for all sampled orientations using the [get_patterns()](../reference/generated/kikuchipy.signals.EBSDMasterPattern.get_patterns.rst) method.\n", "The method assumes the crystal orientations are defined with respect 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 dictionary indexing method handle this, by passing `compute=False`.\n", "This will return a `LazyEBSD` signal, with the dictionary patterns as a [Dask array](https://docs.dask.org/en/latest/array.html).\n", "\n", "**Tip:** If `compute=False`, it is recommended to control the number of patterns in each chunk by passing `chunk_shape=1000` if we want 1 000 patterns per chunk.\n", "Alternatively, `chunk_shape=rot.size // 30` gives 30-31 chunks.\n", "If we at the same time do *not* pass `n_per_iteration` to `dictionary_indexing()`, our here specified chunk size will be the number of simulated patterns matched per iteration, which should give a faster and less memory intensive indexing!\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 3.07 ss\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim = mp.get_patterns(\n", " rotations=Gr,\n", " detector=det,\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 simulated patterns" ] }, { "cell_type": "code", "execution_count": 12, "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 = sim.xmap[i].rotations.to_euler(degrees=True)[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.subplots_adjust(wspace=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform indexing\n", "\n", "The Kikuchi pattern signal is often weak towards the corners of the detector.\n", "In such cases, we can pass a signal mask to exclude the pixels where the mask values are ``True``.\n", "This convention is in line with how NumPy, Dask, scikit-image etc. defines a mask.\n", "The mask can take whatever shape we want, as long as it is a boolean array of the detector shape." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "signal_mask = ~kp.filters.Window(\"circular\", det.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 [dictionary_indexing()](../reference/generated/kikuchipy.signals.EBSD.dictionary_indexing.rst) method to match the simulated patterns to our experimental patterns.\n", "We use the [zero-mean normalized cross correlation (NCC)](../reference/generated/kikuchipy.indexing.NormalizedCrossCorrelationMetric.rst) coefficient $r$ Gonzalez & Woods (2017) as our similarity metric (it is the default).\n", "Let's keep the 20 best matching orientations.\n", "A number of 4125 * 30 443 comparisons is quite small, which we can do in memory all at once.\n", "In cases where the number of comparisons is too big for our memory to handle, we should iterate over the dictionary of simulated patterns by passing the number of patterns per iteration.\n", "To demonstrate this, we do at least 10 iterations here.\n", "The results are returned as a [orix.crystal_map.CrystalMap](https://orix.readthedocs.io/en/stable/reference/generated/orix.crystal_map.CrystalMap.html)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dictionary indexing information:\n", " Phase name: ni\n", " Matching 4125 experimental pattern(s) to 30443 dictionary pattern(s)\n", " NormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, navigation mask: False, signal mask: True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████| 11/11 [00:08<00:00, 1.25it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Indexing speed: 467.55826 patterns/s, 14233876.20971 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: um" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap = s.dictionary_indexing(\n", " sim,\n", " metric=\"ncc\",\n", " keep_n=20,\n", " n_per_iteration=sim.axes_manager.navigation_size // 10,\n", " signal_mask=signal_mask,\n", ")\n", "xmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "Dictionary indexing of real world data sets takes a long time because the matching is computationally intensive.\n", "The [dictionary_indexing()](../reference/generated/kikuchipy.signals.EBSD.dictionary_indexing.rst) method accepts parameters *n_per_iteration*, *rechunk*, and *dtype* that lets us control this behaviour to a certain extent.\n", "Be sure to take a look at the method's docstring for further details.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the average of the best matching score per pattern" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3227371\n" ] } ], "source": [ "print(xmap.scores[:, 0].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [normalized dot product](../reference/generated/kikuchipy.indexing.NormalizedDotProductMetric.rst) can be used instead of the NCC by passing `metric=\"ndp\"`.\n", "A custom metric can be used instead, by creating a class which inherits from the abstract class [SimilarityMetric](../reference/generated/kikuchipy.indexing.SimilarityMetric.rst)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results can be exported to an HDF5 file re-readable by orix, or an .ang file readable by MTEX and some commercial packages" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "temp_dir = tempfile.mkdtemp() + \"/\"\n", "io.save(temp_dir + \"ni.h5\", xmap)\n", "io.save(temp_dir + \"ni.ang\", xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Validate indexing results\n", "\n", "With the [orix library](https://orix.readthedocs.io) we can plot inverse pole figures (IPFs), color crystal directions to produce inverse pole figure (IPF) maps, and more.\n", "This is useful for quick validation of our results before quantitative orientation analysis.\n", "At the moment, if we want to analyze the results in terms of reconstructed grains, textures from orientation density functions, or similar, we have to use other software, such as MTEX or DREAM.3D.\n", "\n", "Let's generate an IPF color key and plot it" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "IPFColorKeyTSL, symmetry: m-3m, direction: [1 0 0]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pg = ni.point_group\n", "\n", "ckey_m3m = plot.IPFColorKeyTSL(pg, direction=Vector3d.xvector())\n", "print(ckey_m3m)\n", "ckey_m3m.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this color key, we can color orientations according to which crystal directions the sample direction $X$ points in in every map pixel (overlaying the NCC scores of the best match)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgb_x = ckey_m3m.orientation2color(xmap.orientations)\n", "\n", "xmap.plot(rgb_x, overlay=xmap.scores[:, 0], remove_padding=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a few more lines, we can plot IPF maps for X, Y, and Z" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G = xmap.orientations\n", "v_sample = Vector3d(((1, 0, 0), (0, 1, 0), (0, 0, 1)))\n", "\n", "fig, axes = plt.subplots(figsize=(15, 5), ncols=3)\n", "for ax, v, title in zip(axes, v_sample, (\"X\", \"Y\", \"Z\")):\n", " ckey_m3m.direction = v\n", " rgb = ckey_m3m.orientation2color(G).reshape(xmap.shape + (3,))\n", " ax.imshow(rgb)\n", " ax.axis(\"off\")\n", " ax.set(title=f\"IPF-{title}\")\n", "fig.subplots_adjust(wspace=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sample is recrystallized nickel, so we expect a continuous color within grains, except for twinning grains.\n", "The orientation maps are mostly in line with our expectation.\n", "Some grains have a scatter of similar colors, which is most likely due to the discrete nature of our dictionary.\n", "To improve upon this result we can reduce the orientation sampling characteristic distance.\n", "This will increase our dictionary size and thus our indexing time.\n", "An alternative is to perform orientation refinement, which we will do below.\n", "\n", "We can get further confirmation of our initial analysis by inspecting some indexing quality maps, like the best matching scores and so-called orientation similarity (OS) map, which compares the best matching orientations for each pattern to it's nearest neighbours.\n", "Let's get the NCC map in the correct shape from the CrystalMap’s scores property and the OS map with [orientation_similarity_map()](../reference/generated/kikuchipy.indexing.orientation_similarity_map.rst) using the full list of best matches per point" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "ncc_map = xmap.scores[:, 0].reshape(*xmap.shape)\n", "os_map = kp.indexing.orientation_similarity_map(xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the maps" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = axes[0].imshow(ncc_map)\n", "im1 = axes[1].imshow(os_map)\n", "fig.colorbar(im0, ax=axes[0], label=\"NCC\", pad=0.02)\n", "fig.colorbar(im1, ax=axes[1], label=\"Orientation similarity\", pad=0.02)\n", "for ax in axes:\n", " ax.axis(\"off\")\n", "fig.subplots_adjust(wspace=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the NCC map we see that some grains match better than others.\n", "Due to the discrete nature of our dictionary, it is safe to assume that the best matching grains have patterns more similar to those in the dictionary than the others, i.e. the different coefficients does not reflect anything physical in the microstructure.\n", "The OS map doesn't tell us much more than the NCC map in this case.\n", "\n", "We can use the crystal map property `simulation_indices` to get the best matching simulated patterns from the dictionary of simulated patterns" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_patterns = sim.data[xmap.simulation_indices[:, 0]].reshape(s.data.shape)\n", "s_best = kp.signals.EBSD(best_patterns)\n", "s_best" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest way to visually compare the experimental and best matching simulated patterns is to plot them with the same navigator.\n", "Let's create an RGB navigator signal from the IPF-X orientation map with [get_rgb_navigator()](../reference/generated/kikuchipy.draw.get_rgb_navigator.rst).\n", "When using an interactive backend like `Qt5Agg`, we can then move the red square around to look at the patterns in each point." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgb_navigator = kp.draw.get_rgb_navigator(rgb_x.reshape(xmap.shape + (3,)))\n", "hs.plot.plot_signals([s, s_best], navigator=rgb_navigator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also plot the best matches for patterns from two grains" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grain1 = (0, 0)\n", "grain2 = (30, 10)\n", "\n", "fig, axes = plt.subplots(ncols=2, nrows=2, figsize=(8, 8))\n", "axes[0, 0].imshow(s.inav[grain1].data, cmap=\"gray\")\n", "axes[0, 1].imshow(s_best.inav[grain1].data, cmap=\"gray\")\n", "axes[1, 0].imshow(s.inav[grain2].data, cmap=\"gray\")\n", "axes[1, 1].imshow(s_best.inav[grain2].data, cmap=\"gray\")\n", "for ax in axes.ravel():\n", " ax.axis(\"off\")\n", "fig.subplots_adjust(wspace=0.01, hspace=0.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refinement\n", "\n", "Let's look at the effect of three refinement routes, all implemented as `EBSD` methods:\n", "\n", "1. Refine orientations while keeping the PCs fixed: [refine_orientation()](../reference/generated/kikuchipy.signals.EBSD.refine_orientation.rst) \n", "2. Refine PCs while keeping the orientations fixed: [refine_projection_center()](../reference/generated/kikuchipy.signals.EBSD.refine_projection_center.rst) \n", "3. Refine orientations and PCs at the same time: [refine_orientation_projection_center()](../reference/generated/kikuchipy.signals.EBSD.refine_orientation_projection_center.rst) \n", "\n", "For each route we will compare the maps and histograms of NCC scores before and after refinement, and also the PC parameters if appropriate.\n", "\n", "Optimization is performed using an algorithm from the [SciPy library](https://docs.scipy.org/doc/scipy/reference/optimize.html) or the [NLopt library](https://nlopt.readthedocs.io/en/latest/NLopt_Python_Reference/).\n", "Note that NLopt is an optional dependency (see [the installation guide](../user/installation.rst#with-pip) for details).\n", "For every orientation and/or PC, we want to iteratively increase the similarity (NCC score) between our experimental pattern and a new simulated pattern projected onto our EBSD detector for every iteration, until the increase in similarity (gain) from one iteration to the next is smaller a certain threshold, by default 0.0001 for most algorithms.\n", "The orientation and/or PC is changed slightly in a controlled manner by the optimization algorithm for every iteration.\n", "The number of optimization evaluations (iterations) is returned after each refinement, either as a property in the crystal map (in route 1. and 3.) or as an array (in route 2.).\n", "We have access to both local and global optimization algorithms.\n", "Consult the kikuchipy docstring methods and the documentation of SciPy and NLopt, all linked above, for all available parameters and options.\n", "\n", "Note that while we here refine orientations obtained from DI, any orientation results, e.g. from Hough indexing, can be refined with this approach, as long as an appropriate master pattern, [EBSDDetector](../reference/generated/kikuchipy.detectors.EBSDDetector.rst) with PCs and a [CrystalMap](https://orix.readthedocs.io/en/stable/reference/generated/orix.crystal_map.CrystalMap.html) with orientations are provided.\n", "\n", "
\n", "\n", "Note\n", "\n", "When using the Nelder-Mead optimization algorithm, EBSD refinement is generally faster with NLopt than with SciPy.\n", "Therefore, it is recommended to use NLopt.\n", "NLopt is however not as available on various machine architectures and across Python versions as SciPy is.\n", "This is why NLopt is an optional dependency and why SciPy's Nelder-Mead algorithm is the default in all refinement methods.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine orientations\n", "\n", "We use [refine_orientation()](../reference/generated/kikuchipy.signals.EBSD.refine_orientation.rst) to refine orientations while keeping the PCs fixed, using the default local Nelder-Mead simplex method from SciPy" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", " Method: Nelder-Mead (local) from SciPy\n", " Trust region (+/-): None\n", " Keyword arguments passed to method: {'method': 'Nelder-Mead', 'tol': 0.0001}\n", "Refining 4125 orientation(s):\n", "[########################################] | 100% Completed | 59.03 ss\n", "Refinement speed: 69.87429 patterns/s\n" ] } ], "source": [ "xmap_ref = s.refine_orientation(\n", " xmap=xmap,\n", " detector=det,\n", " master_pattern=mp,\n", " energy=energy,\n", " signal_mask=signal_mask,\n", " # The following are default values\n", " method=\"minimize\",\n", " method_kwargs=dict(method=\"Nelder-Mead\", tol=1e-4),\n", " compute=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the mean of the best matching score per pattern and the average number of optimization evaluations (iterations)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.48399137603875364\n", "93.78060606060606\n" ] } ], "source": [ "print(xmap_ref.scores.mean())\n", "print(xmap_ref.num_evals.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score maps.\n", "We use the same colorbar bounds for both maps" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "ncc_after_ori_ref = xmap_ref.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_ori_ref)\n", "ncc_ori_ref_max = np.max(ncc_after_ori_ref)\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": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_ori_ref_label = \"NCC after ori. ref.\"\n", "\n", "fig, axes = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = axes[0].imshow(ncc_map, vmin=vmin, vmax=vmax)\n", "im1 = axes[1].imshow(ncc_after_ori_ref, vmin=vmin, vmax=vmax)\n", "fig.colorbar(im0, ax=axes[0], label=\"NCC from DI\", pad=0.02)\n", "fig.colorbar(im1, ax=axes[1], label=ncc_after_ori_ref_label, pad=0.02)\n", "for ax in axes:\n", " ax.axis(\"off\")\n", "fig.subplots_adjust(wspace=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "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_ori_ref.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_ori_ref_label,\n", ")\n", "ax.set(xlabel=\"Normalized cross correlation (NCC) scores\", ylabel=\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that DI found the best orientation (with a fixed PC) for most of the patterns, which the refinement was able to improve further.\n", "However, there are a few patterns with a very low NCC score (0.1-0.2) which refinement couldn't improve upon, which tells us that these were most likely misindexed during DI.\n", "If there are Kikuchi bands in these patterns, a larger dictionary with a finer orientation sampling could improve indexing of them.\n", "\n", "Let's also plot the IPF-X orientation maps before and after refinement, and also the disorientation angle (smallest misorientation angle found after accounting for symmetry) difference between the two maps" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G_ref = xmap_ref.orientations\n", "\n", "ckey_m3m.direction = Vector3d.xvector()\n", "rgb_x = ckey_m3m.orientation2color(G)\n", "rgb_x_ref = ckey_m3m.orientation2color(G_ref)\n", "\n", "angles = G.angle_with(G_ref, degrees=True)\n", "\n", "fig, axes = plt.subplots(ncols=3, figsize=(14, 3))\n", "axes[0].imshow(rgb_x.reshape(xmap.shape + (3,)))\n", "axes[1].imshow(rgb_x_ref.reshape(xmap.shape + (3,)))\n", "im2 = axes[2].imshow(angles.reshape(xmap.shape))\n", "fig.colorbar(\n", " im2, ax=axes[2], label=r\"Misorientation angle $\\omega$ [$^{\\circ}$]\"\n", ")\n", "for ax in axes:\n", " ax.axis(\"off\")\n", "fig.tight_layout(w_pad=-12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that refinement was able to remove the scatter of similar colors in the grains.\n", "\n", "Finally, let's plot the IPF-X map with correlation scores overlayed.\n", "We will also plot the IPF color key in the bottom right corner." ] }, { "cell_type": "code", "execution_count": 31, "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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = xmap_ref.plot(\n", " rgb_x_ref, overlay=\"scores\", remove_padding=True, return_figure=True\n", ")\n", "\n", "# Place color key in bottom right corner,\n", "# coordinates are [left, bottom, width, height]\n", "ax_ckey = fig.add_axes(\n", " [0.75, 0.08, 0.2, 0.2], projection=\"ipf\", symmetry=pg\n", ")\n", "ax_ckey.plot_ipf_color_key(show_title=False)\n", "ax_ckey.patch.set_facecolor(\"None\")\n", "_ = [text.set_color(\"w\") for text in ax_ckey.texts] # White [uvw]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's plot the number of optimization evaluations (iterations) necessary for each pattern" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm8AAAGICAYAAAAXnwcvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACjV0lEQVR4nOydd3hUVfrHv3d6JslkJr0QQuhFEUEQBKTqIi72n2JBQAWUtYGCortSdEWlLJZdXUQRxAq6q66g4tJUyooogkhLAkmA9DJp0+/vj5hImPdNMsMEibyf55lHeefcc84999ybd8493/dVVFVVIQiCIAiCILQKNL91BwRBEARBEITmI86bIAiCIAhCK0KcN0EQBEEQhFaEOG+CIAiCIAitCHHeBEEQBEEQWhHivAmCIAiCILQixHkTBEEQBEFoRYjzJgiCIAiC0IoQ500QBEEQBKEVcUadN4fDgXnz5qFLly4wmUxISkrCuHHjkJWVdSa7IQiCIAiC0Go5Y85bTU0NRowYgQULFuCpp55CSUkJPvvsM+zZswcXXnghdu/efaa6IgiCIAiC0GpRzlRu00ceeQTPPfccXnrpJfzpT3+qt2dkZKBLly7o2rUrdu/eDa1Weya6IwiCIAiC0Co5I85bdXU14uPj4Xa7UVxcjIiIiAbfjxo1Cp9//jk+/vhjjBkzpsn6fD4fjh8/jsjISCiK0lLdFgRBEITfDaqqoqKiAsnJydBoGn/x5nA44HK5WqQfBoMBJpOpReo+V9CdiUY2bNiAqqoq9O3b189xA4BBgwYF5LwdP34cqampLdFVQRAEQfhdk5OTgzZt2rDfOxwOpKdFIK/A2yLtJyYmIisrSxy40+CMOG91+9nS09PJ79u3b9+gXFNERkYCAAb2eRg6rbHBd/pjxeQxVd2T2PrC8qpIe3Ubf0cTADwmerUv8ihdT1VKOGn3GvhVQ4Odvmk0Hh9pV7V0XU4bfYnDjznZtjkKeoeRdkMlvXjriqD7ZCyjy+tqAl8Ezh/mIe3Jn9Ov393h9K/NCGY8jt1J12/7xMz2SfHR5+E10m2biuk2uB2prgh+a4H1+wLS7kizkXZ3BD0/tA56numr6L5WtOUfwqZS+piqJLptj5GeNwozPUyldF/DCtxsn8o6GUi7wU43YttVRNq9UfQ9oXjoejRVDrZPSmU13UZyNGkv6R5J2g0V9Hi4IvmVFp2T7m/Ufjvdp3B6/Hx6ug1jJj0v1TB+3qhhdBuaCnqcVB3z50xL90lx0qtKajV/jSouTiPtll3H6Loc9HPF3YV3nCi4ZwcAmH6i2y4b0s6/HrcDP/z7qfq/oRwulwt5BV5kfZcGSyPzJhjsFT6k9zkKl8slzttpcEact7y8PABAdDT9ELLZbA3KnYrT6YTT+etNUFFRAQDQaY3Q6RpefJ2moTNXb9fzk0Snpf+4sMfo6T8uOi3tcHH1KEw9tccwzhsCc948evoS63SBv27WGunz0LroB7+W+SOsNTDOG/MHrzE0Ydy1ox0cn4F+EHHjoTEHODfAO2/g2tYH5rz5mHMD4Pdjpt6uo/urMvND66XnmU5H91VraOT+Ys5Pa6DbVjnnje4StHqur/w4aQ20Y8DOTWZcFWZcFZXuk0bLz3FFQ4+TomXuO2bMdcx4eJn5BwBaZs7qtLTzoejo8fDpmDnOPJdVZlxrv2OcNw39bFS1ATpvGnqeqRpmooG/79nz09DjqjLzhkNhxrW2bWYuN/aMauZ2I0ukJuTOmxAazshVqa6u/aVkYB6YRqOxQblTmT9/PqKiouo/8spUEARBEFoWr+prkY9w+pwR581srn3FxG1+rFtVqyt3KrNmzUJ5eXn9Jycnp2U6KgiCIAgCAMAHtUU+wulzRl6bJiYmAgBKSkrI70tLSwEASUn0vjSj0Vi/OncyuqIK6LTNU8OYj5Sx31W3t9LtFtGvDLzJ9HK020IvnbvN9BJ1WWfed07aSr9CsafTq5fWQ3RfdQ7mdUhpDWmvTrewfXLE0XXF/MTvLaI4cQl9Droa5jUr3VUAQNJ6egpXJjOvb6rpc6hIpa9d4irmtWINf87cvh/mrRjcEUxfmWunNvKTK/sG+h4KP0bXFVZCd8ploV85ViXS41HSk38g2/bSx0TkBta2j3lacXtHq5L0bJ98zGtyRzTzOol59aatoPdHqVzIo0L6GQgA2Xd2I+2JO+gbIPbbUtJeeoGVtIcXMBMQgKGE2f/FvKL3Gmm7rpKux9E5kbQbT9B76gBAyaa30cBC70X2Wukf/4qbeYXNtFvTOY7tU/F59HnXxLYl7Qnrskm7zk7PG42dfvvkTrSyffK0p+95ao77fIFtl/HBx2zUCZ7Q13huckact169egEAm0khMzMTANCzZ88z0R1BEARBEJrAq6rwhjiaWKjrO1c5I69Nhw0bhvDwcPz444+oqvJXZH7zzTcAgKuuuupMdEcQBEEQBKHVcsb2vN17771wOp1YsWJFg+8yMzPx5ZdfokePHhg9evSZ6I4gCIIgCE0ge97OXs7Ia1MAmD17NrZs2YJHH30UCQkJGD16NA4dOoTx48fDbDbjrbfektRYgiAIgnCW4IMKb4idLXHeQsMZC+ASFhaGDRs24KGHHsKsWbNgs9lw2WWXoUePHvj+++9xwQUXnKmuCIIgCILQBLLydvZyxhLThxK73Y6oqCiM6DLdL3imh1Ec6fbTqp/G8LVLJu2V7Wm1E6cCVJlgkJFZdEYGAHBbaEVmVRKj1GQi4ofn0qoml5Wpn1ETAkB4Hq1WO3oVk0mhgK4r6jA95djgto0QVkT3iRvz6ni6T4ZKJtBrNRMUuZEgx1wGDk7hyKmRTWV02yXd+RVqVzdarZa6glPl0opM7lpz562r4tPo5F1MK3ltB+ljwnPoc3Ak0NkMXIxaNzKbj5TPZgI4nE+Xt9IR6RUvFzCWvkaa4jK2T2CO8cXQCnBXDP2sM+bSbRQMiWebjjhOX29OheoJZ+6jMlr1ri2uIO0+SyOZShrJRkHCBJz2RjKBlJnnjcbOy9tL+9BKVE4ZHp5DP+O1heWk3c1k0+DGGwDckc1/geZxO/C/T/6C8vJyWCx8ZIG6v7EZ+xMRGeIgvRUVPnTomtdkH4TGkdDJgiAIgiD4Uac2DfXndHA4HHj88cdhMBgwYcKERsvm5eVh1qxZOP/88xEVFQWbzYYLL7wQTz75JOx2PkzN/v37MXbsWMTHxyMsLAw9evTAs88+C7c7sLBYLYk4b4IgCIIg+OFroU+wbNy4ET179sTLL7/cpCOVlZWFnj17YtGiRbj33nuRmZmJw4cP45577sGTTz6JCy+8EEVF/jmLt23bhj59+iAnJwebN29GcXExZs6cidmzZ+PKK688axw4cd4EQRAEQfDD+4tgIdSfYHjnnXdw7bXX4sEHH8SiRYuaLP/cc8+hsLAQkyZNwpQpUxATE4OYmBhMnjwZd911FzIzM7F48eIGxzgcDtx8881QFAUffvghunXrBrPZjPHjx+PRRx/F+vXr/Y75rRDnTRAEQRCEs5r09HTs27cPU6dOhaI0nSni6NGjAIAePXr4fXfeeecBAL7//vsG9vfffx9Hjx7F1VdfjYSEhAbfTZkyBQCwePFieJm9rmcScd4EQRAEQfDDq7bMJxj69++P5GRaREjRp08fAMBPP/3k993evXsB+Kfk/PjjjwEAAwcO9DsmKSkJHTp0QEFBAbZv397sfrQU4rwJgiAIguDH2bbnLRAeffRRjBw5Eq+++ir++c9/ori4GCUlJVi6dCmWLVsGnU6He++9t8Exu3fvBlC7ykfRvn37BuV+S85YkN4zhbaClqpXDerEHhN2gg5NwMm5wYQKqY6npf6xP9LSc08EHa4D4OXf4Sdo6b7WySRfdtPLu5xMngsRAfBhImw/0uetZeTzGg9t58J1cCE2AEDjpuvSOunzsLejxzXmB1p5lH+JlbRbD9HXAQCKe9ChMcLy6b7qq2m7sZQ+B62TDxUSvoMOvVDenmm7kq7HY6Z/17GhUxr5GWg9zITTYI4pupC+v3T0bYqwEibBvZVPTF/Shf4u9Sg9P7iQIHDTbRf3iyXtMT/wc9lnpNvWVNMbpL3GwH57R+9lBhCAK5p+FhX3pOdTWBEzD7T0+Tk70NfUtuUI2ydvYgxpd9vo0B+GAjosBxd2SVdDX1NtNR+ixGWhz68qib4W5mN0eW9cFN028/dL8fIuD/c81bj9j/F46Po5fFDgRWDJ7JtTJwA/tafRaITRSD87gyE8PByfffYZ/va3v+GRRx7B3XffDQDQ6/W49NJL8dRTT6F3794NjsnLywMAREfTIVtsNluDcr8lsvImCIIgCMIZJTU1FVFRUfWf+fPnh7T+EydOYPjw4Zg7dy6ee+455OXlIS8vD6+++ioiIyNRXFzsd0x1de0PHIOBdvjrnMu6cr8lv7uVN0EQBEEQTh+fWvsJdZ0AkJOT0yBIbyhX3QBg0qRJ2LJlC1566SVMnjy53j5+/HiUl5fjj3/8I1566SX86U9/qv/ObDajsrISLhf9ZsXpdNaX+62RlTdBEARBEPzw/vLaNNQfALBYLA0+oXTe8vPz8emnnwIAbrnlFr/vb731VgDAzJkzUVPz67amxMREAEBJSQlZb2lpKQB/ocNvgThvgiAIgiD40ZLOW0uSlZUFoHY1r26f2snExMTAaDSiuroa+/fvr7f36tWrwfGnkpmZCQDo2bNniHscOOK8CYIgCILwuyE2tlYw5HQ6yVW04uLi+legev2v4qUxY8YAALZu3ep3TF5eHjIyMhAfH4/+/fu3RLcDonXveXN7AN8pyjsmuXP44VK+njz/FBkA4O2QQtrL0+k2Yn6mVWGHb6WVbe3f5wP9aV20uqgild5IGXE8sJQdXOJ2g52vx2tkxjaPrqusA13emkGfW2UyXV7hBbDQOujfH+Ud6HHiVHJl3Wn1lyWbbryxZNC2A/R11VXTdp+BPgdvGG3nVKu1ddF2fSWjLmbUy2Ud6FcYOhN9rcOK+D55TPR51MTRdUUz9xGnDqxKok+aUy8DQNLXdKJ0OGg1nhoeRtq5NYS4L+hf7jDwClhEhtNtm+i5FpZDn0NJXzp5evSOfLZpXSaj1DTTIRMM5fR94WMUsGGF9DWt7tmG7VNFG3qs4r8qoMv3oBW+nBpTV0Wfg7NjAmkHgOpE+opzzygNo3pXNfQ4eWz0PKuJ5yMThBXQ9zClUtZ4G3mYEvhUBT41xGrTENdH0bFjR3Tv3h379u3Du+++i6lTpzb4/u233wYApKSkoHv37vX2G2+8EU888QQ++ugjFBQUID4+vv67pUuXAgCmT58OLeNnnElk5U0QBEEQBD9a62tTAFi2bBnCw8Px6KOPYtmyZSgoKEBBQQFeffVVPPbYY9Dr9Vi6dCk0JznSJpMJb7/9NrxeL66//nrs378fNTU1WLlyJZ5++mmMHDkS06dPPyP9bwpx3gRBEARB8MMLTYt8gkVRFCiKgokTJwIAVqxYUW974403GpQdMGAAfvzxR9xyyy145pln0LZtW6SmpuLpp5/GDTfcgF27dmH06NF+bVxyySXYtWsXkpOTMXjwYNhsNjzzzDOYM2cO1q5d2+A1629J635tKgiCIAjCOYGqBha3pH379njllVcCbqdr16547733Aj7uTCLOmyAIgiAIfqgtsOdNPQN73s4FxHkTBEEQBMGPltijdqb2vP3eadXOm89qhk/bMM+dNq8RVSmDqqXfwVek0+ovM6P2CztKq79id/jHmQGAyhResaJz0Eo5cxGTJ5LJ/8mplDi1WE08HyjRVESrmmqi6fGL+4FW7nFK0Mhcuk8Vbfhpyp03p6402Onxc0fQ18JQRqvkyjrSqjAAiMqkcyNyuTYVRg1X0o0uH32AVwRXJgd2S+eMoK+3qYhR1QWRVZrLo5u4jU4xk3M5fd8lf0U3zikZa+L4vSkOK51rM5pRB2rsdF+9MZGkXVvBpM9hVIa1B9FjrimjlaCqib52kdn0feez0uMKAN4kK2mP2ksHK3XHMvlnGUUwN/ddzH0HAJG59HVVGcWuZddx0l5+UTJp11bTzzP9Ef5vSLtS+lnuNdPPNI+FzsOqL6KTCnuZfNeW3bTCFgAc7eg8nD69f9uewMSm8KoaeBtLXBwE3hBnbDhXEcGCIAiCIAhCK6JVr7wJgiAIgtAy+KDAF+I1Hh9k6S0UiPMmCIIgCIIfsuft7EWcN0EQBEEQ/GiZPW+y8hYKZM+bIAiCIAhCK6JVr7xp7A5otKd48V4+XyhLHK3WcUUwKspvaOVP0YB40s79cInKrGG75AmjVVhexu42042E59LKR3t7Wi1pzueVjNoa+jt9Na16c0XR08t6iFGtMupAyxG+T5za1MPk4HRa6T5x16ioJz1OGvoUAAD5feljorIYpauFbtxQTv9Czb6Jn+PRX9HnV5HGtMGk+IzeT5+gvR19jbhcuY3hstLKuuSvaLUkN5/KOtH3RPTPvLQu4vtj9BeM8lytotWjGhN9Dipj98RZ2D7pimkFoi/STNodibSdy3nqM/PqWy4Hp+Kg50FVMqN0zWKUsRomJ3M2/wws70ifn7GAeTbG0fmJudyfShY9B3xtaXVqY+gK7aTdfgH9NwGg1bruCHqOF1+WyLbtDqfvPUrtH+giWu2etxDnNpXXpiGhVTtvgiAIgiC0DL7TTGdF1ymvTUOBOG+CIAiCIPghe97OXmTPmyAIgiAIQitCVt4EQRAEQfDDB43EeTtLEedNEARBEAQ/vKoCb4gTyYe6vnOVc8Z588VY2e/yhtBq07AiOpdi7h8TSHviNlpp5YqmlVZcvj8A0DjptjUu2m5g1I9VbejceloX/eunrBPdVwAwF9DThVN2cm2UdKOVauF5tIqSU4gCgCuCbttURo+TvpJuwxFNt8GpSi1Hebmp08bUxeQw1TNpMPXVdPmUf/HzxkWL2FjlKqcSVZgEhFEZ9HlXJ/B94s7Dzai5vSZGOX2EVmNqXbQqUVfFq3Jd6bQK0JBdxB5DUd3OStrNR8pIe00ifT8CgElHn7dPT9vNGXTeUaWaVpg7E3nFoqGMVvi6k+lcnrb/nSDtvnBaaV3Shc4Ba4znc5uqzG1f0pNW7MZtyiXtju70eetT6Oe4O5aeTwBgPFpM2lU93VnueaMyeWw59Tyn0Af4+aEl/oaonsCSE3tbQLDglZW3kCB73gRBEARBEFoR58zKmyAIgiAIzcenauALsdrUJ2rTkCDOmyAIgiAIfshr07MXcd4EQRAEQfDDh9ALDALbdSdwyJ43QRAEQRCEVkSrXnlTDXqo2lNUbozaCYy6BwC0DnoZ13BnHmlPeJJWYHH5QiOzaSUXlx8QAFyJ9KXhVI6cwjHiKC1lrEqlFVUxe2mlGgC4LXQbNbH0bwBOaaX46PJcPcYyfpldw6SvdETTdekcjFq3krZbMujci84YXjXoNdBzTcfMM25LiY9RnnEqXgDwMEI5hfm566ZFgHDE0OpR7txMZbyyk1MjF5/H5CTdR3fWGc/kmWWU2YZ8JnErALjpiVPZM4m0c3mOLRm0whxeuk+RW7PYLikauo3qnm1IuxrGqNiT6Ryfuio+16u2mB4rLTNOPis9cVQ9fU1TPy0k7eXn0Up/AHBa6fGIyqSfUdy1Cz9AK0TLL4gl7dad9HMfAKo7x5F2YzHdp7AMRp0aTj8/DPn0eHOqZgCoiWXyGbf1t3tdALayVfnRMnHeZM0oFLRq500QBEEQhJahZdJjifMWCsR5EwRBEATBDx8U+BDqPW8SpDcUiAssCIIgCIIQQjTMNohQHScrb4IgCIIg+CGvTYNHUYJbYWzuceK8CYIgCILgR8vEeTs3nDcg+NW35iDOmyAIgiAIfvhUBb5Qx3k7hxLTb9q0qVnlsrOz8cADD6CsrOzcWHnTVFZBc2qsCMbTPTGIDu8BAEYmibn6Ip28uiaeHtywIlrm7TVyYQboRNsAUJUaTtqpZMMAYCyl23Zb6HACXLgJjbORcAI1TOJsJqQFm+ydaUJfyfSJSegOAGElTJiIMjdp58KdcKEgFB8t6a9m5PkA4IgJbH6Y8ulQMtUpfIJsDi0T6aWiHd2n+F10nwp70eeXuI3uKxeKBAAq2tBzMGEnM2fN9LWoaEuHLzHY6flhym6sU3SIj/Cf6eKm6AjSri2h72GFCRUCPX0OAOBOpUNXcPe8knWMtBsL6Hmj+vjxUL1MAvVEOjSGwpQvHEA/ZxO+oJPGc88CAIjMpu/hyjZ0iCVTCRPWxEKHmInaQodt8cXx4Ut01fR5l3Wh50fM1+WkXfXSc9YXTp9b+A85bJ/MXHgsvf897PHS96/QMlx66aVNltm4cSOmT5+O0tJSxMfH4+23325W3efO+qUgCIIgCM3G98tr01B+zpU4b8uXL2+yzHPPPYfLL78cxcXFGDhwIL7//nsMHz68WfW36pU3QRAEQRBahpZJTH9uOG+33347+11lZSUmTpyIDz74AIqi4IEHHsCCBQug1dJBrilOaxQdDgcef/xxGAwGTJgwocny69atw/DhwxEVFQWLxYJBgwZhzZo1p9MFQRAEQRBaAC+UFvmcyxw4cAAXX3wxPvjgA1gsFqxevRqLFy8OyHEDTsN527hxI3r27ImXX34Zbje9N+FklixZgtGjR6NTp044ePAgsrKy0K9fP/zf//0f5syZE2w3BEEQBEEQznr+9a9/oV+/fti/fz/OP/987Ny5E9ddd11QdQXlvL3zzju49tpr8eCDD2LRokVNlt+7dy8efvhh9O3bF6+88goSEhIQExODxYsXY+jQoZg7dy62b98eTFcEQRAEQWgB6l6bhvpzruHz+fDYY4/h+uuvR2VlJcaNG4cdO3agY8eOQdcZ1J639PR07Nu3D8nJyXjjjTeaLL948WJ4vV5MmjTJTwY7ZcoUbNq0CQsWLMAHH3wQUD+8NgsUbUN1juY4nQC5MdwR9DJu9Ld0UuHCgbQKVVfNqFY1jBozjlEJAQjLo2WDbgutVlMY9RKn1HQxCca1ZXQiewAo7UYrqji1rtFOK7MMlXTbnGq1MYwlLtJe2pkeWy+TT952gK7HEUPfIlw9AGDOp8fDY+aWxRn1XBHdp7yL+XkTfoJu23qQngdc0vi0f5WQdlc8rYKuSuJVlJwCtiaaHg/r4RrSXtmGHnTLQTqpumrg++Tqkcp+R2Eopu8LXySt7PSZ6HmjK+YV5toKWgmocdN1KRYmOTzTJ28kP2kr0unravvfCboNQskI8IpxV1taSWss5d/acM9NL/Ps4spXptHnFq5JIO26QjvbJyWSvletB+jr6ouk21aO5ZN2b/c00q6m0qpfAFDczPMmyr+vHo8eOMBW5d8fIOSvOem/Cr9fSkpKMHbsWHz55ZcwmUxYsmQJJk+efNr1BuW89e/fP6Dyn3zyCQBg4MCBft8NGjQIALB27Vp4PB7odKKhEARBEITfGhEsnB67du3C9ddfj+zsbKSnp2PNmjW48MILGz1Go9HA10hYn/pyoeokx7Fjx1BUVASgdsXuVFJSUmAwGOBwOHDw4MGW7o4gCIIgCM2gLj1WqD/nAm+88QYGDRqEo0ePYvTo0fjuu++adNyA5qfHavFRzMvLAwCYTCaEhfm/7lEUBVartUHZU3E6nbDb7Q0+giAIgiAIZyN33nknnE4nFEXB2rVrER0dDY1G0+RHVfmg9CfT4u8oq6tr94oYDHSUdQAwGo0Nyp7K/PnzMXfu3NB3ThAEQRAEEhUKfCHe86aeI6FCNm7cGPAxiqJgyJAhzSrb4s6b2Vy7edblojdfA7UrayeXPZVZs2Zh+vTp9f+22+1ITQ1sw7EgCIIgCM2nJV5zniuvTZuTGovirMltmpiYCKA2oG9NTY3fq1NVVVFWVgYASEpKIuswGo31q3Mn47EYAN0palNzMlkHl8sTACra0nbjhbTCJzKHdkTt6fTqYkQunXPPwajtAEDV0aomxceoBhklo76CyadZTKu87OfTqjAAMBfQdVUm09Mo7CitAnTH0k66O5KupyqRHydXBK28tB2kFYvl7eny2hr63Krj6etgLuA1U+Y8en5UJdN1aTz0w6wmgj7vmJ94hV5jc4qCU+hVp1tIe2FP+hq1e49WJQJA8YBE0s7N5bKO9DXilNM+M60q1R3mledqIq0CNB2jt2SoBvq8tYVldANxVrqeMP4NhKaMUaIy96q7Ha2W1B+nlcJqNH3OAGDdlEl/YaLnrC+cVq5yf5cNuXSfvDG0YhYAPBH0WMV8V0raa9L4ugKikc3i2mr63lay6S0/CjN+3nb03ylOJR+zh36WAoDGQfdJpyXubS+/iEJxNiamdzgcePLJJ7FgwQLccsstTUa8sNvtWLx4Mf79738jIyMDqqoiOTkZ/fr1w9SpU3HJJZf4HbN//37MmTMHGzZsQEVFBdq3b4/bb78d06dPh76R/MShoDlptYAzsOctJSUFsbG1DkFWln8i4GPHjsHlciEsLAydOnVq6e4IgiAIgtAKCTQ5wOHDh3H++edj69atePXVV1FYWIjDhw/jxhtvxFtvvYUvvvjC75ht27ahT58+yMnJwebNm1FcXIyZM2di9uzZuPLKK5vVbiDs3r27wb8bS6t1Mmdk/XLMmDEAgK1bt/p998033wAArrjiCgkTIgiCIAhnCaFOSl/3CYZAkwM4nU788Y9/RFxcHD799FP07dsXJpMJiYmJeOqpp3DdddfVLyzV4XA4cPPNN0NRFHz44Yfo1q0bzGYzxo8fj0cffRTr16/H4sWLg+o/R3MUqBRnxFt66KGHsHLlSixbtgx33nlng3e6S5cuBQDMmDHjTHRFEARBEIRmcDa9Ng00OcCrr76KAwcO4N133yVfdVJJAd5//30cPXoUt9xyCxISGm5LmDJlCubOnYvFixfj4YcfblYu0pqaGqxfvx4HDhxATU1Ns5WkzeGMOG89evTAwoULMW3aNEydOhVz586FTqfD008/jQ0bNmD27NkBB/4VBEEQBKHl8EEDX4hf0AVbX6A+wsqVKwEAw4YNa/YxH3/8MQA6oUBSUhI6dOiAjIwMbN++nSxzMnv37sUf/vAHnDhxotkihEAI2nk7tTMrVqzAihUrANRuuJswYUKD7x988EF07twZCxYsQMeOHaGqKnr27InVq1fjhhtuCLYbgiAIgiAI9TgcDnz//fcwmUzweDyYPHkyPv30UxQWFiI+Ph5/+MMf8Je//AXt2rVrcFzd/jMqoQAAtG/fHhkZGdi9e3eTztu0adNQU1ODe++9F926dUN4OC8YCoagnbdglv9Gjx6N0aNHB9ukH4aCSui0DTcPKmW0KsfQph1bT8pmegNidQKtKtE6aTVSVAaj+qmk7frKwIdf46RVkW4Lrczi1HPV7ayk3VhK1w8APj3968Fjpu0VXaJIO6dIc1rpL8KKePWXK4JRajIq0Yhj9LXwhDNqQgc9zxsbJ05VyqkrK9rQy+/mAua8G/nhWtqVvhbpH9LzgFOq+cLpc0hw0SrD6k6NqZTp+8tloc+7JpY+wZQviki7O5bOuavGRbN9Csug61K1dNvc72bVRN93SjPS2/jV5aBzmzqZPKxaJ6149iRY6fLlTJJZAK5ubUi7IZ9+nnLzhruHq7rS+aDD9xxn+1Q+mD5vSzWjvjXTbR+/gh6n9qs45a+V7ROX+9nHqEdr2jB5Vf93hLSbmfJuC30/AoAniVbvm7P873nFG1hmUa+qwBvi16Z19Z0abJ+LKhEMmZmZ9ek2+/btizFjxmDLli1ISkrCf/7zH9x1113497//ja+++grdu3evP64uUUB0NP3ssNlsDco1xvbt27FmzRr84Q9/CMEZ+XNuBFwRBEEQBCEg6va8hfoDAKmpqYiKiqr/zJ8/P2T9Li8vB1C7AteuXTu88sor6NChA8xmM2688UY8+eSTKCkpwV133dXguKaSCjSVUOBkdDpdfe72lkCcN0EQBEEQ/FB/SUwfyo/6y6uXnJwclJeX139mzZrVIudw2223+dnqtnVt27YNR44cqbc3lVSgqYQCJzNixAjs2bOnyXJ1280CRZw3QRAEQRDOKBaLpcEnVK9MgYavPdu29Y/CHxUVVf8K9ODBg/X2uqQCJSV0UOnS0toA0VxCgZP529/+hscffxzbtm1rtNzEiRObrItCAqsJgiAIguCHFwq8Ic5FGur6KDp06ACj0Qin09loak6gofiyV69eOHz4MJlQAKjdSwcAPXv2bLIPt99+O0pKSjBw4EAkJSWhTZs2zVqxay7ivAmCIAiC4IdPPf10VlSdLY1Op8Pw4cOxbt060hGz2+31q2gnCxbGjBmDNWvWYOvWrZg6dWqDY/Ly8pCRkYH4+PhmhS3ZsmULgFrnMC8vr1kih0Bo1c5bVXsrdPqG6jdzNn1KlgwmbyAAewdarWbJpPNjesPoNrxG+i10RSpdf1gJr/zRVdHfVTJqpMhsWklW1jOGtLsi6BsydjefQy93JJ3v0naA7iuXV7W8A70ZlFPrlnbhl9M5JaqhnG67Jo5WEHsN9HhE5DF5aWP4/HZOK11XZDajDjTR84brUxiTYxYA0j6jlXhc/k9ONajJKaDbrqIVxDVtaTsAFPSmr7eWFlci9kf6Cx+j7OTyZvrC6TyRAOCJo+ey4qbnk6aC3qCsMjk+fUb6GcGpxQEAjBLQ+OMR0u7uRidl1jDnoOTxuV4NXlpdx6mOFQd9HppRtIoXr9Dzw5toY/sUvfUYaVeNjLKeyYXa6dVGxpyAU+4DvBq5pDu9omLNCExBHHaCnmcuK/8MNBbRbbji/f9WeDyB5T6u26cWSkJdH8eDDz6IdevWYcWKFZg+fXqD7+r2mY0aNQopKSn19htvvBFPPPEEPvroIxQUFCA+/leVdF1CgenTpzcrQC9Qu1LXEjHeANnzJgiCIAjC74zLL78c06dPx48//oi7774bJ06cQE1NDdasWYM///nPSE9Px7JlyxocYzKZ8Pbbb8Pr9eL666/H/v37UVNTg5UrV+Lpp5/GyJEj/RxBjoSEBKSlpaFt27ZNfoJBnDdBEARBEPzwQWmRT7AoigJFUeo3+a9YsaLeRqXMWrRoEd555x389NNP6NKlC2w2G/785z9j6tSp+O677xqsutVxySWXYNeuXUhOTsbgwYNhs9nwzDPPYM6cOVi7di2Zaovi+HE+hmEoaNWvTQVBEARBaBlaMkhvMASTHGDs2LEYO3ZsQMd07doV7733XsBtnczcuXMxe/bsJsvdc889ePnllwOuX1beBEEQBEHwI9Qx3lpiD93Zyty5c5tV7p///GdQ9cvKmyAIgiAIQghRFAVDhw5tMcGCOG+CIAiCIPjhgxL6UCFnIM7b2cJXX33VYnW3aufNfLQCOm3DUAceGx0egAsnAACW3QdJuyadlnN72lpJe1UiPZw6Jrl5eTt++ON30SEcwhi1v09PL0Ub7HT4AUc03XYNk+QYAGJ302EoKpPpulQNbTfY6fFw2ujyUZl0uwDgZhLTc2g8dNuGSnqcuJAtaCTvuNZF96mwF73RNTKbrszIXDttJR90kkuI7jXT4Q8yx8aR9vZv0fVw4TpMeVVsn5K/ps+jtDMdZsN0hL5XFS8z6EEkgfcwYSWMuWX0ARomYf0xOqSKJoVOxK5U8cnh1Rr6O40lkrTri5jwR8w4KSZ6vAEA1XTbWiZECvT0vZowjR6nnOvouZ96gAktAsBnpUMsaex0n4wn/BOxA4AjhQ4Lw4UNUhqZThE19FzmQoLoi+i+OhPpkE9cSJCwQ/Q8A/hxqmzr/7fQ4w4sMb16mgIDrs5zBSpUSE1NDU6cOIFPPvkEWVlZWLBgQVB1t2rnTRAEQRCEluHkRPKhrPNcYMiQIUhLSyO/69KlC4YOHYqVK1fizTffxJw5cwKu/9zYOSgIgiAIgnCG2LBhQ5Nlrr32Wrz22mtB1S/OmyAIgiAIfojaNHjS09ObLHP48GGUlZUFVb+8NhUEQRAEwQ95bRo82dnZ2LRpE6k2raiowMGDB/HCCy/gwgsvDKp+cd4EQRAEQfDjdDMicHWeKwwfPrzR7yMjI/Huu+8GVXerdt40lVXQaBomHVYiabWOWsEnpvdd1I20HxtIK4LifqCVRYZKWqYUcZRWHGk8vLKzsg2tDAsrpJWXFan0eUfm0H21ZNPtFjCKSAAIK2JUs50YBWcpnbzXephRRDKJ2I1Mom0A0DkCexCEFdBKzRMDaZVy8ma6vKeRxPQeE92nlC30PCjpSrcddrSCbkDLn7OmmFbcuWISSfv+Sf8g7Ve+eiVpL1xEX1PXV7F8n5gE9JzquHAw3dfYb0vZNsh2K3gFrJZ7ToTRKlTFRSc3VxNpta6SV8yUj2H75OndmbTrT5TRBzCqUk8co0492ojStbSctCs2OqG8O9FKt5FXRtqNxfS19kbTSkkA0FYw/XXQE0oNp+8jUzbdJ9Mx+vWdx8o/l2sSmedyAd2nkgttpN22l75PNQ76eXPkFjryAcA/VyKz/Oe/x8PPASH0TJgwwc9WpzY9dOgQPv30U/Tq1Suoulu18yYIgiAIQssgr01Pj9dff539rri4GPfffz9mz56Nzp3pH26NcW7sHBQEQRAEISDqnLdQf84FNm7c2Oj3MTExmDdvHh588MGg6hfnTRAEQRAEP8R5C56srKwmy8TGxuLrr78Oqn5x3gRBEARBEELIxIkTG/3e7XbjmWeegamxzCeNIHveBEEQBEHwQ/a8BU9jientdjsyMzNRXl6Oe++9N6j6W7Xz5ouKgE/bUDXmDWNOqQuv1tFn5pH2NhVW0s4piHQOWv1l70CrVo1lfJ45RzSt6vMa6cVSNyPaKulGq+p8OvoGivuRVtU1dgy3gFvDCBCLz6PriTpMl28s1yBHVRKtBuXyzEYepRupTqZ/FfFjAUQcoxVj9nZ0XVomVWllJ1rpl9+PXzD3pNCKO00BPR6j0vqR9own25L21OcZNdy1/FwOy6Xnsr0HM9c0jKq5M33fxe2ir5316zK2T7pDuaTdl0orXVUmpyunDuTg8nICgO4A85qlbQpp9lnoa62tZOS9jcGoZn2c+pZRuqpaem5GHKevdeZ1vNq0zUYmz6ebrktx0Up81cDkMOVUq7rQvZAKP0HPD0cyrWhVPIzq/esatg0lwHylgaAi9KE96Lv790ljieljYmLw8MMP4+mnnw6q7lbtvAmCIAiC0DLIytvpQSWmVxQF4eHhiI6OPq26xXkTBEEQBEEIIWlpaWxi+lAgzpsgCIIgCH7IylvwZGZmtmj9ojYVBEEQBMEPCRUSPDYbvUc3VMfJypsgCIIgCH7Iylvw2O12HDlyhFSbciiKArudTp12Kq3aeVNqXFBOyfOoqwzilLS0Gk5TXEbaDZW0ClBfweQ/ZHJR6qp5lVBFW/o8FB/dV1MJreGJyKVz2R2+kVY+RhznJ5rWxeQnZHKSWo7QirTKVHrB12ui63fa+GtafB49Ho40WuXV9l9M28w5cLlQ3Ra+T6VdaJWc00a3wQjMELOXtlsYVS4AOEvp66obWELaD7zck7RH7ab7Wt6BVh/Gbef7FPv1MdKultEPqQNPdCHt7hhGZeijr2lVb15hXhVPXz8ffXowF9BzmctpqWPUmHDy6lQlne6vwihaNXZagagwakwwStDGjinpS6tQLUfo54qjHb0Jm1PPhxXwzxt3BH2MmRkPThHssdE3mE9PRwEwFPOKYI2VVq5m/oku32EJ3VdtCZ1rm8v16ozjY4EZyhj9ps/frqrysu1M0r59+xaru1U7b4IgCIIgtAyqqkAN8UpZqOs7Wxk6dCgyMzORnZ2NuLg4tG3bFhEREaisrER2djYKCwvRrVs3xMfHB1W/OG+CIAiCIPjhgxLyOG+hru9sZdGiRZg4cSKWLVuGESNG+H3/3//+F7Nnz8brr7+Odu3aBVy/OG+CIAiCIPghe96C57HHHsMLL7yAwYMHk9+PGDECer0eM2fOxPvvvx9w/fICXBAEQRAEIYRs374d/fv3b7TMgAEDsHHjxqDqF+dNEARBEAQ/6va8hfpzLuBwOHDkyJFGyxw9ehRVVVVB1d+qX5tWd7BBp2+owrEzKs3YH3gFkeqmc+K5O9M5BSN/KqIrYtRcKqNmdcfS+e0AIPEzOveiaqQVVfnD6E2PxefRSitjCX0DVcfzmee4fJ6RubRqNvcPdF2mE/Q4uaLo+p02evwAQMukcYzfSKvCqujUleBEWI5YerxrovnfPe5w+jxuueW/pH3Z5qGk3bqNngMHHuRVlFGHmD5tplWAHXbRqkFDfiFpz3+OPjfHl0wiWwDlvelBNx+3knZrR1oZG/9neh6U9KTr0Vfyam7rYfq8a+Lp620spZ8RXB5RXzitDvQmWNg+GbLp54onwUq3XcY/0yjUKr68h8n9HPUWLSPWXNCNtOv20Xmidd3pSPOl3RmpNYDIL8pJu2rmlZcULkYhas6uIO0eS2PKTnoeJH5AK8y9Zrp8dQr9vOb+toRV0/UA/N8RQz5xft7A8t7Ka9PgOe+883DPPffgww8/hMXif9/b7XbcfffdOO+884Kqv1U7b4IgCIIgtAyiNg2eWbNm4YYbbkBaWhquuOIKdOvWDeHh4aiqqsL+/fuxbt06lJWVYfXq1UHVL86bIAiCIAhCCLn22mvxj3/8A9OmTcN7770HVf31TZSiKDAajfjHP/6B66+/Pqj6xXkTBEEQBMEPtQVem54rK28AMGXKFIwZMwarVq3Cd999h7KyMlitVvTu3Ru33XYbUlLorVnNQZw3QRAEQRD8UAGo/DbooOs8l0hOTsbMmTNDXq84b4IgCIIg+OGDAkWC9J42Pp8PBw4cQGlpKWw2G7p06QKN5vSCfbRq5y38QCF0moYqH6cliSyr/ZFPCOntQecfq0qmFURGs420a9yMujKjgLQbvLwaTtXTl6aqSwxp53JzGmjBFixH6bar43llp6mEztdY3J0+JiKTrsdYTI9TWTfabj7OT/LIHPo83Gb6mIq2dD0RtLATZZ3oc0v4H61WBADjgeOkfXnicNLe5a0y0s7lajQW8+NhuCaftDu2JJD2EwNoZZ0rip770UwsyZIhfM5Oe1e6v507F5P2sh/bkPbKG+g53uFN+v4qv4BXwDqt9P1lyaBzTrqs9HhUtqfVoxVt6HkT8xOv9vNZ6byWXjOtltRWMOp27rEebWXb1pbT89k7sBdp1+TS187dlb7B7O3oedZYqk1NGa0G9cXwil0KLue0kkefg6GMvtYAYO+dTNqjdtAPkKrz6fKRmw7SfbLQc0A10HMAANyR9PW2p/nPf6/LARxgqxJCjNvtxpNPPom///3vKC0trbfbbDZMnToVTzzxBPR6/to2Rqt23gRBEARBaBlEbRo8Xq8Xo0ePxoYNGwAABoMBbrcbGo0GZWVl+Otf/4pt27bhs88+g04XuCsmQXoFQRAEQfCjLs5bqD/nAi+//DK+/vprPPHEEzh69CgcjtrV7YqKCmzfvh133HEHNm/ejBdffDGo+oNy3jZs2IA777wTnTt3hslkgtlsRvfu3TFjxgwUFtLBPQFg1apV6N+/PyIiImCz2XD55ZcHnRpCEARBEISWQ1Vb5nMusHLlSsydOxezZ89Gmza/bgUxmUzo27cvli1bhoULF+LNN98Mqv6Anbe///3vGDFiBHbu3IlXXnkFhYWFOHToECZMmIDnn38e559/Pg4e9H+fP23aNIwbNw6jRo1Cbm4u9u7di9jYWIwYMQLLly8PqvOCIAiCIAhnGz///DPGjh3baJk777wTBw4EtwkxYOetpqYGBoMB//nPfzB8+HBERkYiJSUFM2fOxPTp05Gfn48HHnigwTHr1q3DkiVLcMMNN2DOnDmwWq1ISUnBihUr0LFjR0ydOhVHjx4N6gQEQRAEQQg9kts0eHQ6HeLi4hot43K5ghYsBOy8JSYm4uabb0Zqqn8uvKuuugoA8OWXX8J7kpJywYIFAIDJkyc3KK/X63HHHXfA4XDghRdeCLQrgiAIgiC0EGej8+ZwOPD444/DYDBgwoQJAR179dVXQ1GUJo/bv38/xo4di/j4eISFhaFHjx549tln4WbyoFOkpaVh586djZZ5/vnn0aNHj2bXeTIBSxxuu+023HbbbeR3UVFRAGpTP9SlgrDb7di8eTMURcGAAQP8jhk0aBAA4OOPP8aiRYsC6osnJhLQNZSgG+106Ii8CRew9SR+XUrao34qI+0F8+mQGepaOoxHeBQtF28MTt5eE02HIPAy6vawQnqDgSuC9tvLL24kBEYGLfc3lNHlDXa67aJ+9DWK2Umfm85Bj3ftd9z5MeWr6QeH4mHClJyg7Zw8HwC0qfSvLVMB3faBu+jQBxpnFGlPXc+H5ajOpRNep+2k96Iq1fT13v9XOsxG7Et0WI6S85kYLAAiutD318EMOqyPIZlOoN7mn/Qv1Jxr6DAoxlJ+c431EB2yoyo1nLRHZNrpNvKY8EBFdMJ1bQ3/8PdGMKGJDtPhX7hE82oKPR6aqhq2bW4eKEw4I18kPU66YjrUStVAunzcLj5cEodSRffV1YYO4WQ4TsdLUsz0NfKF03YAMBXR9547lb5fPEzIIu4aHbqNPocOa+iwKQBgyqeva/jP/tfCE0RieuUsSky/ceNGTJkyBUVFRQE5UkDtnvuPP/64yXLbtm3DyJEj0atXL2zevBlpaWlYvXo1pkyZgv/+97/49NNPm7VaNnbsWEybNg2ff/45YmJ+9Q22bNmCnJwcrFq1Cp9//jneeOONgM6jjpCqTffv3w+g1iGrk77u2bMHPp8PcXFxiIjw/4vavn1tjLWMjAxUVVWFsjuCIAiCIATJ2SRYeOedd3DttdfiwQcfDHihJy8vDw888AC5gHQyDocDN998MxRFwYcffohu3brBbDZj/PjxePTRR7F+/XosXry4WW3ee++90Ov16NixI77//vt6+9ChQzFu3Dh88cUXuPfee3H77bcHdC51hNR5W7lyJRRFwRNPPFFvy8vLAwBER0eTx9hstb80VFVFfj79C9PpdMJutzf4CIIgCIJwbpCeno59+/Zh6tSpUJTAVu/uvvtuXHDBBZg0aVKj5d5//30cPXoUV199NRISGq6OTpkyBQCwePHiBtvCOCIiIrB+/XpMnz4dLlftim1YWBjatWuHG2+8EevXrz+t7WIhC9L72Wef4eOPP8ZDDz2EoUOH1turq2uX9g0GJlq80ehX9lTmz5+PuXPnhqqrgiAIgiA0Qe1KWaiD9AZ3XP/+/YM67q233sL69euxZ88ebNmypdGyda9VBw4c6PddUlISOnTogIyMDGzfvp0scyoRERH4y1/+Uv/vykp6W0EwhGTl7dChQxg/fjyuv/56PPvssw2+M5vNAFDveZ6K0+n0K3sqs2bNQnl5ef0nJycnFN0WBEEQBIHhbBQsBEJ+fj7uv/9+zJ8/v36LVmPs3r0bQO0qH0VdHXXlQtXHYDjtlbejR4/isssuw6BBg/D2229Dq2246TwxMREAUFJSQh5fl+9LURS/Zco6jEZjgxU6QRAEQRBaFvWXT6jrBOC3/akl/s7fc8896N69O+69995mlW/uNq+6co2h0Wjg8/FiuzqSkpKaVe5UTst5O3z4MEaMGIFLL70Ub7zxhp/jBgDnn38+NBoNCgsLUVVVhfDwhqqjzMza7OUdOnTw+64pVL0Wqq5hm6bj9KvXY0P4ZMb5Pitp55K96/5DT+eoI7T6xRFND7OGUTgCgNNGHxNWQr9rd1no8j7mCmtoMSs6vsy/yy/pzpz3zcdIe95/6QTjCV/TC75cX0vO43+paR30QaYiuryeWbX20W/1UTKEVmdFfkcrbwEgOYueB1pG6GUqoFW2rij6hjbl8cKevP60Wq2yDa2ArW5LT4Tkj+gxV830eXd+IZvt0+EptBI1spRuwxFHX9PMW+hxjf6WnpecohQAqpKYbRxlgakfCwbS4x1xnK6nqjM/b8JK6Otd0dY/LBMAWDICFHhpG1nx8DKq7Xj6mWzMpn+MO9vSf/TafkA/Iw7ewyvxLT9HknZOAWs8SieaV030tVZ99HOIO2cAMB2k/2irkfRbo6i8MtLOKVo7v0wnuPckWNk+ORLouiIK/feGK0E4CS3FqeHGZs+ejTlz5oSs/nfeeQfr1q3D7t27odE07yVjc7d5cVu8TkZRFGzatCng/XnNJWjnbd++fRg5ciSuvPJK/POf/2wwOAsXLsRNN92E1NRUWCwWDBkyBBs3bqyX4J7MN998A+DXGHGCIAiCIPz2tGRi+pycHFgsvy6qhHLVLT8/H/fddx+efPJJdO7cudnHmc1mVFZWNrnNi9vidSrDhw9vdtuBEpTztnv3blx22WW46aab8MILL/h5ljNmzMBFF11U71nPnDkTGzduxNKlSxs4b263G8uXL4fJZML9999/GqchCIIgCEJIacH3phaLpYHzFkqmTp2KDh06YNq0aQEdl5iYiMOHDze5zSspiY5ReSpUMODq6mpkZ2fj22+/xcUXXxyQc3kyATtvO3fuxOWXXw6n04nCwkLcfPPNTR4zatQoPPDAA3j++ecxb948PPDAA6iqqsLMmTNx8OBBLFu2DGlpaUGdgCAIgiAILUBLCAzOgGDhww8/BID6eLOnsmLFCqxYsQIAMH78+PpAub169cLhw4eRlZVFHle3zatnz57N6sfrr7/OfpeVlYXbbrsNDz74YLPqOpWAnbdVq1bVe5/vvfdes49bsmQJ+vTpg5deegnPPvssdDod+vXrhy+//LJFlxYFQRAEQTh3UJl4JG+88QYmTpzYwGE7mTFjxmDNmjXYunUrpk6d2uC7vLw8ZGRkID4+vllhS4YMGdLo9+np6ViyZAlmzZqFTz/9tMn6TiXgUCFLliyBqqpNfk6O9VbHuHHjsGPHDlRVVaG8vBzr168Xx00QBEEQzkLOpgwLZ4Ibb7wRaWlp+Oijj1BQ0DAV4NKlSwEA06dPJ8WZp7Jhw4Ymy5x33nnYtm1bUH0NWZDe3wKfXgOfrqH/WX4e/Q69zX/5PGiFF9LKEushWtVUHU/7vKWd6XrCimiFT1lHfgJEZdLH2NvSx8TuofP9lXSjN4FyatOaRF4N54yhl7sr3kwh7fF59KbPnMsYJS2T+9NEp+WsPYbJ3crhiKbbcEfS9vC99HhUp/Dt5g+mFYhc/llOZeuLp8fvwB10zlMAsO6n+1VBhy1C93m0StSbSOfpPXYFHc6nojOv0ozfyuS4vZLOyRgZTs/lxMfp+jn1YeZYWmELAOkf0vlWfUb6YlS2p58rPh09b7jcxLG5vELUFUPPNS4fr9vCPG8yaKl1ee9Etu2wAnquecPoZ53C5Ek1FNDn50600vWH8+pH1URfC6+RHiefnlanGnLpa62G0/UoPv7eru5B73XSVdNzUFtJj6viZtTI3elrpKvh7y8t8x2laPV5A1uvaUnBwtmIyWTC22+/jZEjR+L666/Hq6++Wp/b9Omnn8bIkSMxffr0kLTlcrnw2muvoaysLKjjQ5oeSxAEQRCE3wmq0jKfIFEUBYqiYOLEiQBq967V2RpL8D506FD2uCNHjjQoe8kll2DXrl1ITk7G4MGDYbPZ8Mwzz2DOnDlYu3Zts5LSN4cJEybggQceCPr4Vr3yJgiCIAjCuQG3l60pNm3aFFD5rl27BrSnPxhefPFFPPPMM0EfL86bIAiCIAh+tMQetbN5z9uZJCYmBjEx9PaU5iDOmyAIgiAI/rRkfizhtBDnTRAEQRAEP841wUJrolU7bz6d4qf20roCd+sT/kfnQHRF0cNjyaaVZKUd6Y2MHhM9WRO+5XMv5l1MSxPDj9Pn544MrK81TL5VTjUFAGH5tL6Fy7fqtNJtJOygz0E/6Thpd73Gq+QqU+g+qczM9jJ7TcOK6D7VxNPXzsDk5QQAewdaQReZRR9T2ZlWQpt/ptVwphJ+jl9xz9ek/cMPBpP2n+fTSuFuswtIe5v36fyRx25oz/YpfwStuOs2p4K0Z95KK1p9Zrp81rW0ujemVz7bp5rtdA5Ol4VWc3MKxLgf6ByHVcn0/UtnoaxF66Tnja6UVnZ6I+k2SvvRikjbdjq/KACodjrprz7GSrfNqJEr20eQ9vAcepzitwaeb9Wnp+95YxYtS/dF0rlKVSbfpWHvUbZLSiR9fl4rbXck0mmUOPUoNwe01Xy0hJo0ug2Nx9/u8YhG8fdCq3beBEEQBEFoQeQ151mJOG+CIAiCIPghr03PXsR5EwRBEATBHxEshASfz4cDBw6gtLQUNpsNXbp0gYZ5bd9c5AW4IAiCIAhCiHG73XjiiScQFxeHHj16YNCgQejRowfi4uLwxBNPwONhUh01A1l5EwRBEASBQPnlE+o6f/94vV6MHj26PsepXq9HWFgYampqUFZWhqeeego7duzA2rVrm5Ur9VRatfOmq/JApzvFc42h5YSc8hEA3GYmd2AEbffp6YEOP0ErhbwGuh57Gp2bEACsh+m6uDyYxiJaueqMpRVpkTlMeRuf+sPLpD3l1LRlHemFXa+ZXjePeotWyblj+Ztdw4iwwnNoNZc9jb52XM7TyCN0X0u7s12CL4w+xkkLHBG7jb6oRQPok6vpwueD3HVjZ9JuHkz3yVhCz4+jN6eSdnc4XY8rlv8FGfsVPaf2P2Yl7a8O/idpn3XRdaRdt53Oael7O57tk7GYVlcayug564qm79UTA2mlX+xuWmGrcfPXDoyi1RVPqyW5uiwZ9Lm52sayTRuymH4xOUw9bWiFb8RROrdpYR/6GpWex4+HJZO+LxRGheqNpvPPaipopaviYvK2MopSgM4XCgAqo4Dl8ITRzyGDnb7nvebAUzKVp/vf216XCnwVQCXy2jRo/vGPf2Dz5s145JFHMH78eHTp0qX+u4MHD2LVqlV49tln8Y9//AP33XdfwPW3audNEARBEIQWQpy3oFm5ciUWL16Me++91++7zp07Y968eUhOTsZrr70WlPMme94EQRAEQRBCyP79+3H77bc3WubWW2/F/v37g6pfVt4EQRAEQfBHVWo/oa5TAACoqgpFCW48ZOVNEARBEAQ/6hLTh/pzLtC1a1esXLmy0TIrV65ssBcuEGTlTRAEQRAEf2TPW9CMHz8e06ZNQ05ODiZMmFAf260u5tvKlSuxcOFC/O1vfwuqfnHeBEEQBEEQQsg999yDTz75BAsXLsSCBQug1WrrQ4V4vbXREP7whz/gnnvuCar+Vu28FfQJh9bYMH6F7TAtta6K50/VaKfl6lySai48hcq8hC7tRtvDCvh33a4oLpk9Ld3nQhk4LUy4DgMtPefCmgCAvpL+yaRhokTYDtLhOrg2dA66fncEHwOHG3OPiQkDwEQmcPekQxy47HSYBh0djeEX6LYjsrnxo+26MnrOaugoLwAANYyeB1zYG9tBejJXJtNt66roeqIO89eo6CJ60C/qeIS0T95Gb/LV5NKxambc8m/S/trTV7N9OjSVHqfob5j7yEafd9JX9LxxW+j7y8XYAaC8Pf1d9M/0BVe1dJ+qUuk5WxPL75KJK6VDeXAYjpeTdsVJh0iJ/Z7uq9bBh+WoTqavd+Snu0m7JiGOtHMhUvT5dtLOhQMBAE1xGWmv6JJG2sNz6DAlGibRvCOFHg9DKX/TRx6mv/NE+YcK8XgaeXhQyJ63oNFqtfj000/x1FNP4aWXXkJpaSmqqmqfF9HR0bjvvvvw5z//OagYb0Ard94EQRAEQWgZFLX2E+o6zxV0Oh3mzJmD2bNn+6XHClaoUF93iPooCIIgCMLvCdnzFhIURUHXrl1DWqeoTQVBEARBEEJIcxPPB5ugXlbeBEEQBEHwR/a8BY2iKNi0aVOTr0frysXHx6Nr167NdubEeRMEQRAEwR95bXpaDB8+PKByXbt2xeeff47UVDq39Mm0aufNWK5Ca2g4ExxWWrnBqe0AQNXRnq6pJDB1YHU8ozLMods1lvFJmcNP0GqkEwNpJZSWFqEiMpdWfHLKM4XPL86qQX3MLOLKc8nhORUvdx0AwGWhryurQmWEZBFb6ATjbkaEZznSSIJxBu6aZl1PD2DC11w9tKIPAPqs2Evai4/R+y1OxNNKPGMxPa7VyfR5p/U6zvapcnMb0r7zcDvSbjrkr5IDgK5/OETaX3r1GtKemEkr/QCgOom+3pYsWo3nKmHUt2V0G4en0EnS01fyczn+2wrSXtCXnoS2A3RftQ76GkXk8nO2Op3urzmb7lPONQmkPXXFYdLOqiuvLWP7VFJNzwNjaQ/afoJWjyoe5ry19ENC1fPqvxPXpJN2DXNLqhp6nnHPxrBcWr3sM/F/qjVO+qFdneCvnPa4A3xuifN2WkyYMKHJMitWrMD48eNRWVmJL7/8En/5y1/wxhtvNHlcq3beBEEQBEEQzjZUVcXrr7/eZLkVK1bUl9u5cyeuv/76ZtUvzpsgCIIgCP7IylvQBBMK5IILLkBBQUGzyorzJgiCIAiCPyJYCJqsrKxmlRsyZEj9/+/btw9Wq7VZx4nzJgiCIAiCHxKkN3jatm3brHIbNmwAAOTm5mLkyJHo379/s44T500QBEEQBOE3JDY2Fh988EGznb5W7by5IxT4TsmTGZ5Hq2k4dQ8AROTSah0vkx/T3pZWI/mYtIUqI17ymPjl44pUOscipyqNOE6rSiuT6ca1Lno8PObGVLm03aVh8l1m0gozYyndNpfPlVOOAvx5OK10XQZakAaVOYewfLr+irZ8p/j+0hNEZ6fbLu3K5IN08fkxN8wfSNrt3ZlOdaWTtFp20bLcGkZRnXWcVq0CgKWMtntzmPyi++m5fLimE2lfdf9i0n79+9PYPl14yQHSXr4pmbRzeUTdsXQuyvSVdLv2NPqcASD6J1qyGJ5Hj4dPz+QtZp5bnAoVAIxFtHLVGUerJeN3MuV70CEO9KUOuuEtUWyffOn0eRsK6LyqcNPPcU4RrDI5Jb0R/DWK304/QEp60mrdyCxaPVp0Aa0gNpTRbXuN/POmoh19r1JRERRfgMtesuftjGEymXDppZc2u7xkWBAEQRAEQWhFtOqVN0EQBEEQWgYFLbDnLbTVnbPIypsgCIIgCEIrQlbeBEEQBEHwR0KFnLWI8yYIgiAIgj8iWAgJRUVF+Pbbb1FaWgqbzYa+ffsiNpYXeTWHVu28eUyAekr6O7eZfhNclcx7+5YsWoVV2ItW9SVto5VTZZ3oXHxc3jujnVd/OS30eRjs9Mwv6kmXj/uBVmzpqum2HdF8Xj9zPq0eLelGn7e9HT1+liNMnsNqejq6G1HAct9xquPCC+nysbvpcVWYS6Sv5PtU3p1Wvekr6fPTMwpY62H62nE5dAEgrIjusJYR+7mywkm78Z5jpD3lb3ROy4JeJrZP1ZfQijvDbrpt711FpL0yk37YPTDlXtKuaUS4VXF3HGl3pDMqW+a+MBfQ88DJ5Fhu7J73MCpHcx6t7OTUpu4IRm3Ktgy4LfS9qq+k57Izmu5rxM5s0u6Lt9HtDqBzpwKA6QdakVnew0raLRm0clpx0OegqWDyiMbT8xIAHO1odXH0T/R5OGPo+yJ6PxM2gIG71gBgyaDPw23xv0ZaTyPJqynEeTstysrKcP/99+Odd96B1/vr81yr1WLs2LF48cUXmx2U91Rkz5sgCIIgCEIIqampwdChQ/HWW29Bp9OhQ4cOUBQFSUlJ8Pl8ePvttzFkyBBUVdHOd1OI8yYIgiAIgh91GRZC/TkXWLx4MY4cOYLXX38dVVVVOHToEADg2LFjyMvLw9y5c3H48GE899xzQdUvzpsgCIIgCP6oLfQ5B3jvvfewcOFCjB8/HhpNQ1crLi4Of/7zn/Hqq69i9erVQdUvzpsgCIIgCP6chc6bw+HA448/DoPBgAkTJrDlcnJyMG/ePAwYMABWqxUGgwHJycm4/vrrsWXLlkbb2L9/P8aOHYv4+HiEhYWhR48eePbZZ+F20/u1KTIyMnDllVc2Wua6665rdgL7UxHnTRAEQRCEs56NGzeiZ8+eePnllxt1pMrKytChQwfMnz8ft9xyC/bt24fi4mKsWLECe/bswZAhQ/D888+Tx27btg19+vRBTk4ONm/ejOLiYsycOROzZ8/GlVde2WwHLiwsDJGRtOimjtLSUoSF0SKppmjVatOUjWXQaRsqHd02eiD01Xw+yKokWjkVu5dW5nCqUk7pV9GGyaHH5CAEeJWjrpr+2RL7I213WJn8h4l0n7j6AT6/I9fXuP/RMsqC/nQeQG78rBmMXBdAaRf6WlSm0Ocdu5tug1NwcupeK5O3FQA0Hvq2qkij60r5ilH0Wehr5Anjla4l3eljwgrotsNoYSdy3SmkXX8nfU29bl7LqDKKVlMx3afyrbSitfM6uu38i+n55LbSal0A2H8vfUyXf9Kbh8N/pvNjZo5LIu2xP9Jtew38tcu7mJ7LbT8pIe3VXei8oAY73TanHAUAr5HL10zfF1yOTE8qreLlSHiDVykX9Kbttu20EtqdHE3aXXH03wRVR88B7nkNAO5wRt2ewx5C94lR96o6un6Ni1cpq3q6v1RuU8rWGC2xRy3Y+t555x3cc889ePrppxEWFoY77riDLevxeOB2u/Hkk0/ivvvuq7dfdtll+Ne//oULLrgAM2bMwHXXXYfU1F/z8TocDtx8881QFAUffvghEhJqn0Xjx49HVlYW5s6di8WLF+ORRx5psr8dOnTAli1bMHr0aLbMnDlz0Ls3M9GbQFbeBEEQBEHwpy5Ib6g/QZCeno59+/Zh6tSpUJTG69Dr9ejTpw9uvPFGv+969OiB9u3bw+12Y+PGjQ2+e//993H06FFcffXV9Y5bHVOmTAFQK0Q4OewHx/jx43H//ffjwIEDDewrV67EX//6V3Tv3h2vvvoqpk2b1mRdFK165U0QBEEQhBbiLIrz1r9//2aXjYqKws6dOxv9nuLjjz8GAAwcONDvu6SkJHTo0AEZGRnYvn07WeZkJk+ejM8//xznnXceNm/ejEsuuQQAMGHCBCiKAp1Oh4ULFza5L44jqJW3nTt34oknnsCgQYOQkpICk8mEtLQ0XHnllfjPf/7DHrdu3ToMHz4cUVFRsFgsGDRoENasWRNUxwVBEARBaDl+j6FCPB4PDh8+DK1Wi8GDBzf4bvfu3QBqV/ko2rdv36BcY+h0Onz44Yd4/fXXERFRG9y5W7duGDp0KGbMmIE9e/Zg+vTpQZ9HUM7bH//4Rzz33HMYN24cvv/+exQXF2PVqlXIycnBmDFj8MQTT/gds2TJEowePRqdOnXCwYMHkZWVhX79+uH//u//MGfOnKBPQBAEQRCE1oXdbm/wcTrpTCKh5pNPPkFZWRnGjRvn56Tl5eUBAKKj6f2TNputQbmm0Gq1GDduHHr27AkA2Lt3LzZs2IBnnnkGnTt3DvYUAJzGnrfHHnsMU6ZMQXx8PMLDwzF48GAsX74cAPDcc8+hpubX9B979+7Fww8/jL59++KVV15BQkICYmJisHjxYgwdOhRz587F9u3bT+tEBEEQBEEIIS0YKiQ1NRVRUVH1n/nz57f46VRVVeHhhx9Geno6qTatrq4VJhkMtIjRaDQ2KBcKTo0B11yC2vO2evVqdO/e3c/epUsXAIDT6YTD4aiXwNZt8Js0aZLfRsMpU6Zg06ZNWLBgAT744IOA+uGKDoNP11Ct5A2jB4LL5QkART1ptY52H11XeB69WVFhlDycksvA5LQEAD3TXy7nqZNRlSbsoBuxd6Bz9Dmt/EZQp5WeLk76RwrcNlpJZiqhx0nDiOEKevOKtIhj9DiZSmi7qqHPryqVLm+30Ne6SMOv/esYBaexjG67pAutPOPOzcOnXkTql/RDxd6OHsOS8+g+RdApKlGaRCv32rcrYPuUVUAfU9qdbtu2l64n5zJaHahlfrB3nX2Y7dOgDbmkffPr/Ui7J45uu/2bJ+jyCfSeGk01r1K2bSik62pPK1qjdh4n7Zzq0hvGP+51lbyim0JfSufmLOtOn7epJDBFNQCk/YtW2ZZcQiuhL51JLwD8OK4raa/sRPe1OpF/BibspM/j+KX0/IjfRScV1jLzgFOOcn9DAACM8tee5q9e9roCfGfZEq85f6kvJycHFsuv41bnGLUUXq8X48ePR2VlJb766qsGbddhNptRWVkJl4u+H+pWB81m82n3Z9++fVi6dGnQxwflvJ36nriOrVu3AgAuuuii+uVFoHaZEqA3AQ4aNAgAsHbtWng8Huh0oqEQBEEQhN+cFhQsWCwW0oFqCXw+HyZPnoytW7fiyy+/ZF9ZJiYm4vDhwygpoX84lJaWAqgVLwSD0+nE+++/j6VLl+Kbb75pUjXbGKcdKsTr9eL48eN48803MWHCBPTp0wfvvvtu/ffHjh1DUVHtUgS1CTAlJQUGgwEOhwMHDx483e4IgiAIgiAA+HXFbf369diyZQvOP/98tmyvXr0AgM16kJmZCQD1e9iay759+/Dggw8iOTkZ48ePx9atW9GpUyc888wzAdVzMqftvBmNRqSkpGDixIm45pprsHbtWnTo0KH++7qNfSaTiYwkrCgKrFZrg7Kn4nQ6/TY3CoIgCILQgpyF6bECwe12Y+zYsdi6dSu++uordOzYsf67zz77DJ999lmD8mPGjAHw61vEk8nLy0NGRgbi4+ObFbbE6XTizTffxODBg3HeeefhxRdfRHV1NW666SZ8+eWXOHDgAGbMmBH06ttpO28ejweFhYVYt24dduzYgY4dO+LNN9+s/76pDYBA05sA58+f32Bj48kRkQVBEARBCD2tOVSI0+nEddddhz179mDLli1IS0tr8P27777b4C0hANx4441IS0vDRx99hIKChvt46/anTZ8+HVptI3sQfyElJaV+la1z58547rnnkJubi3feeQfDhg2rL9ecgL8UIdlgFhsbi8suuwwXX3wxunbtivHjx6NNmzYYNmxY/cY+bgMg0PQmwFmzZjWIh2K328WBEwRBEATBD4fDgauuugrr16/HsGHD8NBDD/mV2bFjB4YMGdLAZjKZ8Pbbb2PkyJG4/vrr8eqrryItLQ2rV6/G008/jZEjRzY7Nlu7du1QWlqKbt26YenSpfVBekNFSNNjWSwW3HrrrVBVFS+//DKA2g2AQO1gnhw+pA5VVVFWVgaA3wRoNBrrNzeeyU2OgiAIgiCcHSiKAkVRMHHiRADAihUr6m1vvPFGfbn9+/dj/fr1AGqT2b/33nt+nyNHjpBtXHLJJdi1axeSk5MxePBg2Gw2PPPMM5gzZw7Wrl0LvZ7Pk34yO3fuxI4dOzBgwAD84Q9/QM+ePfHSSy/5bfvavHlz4AMBQFFVNaSLmP/4xz/wpz/9CX379sX//vc/AEBcXByKiorw008/+YUYyc3NRWpqKsLCwmC325ulNrXb7YiKikLP2/8KraFhCAQ9k1jdHcG/V+aSsXNJpH3MG2AtrQpnw374mCTEAC+t5xIXVybT4+ZjhpNLuG608yFV9BWMTH4gHYZCw6wGa+koA4jbTQ9gRSovIY/KpCsr6UqHp7AcpVeAC3vRbeirmHEq428bbt5oGZm+x8Qko2ZCpxRfwLfd6c1y0n5shI20c8nhi3vRdl84fVHT3+fnzZGr6UmoMnWZD9E3WJcrDpH2HzLbknbLd/y8id9Fb9HQZ9L7br2JMaSdDYdzkK7HlR7P9sljpl/FmPKqSLszjn5TYSim7yPFx1+jvHn09a78mZ43Fno/N5u43XKUvtamYj50ChXqAgDMBfSN4THTaxH6SrptrZMeD2MWHbIFAMovSibthnLmZg0QVxR9r+gcjTyX7c1v2+NxYMvWJ1FeXt7oIkjd39gOs56G1sSHagoGr8OBjPmPNdmH3xMVFRVYtWoVXnnlFWRkZOCmm27C5MmTcfHFF0Oj0cDXyL3JEfDK25tvvonY2FhwPt/x47Wxh2Jifn3YNbYJ8JtvvgEAXHHFFRImRBAEQRDOElrznrezicjISNxzzz3YvXs3/vvf/8Ln82H48OHo3bt30HUG7Lx5vV4UFxdj06ZNft/V1NTUbwC86qqr6u0PPfQQtFotli1b5uf01W0CnDFjRqBdEQRBEAShJWmlStOzlYsvvhjLly/H8ePH61//BkPAzludrPWWW27BypUrceLECVRWVmLbtm244oorkJGRgSuuuAKTJk2qP6ZHjx5YuHAhduzYgalTp6KgoAAlJSV4+OGHsWHDBsyePbtZ0ltBEARBEITWTlRUFO677z60a9cuqOMDfk956623IiEhAe+//z6eeuop3H333XC73bDZbOjVqxfeeOMNjBs3zi9f14MPPojOnTtjwYIF6NixI1RVRc+ePbF69WrccMMNQXVeEARBEIQWogUzLAi11AX+DZSAnTedTodRo0Zh1KhRATc2evRojB49OuDjBEEQBEE4s7TEHrVzac/b0qVLsWDBAmRnZ6Ndu3aYN28ebrrpJgDA0aNH4XA4kJ6e3mgcXI5WrRCI/b4culMkntmjaXWUjhaXAQAsWbQC0Wdk3iozwpCqRHo4q+NpFVn0z0xGbQAl3WilldZBz3xO6cqFEjSV0Aos7hwAwNEtsOmSuq40oPLw0udmYewAUNiLVtxZD9PX1BvGXIsDtGKLU45Wx/M7DuyDaQVs2C66r+En6AnFtR1WwLe9/+5I0h6zix5DQyWjuCuhx8m2la6nOoEPWqkvo89Dn1JJ2n06+kFWc18sae8C+ubOfIxXMmq+pue/u30ifQCT/NuUUUDaObzcMwWA6Rg9Hpoqej5pbLSi+thldMJ1VxR/H+m3MYrncPqYinZ0PWG0yBbl6fT8cEXw41F8Gf1QC3uPDtXgtNB1hefQ86OgL32vJJZGsH2KPECruavTadVkWXv6mRmeR993LiYqgs/Aj1PsD0wMVY1/XQozj1lk5S1oPvroI9xzzz31/z58+DBuueUWtGvXDhdffDFuu+02fPPNN3jttdeC2vsW0jhvgiAIgiAI5zoLFixASkoK3nnnHezbtw8fffQROnTogEWLFgEANm3ahFtuuQX//ve/g6q/Va+8CYIgCILQMshr0+DZt28f3nvvPVx22WUAgC5duiAyMhJ33HEHAECr1eLJJ5/EiBEjgqpfnDdBEARBEPyR16ZB43K5MHDgwAa2vn37Ijc3t/7fKSkp9bFxA0VemwqCIAiC4E+oY7ydQ7HeunXr5peCy2w2w+P5dX91ZmYmoqLoPapNIc6bIAiCIAhCCJk8eTLuv/9+lJSUkN97PB48/vjjQce4bdWvTYsujPLLbRq9n1aRNaZqKupJKztth2gFoiOaVk5xuSgt2fQXpV14eTCnROVUqNH7aUWVvR2Tl44ZDi43LAC4nLQSKvUTOhdgWU86H6T1e7q84qRVUxUXWNk+capSDi4/q9NGK9h0TF5aSzafi87yFl1XcTe6fMEl9JhHHgz8t1VEFn1Lu2mhK6Iy6PGwZNLXuqwjPfcdPZiEtQDavkkfcxy0Qi/yOD0ehf2spF1zTRFpf6LjF2yfVpj+SNrdEfT4mQ/Sc9ZnpZWJPiNdD5dPEwA0FXQO06M3p5J2UyE9Tjq6GmiY+xfgc/VWJ9HHsG14mJy4erqexnJOp75Dj6GhhH42VsXTk7wqlbbH7aJPoqIjn2+Ty8Vqzq4g7SVd6OgHnJKcy72cO4L/W2E9RI+TQkw1r5ZXhZN1yJ63oHn77bexZcsWpKWloUePHggLq1WHq6qKIUOGYP/+/SgpKcFXX30VVP2t2nkTBEEQBKGFkD1vQbNlyxYAQHV1Nb799tt6u6Io+Prrr9GrVy+89dZb5+bKmyAIgiAILYQ4b6dFZmZmfUrROjQaDWw2G8LDw0+rbnHeBEEQBEEQQsiQIUOQlpbWYvWL8yYIgiAIgh+y5y14NmzY0KL1i/MmCIIgCII/8to0aDQaDXw+XqB0use1aufNVOqDTt/wJH3MGYWVMFJQAF4TfRCbW7KIrquyDV1PeTvabjvIKyXL02l1UXgerablcFmYvJLVtJKxIpVXOKZ+nE9/wUy0iGxagei10uov3XE6l6HlCJO4FUDuULouTnWsMHlSIzLtpN2RSO9L8Jh41ZbWQY9H0je0us31E32tnVb62pW356+Rysx/hRYpI/tyuu2oQ3R5blxrihhVM4Aj19DHtF1L241FtJrQE06fnO4peg78o80NbJ/QhjZbDtLzQNUzz4gIemBdVlpx7LDy86b0crpTtv30fKqJpeeBh1EWc4pSAHDE0HPNVEwf47TR5Wv60HPctJVW5XLqVAAo6E2PYXgufS1id9HXLvuPdBytKubebuwZa8inVaXuWPr82qyn8zsXXmQl7dUJ9Dmnruf/VhwfTM/Bdv/2b1vj5fNpU8jKW/AoioJNmzb57XkLFa3aeRMEQRAEQTgbGT58eIvVLc6bIAiCIAj+yGvT02LChAktVrc4b4IgCIIg+CPO22nx+uuvt1jd4rwJgiAIguCH8ssn1HWeC8yePbtF65fcpoIgCIIgCCHkiSeeaFa5jz76KKj6W/XKmytSA6+hof+pddFrskXn0yoeALAeotVFHhP9G0HxBebzcuql0s58vrqI4/QxVYm0Wq06Poy0x/5IKz61lbTqKOJQI2vaWua8C5nEu+2iSXvYoQK6fDJd3hPGK/QSd9Dn4WWOccTQ80Dx0RI9VUPPAU5RCgAVbRl1cU1gSuGoQ5WkvTKFz70IRkwWmUP3122mz8/D2IvPCyw3IgDEbaeP0VUxCjpmzAsuolV18TvpahzR/H0alUG3zalH7efRikUun3HU/nLSbizkH7mVqZGk3U0LGaFz0PeqvQfdKf0e/hmoMkPFqfcjj9LzqUxPd9ZLP55Q0Z5/3sT8QNu5/MtuG614Diugy4cV0edgT+PnuKqhn1GmYnrMlRp6nsXuplWrjjh6oPR2XiXqjKcvUk2y/7XwuHXAHrYqf+S1aYtz7bXXBhVSpFU7b4IgCIIgtAwSKuT0OH78ONasWYMDBw6gpqYGqhq6kxfnTRAEQRAEf2TlLWi2bNmC0aNHo7q6ukVivYnzJgiCIAiCEEIeffRRxMTEYN68eejWrdtpJ6I/FXHeBEEQBEGgOUdWykLNDz/8gA0bNqB///4tUr84b4IgCIIg+CF73oInIiIC559/fovVL6FCBEEQBEHwR22hzznAmDFjsHXr1ibLzZ07N6j6W/XKmytSgdbYcCOgmZGFx/zEJ6bXuGiZrmUfLfd3MKEaKtrQYQZUJmQBF9YEAFwRgR1jLKPPIWckHQKjzQYmBEYlnwDZY6Nl7IaKatIellFEV6Shz03x0edm+i6T7VPpqC6knQ/zQtfj03Pl6T5VJfJhF7gwFJ5wOgSB+RAdaqUm3Ubaow8EPpdVHX1+XgP9CDCV0PXoK+l6CvvzYVDczHnbfqbHSXHTbcd9T5f36en5FPcdHY4BADwRdJgeLjSMqYw+vxOX0OMXkUs/CxoLe8MlgedCWnBJ3c0F9Hgcu5oPN2HbRo9HaXfmeVNCtxF5hC7voR9DUDz8+oEjhrY7bfQ10njoa+GKpMtzczkyh5/LkYfp8D2F/ei/CXF2+pmpuOk2wn/IIe3eRGYwAHRZaqfbqHL42TwBJqYXgmfhwoW45ZZbUFRUhOuvvx4GA32PzZ07N6iAvq3aeRMEQRAEoWWQ16bB07t3b7hcLtx666247bbbEBsbC7OZ+RUTBOK8CYIgCILgj4QKCZrs7GwAqA8TUlREv4kKNoyIOG+CIAiCIPghK2+nh9cbWFadQBDBgiAIgiAIQgi5+OKLW7R+WXkTBEEQBMEfeW0aNM1Rmp4Ordp5M1So0DobzgRXBP3+uCaWP1XbAVqBk39pbED98TABlHW0GBMRebxqsIpJNqyvpGd+1G76fbqOkWwpHkbBduQ42yelbSL9RYBLw1wCem0JreRSwvlNnmGFbtKuY5LAa8v9FVgAUHgxreyMOE5fI+vhGrZPhb0C25SqrbGSdp+BXhj3McrR2rro+cGpKM0F9Pi5LLQq0mml64nZxasoLVmM+pZRfNbE0UpeTmkdcYhWhXuj6ETlAFCZQrfNJXvnVMp9hu4n7YWftSPt5R3odgHAeogeJ62Tnsv2dvT5VSfQ8yblI7ZpeEz0eXd8n75fuLa5a6QyCnMu8T0A6JgE9NWJ9ByMOFrF1EQ/mM3H6XPTlTEPbAD7Z0WS9oR1dF99RvoENV66vLs9/Yz1GhtRKWcxqn4CJdAE6OK8nRY1NTX48MMPkZ2djfT0dFx33XWs6jRQWrXzJgiCIAhCyyB73oKnqKgIAwYMQEZGRr2tV69e+Prrr2E2m/HYY48hKysLjz32WFDBfGXPmyAIgiAIQgiZPXs2MjMz0b17d9x0003o3bs3du/ejZdffhkA0KlTJ3zxxRdYuXJlUPWL8yYIgiAIgj9nYYYFh8OBxx9/HAaDARMmTGiy/Lp16zB8+HBERUXBYrFg0KBBWLNmTaPHHD9+HHfddRdSUlJgMpnQsWNHzJo1C5WV9NYeis8//xxTpkzB3r178c4772Dnzp2YMWMG3nnnHQDAxIkTsXz5cmzYsKHZdZ6MOG+CIAiCIPihqGqLfIJl48aN6NmzJ15++WW43fR+3ZNZsmQJRo8ejU6dOuHgwYPIyspCv3798H//93+YM2cOecyhQ4fqX2/++9//RmlpKZYsWYJXXnkFgwYNQnk5vcf2VHJzc/H44483sN133304cuRI/b9HjBiBrKysZtV3KuK8CYIgCILgz1m08vbOO+/g2muvxYMPPohFixY1WX7v3r14+OGH0bdvX7zyyitISEhATEwMFi9ejKFDh2Lu3LnYvn2733G33347ioqKsHr1avTt2xdhYWH44x//iL/97W/YvXs3Hn300Wb1NyYmBpGRDQUuKSkpKCn5NR2iy+WC0xlcyrJWLVgo6wZoThE9heXRSiRDOT9j7Gm0+oPL7+g1MLn1mLSgKuMihx3lcy+aM2mFmc/EKFUYFZHbTDcefiiXtKspCWyfOFSmbUXLKBbjaKWaQcsMFKOUBABDMa0YK+tOq8IijtFt6BllW2UbRi3m4m+duB9otZo7gj6mOoFWV9p+KCbtziQ6jyLAqyijDtN98obRfTKW0ipbhZEHRmTyrxM8UXSeT30prdg1nqDbdiXQ19SZSKsJ7em8qotTbZuK6V/zZZ3oc/huU1fS7r2ayQlazM/lqiR6HjitdNvWw/QDJ4wRH+b158cjZi/9vOFysVoP0Ne7vFMEaQ9UxQvwytXIbLr88Uvp+yL8BN3I8SH0vEnZwHeq7Xv0eJS3o58rEbn09ebuCeNR+p5HopXtU1XXeNIevoeIHODjIxyc7aSnp2Pfvn1ITk7GG2+80WT5xYsXw+v1YtKkSX5ZDKZMmYJNmzZhwYIF+OCDD+rtW7Zswfbt23HJJZf4iQhuvvlmPPDAA3jttdfw17/+FdHRdNSEOkaMGIE1a9bgjjvuaGA/uS+ff/450tPTmzwXilbtvAmCIAiC0DKcTWrT/v37B1T+k08+AQAMHDjQ77tBgwYBANauXQuPxwOdrtYV+vjjj9ljjEYj+vbti//+979Yt24dbr311kbbHzZsGO69914cPnwYl156KcLCwgAAqqpiw4YN+PHHHzFnzhxMmzYtoPOqQ16bCoIgCILgz1n02jQQjh07Vp9LlFrZSklJgcFggMPhwMGDB+vtu3fvZo8BgPbt2zco1xh33XUXHA4HnnnmGYwePRrDhg3DsGHDoCgKRo4ciYceegi9e/du9mvYU5GVN0EQBEEQ/GjJlTe73d7AbjQaYTTSr5MDJS8vDwBgMpnqV7wa9EFRYLVaUVBQgLy8PHTv3r3BcdwrUZvN1qBcU4wfP97PptFoEB0djcGDB2PMmDHNqodCnDdBEARBEM4oqampDf49e/ZsVgEaKNXVtXt8G8tmUOco1pVtznHUMY3x+uuvN6tcMIjzJgiCIAiCPy2YHisnJwcWy68ik1CtugGA2VybotDlYlSEQL3Ks65sc46jjuHYuHFj8zobJK3aeYvb6YNO31AZxKnkOEUpwCuhOKVmVCaTE89O25VsZonVQKvLahuhlXWKm1aFKQ56skX9VMa3QaAp4xWw4NSgZv9laQCsAra0I33eHjNtT/6azyPKEbP1BGn/+cEk0h69l8mXmEvPJ42bV6RxeUT1dlrJqHHT86+qI51vNewE/6vP04nJF5pIK3z1FfT56apou6GMlrU7kvmHGXcfaZicnZ44ui4uX21pF3r+cTmLG2vbZWV+cZfR1zvmI/paFF1Iqy4VH/+X0GWh542WeT6VdaT7yuVY1jdyaxf2pq9R0tfMPc/k5uTOgVPicypvAIjMonOVVqbR80PV0ErQiFx6HlgyGFWzjXciTvSn/2SmfUbPA5+eHr9r/7GetH96TT/Srur47enss4jKOR1gbtOWfG1qsVgaOG+hJDGxNkesw+FATU2N36tTVVVRVlYGAEhKSmpw3N69exuE8ziZ0tJSv2M4Lr300mb1de7cuZg9e3azyp6MCBYEQRAEQfCnlQoWUlJSEBsbCwBkENxjx47B5XIhLCwMnTp1qrf36tWLPQYAMjMzAQA9e/YMWV/nzp0b1HGteuVNEARBEISWo7Umkh8zZgyWL1+OrVu31gsS6vjmm28AAFdccUV9mJC6YxYuXIitW7f61edyufDtt99Cr9fjiiuuaLL9mpoa/P3vf8f27dtRUlIClcksoSgKhg0bVv/vCRMmkEKHUwmJ85adnY3zzjsPFRUV2LhxI4YOHUqWW7VqFV566SXs3bsXer0effv2xaxZsxp0XBAEQRAE4XR46KGHsHLlSixbtgx33nlng+C4S5cuBQDMmDGjwTGXXnop+vfvj61bt+Knn35Cjx496r979913YbfbcffddzcZoBcAHnzwQSxbtqzJcqqqYsuWLfX/5vynUwnJa9O77roLFRWNbKgAMG3aNIwbNw6jRo1Cbm4u9u7di9jYWIwYMQLLly8PRTcEQRAEQQgVqtoynzNAjx49sHDhQuzYsQNTp05FQUEBSkpK8PDDD2PDhg2YPXs2Gfh35cqViI2NxQ033IDvvvsODocDn376KR588EH07NkTzzzzTLPa/89//oO//e1v2LdvH7KyssjPkSNHoCgKMjMz623NDdp72itvS5cuxc6dO9G1a1fs37+fLLNu3TosWbIEN9xwQ70U2Gq1YsWKFdi5cyemTp2K4cOHIy0t7XS7IwiCIAhCCDibMiwA8EtztWLFCqxYsQIAsHz5ckyYMKHB9w8++CA6d+6MBQsWoGPHjlBVFT179sTq1atxww03kG106tQJ33//PWbPno0xY8aguLgYKSkpmDx5Mv785z8jIoIWI51KeXk5Jk2aRMaZOxlVVYPyfU7LecvOzsaMGTPwwgsvYPny5azztmDBAgDA5MmTG9j1ej3uuOMOzJo1Cy+88EKzks2ejDtcA5+h4eKhsZQuay6i1WUAYCyhpVAaJ5MHjlFacfaKoZ1JO6f0a4yw/bRy1RtnJe3awjLSrloZlY+b71PJJSn0IWZaYRZeQI+5JZu2h+XRal1nLK/+crWhv4uipyLa/4u+1lVJjHKPUUp6DbSyDeDVyxwRmXbS7tPTskFnDK0cBfg8ug4r/YXWRdtVJ213WmhFsOk4r4B1daaV01xe1bwB9DVN+xetAEvYSK/6O9pa2T5VJdEPVFMJPf99OnqOH7+UPrfoA3Q95e34Ry537byMUN7L/E2wZNGKQq5+ADCW0udXMbWctFd9GEPaS/rQ5237nj7v6J9oRSkAlHaj/0g6Yvj8sBReI33i7gj6PuLyGQNAzF763s6/iFbAJm2hx++jSSNIuy+Z7qs9jX8GepnHQVHP9v5lnQ7gJbYqf1owVEhQhwaxajd69GiMHj06oGNSUlKa9cqzMbp06YJ58+bhrrvuQocOHdhypzqkzeW0XpveddddGDhwYKOb6+x2OzZv3gxFUTBgwAC/7+tyjNXlFBMEQRAEQWjNPPfcc1i6dCmuueaaRss1R5xAEfTK26uvvoodO3Zg7969jZbbs2cPfD4f4uPjyeXGulxhGRkZqKqqQng4E6RIEARBEIQzhuKr/YS6znOBESNGICcnB7m5uY2WCzYLQ1Arbzk5OXj44YexcOFCvxQXp9LcXGGqqiI/P58s43Q6YbfbG3wEQRAEQWhBWmmct7OBYcOGwWw2o3NnetvUyeWCISjnbdKkSejbty8mTZrUZNnm5go7ueypzJ8/H1FRUfWfphxGQRAEQRBOjzrBQqg/5wKbN28OuNzq1aubfVzAr02XLVuGr7/+usnXpXU0N1fYyWVPZdasWZg+fXr9v+12uzhwgiAIgiCclSiKAo2m+etj+fn5GDt2LCwWS30arsYIyHnLzc3FQw89hGeeeQbt2rVr1jF1OcaayhWmKAoSEhLIMkajkUxaG5VZA52uoRvvCaNVgKZ8Pj+mpprOOama6OHRllWS9urOcaTd8i39ztuTzAf6UxrJnUnhY/KCuromknZOtXrsWl6yHHGcV+xScGPO5XfU2Ony2go+R6WvUxRpd8bTUrywLPqm0JXTki2uHjOTpxQASrrTP0KisugfMGXd6XPglI+mY/T8AwB3BF1XeA69qq2toBW+8DKKxWS6/sbQV9N16Srp8Wj3XllA9buYPvkYlSEAGCrpPukr6TFXGbWpOZ+fBxSxe3g19/GB9BwMP07fLx4P3Scf81TPH8a3HbmPfjOibo4l7UYN3aeYb5nGmcdZYR8+7IKphG5DzwhUXZHMeDD5RTlVqdfAq/9cTHfNBfQJFvajVf1x39EK6YLedPnGFOylPem247b7n7fXFeCyV0vEZTtDcd7OBprrJwFAXFwcrrzyynodQFME5Lx9+eWXsNvtuO+++3DfffeRZU5+f7tx40b07t0bGo0GhYWFpCChLldYhw4dRKwgCIIgCGcJZ1uct9ZGnX/THDQaTUBRNwLa8zZhwgSoqkp+hgwZAqDWYauzDR06FBaLBUOGDIGqqti2bZtfnXU5xq666qpAuiIIgiAIQksigoWgqfOJWoqQpMdqipkzZwL4NZ9YHW63G8uXL4fJZML9999/JroiCIIgCILQomzYsKFF6w9JYvqmGDVqFB544AE8//zzmDdvHh544AFUVVVh5syZOHjwIJYtWyapsQRBEAThLEJem54+JSUlWLFiBbZv347S0lLYbDb0798fEyZMqA+VFgyn5bwdOXIE6enpDWx1e96GDBmCTZs21duXLFmCPn364KWXXsKzzz4LnU6Hfv364csvv8Tw4cNPpxuCIAiCIIQaESycFmvXrsWtt96K8vLyBmmwVq9ejXnz5uGdd97BqFGjgqr7tJy3du3aBZRrbNy4cRg3btzpNCkIgiAIwhlAVt6CZ9++ffi///s/6HQ63HTTTejRowciIiJQWVmJffv2Ye3atbj++uuxc+dOdOvWLeD6z8hr05ZCf6QAOk1DibunB5M83cJkdwZgYEJX+PR02BE1jpZzc2EouKTxjaFx0GEUoKW3KXLhTrQaWvZeOKItaTeW8XdWY4mtKbgE6gYmzIajEx06pbGk51xS95pkWtPvC6f7xIVaUZnxK+5JhwMBAOsh5toxcCFBDKV0iBR3LN82l3rGGceEQulAK7zDCulr5GVC8XCJ2wE+ZIy2hA554o1mrp2RflxpmLA64fuK2T65E610n6rpaxdWTodUKbmQfu0R80UGaVcT6YTuAJC6nh5zLrSO4qDnTeHFdJ8iDvLPQHM+PYaOaPqmN9rp8q4IurzK/KXh7i8AyLuEPu/kLVyYF7ouRzQ9ZyOz6fE+cg3/oLPupU/EcpSeNx4TPeYV6fR9F3WEvqaVyfQ5AEDax3QIJ1Oe/7PR4+XDLgmh5emnn0avXr3w8ccfIybG/74vKyvDmDFj8Ne//hWrVq0KuP5W7bwJgiAIgtBCtIQ69BxZedu4cSM+++wz0nEDAKvVildeeQWXX355UPWL8yYIgiAIgh/y2jR4ioqK0LVr10bLdO7cGcXF/BuCxjgjoUIEQRAEQWhl+NSW+ZwDxMbG4ueff260zP79+xEbS2cxaQpx3gRBEARBEELIsGHDcPfdd6OwsJD8vqioCFOmTGmQlSoQ5LWpIAiCIAj+yJ63oHnsscfQt29fdOjQAVdccUUDtelPP/2EdevWwev14rXXXguq/lbtvLnbxkHVNVTR6apotQ6nIgMAxUUfwy1LKowSVGWURZ4oI9MnPqm1aqAvjSshjrTXxNFqSU59aC5gxsnJHACgOoFuw2OiVV5hjArQ3o5WPtr2lpP2mjZ88uqy9nSfbAfpa+SNoK+R/kQZaXdZ6SXthI0FbJ+4ROm6clrpVdOGVp45EsJIe3UsrzyL2UMnvObUbRoP/STV1dAKNm4OWIp4FZu2jFYLO9rR6mK9nVHumRmlq4G+U/MvopXnAJD0Da1SVjV0XQqTWd22l67Hm5ZA2xlVMwBUJdFz0/YDvSdG1dLjEb2PHu/sUXzuaE5V6qWnIDRMjvuifpzykX6ehR/n/5Lrqunniod+fMAdQZe3HaDnpq6Snmex/4tk+2Qqo8/PaaPPj0so77TS4x2+l752JkYNDADHh9L9dYzwn2s+hwPYw1blh4IW2PMW2urOWrp3744PPvgAt956K9asWYPVq1fXf6coCqxWK9asWRNUmBCglTtvgiAIgiC0EBKk97QYNWoUDh8+jDfffBNbt26tz7AwYMAAjB8/HlarNei6xXkTBEEQBEFoAWw2G+6///6Q528XwYIgCIIgCH7UhQoJ9edcYMWKFc0q9+yzzwZVvzhvgiAIgiD4o7bQ5xxg4sSJzSo3a9asoOqX16aCIAiCIPihqCqUEO9RC3V9ZyuKomDChAkNEtKHklbtvGmcXmg8DWVPio9R5Xj5CcOqR/WBDY+9O62eizhaRZfvwKsouTyikUfoPJGlXWkJVuI2RmnFqHJd0Xz+Q06ZGLOHzlHpstIq24J+dP22vUy7jShg436gx4PLB1nRlh4nYwStKg3fm0fay/ols33iFGbVCfTYRuTSeTO1TD5NXRWvGqxJovOemvPoOV4TT/epOpG+dhxVbRgJIACDhVZYcrmAFSfdV2dMImk3MkrXhEYUsFxeUC5vrNNGn0PkHlp17EmgFcfcHACAqEP0fYQSWoWtMdHXiDuHtE9pJTIAqEwe56pkug3u+WT7ka7Hw6hWo/fR9y8A1DDnEXVHDmkvXJNK2g3H6fHj8hxzim0AODKGzmudtJWes9Xx9LyJyqDLl3alzzn6J2ZuALBk0QpYbY3/tfA6zxWt59nBm2++yX6nquppOXat2nkTBEEQBKGF8P3yCXWd5wgbN270s9XU1ODYsWP417/+Ba/Xi0ceeSSousV5EwRBEATBD3ltGjxpaWm49NJL2e/vuOMOPPnkk9i7dy+GDBkScP0iWBAEQRAEwR8RLARNZmZmk2XuvvtuvPjii0HVL86bIAiCIAhCCJk7d26TZTweD44cORJU/eK8CYIgCILgT12GhVB/zgGact4KCgowbdo0JCTQqfSaolXvedNUOaDRNpwIPgsta9KW0YojAFDNtOrIx+Qq9TH5CWtiaV/Yso9WveX359WmqV/SCiJOjRR5JLAbojFVKYexlFbo+RilWlknJlfjPrp+LoepoYTPS6thVIOuGPqamvPpfLKGYjqnIKcqDSvk89LmDmOUv9vpYxQ3fa3Le1hJu8FOlweAmmj6WpizGQUdoza17KZVlL5Iev5Vtm9MOU0rqtwJtHJP1dLl9ZXM/DPS56xx8uOkOOh7UuOmr134EVrtV92FVikbyuhrHZlFK88BoLwTPYYWZvy4nLEcjZbX0s+ump7087RsAD1+UTvo8XPa6OdTEVM/AGgZsXDx27SqNPEres5y6mVNOX1PVPVrx/aJy+l69Gb6/Dq8RivGuegAliy6r5x6vrYuev7b9vvPfw/zrOFoiaC650qQXkVR0K5dOz9FqaqqqKysRElJCQBg3rx5QdXfqp03QRAEQRBaCMltelrk5NBhbcLDw9G7d29MmDAB9957b1B1i/MmCIIgCIIQYrzewFY6A0GcN0EQBEEQ/FB8tZ9Q13kuMH78+BatX5w3QRAEQRD8kdemQfP666+3aP2iNhUEQRAEwR+J8xY0R44cwcSJEzFx4kR8//339fYDBw5gxowZeOihh7Bnz56g62/VK2+e6HBA11C1w6kPvXF0rkEAKOkRSdojc5icp4zLq69k8ml2pXOeRh3k85pVx9KXxhFHH8Plt8sbQOcmjN9Fq+FcEbRyCQDC7fTYaqvpcYrMpdvmclFWtqWVZ7oqvk9c24ZiWuWlqaAVdwVD6LyZXN5WJ6NmBYCYvfS1MJRxOTuZfKtl9HgbmXMDAFVHq0G53JXcKwx3kpW0a2voeaOr5t+FcEo5ri6fkZ77uhJaqalq6XOrSaXvawAo7Upf77jtRaTdY6XH1WOiHwYG7pyP5rN9spXQOWsVLz22zrQY0q4voud4aZ84tm3rnjLSHvsDXZfio8fDVMIop7vS7eoO8+sHGhc9hnE76Jy4rmT6GW/Ipcsfv4pWrcbv4lW58bvoPmXH03PWp2eemcwtrGXyODf2vEn6hn6eViX5R0XwQXKbnineeustvPnmm7juuutgMtVev2PHjmHAgAEoKyuDoih4+eWXsX37dvTs2TPg+mXlTRAEQRAEP+rSY4X6cy6wdu1azJ8/H++//z66desGAFi8eDHKy8vx+OOP48cff8RVV12F+fPnB1V/q155EwRBEAShhZA9b0Fz5MgR3HbbbQ1sb7/9Ntq1a4d58+ZBURTMnz8fw4YNC6p+WXkTBEEQBMEfFYAvxJ/T8N2++uorXHfddWjfvj3CwsKQmpqKyy67DJ988gl7zKpVq9C/f39ERETAZrPh8ssvx8aNG4PvRDMpKSlBTMyvWxu++eYbFBQU4KabbqoP3NumTRsUFhYGVb84b4IgCIIgnNW89NJLuPTSS3Ho0CGsWrUKxcXF2LBhA6KionDVVVfh/vvv9ztm2rRpGDduHEaNGoXc3Fzs3bsXsbGxGDFiBJYvX96i/U1MTGyQt/Ttt9+GqqoYM2ZMvS0zMxPJyXQWn6YQ500QBEEQBD/Olj1vbrcbjz/+OIDaEByXXHIJzGYzOnXqhDfffBPR0dF48cUXceDAgfpj1q1bhyVLluCGG27AnDlzYLVakZKSghUrVqBjx46YOnUqjh49GrKxOpU+ffrgL3/5C0pLS7Fp0ya88cYbSE9Px4ABAwAA1dXVePjhh3H++ecHVf85sect0hIGUwSfy1MfTecUjHDSajiVEezUxNDDqTfTk7XaxvvOWkZc5IyiG4+IoVVepihaiRcTR5+b28wrO80eWj2qNf9qd1S7UGGvYesQBEEQWgkqWmDPW+CHlJaWwm63AwB69OjR4LuwsDB06NABJSUl+OGHH9ClSxcAwIIFCwAAkydPblBer9fjjjvuwKxZs/DCCy9g0aJFQZxE08yYMQODBg3C6tWr622PPPIIACA7OxudO3eGy+XCihUrgqq/VTtvlWlh0OobejnaU+TlkREmTJowDFE2WtoO8KE/tA56lvn0tAPlMdN2TvLeGBomq4YSaLYNThk+nDZ7TLyU3JRP69udsb86b6WVNVjw/ibYqx0wldCydyWadqSjfiqj+2Tjk1c7EunwCpXJ/jJ5AIj+ib7YOuZaswmhG1mz5hKxc2FN1FjaKdYzoUIag0uI7g2jx0NXTU8oD+PEc+PBJY0HAF0p7cxzyeGVcPqXi2qgH1eqhr4Y7gj+ItkO0n2yd6fD+lj2lZB27qmiY5LAe9onsX3SFdpJu9dK/7jkQoIoLnoO2H4oZtsGE47EFU2HW+HCIp0YSlcfs5O+FtVJ/POmzZf0eKgmeh5o3PQ5lF8YT9rNBczzqZHk7YYy2t7xXdrujqD7Gv09Hb7EG8WEDSrgfxB7oujnR8Qx/+eNx0M/g1jOEsFCfHw8UlNTkZOTg59++gl9+/at/87hcCAjIwMAkJRUe3/Z7XZs3rwZiqLUr3SdzKBBgwAAH3/8cYs5bxdffDHWrFmDhQsXoqqqCmPHjq13JBMSEvDFF18AAPr16xdU/a3aeWsOZpMeVosZNS4PHNxKmpZ+gOiZ2FVexnlzM56SJsD7BQA0dFeh8basUsft5R+mZuYPUk1YbZ/CDDrYIsJgNuphr+ZjkQmCIAhCIKxatQo33ngj7rjjDixduhS9evVCbm4uZs2ahZKSEvTt2xcDBw4EAOzZswc+nw/x8fGIiPD/8dO+fXsAQEZGBqqqqhAeTi8CnC5XX301rr76aj+70WjEpZdeelp1/+6dtzocTjdqAnTePA7GefPR5V0uZsWFXmBoFNZ58wTovAUYk9Gl4w/QMCtHNc5fV3WM+nNmSgmCIPy+8SHgvyHNqhOofw1ah9FohNFIryICwKWXXor//e9/eOihh3DJJZfU2+Pi4jB16lQ8/fTT0P4SsDsvLw8AEB1Nr6TbbDYAgKqqyM/Pr3fmWhMiWBAEQRAEwY+WFCykpqYiKiqq/tNUsNpPPvkEF154ITIzM/H111+joqICP//8M8aNGwen04mqql8zsFRX174lMhjoLTonO4l1ZVsb5+QyyfUjev3WXfhd8OnbW3/rLgiCIAgtRQvuecvJyYHFYqk3N7bqdvToUYwdOxYajQZr165FQkICAKBr165YuHAh+vbti549e2LXrl1o27YtzOba3aguF5OS0Pnr67C6sq0NWXkTBEEQBOGMYrFYGnwac97effddVFdXY/jw4fWOWx2KouDmm29GcXEx5syZA6A2xhpQGyiXorS0tP7YU+trLfzuVt6q4xv6ozU2DbwGQFMJaPjc2UIQOBJqf7GYimuVhsYwBQafD7b9NXDnV6PgInoTaMIOepna3o1OLB21l74BAcCbYiHttv10G44EWrlalUT/jok6RG/4UBrZe8gJXcq60+fHJYcv7En3Ne0/vBjEZ6EfgPY0+vWBqYxu3Mc8GTjVW2V7WhEJAForrXTVV9AK1coU5lWHne6rsYT+dR1WyGwcBaArrKD7xKgDfSa6T7rME6Td3TmFtCse/iHkZUIW6Y7T89/Zkf6jYzycz7bB4Yuh7yNzZhlpd/SOIe3JG+j6jw+lz7vr8wV8p7j9s4X0eBRd3Zm0VyfT93BNCj3/XJZG5jJz69XE0W3E/MQozBnFrIu5V8LK+Xte46TVsZVt/Z8fHkaRy3KWqE2zsrIA/KomPZW6QLffffcdAOD888+HRqNBYWEhKUjIzMwEAHTo0KHFxAotjay8CYIgCILgT53zFupPgMTGxgIAjh8/Tn5fZ9fra51fi8WCIUOGQFVVbNu2za/8N998AwC46qqrAu7L2cLvbuWtOfxr/Q8N/s39ago/Tv9KcUQzscKquFhhdD88YbyMR19D16VlFLBOKxeXi2mbCQJsKuFvLC8f51gQBEH4vdGCatNAuOqqq/DXv/4VGzduREFBAeLjf43dp6oq3n23NtDeZZddVm+fOXMmNm7ciKVLl2LkyJH1drfbjeXLl8NkMpEptVoLsvImCIIgCMJZS79+/TB9+nRUVlbiyiuvxLZt21BVVYUDBw5g3Lhx2LlzJ84777z6DAYAMGrUKDzwwANYvXo15s2bh/Lychw/fhwTJ07EwYMH8fe//x1paWm/4VmdHuK8CYIgCILgx9mS2xQAFi1ahH/961+IjY3FVVddhaioKFx00UXYv38//vrXv2L79u2wWq0NjlmyZAlWrlyJTz/9FMnJyejWrRvy8/Px5Zdf4o477gjBCP12nJOvTQVBEARBaIKzRLBQxzXXXINrrrkmoGPGjRuHcePGBd3m2Uqrdt48RgWqoeELeZ/O/9+qRoFXp8DLpH7i9oW5zfTCJJvuSmEyL9BCLhjtjewvYzIdqGHMfjtmjxyXhzWsiD7p6kR+MVZfSdsVj/eX/2oBrw+aGje01S6E5zE5KrV0G5w6UKnggyjqqugYPZ5wempzCse2q2nVYHVXWtHH5QQFAJ+bvhZl7ek+2Q7S5x1+nL52+ZdY2bath+jJyeXy9ITReyWNeVWkvaILrZgNK+BzwOnstFLOa6Y3UZrz6fFwRdHjp62kU5joavg+OdtYSbuGuXYskbRSTVtJt61x8H1SmJRy3jgraTf8nEvand3akHYd0yeAz32rP1HGHkPBzYMuyxi1JJOXtrZTzDOqLx0Nn1Mju6LoOW5NonOnFvdmHtgAYnbSdSVuo+8XMHmOOdW7+RCtpM0fRudnBYDY7+kHc/hx//vC4wkw3Y9PBZQQO29cvmghIFq18yYIgiAIQgtxlq28Cb8izlsT7Nm1A199uRY//7gLRfl5UDQaxCUmo/eAwbj6lgmIstK501wuJ/797nJ89eVaFBacQHikBef1vRg3TpmK+GT6l7EgCIIgCEJTBCVYmDBhAhRFYT91UY5PZdWqVejfvz8iIiJgs9lw+eWXY+PGjafT/xZl3b/exdzpk5FxYB8mT/8zXv9oE15c9TGGXXEV1q55Cw9NuAHHc474Hed0OjDnocn46L0VuPmOe7Fs/RbMWvIP5GQcxqPjxuLowQNn/mQEQRAEISBaIsabrLyFgqDVpjExMejSpQv5qQuodzLTpk3DuHHjMGrUKOTm5mLv3r2IjY3FiBEjsHz58tM6iZbC5XRCp9dj1vwXcX7vixFmDkdMXAKuvmUi/njjOJSXFGP5C8/5Hff+ipdx4KcfcNukB3DJ0MthNIUhrXMXTHtmERw11Xhx9iz4vPyeKUEQBEH4zTlLgvQK/gT92vTee+9lV9hOZd26dViyZAluuOGG+mOsVitWrFiBnTt3YurUqRg+fPhZF3PFFh2DQcOvQGx8ot93fQcOxUdvL8eenTvg9Xqh1dZuZHU6avDZv9+DTq/H0D80jN6c2CYV5/e9GLu3b8X3W7/CJRcMOSPnIQiCIAgB42uBlTIRLISEM7LnbcGCBQCAyZMnN7Dr9XrccccdmDVrFl544QUsWrQooHr1VT7oXA0VRoZThDdmtxc6pwrFV/sh6ymnFUFDh1+JocOvBE7JY6kqQLipVmWmKIDG7YPGp4HOpeL7/+2Aw1GDTp17IFJjApw+QPl1gbN79wtrnbeNm3Fxn6HsuXF9PVVNW1/eq+Lgvh8x677b62033j4FXS/ojbdffQHZWRmwRsfgD1ffiKtvngC3xou33/gHNq7/BFWVdnTqeh4m/WkWUk0d2T6xfXXWqgMVrQLF7YGmtAKaYjvcZit9AKPA4uDUdgDgiqYViwYm36WqoxebVSNdj9NK3yIeM606AwCVWc/20gIzHL+UbiN+J62eMx/kFWM18XRuU72dHo/KjnSnuFyolqN0PY5YPv2GQU8PiL6UViAaHLQiuCqJVgGWnkcrYDnVKgAYium2fWZadaktoZWJ3ji6bZeVvg5hGYxkG/wc1BaWkXZfIp1f1Hi0mLR7rXzOTi7nqi+SVnNHHaLVlbr8MqYeJn9kOZ1jFgCKL+9A2t3MaXAZa/RM5hv9+1bSHsVk0AEAQyU9TjWJtLLeY6L7ZPuBvkbHrqDV7ZwiHQA0Tvp+OTEo0s/mdSrAVrYqoRXR4kF67XY7Nm/eDEVRMGDAAL/vBw0aBAD4+OOPW7orIeVY9hEAQNfzLoRW++sf36zMgwCA+EQ6MXVCUq1Y4UhGYPve3G431v37XdRUN3xoFhXkYeumLwAAnbv3xAf//QF/mjEXALB/7w/Y9PkneGjuQrz8/jp069kbb77yN/xn9SqsXPY8una/AH9//d94bN7zyDp8AE8+/ie4XAFKyQVBEITfJ6qvZT7CaRO08/bDDz/gqquuQnJyMoxGI1JSUjB27Fjs3LmzQbk9e/bA5/MhLi4OERH+P5nat6+N2ZORkYGqKiZWzlnI5vX/gaIo+L9xDVcTy0qLAACREfQqQXhkrb2shP7lxbHly0/x2kvPwu1quPLx5it/w5oV/ySPOZp5CFMfmYO4xGREWaNx+9TpUBQFa1b8E3HxSeg7YAjCzOG4oHd/XDr8ChQX5WP3zu0B9UsQBEH4nSJ73s5agnbevvrqK1x99dXYs2cPysvLsWrVKuzduxcDBgzAihUr6svl5eUBAKKj6ZAaNpsNQG1y2fz8fLKM0+mE3W5v8Pkt+f5/3+DbrZsw5oZxOK9X3wbfOZ21r2N0eibo5S92p4MJWsmw9/v/IbVdR1istgb2n37YiW4X9CGP6dX3Euh0v/YjyhqN8EgLKivsuKj/pQ3KpqSmAwCO5x4JqF+CIAjC7xSf2jIf4bQJynmbNm0a/ve//+HOO+9ETEwMTCYThg0bho8++ghA7d62rKwsAEB1dW10fIOB3s9hNP66N6Su7KnMnz8fUVFR9Z/U1NRguh0SjucexYvP/gX9B4/EbZMe8PveaKzd++Bx03sU3L/YjSZ6jwTH3h++xXm9LmpgO5Z9BGUlRejBOG+2aH/Vb5g5nPzOHF5rdzroSPyCIAiCIJwdBOW8XXDBBejQwX8zaYcOHTBq1Ci4XC689dZbAACzuXbDq8tFb3R2On/dY1VX9lRmzZqF8vLy+k9OTk4w3T5tCvKPY+4jd6Pr+Rfiwcfn1ytMT8Zqq3WKKirp1cGqilo75VhxHM85ipLiQr9Vvn27a19Rd+tJO28GI71pGvjVyTwVVZa0BUEQBEBem57FhFxt2rFjrVrx559/BgAkJtaG2SgpoXO2lZaWAgAURUFCAq20MRqNDVbo6ii4WIHmFDVP7K6G//YYNbXqP0Vhc4+CMZ+s7DyRm425D01G9569cc/sJ6FotaA0PmldugAA8vOPwfNL3lWN69fJWpBbm48wrV0nVlEKAB7zr23/+PNOKIqCLhdfBMX76zH7ftiJ5NR2iLbGNDy3+v9XoHWd0sYvN46uqmGcOY2zdhOpT6/AE04PiI5RbXkttYpFX5gePrMBrnZxcJqNqGxD1xOZQys1OZVmVTteJRdxqJy0V6fTew7NWbRTXdGDdqZ9zB1SE8urTQ1MztqYn2hVGJfztKgn3UZKKd8219+SHvQYxm0vIu2uBH+lGgBoq+kVZVXLK4i5ee6Mp5WuZR3pVfrk/9A/2uy9k0m76X+H2D4hMY40eyPotjlVKbz0uYVl0OPamOKTU5VCT1/UmmS6LiWRVnaGZdP3CgBoyxgVrJues+5U5n7hVKXM/Dg4g85TWgs9tpaMwFSlkbncfUdvbeHyPgOA1xCYUj56O50zuaYDPX7Jm0pJu4O5pgDgiqEXPaIP+N+r3BshFhUtkB4rtNWdq4Rcberz1U585RcH4vzzz4dGo0FhYSEpSMjMzARQu2oXHs5P0N+SnCMZeOKBO3DBRQNw76ynoDlpxe2Tt1agKD+v/t/n9eoLkykMRzMPwVHj/wry559+AAD0GzC02e3/tOtbxCYkISKq4R+Qn3Z/hx6/rLp9/79vAjgjQRAEQWgCWXk7awnYedu6dSsSExPrV8xO5dCh2l+7Xbt2BQBYLBYMGTIEqqpi27ZtfuW/+abW6bjqqqv8vjsbOHL4AGY/eCf6XzoCdz/8BDSahkO26qXFyD/264qA0RSGUdeMhdvtwqYvGoY/yTuRix+/34HUtA7o3XdQs/uwb9dORMU0jOm094dvUVJUgM7dzwcA7Pj6v4GemiAIgiAIrZCAX5u6XC7k5+fj888/x9ixYxt8d/DgQXzxxRfQ6/W49dZb6+0zZ87Exo0bsXTpUowcObLe7na7sXz5cphMJtx///2ncRotw+H9P+GpGXfD7XahvKwUf5v3CABA5d9aAagNjvvzj99h1bIXEGWLwUV9BuHEsWy8sPAvMBpNmPbI09BqtWhOtJvcI5koKy6C0+GAvbQE0UYbMg/txzcbP4fBaEKkxYqDP+9Bh849Tv+EBUEQBKEOnw9o1l+qQOsUTpeAnbe616F/+tOf4HA4cMUVVyAqKgrbtm3Dn/70JwDAyy+/jPT09PpjRo0ahQceeADPP/885s2bhwceeABVVVWYOXMmDh48iGXLlp11qbEA4Kv1n6LyF4HB1o2fN/s4o9GEOYtexb/fXY63lr2A559+DObwCFzQuz9m/mUREn8J1Nsc9u2q3e92273T8M4rLyLSFIn4pBRMfvBxXDx4OL7e8BkSktrgulvvQkHeMdxzy+j6Y99f+QreX/kK/vnmp9jwxcd4781f48GNubYPhg/7I6bdPxdjrv1V8LDmtVew5rVX8MTfl6FHn4YCCUEQBOEcoiVec8pr05AQsPN26aWXYsuWLXjvvfewYMECTJ06FR6PB4mJiRg8eDBWrlyJiy66yO+4JUuWoE+fPnjppZfw7LPPQqfToV+/fvjyyy8xfPjwkJxMqJl430xMvG+mn93LizjrMRiMuPH2u3Hj7XdDQ++XbRY/ffctUtt3xMhrbsDIa26ArvrXid/rokvQ66JLav+hKIhPTMEHG3Y3OF7zy4bqsbffg7G331Nv11X+Klj45F/f1f9/ddIZyZgmCIIgnO2I83bWEtTK2+DBgzF48OCAGxs3bhzGjRsX8HEckZkaaA0N96BVnyJYdVgVeI0K1Br+dae+wkvaK9vRWwLNx+h6TlaINoSerGojOT511SpUVcW+Xd9i0LBR9U6bM5o+JjyPWYrmVqiZpsMK6bEA0EDp2oA6s1eF4gM0Li80Ti/abKAzZrgttMqLqz/8CJ8P0mOjFYtGJrep4qXPz1DOedj0LVLanX8AhRXR352q8K0j4jh9MSKO0/UX9OZ/PZiKmTyO1bSdU5V6wuibReOmJ1RjSkZ3LK2K5PLDumihMFQzHd6Gmx/uC+jcmACgs9NBsqsTabVp1F66jcL+tGow5ge6XU0VH5ybOz9PHH2NwvflkXZvND2AvvBGfnUy33kY9a2ukrm/HHR6vZ8fotW9iVsa6dIJuo3ydCZ/LzPH3Wb6Oc7NM5eV3woeeYRuozqePiYsnZ4fBVPpeZA6l25X4+afN4ZiOj5q5g1WP5vPoQOa/xJJOIuRZZazmJwjGbCXlfrFdxMEQRCEFsenIuSxPSTDQkgQ5+0sprS4EPFJKeK8CYIgCGccVfVBDXEi+VDXd64izttZzAUXDcDLqz79rbshCIIgnIuoLZCLVPa8hYSQB+kVBEEQBEEQWg5ZeRMEQRAEwR+1Bfa8ycpbSBDnTRAEQRAEf3w+QAnxHjXZ8xYSWrXz5jUAOEU1bqho6NXrdSoUjwqtS/VP0v4LjmgmLAKn6tfQ9XDx3LiQIM6YRuTfZfQxXBgKH9OGz0jbNTra7ojhw5cYKpgvftkToTVq4TFrUNHWBHu4G1GH6FAhxmJ6YF1WOgSAz0yHFgEAn55+8+810nbFTYdj0DrpMB41sXSohIhstkswVNJ1lafTdVmO0iERqpLo8uZ8ft7oq+kHo46xa5jzLjufHqfon+l6tFo+7QiXtD4i007aw/Lo83ak0LEddDVM+JfDdFJwAKjpkULao3ZzCeXp5N/xm+h4LlwCeqWaDxXiSY4m7dpKOvyGyiSs1zjo+cQlmQcAMHUZ7P75mQHA2cZK2h3pdH7qmF30/ehgQh8BQHlHeg6amGdgeB49D6rj6XOL2UeXt7fl53IJk8gm4Vu6roKL6Gda5Gr6mVbYj3leM5cUAGqY0EGqzn+c1ED/4svK21lLq3beAsFk5B0AnYFxfJhDjEbGgWIcIm6qavWN/BFmnC4dVxtj5vqk0TIOqJ5/mOq5MFG/OG+NjbEgCIIgCKHhd++8VTvdKK2sQawxDEYDfboeE+O8MaNjYNQ3viZynp4KswgEANAxsXK19KIE67xxgYkVpn4XG2gY0Cl0IyebS+01qHG42ToEQRCE1oHq80EN8WtTCRUSGn73zpu92oEF72+CrYb3rCqT6e/cdGBz2A7Qno87jBHvMuaybvzKm+Uw7UQZy5jXX6wzRjduYF6jlXTlxyk8l1mtOykzQo3DDXsjUeQFQRCEVoK8Nj1r+d07b0CtA+cq4b39Ci5NDzPHXMWM88Y4SirjvJVU8JO4upR23kzMeXD77VwRjPNWSddTZOedt8gSbq+f3IyCIAi/O3xqw1croUCct5Agcd4EQRAEQRBaEa165c1gV6E1NPTijXZ6RSniKJ28FwBcEbQyjMveXpVIr05xAofkLbSqTuNh3ssCcFnotg12etWv6Hx6M1z0AXpJrjqWPoeYvXxienMerXpT3PQxXkYlyoko9HZaUuVIoJPPA0DYCfq6asJCI57QMcmuS7vzewNNJUySambV1MskgY84Ro/HiQF8gvF27xWQdl8krZZ0JNL2qCP0vOFWWavTmSzfAMIPl5L2mrZRpJ1Lcq+tph9Xiovuq6MbrSgFANMx+p5UDfS8UfXMPW+hx89nYvbXdkxg+6Qrp+8vj4XeHKsx0m1oK+htC6qJnzfc+XHKVaeNbpsVSLFqSX4VxrafuV8YgVnBRfS149Sp5gLubQz/9iH1S/pE7Gn08zduF31N7YzyvHQIfe2UPP7a6Svo8Yjb5X9+HrcPWWxNBKoKINShQmTlLRS0audNEARBEISWQfWpUEP82lQV5y0kiPMmCIIgCII/qg+hX3kTtWkokD1vgiAIgiAIrQhZeRMEQRAEwQ95bXr20iqdt7qL73X5b+70uOklWY+Hjz3mddHD4HUyGROYGLQ+ZjXY46Xb9rr4TfVeF922x0NvmPU6mfNmUuJ4XfSmXG78attmBAseRrDA2H2MEERhzs3j5sUB7NgybWs89HioCj0eXmajtc/RSJ+YMeTCubChVrhxdfIPP4+XvkY+L3e9mfA2KneN6JPwuPlHCdcn7p7kyqteejwUL9OnRu55LdcGs1mdaQIqM0G8HnoO+BpJI8ZNNq4udi4HeG4AoGoYwQLTJ4+bHlufQs8bL3PPN/YCjbuPuOeH18mkymNiPrHPRiZlHMA/A70u7u8Oc02Z8j4mfZri4O95r4M+bw8hJPP+ct2a60B5VGfIX3N6IEHcQ4GitkI3ODc3F6mpqb91NwRBEASh1ZGTk4M2bdqw3zscDqSnpyMvL69F2k9MTERWVhZMpkbSDAmN0iqdN5/Ph+PHjyMyMhKKosButyM1NRU5OTmwWPiQBULrR671uYNc63MLud4tj6qqqKioQHJyMjSaxre8OxwOuFxsjJfTwmAwiON2mrTK16YajYb81WCxWOSmP0eQa33uINf63EKud8sSFUXHVzwVk8kkDtZZjKhNBUEQBEEQWhHivAmCIAiCILQifhfOm9FoxOzZs2E08ilEhN8Hcq3PHeRan1vI9RaE5tMqBQuCIAiCIAjnKr+LlTdBEARBEIRzBXHeBEEQBEEQWhHivAmCIAiCILQixHkTBEEQBEFoRbRa583hcGDevHno0qULTCYTkpKSMG7cOGRlZf3WXROCYMOGDbjzzjvRuXNnmEwmmM1mdO/eHTNmzEBhYSF73KpVq9C/f39ERETAZrPh8ssvx8aNG89gz4VQkJ2dDYvFAkVRsGnTJracXO/Wy/fff49x48ahbdu2MBqNiIuLw8UXX4yHH34YFRUVfuXlWgsCT6t03mpqajBixAgsWLAATz31FEpKSvDZZ59hz549uPDCC7F79+7fuotCAPz973/HiBEjsHPnTrzyyisoLCzEoUOHMGHCBDz//PM4//zzcfDgQb/jpk2bhnHjxmHUqFHIzc3F3r17ERsbixEjRmD58uW/wZkIwXLXXXeRf8BPRq536+Xll1/GgAED0KVLF3zzzTew2+1Yv349tFotFi1ahOLi4gbl5VoLQhOorZCZM2eqANSXXnqpgf3w4cOqVqtVe/TooXo8nt+od0KgLFiwQDUYDGp2drbfd4888ogKQB01alQD+9q1a1UA6g033NDA7nK51E6dOqkmk0k9cuRIi/ZbCA3//Oc/VZvNpnbt2lUFoG7cuNGvjFzv1svGjRtVRVHURYsW+X134MABtUuXLmpubm69Ta61IDRNq1t5q66uxt///ncYDAaMHz++wXcdOnTAyJEj8dNPP2Ht2rW/UQ+FQElMTMTNN9+M1NRUv++uuuoqAMCXX34Jr9dbb1+wYAEAYPLkyQ3K6/V63HHHHXA4HHjhhRdasNdCKMjOzsaMGTPwt7/9DQkJCWw5ud6tl4cffhgWiwX33nuv33edO3fG/v37kZKSUm+Tay0ITdPqnLcNGzagqqoKF1xwASIiIvy+HzRoEADg448/PtNdE4LktttuwxtvvEF+V5dEWVEUqL/Ek7bb7di8eTMURcGAAQP8jpE50Hq46667MHDgQL8fYicj17v1sm/fPnz33Xe45JJLYDAYmiwv11oQmkerc97q9rOlp6eT37dv375BOaF1s3//fgC1D22dTgcA2LNnD3w+H+Li4kgHvm4OZGRkoKqq6sx1VgiIV199FTt27MA///nPRsvJ9W69fPPNNwCAtLQ0fPHFFxg2bBgsFgvMZjN69eqFRYsWwePx1JeXay0IzaPVOW95eXkAgOjoaPJ7m83WoJzQulm5ciUURcETTzxRb2vuHFBVFfn5+S3fSSFgcnJy8PDDD2PhwoXk6/KTkevdejl06BAA4PPPP8eNN96ISZMm4ejRozh8+DAGDBiAhx9+GFdffXX9lgi51oLQPFqd81ZdXQ0A7BJ8XVLjunJC6+Wzzz7Dxx9/jOnTp2Po0KH19ubOgZPLCmcXkyZNQt++fTFp0qQmy8r1br2Ul5cDALKysrBgwQLccsstsNls+P/27t6lkS0MA/gzURQmZERQUStBJSAoEUEQNJNA9B8QEZxCGysVC8FaOwVbsUkKLWIQa20UFQQLm2hho/EDPwoFDSkipvDd5o735mbizu7dq57d5wfTzDkTTngnycNk5pz6+nosLS2hvb0dGxsbiMViAFhrIreUC2+6rgMAcrmcY/vLy0teP1LT6ekphoeH0d/fj/n5+bw2t+fAP/vS1xGNRrG/v49oNOqqP+v9e7Asq2Cffa9jPB4HwFoTuaVceKutrQUAPD4+OrY/PT0BAOrq6j5sTPRrXV1dobe3F93d3YjH4ygpKclrd3sOaJr27hOM9PFubm4wNTWFubk5NDQ0uDqG9VaX/fdnVVWVY9iy712253FkrYncUS68BQIBACi6ksL5+TkAoK2t7aOGRL/Q2dkZgsEgenp6sLa25vj3SWtrKzweDx4eHhxvWrbPgcbGRni93v99zOTe1tYWMpkMJiYmoGla3ra3twcACIfDb/t2d3dZb4W1tLQAKH4lzaZpGgB+toncUi68hcNheL1eHB8fO3647aeb7PnBSB0nJycIBoPo6+vD8vJy3hW3hYUFXF9fAwAMw4BpmhARHBwcFLwOz4Gva2RkBCLiuJmmCQDY2dl52xcKhVhvhUUiEXg8HmQyGceraZeXlwD+DnmsNZFLnzAx8H9mz7q/uLiYtz+VSklpaSlXWFBQMpmU6upqGR8fl9fX14J2/Gvm/c3NTQEgAwMDef1yuZz4/X7Owq4g0zSLrrDAeqtraGhIADiusNDR0SEAJJFIvO1jrYm+T8nwls1mpaurS3w+n6yvr0s2m5WjoyMJBAJiGIYkk8nPHiL9gMPDQ6msrBRd12VwcNBxc/pRn5ycFAAyOzsr6XRabm9vxbIs0TRNYrHY57wZ+mnvhTcR1ltV9/f34vf7xefzSSKRkGw2K3d3dzI2NiYAZHR0tOAY1profUqGNxGR5+dnmZmZkebmZikvL5eamhqxLEtSqdRnD41+kP1F/b3N6Ud9ZWVFOjs7Rdd1MQxDIpGIbG9vf/yboJ9ycXFRtN6maRb0Z73VlE6nZXp6WpqamqSsrEwqKiokFArJ6upq0WNYa6LiNJG/1hwiIiIioi9PuQcWiIiIiP5kDG9ERERECmF4IyIiIlIIwxsRERGRQhjeiIiIiBTC8EZERESkEIY3IiIiIoUwvBEREREphOGNiIiISCEMb0REREQKYXgjIiIiUgjDGxEREZFCvgGdC4G0+XMFDwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xmap_ref.plot(\n", " \"num_evals\", colorbar=True, colorbar_label=\"Number of evaluations\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine projection centers\n", "\n", "We use [refine_projection_center()](../reference/generated/kikuchipy.signals.EBSD.refine_projection_center.rst) to refine PCs while keeping the orientations fixed.\n", "We'll demonstrate this using the local modified Powell method from SciPy.\n", "This method is also known as Bound Optimization BY Quadratic Approximation (BOBYQA), and is used in EMsoft and discussed by Singh et al. (2017).\n", "We will pass a `trust_region` of +/- 2% for the PC parameters to use as upper and lower bounds during refinement.\n", "\n", "We can also pass `compute=False`, to do the refinement later.\n", "The results will then be a [dask.array.Array](https://docs.dask.org/en/latest/generated/dask.array.Array.html#dask.array.Array).\n", "We can pass this array to [kikuchipy.indexing.compute_refine_projection_center_results()](../reference/generated/kikuchipy.indexing.compute_refine_projection_center_results.rst) and perform the refinement to retrieve the results" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", " Method: Powell (local) from SciPy\n", " Trust region (+/-): [0.02 0.02 0.02]\n", " Keyword arguments passed to method: {'method': 'Powell', 'tol': 0.001}\n" ] } ], "source": [ "result_arr = s.refine_projection_center(\n", " xmap=xmap,\n", " detector=det,\n", " master_pattern=mp,\n", " energy=energy,\n", " signal_mask=signal_mask,\n", " method=\"minimize\",\n", " method_kwargs=dict(method=\"Powell\", tol=1e-3),\n", " trust_region=[0.02, 0.02, 0.02],\n", " compute=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refining 4125 projection center(s):\n", "[########################################] | 100% Completed | 54.42 ss\n", "Refinement speed: 75.74699 patterns/s\n" ] } ], "source": [ "(\n", " ncc_after_pc_ref,\n", " det_ref,\n", " num_evals_ref,\n", ") = kp.indexing.compute_refine_projection_center_results(\n", " results=result_arr, detector=det, xmap=xmap\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the mean of the best matching score per pattern and the average number of optimization evaluations (iterations)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.40068437741380747\n", "65.6339393939394\n" ] } ], "source": [ "print(ncc_after_pc_ref.mean())\n", "print(num_evals_ref.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that `refine_orientation()` and `refine_orientation_projection_center()` also takes the `compute` parameter, and there are similar functions to compute the refinement results: [kikuchipy.indexing.compute_refine_orientation_results()](../reference/generated/kikuchipy.indexing.compute_refine_orientation_results.rst) and [kikuchipy.indexing.compute_refine_orientation_projection_center_results()](../reference/generated/kikuchipy.indexing.compute_refine_orientation_projection_center_results.rst).\n", "\n", "Let's plot the refined scores and PCs" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "ncc_pc_ref_min = np.min(ncc_after_pc_ref)\n", "ncc_pc_ref_max = np.max(ncc_after_pc_ref)\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": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_pc_ref_label = \"NCC after PC refinement\"\n", "\n", "fig, axes = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = axes[0].imshow(ncc_map, vmin=vmin2, vmax=vmax2)\n", "im1 = axes[1].imshow(ncc_after_pc_ref, vmin=vmin2, vmax=vmax2)\n", "fig.colorbar(im0, ax=axes[0], label=\"NCC from DI\", pad=0.02)\n", "fig.colorbar(im1, ax=axes[1], label=ncc_after_pc_ref_label, pad=0.02)\n", "for ax in axes:\n", " ax.axis(\"off\")\n", "fig.tight_layout(w_pad=-7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score histograms" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "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_ref.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_pc_ref_label,\n", ")\n", "ax.set(xlabel=\"Normalized cross correlation (NCC) scores\", ylabel=\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC used in DI: [0.4198 0.2136 0.5015]\n", "PC after PC refinement: [0.4188 0.215 0.5023]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABOcAAAD6CAYAAADqZSPnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd5hV1dX/v7eX6YVp9KKIKKDYNSICxhJLLCkSRaMmr4m+9kSNChqNUWOiiSbxNYliRI1K/IldCSpGrGgAUQQc6sAM08vt7fcH4azvvtzLFBlnRtbneeZ59py7z9n77HPOXvvss79r2VKpVAqKoiiKoiiKoiiKoiiKonzl2Pu6AoqiKIqiKIqiKIqiKIqyp6KTc4qiKIqiKIqiKIqiKIrSR+jknKIoiqIoiqIoiqIoiqL0ETo5pyiKoiiKoiiKoiiKoih9hE7OKYqiKIqiKIqiKIqiKEofoZNziqIoiqIoiqIoiqIoitJH6OScoiiKoiiKoiiKoiiKovQROjmnKIqiKIqiKIqiKIqiKH2ETs4piqIoiqIoiqIoiqIoSh/xtZqcC4fDuOWWWzB27Fh4vV5UVlbinHPOwbp16/q6aoqiKMoegtoiRVEUpT+g9khRFGXg8LWZnAuFQpg2bRruuusu3HrrrWhqasLLL7+MFStW4IADDsCyZcv6uoqKoijK1xy1RYqiKEp/QO2RoijKwMKWSqVSfV2J3cHPf/5z3Hnnnbjvvvvw05/+1Nr+xRdfYOzYsdhnn32wbNkyOByOPqyloiiK8nVGbZGiKIrSH1B7pCiKMrD4WkzOBYNBlJWVIRaLobGxEbm5ucbvxx9/PF555RUsWLAAJ598ch/VUlEURfk6o7ZIURRF6Q+oPVIURRl4fC1krYsWLUIgEMDEiRN3Mj4AcNRRRwEAFixY8FVXTVEURdlDUFukKIqi9AfUHimKogw8nH1dgd3BDp8JI0eOzPj7qFGjjHxdIZlMYsuWLcjLy4PNZvvylVQUZbeSSqXQ3t6Oqqoq2O27/s4QDocRjUa7fGy32w2v1/tlq6jsYagtUpQ9D7VFSn9kd9sjtUWK0r9RW/T14GsxOVdbWwsAKC4uzvh7UVGRkS8TkUgEkUjE+r+mpgb77rvvbqyloii9waZNmzBkyJCsv4fDYYwcnovabYkuH7OiogLr1q1TQ6R0C7VFirLnorZI6U98WXuktkhRBiZqiwY2X4vJuWAwCGD7rG4mPB6PkS8Tt99+O26++eadtlfdcR3sXi9snqS1LZWUL0YFxQErHUuYDlXDm2UZuT0q+ySd4uZv0MeSP++cGisd/L8qK+0MSdmbp5tlOMJy3LIP5CFLOWR7wiVpb0tc6psjx8r916dW2pbuGJb/p5n4RHOr7GOXMuy5ftAPVjLZkbn97Tnmg55obbfSLU+NstIuO50f5Xf+X4kUl5BfPC0yqEh6sju7tcVln1iuPBK+9S2yf77UMeWQc6o7SK6xu9103xisyPxl0RmSdDQvS53kksNXL8f93sWvWelnfznN2McRkZ2OmvOelV7wj6MkE1XRnq1PpjypXfgITlLv4aCPL3GfpAuqpU6BCrp36JKXfSTXCQCm3/FvK/3443KOF818wUpviRYhEojh/uNeQV5elkb8L9FoFLXbElj74VDk53Wu5G9rT2LMQZsQjUbVCCndojdt0ZSnzofT70aBO2xtK3JJZ7L8nv2tNPcfALBtstz3/NzbI9JHxfLkwR/6mjzQNcfIubAds4kp2anMSKn8k/QmKQ/vT/0j93d1UtdU2uPKZSTZLMUzp+NdeHyNfjCt3VLUx4X3kbYeVCI2qsgn2794f5iVdrWSzXfJcWxp/a6N+tvSKVusdOO/ZAwQGCd95INHzrXSrUnpbF9snmCla8MFRhnBmFSAxykOu5xwJE62zxWTfaNy/Yfkt1jp9fPGWOnpP3rHKK/cLWODJ357vJV2f6fOSnuccqECVIbbIQ3E9bPbTPvaGvbRPnKsaELOo9gn47O1m8ut9OjB25CJ9rmDzTJO7ZD6uqRebW1Sts2WQjIUweb/vVNtkdKv+LL2KJstGvV/V8Du8yDcRvckdefF70p/k/bYwt0uz3TbcOqLxKwhWijpeK4cgPtOZ7sUyGNkAIgWyG85W8gW0btQwiP5vU2SJ1wkz2WwXPI7zGEqYvlSppv6+nBZZjfunkbJ42rndw7ZHimW7WybASDllt8SPkkfeOBaKx2lvr3uQVktGSmSY+VtiNN2c4AfKZRz7xgubTJkkezTcIHYu9Am6u+K6H0rIn2wO89suFi99J3+wdK/+txic0JRun/oBgq2y0XzfibH4XFCeCzdSADQLPe+r1Yylh4jtnZLQ6GVLiyQZyEQln3DAUl7c8zVZoV+aRO++nwFmwNS3+QaabfoIGnbvFKxV45/mTa8ZZK0z+1HzrfSNz7/PSud8CSRDIdRc9NtaosGOF+LyTm/f/tkULblmTu+/OzIl4nrrrsOV155pfV/W1sbhg4dCrvXC7sv++Scwy8PVjJtcs5ON7CdJq9Ak3MOGrQ7c6TjcbpkX2ecBqjetDLo8Xe6Mk/O2cggOWlAnHLJsZw26XhstrQZGVvmyTmbjTtQmpyjYxmTczbpXIxzsJkDBz6uw09t4sgyOUdtZbPLL04nT4juYnKOjpZyyiPhdEjZSQdNzjnlnBwe2e6ImEbZ4ck8OedIch6jIpKkQYiDjLKXJg/5vLcfVw7syaU2pDruzsk5G0/OUd1TdE5Ol9TJ4SEDwHmcZjvxOXLdfbTdE8187+0Kf14K/rzMAycmjs7zKEometMWOf1uOHM8cLnlmXK7pT83+sG0SSa7N/PknIM6nYSX+07K75X+2UF2LL075zLtXp5tyzI5F8s8Ocf9xK4m5wyzlCXNfVE2ujo5Z/eT3abBucsnB2Cbzx/ObF2cnOMxAPd9dh+9bNJAOkYzlO6YXCeXw7SpTvotlWVyLh5n20I2zkXHzaF7wS31Y3sDAD63M2M+Y4xDNpnLcHZxcs5hz3ysBJ8Hjc/svsz1YHayqbS/w0XHimUec6gtUvoTX9YeZX0v8nng8HuN54DHrw539sk5c0xIfQDl43Fx0pt5cs5BH4p4jLx9f34vkvISbqokdZFGndw8vqcyzNMw7CX39XZv5mfWOBa9KyQ9mfd1pPUlSTrHFOXjPpn7du7L4m5ujzhtT1vs4Wa7L23C740OP7+P0vX3U33t0gfb/eZ5cD/s8Msgwmh3Z+bJOTt91Wf7yOMEOy0OAADQBBuPLdgG2INcJ7Y/9GEySbY57ZycOTQ/QNs5lyNFbcVzAz5uW0q7TVtk98m18udJmq9Bij+Eqi0a0HwtJucqKioAAE1NTRl/b25uBgBUVlZmPYbH47G+Ihm4k9v/CB6MtbaIUfPlml8IjFUGZFTKaLVcjB7y0B/kS7mdVnNt/KY8iOkvXQmP5Nt0gmyv+pekXQEagPup843Jvi2nyKqLopc+M8pItssqAXuJLI935JODWVpdl2xtk/r60nvKHQeS804l0tqXjuX+m5Tnr5X2TfFkZ0oGHtEimmSMUCcbS3sjoknGWL7s42mirz/5UveWsXKuSZpMcnWQwdzFxwe+/ryagye/zIGHpKP5Ut4j98lFdqX59z30Fx9Z6ddu/4aV9lDHG83rvMPm80im9RBcL06nbJnTCXpny6mV6xwsk0IOv/t9o4zaiHwxOn3mm1b6nxfNsNI/f+TvCCCB32Y7iQwkUikkuhCcuit5FCUTvWmLPI44XA47ojQhsyWUb6Un/fw/VnrZ7ZOMfVP0QcjZKs8er0oYtJ+sJmrYS/rEWC1NfIRocBs0+xIH/e8M0Io8fjFoo363hCY7QlJGx1jpWHI/NyeZ7Jm/7xir5bKt6DX6WspvDOzTP1jw//VyTerrBlnp6Fi51oMPkq/x9QtpFdYksYlOp1kIT0Y1PS/7RI+QVQW3TpJVwzdVn2alk9TZtobEsOR6zJdxXqXGJJJy8gWecMY8hV5ZFVAbkPvtgV/ca6X9acsoz/+FvNAfesWHVvriUunPL1z1A9mfVurxyr5cp2xvi5gvK/leqS+3AxOhVXQunxyruq7USg8rk+u39WhzLOJO0P1OLz6DFsq90H5KOxLJLDdmFtQWKV8FX9YeZbNFNtv2SRMPrYqKx+W5bTyYVii9l6YoKuB3ENkepYVCvIrOQSvIvA00KRXIPJ4EAHcLrWrrkP41UCb9QZzevVItsm9urfRluVtle/1E8wMEh1OM09ymu4WOS3liOZJmNZPxwYnT6a8s1FYusqMrnt/HSocqaELtAFotVy37bppJffU289okvfJb5ZtSxuYfij0ZnCuru9Z75SWEBEUorZSV0y1t2T9EDi6QfPUBaaDAFln15SwR+0NrPTDkmxusdPV7smI9L5+kSQDs79Mk5bQWK72xlt4t6d09EpN7pCiHVgkG5Dnwe8z+viUo74p2+qA0rFDKY/vMogHfBrmvgjRh6Jom790AgHppx2ueOcdKD1oq93rtUTBnBLuA2qL+yddicm7SpEkAgHXr1mX8vbp6e880YcKEjL8rivL1J44kuvIKFU9fPqMoXURtkaIonaG2SPkqUHukKMquUFvUP+lcaDwAmDp1KnJycrB8+XIEAoGdfn/77bcBAKeccspXXTVFUfoJSaS6/KcoPUFtkaIonaG2SPkqUHukKMquUFvUP/larJzz+/245JJLcMcdd2Du3Ln4yU9+Yv1WXV2NhQsXYvz48TjxxBO7fezty7dhOE5gn3M29vnmMGeW4zQdXfQpOQDNYSfcdCzxlYxNx5N/gmDmJdCAKWt1N8gS5RRJb9n5Pvs6iJHE1VgKmzQfQkOaGiIpCUVxspPPCnsW/xXJhKzTtrEMJZZ93p7lvdFCWf7rapV96g+U8gZ9LMuQGyaLBKf4M3OpM9MxWKRTRW2yfJt9y/E14+XlpctFerT2u7RuHaYD2Gy+2/hY2WSi/JRGCklSGzCv04e/mSzHpXb77mUSROKRh79ppeOkVnDJaSBOctn0+y1r/0z1ddEYkPc3pK/UHo60QjykUfOQXMoekfScay5EPBYGcGOWCu1MLJVCrAtLs7uSR1Ey0Zu2yGlPwmk3nxWW822LUACimHkPO4PSl4XLyWcMuV64cMTbVvrO+d+WcyKJapIVTmmPSbSQgvE0czAE8iFHfZmzVf4xugDSpabL6o3+kqRP9ij58CE3AIksPudISWpIYmM5afnIU4XhpoLyXLbXIit956fSv973oz9b6Ws+O9NKX74X+ZwA4KI+7taE3Bc3j3uZ8kiFq6slsMGh47+QeoyQ4z657WCjjDXNIsNlGa2L7qcEabA6KEBDvlsawe8SI/WLdXKPnFyx3CjvtlsetNIfBiWo03k3XmWlPT+QCJEtJPkpJufa2eSqABAm33K5VC+WxbJsN0ZOylMRycPHyasypUTtJK8K0PgudLTciPlv5cMeyexwPxtqi5Svgt6yR6kUkErZECEn+S6SRBYPbbbS0ZWDjH25T+ZxIPfDkckyILWtkU6Z5aB+CjCb7tcuQT46WcpqBOah8joq2XWQpCOFkic9IISdfKbGyD1EPE/615wN5P+SYm6wO5yO4XRMqpMz7ZUl6czcF7LtLB3TaKXra6Tyjv1b5DhbZHvxXqbcOU59p/18OeEc6t8aOuR6eIqlkixrjlAaG03XRiX7SR03NhVZaRe5e6gaXW+lOchFW0DsxNqtZVbaMUpeOtq2pfn72ZcatUXq4l1PPudoe/sBct6xXDqPFrl5ovnZnXHHSBbLtogDXsTJR2FoiNRv4mDRUa/4SAJ6AIB9EEnIaXvt0TQuyY/C5s7sXzJrfdUW9Uu+FivnAGD27Nk4/PDDce2112L+/PkIhUJYvnw5zjjjDPj9fsybNw+O9CikiqLsMSSQ6vKfovQUtUWKouwKtUXKV4XaI0VRsqG2qH/ytZmc8/l8WLRoEa666ipcd911KCoqwowZMzB+/Hh8/PHHmDhxYl9XUVGUPiSW6vqfovQUtUWKouwKtUXKV4XaI0VRsqG2qH9iS6V0rWIm2traUFBQgKH/d9P20M8kZc0qcXWYTTnsCfkaFSiXpa4NR8ii1OH/pB2oiC1HkwSDplDdzebSZpasxnNlfXPSJXWpkgBpsCcoLDU9bTn/qbHSqy+lddYwl01feuqLVvr58bIkefWfD7HS+1z5idSdpawc2pmipSbDaVFuKdR2YPp4ORZFaHUG5bito2S5cUF1LOP29CXphlqG0rzsnSVUvNycPyBw/kBVWsjwWOZ82SIOcjtzfl7eHhOVDVxpwXzcrSTtov392+i+oKXxgcrMsmZa1W8cBwCcJCXLJlPltvLXUWhvkpIFKqTsi3/8rFFGE+lqvdRYYarM65cegXg8jMX//iVaW1uRn5+PbOx4lj/6tBy5eZ1/j+hoT+LAfes6Pa6ifBXsuH+Pf+kiuHLccFJI0Wi67jMLq98QaWGSXCHEykUCYW+W58tNEV1Z/sP7+imSHQCEi0lO6pV8DpKDRkqkP0iRvbQlJE/OCIngdmjlRqMMH2n/3/v9QVaaI1p7TxL/EB2LRAJqSOnJHnD0bHdan0qBoxHLp/7VTUaAksV7i0zotn2esdK/WCUS0PTodaVFUqiHJKcc3a08T/KsqRE5j8sjF8flkn29LjN6qo+ioYZicp2zSVxjycz9ZLaoqiw9AoDpVZ9b6cNz11jpl5plIiBGA5vPW+Q6RThaK0l00iWuEZKjcrrQJwYzSOe6pUai87G9GzFUJFQbtpQYZeQVyLE62uV68Liv5E0PEtEwlv39F2qLlK81O+7f4X+5EXa/Fx6vPJ8Okn2zxNGT1hel/iXPIY8Jg1XSkeavle2teyPz9rF0zDTFp7+W3ALR+NkZpne3LkS1DAyVTI/Ousf47eaN4qdv1dskQaTjjrlH3A6sv3CM1IPqFCmSOvnqSe5YZr5P+reQfSWlqL+WQ7xKsuEEcjtE/XwsRP1/nSnHTw6WAT6/zyajcj39+eTaiPrB4lzR7XJ/3NhoykyHV4msdXO9vEOWF7chE8Go1DcQEikqRz3neyyVdmEPqZSoru9vlXfbQEjO3emkcckn0s9WHbXZSrdHsvjIAJBDdmprs+xfWSTnVOIV6e3HG4ZaafsWsSuuUWLnI2Hz5SvVIvV1FMu1TdC1GfysE/FYGO8/d6PaogHO18LnnKIoSmfEUjbEujAi60oeRVEURekJaosURVGUvkZtUf9EJ+cURdkjSMCGBDo3MF3JoyiKoig9QW2RoiiK0teoLeqf6ORcV7GzljHzTZqKmktDQyUkuyDJz9AXMke/qz1Ulqcms0UxKjGj9XHEIHuE0iQlClRIuvKxz6z0povGWemao2W5b3qETo6E9OdHT7LSzstku5/UR7XnTbLSZX96R35wyjJdu5ci5STTCiSlNUeXjfsp+ilJXAvXUKS2PGlzOwWtyd9gRrBpGkflU6Q/jobqbcys+Ob2aKGl9ekyU0MSyrcGy0FpO8uuOAovS77suwjEw9IulpOGSqSQnG2yFLxwreSpn0RRpbIHtjXqa8h2KU/CzXno+nkzR2184P5TjTIq3hRpWKJAlnwf/scPrPSh936ISEcMi4/MXtd0Yim7IaXKnq/rx1SUrwq7LQm7zYzY6qQOoS0qz4qbpK/pfOOYFVb6rXWjrbSjhfpEsjmGBJQ6r7CpADTrGue+WrYXrJLtHVOkozlzn4+t9AT/Jiu9oGGScVyWNv7oOpGNboxKZQpIxzT8ogYrfcuffpCxTixlZYlrOoaUlb1c0LlyJNar/3SRlfZMlXo8eOgjxnH/d8V3rXRzVDrGbwyvttLvbx1mpYuLRB7T1CKR8/Yp32alA3FTrsQyo5ws0dxs6SEP/wtHaG2NSAN5nXKTFDhNXw2v1+5lpUcOF9nocYVy730cHGGlB5VJdMb3GmV7Y0AkwDvJ4+heYNlua1jqWOSVe4FlWqlwZgf4U8euNv7/9Pf7WWm3R8prni7Srsajo0iGosDfMx4yI2qLlIGM0x2Hwx1HkuTvnPZ5yC6tKTL3LZWbetgr8nxuqBKtZrBSnjW3eDlA617kVoFknnEzIKgxTmbXP9GCzC4W3C1S9xHT1lvpz9ZVWelAyuxTSzzSD+ftL1LNlrUi283/p/RZoRWS9tXQAJi6gcAQevchFzLb6y7pnK2SL5pHtpbc1nB/Pvw+KWTjpdJXuvY2C+F9OLpo/TaRMYZJbunxSJ7aRqmgY500um2EWcaWJskX75BjNbrElrFktWMbhVAnd00F5XJjBCmarCMtov0nTZVWuqVGzmPEXuL+Yv0X4lYhd2KLbF8u13/Y/lsz5gcA70ixcT5qE44W/vEHImv2NtBzQ7dVIiHbK0vpxgcQekvKdHVI+247Qtqk5lggGQLwHLqM2qL+iU7OKYqyR5CAHYkuxMDJPq2hKIqiKF8OtUWKoihKX6O2qH+ik3OKouwRxLv4hSiuX4gURVGUXkJtkaIoitLXqC3qn+jknKIoewSJlB2JLhihhBohRVEUpZdQW6QoiqL0NWqL+ic6OdcZqf/+ZfGFyH5MKl4xQx8n6N+Eh7fLwbYeRf4CPLJw1NkmPlH4uUmaRRi+FTgfV7dlP/F1UJmQMsLF5L+BQo8Hhpia/dz1cuCIuFNAkta5usRljOEbYesVh1vp750n/njeOjztRBgb+5Jgp2ycR5J26jW89eIgqWUv8VdjX2ueU9mHHchEwwTxb1D6H8pDPu62HSihwYs/kbLbRpu9F/v940A32fzG8bX1NskOMTkN0/9Tmn8kl7jAQLBC2q2gmsKo+2X7yde+bqWffHCa5KHI5zv5H6RrbviWy+KjKlBJ9zH7USQXRdG0qNzfeEz8T3XQg8O+pOpi+Yil0irXCTHYEUNmX0NmPkXpfzjt2/3NheMu2iYPpJ38xXz+r9HGvuwy9eD8dVb63RUTrHQ2f5KGXUlm3r59J8pH/QE/90dfJH4jn/9c/HnVRaQTKMwLWulDCqWuADDKLX7V6uOyT6WrxUq3JqTDrI4OstK//MnDVvr2m8610oGq7ANTB3cG1IauNtknniONMnvBd6x0/hTxQ3R4hXkezO37ie88F4lHfrHq21b6rv2eljrRRbhyhZRXF5SOu8CT5rCIYL99PvIVF01m7hs7op6M2/l+S/dXl0t+6h6rOcRKH1+x0kpPyV1lpa++/cdW+qafz7XSt689wUo70srwke+8eDLzNYwkZIhbXt5ipQf5xVg2huR++bB2qLF/6jvi9yccIoNHbej0xpBMds9qqC1SBjKppA3JpA0Oh/RF0YjYpVhM7m13s/lssj/l6tNlEMvjYqeYAMTyJM3jYh6LeprNviGeI/l4PMrplZf+2Urv85eLrfTPhr1spc9fc4GV/uG75xllpLZJ3Ufst8VKh4eJE9P3PxLfm8ceLH3fIuc+Vtr/hfQrCZ+ch6sj7aWTXZ6SHY6Sn2x+Dyt6RRzx1Uyh94k6abhkKTUIAJdbDHdzq7wL2V1SYF6O2Ja2dnL2R/VLjJQ8qQbTftgqpe+1B+Q+ifqlr47T/TN4uNjRUEzysB88J707x0PmtEaiiB3MynlsrJWXWXtI8iQ+KrTShYeIr9iNK8R3nXcovWwBaA/LOTrpmeggX3j2CmkT/95ygzfUyAtzKbXthSP+bZRxywQZD7DGNKdK7rfAxvysPvGzobaof6KTc4qi7BF0/QuRfiJSFEVRege1RYqiKEpfo7aof6KTc4qi7BHE4ejSF6J4pzkURVEUpWeoLVIURVH6GrVF/ROdnOsEuyMFuzOFZCzLzHKWpcYAUHjeJivt/V0VMkMhwxvpAWH5EMkdd1rqnA2qlyMgdV9/mUiJHFHKROWlL0NnuaW7TdLBStk/Z7PUi0NDs9TyH38V6WTqf2T74Ps/MsqzeWWJsCPKDSFJO22P5chtHCqVNuRQ5PaIGWuGpallH8lacJZnNo+TPCzNYklti6xOhyNkXhtuN09z5u3Z8rO+3ylqTlNKlnZLJulp5mO1DZfKF6yXE3z5xilWOt/QoUmyZbTZRXAZRptw82aRvrG0l+t+/Xn/MMpIUMZHL/iW7E9h4pMOO+LxMIBn0VX0C5EykHHaknDakmBVfJykiCwzTO8bwqXygN6x+CQr7ZkkkgjHx6IfMlwpsJqPnnnbLkZrhvyV9jk4V+SdB0+W9MrgYCv9YXCklS51Sv0AwE1aphKn9NuLWsdZaRfliVHhHQmRIV1x8+NWuswhZVx+LxkmZO+zokVShoMkMSmnXIMiv3TcDRGxJY0J8hsA4NnGSVb6B4PesdJBkonNXnOKlc53ixSJr/ngXJFgBuN00dLwOOXC1QdEuuRxyXaPg6RP1Ah+l4hbAlEpw+cyRS8Jkplyef/cNEnqWCV2/gdXvGSlPw6OsNInD/7ESj9XI2MXAIjExRg57HLDeak8V5bzqA/KeXN7bllfapTBMqiyN+R6GC4dYkAi2vnLDaO2SBnIJBN2IGFHIkF9H/X5OXnyTLlrfbwrmqeQvG+F/FZ15xIr3XihuMMJlcu+jjDJWunRiOWZY28ex/OzSiYA494+x0ofMkMkpxe+O0vKoPe+Q4ZvMMp4NzrKSq/fWmKlfzDhfSv9SOMRUid2AxCW/iK0D72otEsfE/eb52RLyP85W+VY/G4RNdpB0uGxJDONyzkV5pN+GEBjo9im3AKxX4EOabjWVnIXRG6duKuyb5D8Kb/Zh+X55d4IDpObhu2P3y32ZFuL1KkwT+rk9kuekYNE+vpFrbiyAIBCssPDiqSx2iJSxy2JIisdtss1CDdJ2Y4YtWeT6VMokU/PAdkZr09Ga0m6fqGolFE6WOx2c5u07c2LTjPKgE9s2eAX6T2XxhaFrhTisRQ2oeuoLeqfdH5FFEVRvgbEUo4u/ymKoihKb6C2SFEURelretsWhcNh3HLLLRg7diy8Xi8qKytxzjnnYN267H54MzFnzhzYbLasf+edd94u93/ppZcwYsQI2Gzd88nXV+jKOUVR9ggSsCPRhe8RCegXIkVRFKV3UFukKIqi9DW9aYtCoRCmT5+O5cuX429/+xtOOukkrFmzBrNmzcIBBxyAN998ExMnTuzy8fLz81FZWZnxt2zbt23bhssvvxyvvPIKmpqaun0OfYVOznVCMm4HYnakKAKKjaKxlL8sa6aDpWlRiR4aYqWbDyNJHkkOKQAlEl65+e2RzLO7cZ/5gHBE0GyR9DxNFImGAufwRHhwsBzXGTDL5mhJLGXy12Suo2+bHCs0iGS7JInlSKO1Fxxo7F/xyAornSQpoz1Oy8J5CTVtrz9CKli4TBq6cX+RsQCmpLdhovw26EOpZMolDdQ4XvK4ApnbKn1lMC+tjxZK2sYKIGpClkSl4vJDInOwPCOi1U7l03FjdOrtVfLI51DUpjBFNOL7KHeLqdVuHiv5nCRZZvmXjevBsm9WUVPPs7h1b6OMoV5Zen76g69Z6VhKdnLZ4gh1xPHvg9FlYilnl77+xFID48uKsmcRjLvhirvhd4pUoiMuncPahSKziRabz+1hB6y20steEAmobZ107tHC7DbAys9yIa9pi3ifJPVZHIWvLiaRycJkCCPUIYz311jpd9rGGGWsIY3TKF+9lS4h/wleCjXLEldmQ1Tki/V2ifp2y6UPG/nm3C0SJ+6fnR3SySVdmQet9S+K/V83Wurxn9pxRr6cQyUi3I+XnW+l/zRdopa2JcVg3vbpiVa6wCdypeaISGI4CisAxEhmGgqJlIylREyxV9pzQ6tIflia5XZkjhQMmH2onYwAy2K3ROReaI5L3QeTTuvEXJG1NsZMG76yVQbjrSRRYllrB0lveTvXN0TRj+052WPSbTtG0oUlIqlubMxFMhQDHsu6606oLVIGMjZ7EjZ7EkmKqunPFbli8h3pM9rGmH1Dyb/kWQ2Qt5/N14sE1C1KP+Svlf0joh5FVLrtnaK1Rguo/8nySLNK7511YjsrSqTwRrf0OQcUbDT2d46V/u/DmmFW+u//PspK89O7cKX0+4cesMZKV7fISRUNkRfC1WvNyQZXk9hINmt8ruTpwXhP2ecyWaW06pcy3m5soJc7AKmI2In2uJz74MEyqdEcEPuR46WxSIjcEY2Te4Ej9wKmu4ZQh+yT8EnZLc1SdopcBnQ4ZVxTkCtt1UhuCtJdDGxtEDtTE5S2tpHLAv8qqUfsAGnE0WVimz+Ly81aXtlilNG0TKS0hfuLxDYQFvtTVirvlu0heQaa6FxHVMq+62KmiwVvjrR13elyLzhXie0MV8WRDKWABegyvWmL5syZgyVLluC+++7DWWedBQCYOHEi5s+fj7Fjx2LmzJlYtmwZHI6urcr79re/jYcffrjL5QeDQYwbNw7HHXccPvvsM5SXl3e+Uz9BZa2KouwRJLHdn11nf8lOj6QoiqIoPUNtkaIoitLX9JYtCgaDuP/+++F2uzFr1izjt9GjR2P69OlYuXIlXnzxxd12LunYbDY8+uijePzxx1FWVtZr5fQGOjmnKMoewfYvRF37UxRFUZTeQG2RoiiK0tf0li1atGgRAoEAJk6ciNzc3J1+P+qo7StMFyzoxjK/buLz+XDCCSf02vF7E7X8XcTmzBw1NEYRdfI3mRKRjaeQDKaRliTzFDRL/WiqNEHyVY5QxGkASFAkHJYcsdw1PEgKHHvL51Z63aUkr9lFJJZogexvJ7mlk6KTRkgSFac65ZD0NSqri426to8y5+STF+5vpUtWylLeWK4sfeVl3cZqW4qI4wzScviitMhHVGTZUlkeXXeoVNIZlv1Ll0lEv03H0Xp6ltdmV8SY0XNlxTcSFMiKry1LwWL5srOrjXWwZhEsf+UIr7yd5WbBMrnhvCQLMKL4ppFTQ21amGWZM7Utq504Upad2uCAXFMu0BCXpfZNcYqWRBetOlSFaEcU3SEJG5LofGl2V/IoSl/BkTjjZDTiOfKwvXr6b4x9vvnkNVbaxdGiaQSQVaLPknV6ttnG7ESWaNNrQ/L1ctG6vaz0mXv/x0ovDw610oUuU7tfH5X+4KO24VZ6Up7EJwvTIPKzgEiDit0i1WS5a4FHKriwdbxR3g8uecVK/+nFb1rphCdzH+kgdxRPX3aXlT75kautdDJt1NW+VOQrvzv7ESt9/aenWWmOAHfduJet9B/XH2Olg7EsYcAB5LpJfkRSz3hCbGqxT9q6NUrSJYqcx3LQMEVLbQ+bvhdKc6Wtt3XINSvOkTKq2+W8OZKqo0hust92zLDSw3ymv5jvVX1gpR/eKJK4jojUhc8pSpGNI3TeHJk2lSbdsfO4j+w7RyxEEujusgK1RcpAJpW0//ePIlCGpF+hQJqwjQzwrgg2S3/AtoEeT6OPjJdQtOha6X/ah5LrF6/5nLhI3umrl4ezZYwYtnP3kaiqjz41zUoXTquTfUmG/+T6yUYZR1eutdJXjV9ope9MHGelBxVIRS4c8W8rffPiU630oeO/sNI5Dumnv3WUuPcBgH9umWSlI/8Ru8ZuhLj7ClO7bfobSWS3SJKvHwA4W6XhfXu3WOnGdpFejiwV6eWGJpEvxykKrN1O7wmNZrTeA8aLxHZFRKK0710ubio+ramQOvnkGpQXyHtYXau8J4yiOnF0cACoqSm20hVDxYbUrRX7ExglZTgoAvHGZjm/vBK5j+tXm5LTZIHYkKYWaavKUpFIb62Xd0sH2RUPnV9zUNoqFTIHCqGIPCAumk8IV8n5OgJ22MLdW3PVW7Zo2bJlAICRI0dm/H3UqFFGvq6wbt06nH322XjrrbdQV1eHoqIiHHroobjsssswbdq0zg8wgNCVc4qi7BHsCBnelT9FURRF6Q3UFimKoih9TW/ZotraWgBAcXFxxt+LioqMfF3h/fffx0EHHYT3338fHR0deOGFF9Dc3Izp06fj1ltv7Vb9+ju6ck5RlD2CWMoBZ5ccn2qEPEVRFKV3UFukKIqi9DXdtUVtbW3Gdo/HA49n56iFweD2Vetut3un33bsx/k64+yzz8aZZ56J/fbbz9p20EEH4fnnn8fIkSNx4403YurUqTjyyCO7dLz+jk7OdYYtBdhSsJGcg6UPsTxJt7vNG9wtq6ONCK0siWF5phFtNYuUKD1aqyNIGWlie8xdq6z06uv3sdJfXC1plk56mkkGW2KW4W2QA4dLpTKxXNmHlYmBIZKfz8MrK48RKuM2SIsOS0HZvv07idY5/2pZLp7wyD6udooalyv1S3jleqRP+jskyB22HShLicv+I+vsm/cSHWbDJFlCbfRjdG2S6f0TS7toZX+2qLosizUloHKuFNTOiAYLmNFbYyTx5+P6a6VwjtDqDGWOajjhBnPJ8SdzJlAZdFNzdFgqm8+VJQxMeqQ/lpw10ME8dMJTC1Yh6EjgEXSdZBdDhid1QbHSD/E6Y3A5bQhTdEmWA8YK5bl5tOUQY9+UgyKBZ4nwHaogqQX1+fx4ct+XHgiV+z92WxA/SqQdg9wiS7lxojgCXh0WGQs//+lRxKo8cqw6CteXoA7oYJ/IZjqoIz08R2RI7wQkCqyDOnFPWqfKstijjxaZ0eLF4noh4aNGpL46THVndy22WPYJlzvWinT2Z2NftdJPbxNJ1b3Vx8px6frzGCWRNPswjrTGEteGDjG2LPtkaShT6JNOnKWhed6IkY+ls/xbjPbZ1ip9e0m+GMi9fDJw2miX6HrP3zPFKGPm1S9Z6XyPGHSuV1tUzoMjxTLcbrY0W1SQR1JfkPGl9kzY0W0NitoiZSBj++87kd1F422S4YXK5TkqJ2knAARI5s6ubpL0Dl+wNvM4laWsDnqcY/RoAoCnhX7LoWeV3p9e3CIuDMqPlgjha7eJZHFEqcggQ1HTbcBza2SSYOxEWf1z1PBqK73kRRkv3956vJW2ReWcPt4sUb2PHiES1381yLsaAJxe9R8rveYa0aYu+fNBVtrdLucXzZfzLiE3A6Ew2U2n+e7Fkcc9TrLDMbm2a2slMimPP1Aj71HBcrIHaWrIj1eNsNKuPLFFTSG5iCy3LSXbwFLWWLWkPwvJtSksNGXUo4Zvs9LV68WthmuQ2DLnJ3JP+g6VMUbzRpG1IlduuMLPzZNqGU/vo9UUidUr+/A5xVrFLhUMabHSbQHZ15bmNsTVKnYtOogGX/wO6k0h2c0POt21RUOHDjW2z549G3PmzNkpv9+//XpGo5ndD0UiESNfZ+y9994ZtxcUFGDmzJm477778NBDD+nknKIoykAilnLAoasVFEVRlD5EbZGiKIrS13TXFm3atAn5+TLBm2nVHABUVGz/4NrU1JTx9+bmZgBAZWVlxt+7w5gx2z+2fvbZZ1/6WP0FnZxTFGWPIJmyI9kFvwldyaMoiqIoPUFtkaIoitLXdNcW5efnG5Nz2Zg0aRKA7UEcMlFdvX2F6YQJEzL+3h2Sye3LB222r08AJZ2c6wTf5144PF4ExsjSzIp/SbNNuOJjK/3WswcY+ya8st7URkta7TGSorCKhp+PLB9M06O1slyWo4AiIcte89bbMubPJn10BtNucKqLt14qyUvEW8ZKHhetKuZl60aUUpJtJp3myUaL5P8XDhS5EygYiz0uebYeKTP3JQspSlBx9geVl9C7aCm4PSLtVvKJnMiGE0X+w3LgFK90T4vYxgopPl9DykrH4mhVLLtlpU2cAh+lR4fla8tyNUeWoKYsQ0u4OfKuVPCTm8yO89BfSYS8d28S6Vzz3pm7EmfX3AkYtNJJFpAWtp0acWlgBCKBGICPunzcWMrexS9E3Qy9pyhfASWuINzuGKqjIvXbuEgiluZQf/B43THGvh7qi7j/4bSrjaSsLJVglwxeihzdkda/ZolWHaYofnt7Rf6zISLyoVzq8JrJr0Gpy5REpctcrX3iss//1Yr8cb88kf+wlLXUKcd9v12iie2XQ6HsYMp2Xn/wUCttk2aHqyVzxNyz5l0h+emYiTQXLNyPh18ot9Ley+SHH1W+aaVnrzlFjkvGgSOvpsMRSVtC0r+W54nMuDUi/StHKUyPfpeJQJrky02SqARHYqX6xiKZbcaS1tFW+tACGdifeeVCI9+TvxSZ2LdvEPcX/wxOstLcJgGqR447s1FMBs06xfNkf5btIUaRCXNiQCyzW4hsqC1Svg4kWqUzy1kvz0dguPQZkSfLzX1IKcjuXmL0OETyyTBR58muUXhc7EhzmWIn1wHBcjoArUSt2SB29PD9xOVBjkv6hpXVEk10ULnIHQFgv3Lx0/Ne6ygr/UGtyP5umPkPK33bihOs9E0znrbSd34m7nry6QTfax5mlBdNigx31QopI6dIzi9YQW4VyqRPCvynykrb2ZVSs9nfJfKkv7lmb4lU/suVJ1npJL3LuuyS3zlG2qejSaSK/kGmzDTHK+3b3Cp2e0ut3BhVFc1WuqlDjhUh+apvjPg+c5ON8rlMe9US8iITHFGW31OS5BKiarREkK1ZJ+OVtjHmO2veGnKlMEledAvfkEms8CEyximqkrYKk2TY5ZKLE0+LpBsrZB9BlGbPVk0uoJvRWnvLFk2dOhU5OTlYvnw5AoEAcnJyjN/ffvttAMApp5ySaXeDTZs24eCDD8arr76acTJvzZo1AIB99tlnp98GKvpZTlGUPQKNkKcoiqL0NWqLFEVRlL6mt2yR3+/HJZdcgkgkgrlz5xq/VVdXY+HChRg/fjxOPPFEa/uKFStw5JFH4vrrrzfrmEigrq4OL774ItJpbm7GY489BgA477zzulXH/oyunFMUZY8gnnJkXXlj5tPVCoqiKErvoLZIURRF6Wt60xbNnj0bixcvxrXXXovy8nKceOKJWLNmDWbNmgW/34958+bB4ZCyH3jgASxZsgRLlizBVVddhZKS7atbd8hVb775Zni9Xpx55pkoKyvDsmXLcPnll6O1tRVz5szBUUcd1e069ld0cq4TgmOisPvsyFkty7eDtEr7X4snWmlHWiRVI7IdrbRlyVDCnzlyK+/rbOd13Wb9eIkyL2/dcIlEEuJjcXCdJEWNDZHEkSO3AkB4EEWBo31Y4pqiJcKGJJcPRdt9tRSB1GeW56+VjIe/L7Kb16+lw1IbDn+uxUpvnl5opblt0qWdSWpHo30cck6N40X+wxFTjWXEJNVNmsoe43+Wr3JdEpyHA/CkHcvKQ/dRMu1e4A8bLCHOFvmXy2gfKo1Q/DnprNI+lrx1x2Hyk1uuU26NHLh1ZGZJQrb7giVpAJBLle9IyI052itRlxpieQg7s+jospBM2czoUrvIpyj9jeqOYjhTHtS1S5SycIV0Gr+Y9qyV/s0Tpxv7Gh89KR0tkOfW1U79OfUtLLtk9wzpfVQ2Fw3XT5aomu+1i/xnYs4mK+2gjmkbRWEd5ZFnHgA+D4vz4Mm56610mPwLNHtEBtNM4a0He0Qq05qQvn2Ur8FKpw9Sh3rFmTG3Q5zstiMkbVL0qaSb9s8sAXYFzP6FiwxJIDx4bVLgz1eeYaW5f/J7xJgYkVTjpnGIZJG8Ngal703QtfVQhNXWsDdjHjudBstYAaCAoqcGY2k63h37O1IZt2/qEHnTgfkSBj792oy9fKWUQXZiasUaK/1ajchcWALMUic+D6TVqb1N7hOHj6RTxdLuNlsKCYcZrbYz1BYpA5lYyAU7XHAEpKMPD8r88h7LTR/fS74kRQulQNwIl8h2d5s8k+z6JZ7DA3GzzKRLfmMp7PFnvmelp+SvstJ3fiES+RDJDAdXSf9fs7nYKCOekEJbmsRHEEsy710rkbUrC0WG+VQtRVilvvOtWpH0JxLmSX22Xmyff6s0hLchsyufKvGEgDoK3s5taEu7ZPwe9/OF37XSvrLM/mnipEWOBNn/hdSjLN90TbGxVtqxpFh+42i4NetFQsoS0FAruV4oEvvIdimY5mKheauMJ2weOWF2q+Cg998ctxy3oU3so3er5I+Um/bOc5zIX7FNyoscI9fctlnukRYyM8OrRB7NUdKTQ8x2CzXIWMYWknZ3tcp9Ei1NIOnsnouF3rRFPp8PixYtwh133IHrrrsOM2fOREFBAWbMmIH58+dj1KhRRv7TTjsNjz32GKZMmYLiYrlPhg8fjg8//BBPPvkk5s6dixtvvBHhcBilpaU47LDD8Nprr2H69OkZ63DeeefttHJvx2TflClT8MYbb3T7vL4KdHJOUZQ9gljKAbv6+VEURVH6ELVFiqIoSl/T27bI6/Vi9uzZmD17dqd5p0+fnjW66+TJkzF58mTccccd3Sr/4YcfxsMPP9ytffoDOjmnKMoeQRJ2JLvgZrMreRRFURSlJ6gtUhRFUfoatUX9E52c6wS3Pwq73w5ApBn+b9ZZ6fhbonENVZjLSZ1BiuJGklcnyVrsHH2VV43SJHU8l6OJpkVrJWmhk+Q1HFXPHpXtHPGlYDUtBS7PvIwcMJeIswIxmVmtAg6wl00+yueaFpAP0UL58f89eIyV9lLdW/am5fRDpFLuOql7frUcM5wWuZXrkvBQNLmAyFWClbSMmCVbLA1mWWp69FRqHy4vTtuNSLV0bflYLIM1yksLomdEYaTyeB/Ok7cxsxS1eS/ZIf2c8jdKobak1D3qlAJLPpU8bcPoBqB244iF1SFZwp7OAbkia3r6hzOs9Jjff45oJEsY2izEknbYk50bmFgX8mQiHA7jzjvvxLx587BhwwYUFRVh+vTpuOWWWzBy5MjOD5CFtrY27Lfffti0aRMeeuihjE5P6+rq8Oyzz+LFF1/Ep59+is2bNyMnJwfDhg3Dd7/7Xfz4xz9GQUHBzgdXBgwHFW+EJ9eFf7aKK4WCz+S5+3Xg21aaVIUAskdoNWxRtqCc2fq79PwcFI/K+CJcZqVHeEXCsSokMp0yt8g/WH5aGzPv2TBVYHVYInnnUbTXfKekK90tVrqVJK7boiIN9jmkk4uk+QoY5pGvuBdf/YyVvv2F06x0vEQaopGVT9weZdRXrTRl/CwtZolslDrxPJKZcv+UoPS2dpHNFPjSbgCCI5Wy3LXQJ9tZypoyopxKW3E9OsKkC4IZJdVJkWJ5e7xDrmVtQq5zcZFE93t2i9zr4TSp7nFVIktjyStH+D5z+MdW+s2GvaQ8koa7KTKtzZWu85JkslnO0f+SyF0bjgsj2c2o5L1tixSlNyks7YDDH0NLsNDalqKxbNk7JHdMG3YEK+SednWQZJUkrnEKsOkSzzaGzWFXMa6A+c7iaZPnmF22bAqJZH6pU8ZkYwvFfUJNUCq8f6FE757/udgxAHA6pIzjx4vE/t81ctwRRWLLVteJz4JordiiqYfIvh/VDbHSoXYzyuigMrGRDTaRTnqbZDDN4+r6SdLOfnIjVPEtGVOv/kJsMAC4GjNPCXiHSB/Z3iF9X36edHxhkpOGbNJXBqLmi2KSol5zpNIYSWRtMalva5u01YhhIh9tDMj29jqxfePHbjbK6whKXXL9YkcdJOFtHEfuOt6Rd/rISMmfe0CL1LvBtOEN68Xw2wvkxmRpcjJH7KCNbJ+d3C00bqBQxumQywV+1gpXS5YmlwPJcOer4Bi1Rf0TbW1FUfYIUik7kl34S/UgQl4oFMK0adNw11134dZbb0VTUxNefvllrFixAgcccACWLVvW43pfeeWV2LRp0y7z/O53v8OPf/xj+Hw+PPvss2hqasL777+PQw89FD//+c9x+OGHo6OjY5fHUBRFUXqf3rRFiqIoitIV1Bb1T7S1FUXZI4ilbIil7F34677j0zlz5mDJkiX49a9/jbPOOgt+vx8TJ07E/Pnz0dHRgZkzZyKR6J6jVgB49dVX8fe//x0HHXRQp3nHjBmDRx99FOPGjYPX68XIkSNx//33Y8KECfjss8/w1FNPdbt8RVEUZffSm7ZIURRFUbqC2qL+icpaOyERdyAVd2DyyZ9Z244rkWXIt34qUfFsCfPmjeXLy7inQZaa8tJjlixyBDiepDaju5qyC0c48/xqwstpOa6/RvKzmpDLCFamSWddsn9cVjSDFIeI5pN0llb8korJkEQFK6hOtWZ54RJa6k6y3XZSBqbsVGFa0c5t2ExLlUf9P1N3YovJtdl2kEhctn6jUPJkiZ5rRDxl+XDMPA/en+vIgd1YcsywnDRKsgBeyo+01cscYdFBEapsXZiCN2SwvAo9LaCeLc7XhiIQBqVRvnmbhIlKkrbrybkSuYrvhVOKRXoEAPVxWbJfR7K2I//8gZWudLcghGw6vMzs+ALUlXzdIRgM4v7774fb7casWbOM30aPHo3p06fjlVdewYsvvoiTTz65y8dta2vDhRdeiOuvvx7r1q3Dhx9+mDXvhRdeiJkzZxphyYHtUYn22msvLF++HC0tLd06L6V/4bQl4LLZEY/LNd7ruxKZ8otnRLYXNxUxRt/A/ZIjklnWyjL+bPumPyaGzaJ8h+WutdKvtuxvpQtd0ievDYpk6JC8dVY6PUInM9IjEpeGuPThBU457vIOkQlxPxNLSZQwjujKkkgA2BgRucqzH0g0MBtFLbdF5cTtRdK5J5tEThOLS/r35/3VKKMxIZKcOc9+x0rfsPJUK12YRabKktORRSLBbQiZshuWk7rIdnK6nSLFceS8XG/mSKRcts9t+j9gqY7XKTeTcRYkIU1lGfizbJePCQAuW+aPHXYy0E/fcZxsT9D+3xO5GUurUumSIKqXk67ttiPFSDocKdiyRJ7NRm/Zoh3sLhcLH3zwAR555BG8/vrrqK6uRjKZxJAhQzBjxgz87Gc/y3isHe4XXnrpJXz22WcIBoMoLS3F4YcfjssuuwxHH310j85J6T+0tfpgj3kN+WHlXtQfN4k0sHCV+Wzwu0ncJ/uzzcmtoXH/MHI7w1LWNkqnyVobJshzQ54JMNQnz/0HTcOt9GerxE4MHinRu2tChVb6+CP+Y5Tx4bahVvrllePlh4D0J9F8qeSxI8VWv7xN5PqLPt7XSl90pIydH6yZYpRX4JXeM/KxSGT5fctwHUPtTF4csPlfwyT7PqZdKZzQImW8JmW0D5cXP27pJopM6vBKf+ysEVvS0GpGT/WUi33msYzfKxe3dC9xbZBPPjoaKLp4x0Yp207Rs9cZviW2v8Nb+5DEdVChKElcm2Q7DznszsxBEMaMqjX+/2JVlZW20TWItoud8G6SduD32up18qyA2rCYZMwA0NxIF5HatP5QqaM9ZEOqn9kipWdoayuKskfQta9D2/+6w6JFixAIBDBx4kTk5ubu9PtRRx0FAFiwYEG3jnvVVVehqKgI119/fad5x4wZg/3333+n7ZFIBEuXLoXD4cC0adO6Vb6iKIqy++ktWwTsPhcLL7zwAg455BA899xzuO2221BTU4ONGzfi2muvxbx58zBhwgQsWbLE2KelpQWjR4/G7bffjrPPPhuffvopGhsbMXfuXKxYsQJTpkzBvffe2+1zUhRFUXY/vWmLlJ6jra0oyh5BV/wqdPUrErPjZSfbioRRo0YZ+brCa6+9hrlz5+Khhx6Cy+XqfIc0WltbsWTJEnz7299GU1MT/va3v2HChAndPo6iKIqye+ktWwTsPhcLodD2VaT/+Mc/cOqpp6KoqAhlZWW48MILceedd6KjowMXXHCBsU88HkcsFsOcOXNw6aWXoqqqCnl5eZgxYwaeeeYZOBwOXHPNNZ36UFUURVF6n960RUrP0dZWFGWPIAE74qnO/xL/7Rbb2tqMv0gks7yrtnb7Evfi4uKMvxcVFRn5OqO9vR0XXnghrrnmGhx44IHdPU1ceOGFKCwsxJFHHon6+no8//zzOPfcc7t9HEVRFGX3011b1FW64mJh5cqVePHFFzs9VnFxMWbMmIFDDz10p99OOeUUAMCqVauwcaP4N3G5XJg8eTK+853v7LTP+PHjMWrUKMRiMbz++uvdOi9FURRl99Nbtkj5cqjPuU5IRBxI2R1Y85d9rG3Ly8dZ6VGLRRv/xZk+Y187+YNjX23sOiVaJHpx9t9gj1NoZ/L55giZDwhPZidJK+9qlf3D5fKV1E76e5dUHc6glBEqS/OdlpT/2X9DiPzGebdRGHRx4QNHWPIEBst2Dv8cLjGKg6tDjhWqJD09+Udi3wq2CPmloXZLUajsdaea1wbkSmDYazLpsmmGO2MeZ4h8zxju66i89KeJ3eLRtUmxGwM+D/qYvSu/b5n2BUx/dOwXj++3thHSVgXrJJODXE+wP7gkXUsAaNlLfszZShUmRwuv/EJ8ZdiSUniBR/K3UXj7t9v3NspgP1PsA8pBJ7Utlo9wzPRz1BnJlA3JLjg13ZFn6NChxvbZs2djzpw5O+UPBrffEG63e6ffAMDj8Rj5OuPqq69Gbm4ubrrppi7lT+cvf/kL7rvvPnzxxRf44x//iGOOOQZnn302/vSnP2WU3SoDg46EF7GEC/84+EFrWyE5ijvB9zPJnN5ncJ9Dv2Xrl+L5mX1pcl9iS3P5aPjlpN+2xIqstNMufcA43xYrPdIj/UowKf5f0vkiKI5SSwvarTT3GXbqc8b4t1np9VHxodNIjnr29Us90v2YtTqkA2SfsmyrU+R/7qL937bSD7whPjZtZJd+8vJ5Rhncj//x9L9Z6fs2y/6BmPQtMfLD5nNJH7ipTfxzup3meTgd8n8olnklLh/L7Zd+l8tzkI+6aETq5HFl9//ZQb7sPOR/bsQQ8e20fr34HOS6NgfFbhf5TX+A89dNstKHV6230muicqxzr3veSm+MyEDDS05dn14rx4HLfHCcXslno3PPLRd/RXZbCglE0R26a4u6yg4XCwcffHBWFwuvvPIKFixY0Kn/02OPPRbHHntsxt8KCgqybt+Vb9Rs+ykDi7LSNjhzItjSIf1xnlvG0fFVkrfFHN6h5BN5xiIF9G5B7yB28m3sac78bhEnX2utBeZ7Ue5G2T9B5oQnGMbkiY+8VTkVVrpmq9irprdkOw4wfYDNGvuelf575BApI0fK2PCG+LWrPJH2z5N+5aIDxGY8uPQoK23PN8e3ceqHQ5XUVtT18DuSfYiMN+3LpbHYb1/eUtM5bWupNJZ7SouVTq4j/25ky3yjxAazDWitlLo6PaZtcLmkf2efcy3NUseCKnFWXtsuvtbKcqXfbSqR/s1uz+wbDgCcVJ7XI23KflUdY+U8Qo1ic0ZUyAsv+z9tCprvk1Wj5V6qa5K2GlTZaqUbgvLx3l4qz4prvRxrnyPF3+6mlkKjjFSQBlg51KYxqVfSZUOye664e80WKV8OnZxTFGWPIJ50wJbM7mCe8wHbHVvn54uh3THJlo7fv33EGI1mfkHbseJuR75dsXDhQvz1r3/F22+/nbW8ruD1ejF+/Hjcf//9sNlsuP/+++FwOPDwww/3+JiKoijKl6e7tqir9IaLhUysWrXKOt6wYcM6yb2deDyOtWvXwuFw4Bvf+MaXKl9RFEX58vSWLVK+HLpOUVGUPYIkbF3+A4D8/HzjL9tkWUXF9q+rTU1NGX9vbt4eIayysnKX9dshZ7388sszSol6ysUXXwwAePTRR9HW1tZJbkVRFKU36a4t6isXC9l45JFHAKBbq7ufe+45tLS04JxzzulWxFhFURSld+iuLVK+GnTlXCdUvuaA0+VAUBQxqHpLlgsnfNKEqbSJ5ZRHltq6mlk/JElHgJakengpdmYtoy1tc5LCJg/9lyzfZTmhZ5vUd+MJhVY6VCn5C1ZJ/dyyEnd7danqUVlIBG89Paw0zcvyzhZRA8PdJvmjpG6wpy3DDVZmlvqyhJfVR/lrpYLeJtnXGZI2SDrTGo5kmJEiqXDlv+XAtYfLcXlFLy+nN+Rj6Surqb4sheUQ53wehsSM9yU1T5La1mFGQTfkqIZcltqXlL7GsTi/UV6aAipBys2OKpJId2SWwaVf2x0UrZHl5S/95Sjjt8sufdpKP3KJSG8ax8vk2FUXP4mQu3vrt+NJO2zJzr9HxLuQh5k0aRIAYN26dRl/r66uBoBOAzIsXboUGzZswN1334277747Y57zzz8f559/PgDgoYcewnnnnddp/Xa8CCUSCWzevBn77rtvp/so/Y8XXj4Edq8Xnx9dbm1b/dpoK+2k9/V4moqfn0NDncD9AT3rLI9xkLomziqYNHvHfVnVdHH4PnfDYbJ/QnbKHSIV7iDt0T6+rVY6luYrYFLeZiu9vGOIlZ6QK9sHu5qtdG1MDM2nwSorzfLVQod0znkOUzp526JTrbSN2iRF8kfe/uJ1U630gT//wkp/vEEk8uOHyvkBgJPq8ueaY6z0xgUygTHk5PVWmmWijJ2ua67bXMXbEZWOm4YGxj6xLP2eh2Sm4bhcD5YxRePmzWDPMo4PxWT/BN+IzsyyJJ+bZEhpclyWMn3WIs/EkYOqrfRHbSQr88rAJkEG9ty937fSqwIkYwPwxmeiyStdLA+V73syubV5azGSoe7ZjO7aor5ysZCJ5cuX409/+hPOOOOMnfzaZSMQCODqq6/GyJEjNVrr1wD/XXlwOr2wnyn3cPTX8vHRlS/PZv468z4PF5NtIZsVyyH5qo/cyNA4Ppqfed/09yIez7buLXV5dukBVtpdL32Ra4z4+Pnm6M+s9MK1B1tpn8fsUx9ccaSV3m+w9OkNIXlB2DJa+qxAXJ7JWZPetdJrgiLDd/mkv4u1m/183WLxC2Rzs6sjOVl+txjxB0lXn0HvosPkXCPbTDUH27JYq/R3g/8t5W0+Ufp9NzV8jGy7N1cuTngLvzABhaOp76H+3eGQOvKxmhtFvuqn/EUFch6NlKcw3+zbGpvlt2BC7sXy4swfqhMNIqOtyS+00l6fXH9H2g0XJImsh1wh/GbcU1b6x8FzrHQsKvfeyENlrPTJMrFXZxwldgkA5m8Q6XTFm7L/2CtWWuk3l+4LpL/rdkJvvRcpXw5tbUVR9gh2+Fboyl93mDp1KnJycrB8+XIEAoGdfn/77e0+RXY40c7GMcccg1QqlfFvx0vQQw89ZG3jiTmv14t//vOfGY+7ZYv41CopKcmYR1EURflq6K4t2rRpE1pbW62/6667LuNxd6eLhUzU19fjrLPOwiGHHGKtnuuMRCKBWbNmoaOjAy+//LLhKkJRFEXpO3rrvUj5cujknKIoewSJlK1rUYm6aYT8fj8uueQSRCIRzJ071/ituroaCxcuxPjx43HiiSda21esWIEjjzwS119//W45t0gkgmeffTbjbw899BAA4JBDDkF5eXnGPIqiKMpXQ3dt0VftYiHbvscffzwGDRqEF154oUsTfMlkEj/60Y+wZMkSLFy4EHvvvXen+yiKoihfDb31XqR8OVTW2gn+rWE4ncCv7pSX7psvvMBKs3x05AIzuk71GbI0l6WFHIyOpUCOSOabP5UlDQCDF5MENE7RNyOSTuTIcuohr0u0m1i+bHe1iZyn9nAzyhcFtkOKlsxy1J5IoeTJ2Uy1rMosfeVjFq8yI8vl1lCkWrpDo7my3dss5+ffJnUPlkvj2mMka3WZ89B83JhPfvNQRNBBH0ua+6Wm8RQZkD9Qp10clqZmnQbP0t9xJF2ONpXMrFbZiTg/2VQ2SwGSDik8t0bOtX0YRb9NC4jK7UZBfBEnSQJEVWa2AUvo3JL/4kv+n1HGPX8800r/5A/yW01Uomg1xPMRjndP1tqbUYlmz56NxYsX49prr0V5eTlOPPFErFmzBrNmzYLf78e8efPgcMh988ADD2DJkiVYsmQJrrrqqt2you2RRx5BYWEhLr74YgwfPhxbt27FQw89hDvvvBMlJSV48MEHOz+I0m/x7dcCh9+Dsfl11rbVEFkry+KdpjoTMVFqwE59AEdu436G+wwj0rjZVRtUHCvS0saAvLhzlM0YSRH/vU3qHiDZ5bv2EVa6LEfsFQAcViTS8UPyJM3RN1nK2pqQekzMEfnIxx0iH+Fosn94Q/oeABg1VuRKPqeUUd0gz2s4KHUv+ZmUka0fiSZMCej6Nim/vVnq6zpEzv2z9TKZcuRYkct+0Sr1YGkpy1jTiZA8tDxfotS1hb2ZssNF1yxCslSWnOa4TUORTSLbHpIyDOlrXPLXbZPrV1IibZDchVqH77fFyTFWemqFhIW3kwGqj8oDwdeJZawAMGaYRPtde7TIz/CF+DkpGtKKRDCCTeg6vWWLdpeLhXTq6+sxY8YMlJaWYsGCBV2amEskEjjvvPPw5ptvYvHixRgzZkyn+ygDg40n+GD3enHCkR9Z2z5/RtxlOEPZ79u2YdJPcfRVHpv6tqUy5yF75WuQPKEys7ymb9DBWkhyWCv9F4+l49vEyD3XMslKu3LJbVC+6e/n0IqNVrq6Xfrhms3i7/HwcdJXf7hJpOnNg+SkJhWRS4YSKSOQZ/bh9TbpFx3Nck6xIopGWiEvDmuq5JxspPRkeW7Ybfb5KSrSTRLb+u/JPuW5Ys/bQzJoCLTKsZweqVPpaPNDQZCifA/Kk/69g45VSxFPi0vFRgVoXxdFJE9RxNKWdtOnB8tROTpsoVfOo5XsEr/jpLbIsZIj5X3Dk2bvInRctqnnLzlf9o/QfIBLbOrmFrmu3FYL1uxvlDH1EJGvvp4/1kpvXSG+o9zNdiTD3VtzpdFa+ye6ck5RlD2CeNLe5b/u4vP5sGjRIlx11VW47rrrUFRUhBkzZmD8+PH4+OOPMXHiRCP/aaedhqKiIpx22mlZnXcDgM1mg81ms1bknX/++bDZbBgxYoSRb9WqVbj55pvx3nvv4YgjjkBeXh4mTpyI5557DldddRVWrlzZ7RcyRVEUZffTW7Zod7lYYLZs2YIpU6Zg8ODBeP75542JuQcffBArV67caZ9YLIbvfe97WLJkCd566y1jYu7ll1/Gyy+/3J3TUhRFUXqB3nwvUnqOtraiKHsEve1bwev1Yvbs2Vi9ejXC4TDq6urw6KOPYtSoUTvlnT59OpqamvDMM8/AZsteXjYfdOvXrzfyjR07FjfddBPeffddNDU1IR6Po729Hf/5z3/w61//WuWsiqIo/YTeskW728XCxo0bcfTRR2PcuHF45pln4PWaK21uu+02fPDBB8a2SCSC008/HStWrMDixYsxfPhw4/cnnngCTzzxRLfOS1EURdn9qM+5/onKWjuhZkoOHB4vJrpJJ5Ql2l3CY8512iMUiZUCjaU4ZCbf8JRMUjS4ws/kh7waU8rnbknTHVr7U9luSadH+JT8tCz3vbQvrlkmDxomyJJfVztFYi2kqHZ0h7EENJekr8FBZru52ygSUVTS3hY6FjVD3EvLhUn7whGf0nEFZVlxkuSGDpLCxul68lLn0uWynDpULHlSaVPdXH60kH7gIHWyAtq4R2K0lD/hlTpxxNtEmtsZvrYscWMpAEfb5XM1JKe0b3q0VpYeGPtQ+wRLpSH89dLOOZtlbX2ogpaLp3X6M3/0ipX+IixSolKXNNbcvxyPRCQMYBG6SiJlhy39ImXJpyj9De/8AjhcXoSukofSiFjHkZ/TLLuNzATLeZzU1dtYbUmPgLtF0ouvkSjCx11/pVHGtnZxh5DrlYpx5DU7RTnj5z5BGnknRSBvi5iTAU+vn2Sl86mMn4x43UrnUUe4OSqrUrexlJE64T+v+IaVLqo0I7htbZEOMxKmdidJDev7N7SKRLUyT/qrZFTaYF29KWFPUT+69zCRLK9vkLpzFL8D80VONTqn3krHqOOOpYWOn5b/qZWes1oiYPM1yyG5E1+b9rAYmrJckSE1hcRIOR270DsTLIX1uSRtIxlUiuQ/HqcY+nRVa4gi5HkpcixLav9dL9LpaWWfW+mXVokE76Rxn1hpe6tp8Kq3llKBdB/nSd2r8tsQc0TxCbpOb9qi3eViobq6GlOnTkVNTQ0mTZqEc889d6ey6uvrjf/D4TBOOeUUvPbaa5g6dSquuuqqnfZ57733MGXKlG6fl9L/+E+jRBB1+sXoxHLk/vJvjRj7hAtI2k6ucUKD5AlPkNsTJ41rg1UynvROEQlg4h16TgGkovTc0LtULJ+ibGfpstwNch7RUulXVnw80si3skwqlmiQPjJni5z7u075MGsjeW0HRRpd0SJRxNm9QwNFDQVgvisOlvdRJ7kdyPVJW4coEivLjJ0UFdWRY74/Gp4GamT/VLHka6Z6jK8Utw/LNklf66JI7NxPA0CY7GiTXcrYt1wiYHfEpD1rWkX2GQ5J+8TDcp32Hin7bmnLHnDG7xUbt7Vd2jfYIeW5wvTeViJtFdwitjKQFhHVWyLXg8cMxYVynbkdQhul7HCDnFOkQu6p9LfXN9bsZaXtJItNkKR3xOGbEA9EUI2uo+9F/ROdnFMUZY9AfSsoiqIofU1v2qIdLhbuuOMOXHfddZg5cyYKCgowY8YMzJ8/f6eV3Keddhoee+wxTJkyxXCxsGDBAmzcuH0ieP78+V0qe9WqVXjttdcAAK+//nrWfDo5pyiK0vfoe1H/RCfnFEXZI0gk7bB1wW9CQn0rKIqiKL1Eb9uiHS4WZs+e3WneHS4W0rn88stx+eWXd6vcSZMmIZVKX+OoKIqi9Ef0vah/0i8n5xYtWoR58+bhrbfewsaNG2G32zFixAicdNJJ+NnPfoZBgwZl3O/RRx/Ffffdh08++QQulwsHH3wwrrvuOkydOrXHdbnyu/+EL9eJ708+1dq2+X9lGWrVW7LsuX2I2ZyFn0naZkgAM89AU6BQOGhp7WlXiXRv8ayDstY1VkTRcoKyDJklq/aorOV2JahAIukxJTG2uFQ+RSHWSpfLUl5bTI5be4Qs2Y37ZV8/STJZBpm32VxfHvNLJxAuytwhOKJyLEeYlvi6ZDvLSj1t5rlyGUwkX87dGZJ9ovkkDaaV4M5w5qX46QxaJvfJ1iM4im9mWbPDiLaYud3sacFKE6QA4yX7cdrO0lfeP+HOvH2nMiifgyMQ08r1SBHJ1Uhy7AzK0nF+BpYHJIoVAFR5Wqz0ELeEfmWp1oUXvYBwRxzX/hFdJpWyIdWFrz9dyaPsGfQnW9Tx7XY4/FG880exAX+98V4rff7/XWalP/jpPVmPEwNFd7NJh1KXEClKqV0edD+lj7jyCiud/EGjeVx6vkF9TrbInYyHZIlGdNC0yKYc+TVIUUd/98X0jMct8EiHd3TpWiv92LzDrHRqosjtm7eIhGZ7xaStcgpIcmLLPAHR2iZhyFlq6fJTtLvCdmMflvpuai6UfVxSdjQi16k1IS4B1gVFIusjw7RfzhajjACFiN+/RKRINUE537oOke3Eqd1Zshol6WyhT65FenRYvoYMR5RlUgn26SHJBPXF8bR7wUHuQbL12XyPvF4vkVh/esCbVvqzgETCRakpwTMgeVySost+tqkCyWAWfyFZUFukdJf+ZIvi+QnYfQnkXybPgfP/JF5x+Drxcdvyi6Cxb55bJoLddulbOGrlkEKJWsry+RRFi068IH1fbITZHzub5LmPkyQTIalvwkcdjVvS8RhJQFulvHiu+Z5i30jRUMn1TGCklOesk34xUS42gKOOxv4prltap0qfWlXeYpZHdmJLo7RVrFmMbRP1kZ5SOVbELnWt3yayS1tH9imAlJ/ah2TCjlzZftUQcUEza/MPrfTeg0TuvuzzYcZxx44R28SuG5a/JbLN1Aipe5JsQ26e9LNtIan7F7Vy7ydCpp3w5Euf7iMZb5jupYICuUc7KIKtq0XOO2eC3Lc8XgGAunq5HlVlLVY6RGUEtsnYwE1uoOJ5cl3tZDdjIVMObCN758+VdgjTfVH9wVAkw2qLvg70u6nQ+++/H9OmTcOHH36IP//5z6ivr8eaNWtw3nnn4d5778X++++P1atX77TfFVdcgXPOOQfHH388Nm/ejE8++QSlpaWYNm0aHnrooT44E0VR+hPJlA2JZOd/unxbAdQWKYrSO6gtUrqD2iJFUXoDtUX9k343ORcKheB2u/H888/j2GOPRV5eHgYPHoyf/exnuPLKK1FXV4fLLrvM2Oell17CPffcgzPPPBNz5sxBYWEhBg8ejLlz52LMmDH4yU9+gg0bNvTRGSmK0h9IwtblP0VRW6QoSm+gtkjpDmqLFEXpDdQW9U/6nay1oqIC3//+9zF06NCdfjvllFNwxx13YOHChUgkElbEqbvuugsA8KMf/cjI73K58MMf/hDXXXcdfv/73+Puu+/e6Zid8cSlJ8Dp9MKV3GxtG7JIlicf/dt3rPSSiaa0o+Xcw600yxFZDsjqGA6GUjxLIrL9p22IlS77oywdB4C6K0ZYaTvJVFOOzNFa+ZI7ghSdzStLaO0Rc/k2H4ujoWbLU/6BLBGuO0iWpLNEkoPJpUtMuR04n5OkntyeCS9HVeUoT5mjkQKAp1XOMVwohbBsl6OZ5m6R/J4mWRodrKDoQV6z8/I1UqSfUilj+IuyzDpcKu3eNoyi7VHAIY60yFEY068Ef9jgCK0c1dVOqp1IvuzgbmfpcuZ9ATPiLkd9tFMdWZ7NMtgGej4K10h7Ts5db5RhRGilcLYNcZFddcQ9iIQzRyrORiJpB9S3gtJF+pstwvsFgMeLhEee1Qvulxey4mp5pvZb9D/GrouP+b2VdlP07S1xeYa8WcZeo/75YyttP1k6kMTmQiNfxXBT5roDljiGSGaY66F+ME6R/nbx/HHkVw/JLT1kVFl6yRFM//HXaVY6JQoT5OWKYWmJmWWzlCSRyFwvp5PcH1DdWTbDAc8310pE1+0/SnLC8Bo6ltR9Lcl2nlg1WfK0S5968qRlVtpvN+WZzzdNtNIjfHKdFq4cZ6VP2F/ijX7SJFJPvh4dkTSD8F/4WgJAG0V4JZMKN0W5bQ2R9pki3tq8JKMlGaw97f7koQhLXFn+Gqdrxtuf2nSAld6vWCL9JdtMKZGrWCRCSTK+tgAZ4oIouovaIqU79DdbVLbEDofbjnixdKQdvxOJYvMR8nyEPvUb++ZMElljR0z6r/EUrbPCK1Gz32gfY6WjK0U+6OCxvuEGBkiSBJ2f1ZSbtsdZvkrvP+QyJ1osfZE9nP1Z5LG3s0XK43Fxoo3evT4QG8Bj5ESj9JvNHpGiAmaU1UQL7USS3ESQ+qWcLL4fSSZqLzb7LreHZJ81Mt7m99RYrpQx650LrHRFiUiR1zSY0XOZjqicY6RVbIBvbxnrO+hcuyS5ZJdQflNymiTbwlHhO1rkvqyqEPc5pDg17DaPPVpbzXt6r8HbrDRHgXVQww0e0WClI+QCq4HHUTF64Y2Y8ly+mhE3ybZJ3utwppByZrnuWVBb1D/pd639gx/8AA8//HDG3woKtnfMNpvNcjrb1taGN998EzabDYcffvhO+xx11FEAtkeeUhRlzyWV6vqfoqgtUhSlN1BbpHQHtUWKovQGaov6J/1u5dyuWLVqFYDthsXp3F71FStWIJlMoqysDLm5uTvtsyNs/BdffIFAIICcnJyd8iiK8vUn2cWoREn9QqR0gtoiRVF6itoiZXehtkhRlJ6itqh/MqAm5x555BHYbDbcdNNN1rba2u1LoYuLizPuU1S0fflwKpVCXV2dZZS6yqbjvLB7vTjvfpGZvjlJorYsuH+KlXZ/35xannzpx1a6Iy7LkKOkyXST1jOckKWqXoq8xts9dlNyWv679VZ626UUFSdBy7dJ7sqRW2G3Z8yTjqNDJCspt9Q96SY5qDOz9LWwWs6vbajsy5LTVFoAt2huZrkl7xMoJ+kKRWW1U2RZTu8knXWwfJW20zLkOMllXQGSqFaY8uUdeNrM62+ja8BRZ3lZOK9Vdrfy/hShlYrj5dv2Lqo6eVU4R3HNdg2MCK1pX0u4Lg5SMtmy3D7ZjtU2QgrcHDWf3fevlGiU/nuXWOkCCmHrt0cRdndP1ppM2WDrwhJ5dXyqdEZf2KK7f/gX5OTZ8fNfiGS19QiR3T15yf1WOi8tWuY3Xr3cSttIBgOS8aUcrBOkNMkkUvUiSWHJJ2BGLCsfJBKXhnZ58Rta1GKlOQofRwTNFik0/Vheev4dFFHW55Ltdto/p1bOu32o9Md7l0hkuTqfGemstkX8C/CX40ibtMPQoSITzafosDWt0h4sP3WmyW4SJKVdVi0uLEYMERmMyy37sLz2mP0+t9JNUWmbdxOjjTI4kutEv4xlzp0sfV1jVF7iTx683Eo/sU5ktBGSJXuonQ2JahrJnRwwbMe4tiwLc5OUjLazTBgAXMY9QxH9PCLV6iCDxRF224JS38/t4kbBV2ZGlix8Wtqk5cwOKx0JSzskO1xIhsz7tDPUFim7i76wRUWzNsGZ48EX/x5ubUv45fma9g1593lnywhj363vVFlpZ0Du7yZvhZVeQbc9K/STRTSmpznHVJot8jRlfm5iQ6VvsNdJHx4rocjaTdLPuFopuqvXLCNeSM882cs4qVFtEX7HkjqVfSASzsYJciLOdnKLsEnkkQAMuaItT/pejupa+4n0ZbZm6i/zpa6Fg6Qf6wiY/baL3A4UjxWp5pbVFA2VIlU7yS6xDYiRPDN3UMAoo7ZJbKqToqdGI6ZLAau8aOZJoYoqkaJua5BjFuSl9eFk09l9BuyZ7ZIjQu+T9IoxtLDFStc5zQnv1RslOnFxqVzbDrIzhRRpnqOQjxsrLrNWL6V3+FxzDFf2trRp/cF03Xh8VhFBKriLiOMZUFvUPxkwk3Mvv/wyFixYgKuuugrHHHOMtT0Y3P4gut1ZJkw8np3yZiISiSASkZu6ra0ta15FUQYeySRgS3bBCGWfp1YUtUWKonwp1BYpuwO1RYqifBnUFvVPBsQ6xTVr1mDWrFk444wzcMcddxi/+f3bv75Ho5md8rJh2ZE3E7fffjsKCgqsv0yOVxVFGbikUrYu/ylKJtQWKYryZVFbpHxZ1BYpivJlUVvUP+nxyrlRo0ahurp6d9YlIxs2bMCMGTNw1FFH4bHHHrMiEe2gomL7UuimpqZMu6O5efvSV5vNhvLy8ox5AOC6667DlVdeaf3f1taGoUOHIjYoBrvPgQffO9r67fC31lrpIoisJJ6myWYpK8tR4xSFrSkiUpR8VzhjnlKPLAt22kz5RHvcXPq8g5SLopT5ZbmwgyKxRovk65ljF7IMjsSaFc5CM+zeejmn1hGyFDjuyf6gszw0mpM5nxHRlbIk3RRpKU/S6ZJTO0ViZUkNR3tlNU6C6hscJNcmf5Ms644UmHW1x+T/vM3SvizJtWeRmXpbpBFZAsrRU5NpH0W5TVhyakRSpfICVbKDfyvJgTnSqxkwCg5SfXFdWNaapNXpTvooa0Qmpqb6+0J5tgAgfx+SKFGBj/7uBCt9/CX/RiSRpofuBF2+/fVkT7FFP/3gbNj9XiSmyMPmokihJ8+XfThaHQBT+sB9tZ86BN6FJR8kx+Fo1umf9myN0iG154rsIt8vz3AtRTIrILkJR3Et9kmnEUmYQ5TSPFMis4NANLMkhiOspc4T+ar9VWn/pRtESmJLkwOPKhPJ6pY2kc5EIJ3fiHzJs76txErzeCCnWCQtY0pErgoAy76QF16XXzrfTfUS0W94mdxT1RsomrVbJEoe8iFQF6Fw3zDHIgtbxlvp4wpXWOlnQwda6bVBKePQCpHBvlcrbRUliVBFvkh5AKAlJIaDZcZNgcwTAfnFcl3btsk4IUmRdF1pEudsLwt8L3CEwxhFfvVTVMKOiLSNd2GalGyWSLuiJMfaq0q2f756cMZ67Aq1RV9P9hRbtPH14XB4vEiUyPNVuEru1Q9XT7LS/g7TFrlJkRejbortUt5GGv+OJBklyWATHOw5bSwcp98cIdqnXjImcqU/YSlrbJD0Db51lN+X5raGJKu+WkkHR9MAOsvju/5k6ePy1sv21Ajp75JB0/Y5WuX/hEPSTR3Sp/rHiDuJjhpqXA9Fyd4o7hbSPQ6khsmLw1ZyU5E3TFZMtm+U4xaPke0/GfWGlb75w5OtdH6h2CgA8JE7iqYWigi7SS5a3r5y3/opf32r5OdI3kmS2javM6OhBytlPJHgSLUkReYxR+1eknasEzvGfXG67RlUJu3Q0k62zyt1X79ebOpgcoVR1yHnlEPXj+0gADSeIPcGS6TdHopUH3QjlSWqfDbUFvVPerxybv369bjhhhuwdOnS3Vkfg7Vr1+Loo4/GN77xDTz55JMZl2jvv//+sNvtqK+vRyCw88B9h6EcPXr0Lp2eejwe5OfnG3+KonyNSHXjTxkwqC1SFGVAobboa4naIkVRBhRqi/olX0rWWltbi+OPPx4jRozA5ZdfjsWLF1uhvL8sn376KY4++mgcd9xxmDt3rvFl6De/+Q02bdoEAMjPz8eUKVOQSqXwzjvv7HSct99+GwBwyimn7JZ6KYoyMEklbUh24S/VBf8LiskjjzzSp+WrLVIUZaCgtqj7HHvssX1dhS6htkhRlIGC2qL+iS3VQ6tht9uRTCaRSCTwxhtv4JlnnsEzzzyDeDyOU045BaeffjqmT58Olyuz3GRXLFu2DDNmzMB3v/td/P73v4fNZt4UNpsNr7/+uuUA9eWXX8YJJ5yAs846C08++aSVLxaLYf/998eGDRuwatUqDB8+HF2lra0NBQUFGPKHm2H3eQ1pz/QDVlppXurZHvcYx+CIq4yD9H15znDGPKEES2Ip4mlaGYUuWer67y0Sccnjkn1y7pDlyRxBlKdm7SR33UnGStFXk14ZDLg3t8j2AllabW+VZcGxCopYVyj3Akdu5aiqu4Klk25aKs/RXVnO6YxQvdME3Cyr9bTJgR20T5wivMb8mfOT+niniLAOks7y/qksU+I52+QaJNyZo9+2jsgu5WQ5qSOaeTvX10WSU0+zlMHy3KR5uxmSVz4PlriyjJbTXI9oYRaZXRocRZav7XEnfohoRwwPTnkara2tu/yiu+NZHvG3G2D3Z48qaNUzGMb6H97a6XH3BLoq03E4HEgkuhexcHexp9ii4bfdCrvXvH8TRdLPO1pI9lJgRgQ15DVxlu5L2pkvD3e8Q9rKFsrc56RcaR6CfXL9fXnysIaaSRtPMtyKihYr7XVS1PJ4dm8bnI8jqTpIvsjyR7aDLK8Mza200m2niewmGjXL9pD8kaOkRilap2OLdH7+fVqs9PAiiSbH44TGkCnt9FO9qteJxMydL204vnKrlV6xWWSULK85Y1+JkOi3m76m6qLSViN9Iu9tiOVl3CdJN8yWcKGVLiSj8caWvax0eiRVli6FskiOnSQhLs6R41Z/IW1QMYzkTS5zPBWIkuSMJMQRkjt5KPqgg8rjOsXfExnUTsMxjo5O3VuElGGhMREkQ2FsvvhmtUW9iN1ux3PPPYeTTjqpr6uSlT3FFg25d/t7kT0oz5q3Xp5BezzT3tuJ5tHYj0wLjw8LV1GZYySdTVlnT3vVYgf3SY+U52yX7eG95WFPhShCa7NUit3ARAeZJ2WjKKJGJNVY5kp668k9DUV+Hfqa9PPrTqNVkKVm1M0kRVbndzdXoZyHbY2sgowVkU1soXeZvOzvW+x6pnIfke5zJNZQNfVDlVK2lyScgW1Sj8EjTDcObJ831JRa6eGDJd+4wjor/fK7EyXPPrVWmu2/3yttFQilvSOTawS2OTweWFcn7ijslCexVWx14RixRc2NpvsDf760A9sZdqXA0eXZ3QLT/r5ExbWlPUMuWgDLzw1NFSA8PoRkMIyNF/1SbVEfkUwmsXmzROAdNmzYLnJnp8c+55L/Dd3hcDgwbdo0TJs2Dffddx/eeecdzJ8/HxdeeCECgQBOOukkzJs3r8vH/fDDD3HcccchEomgvr4e3//+9zvd5/jjj8dll12Ge++9F7fccgsuu+wyBAIB/OxnP8Pq1avxl7/8pVsGSFGUrx+pLn790S9Ewvr161FdXY1Ro0Zl/D0SieCaa675imtlorZIUZSBhNqinvHDH/4Qubm5uPjii3HBBRegqKio852+QtQWKYoykFBb1H2qqqpw66234oc//OFOv9XX12PEiBEAtn+sicd38aViF/R4ci4TNTU1+OCDD/DBBx+grq4OyWQSTzzxRLeM0KOPPmo5K/3HP/7R5f3uueceTJ48Gffddx/uuOMOOJ1OHHLIIVi4cOGAWQ6vKEov0lW/CepbweCQQw7Br371K/zoRz8yti9duhTnnHMOVq1atdNX/L5GbZGiKP0WtUU9YtOmTXj88cfxxz/+EbNnz8Z3v/tdXHrppTjggAP6umpZUVukKEq/RW1Rt6mtrcVFF12ERYsW4YEHHjD8dpaXlyOZTKKlpQXFxcU9LuNLT86tW7cO8+fPx/z58/HBBx8glUohlUph6NChOP3003HGGWd063j33HMP7rnnnh7V5ZxzzsE555zTo30VRfl6k0p18QuRRiUyeO211/D9738fzz77LP72t79h0KBB+OUvf4lf/epXiMViuOCCC/C3v/2tr6uptkhRlAGB2qLu89BDD8HtdmPWrFmYNWsW3nvvPdx///04/PDDccABB+DSSy/FWWed1SPJ6O5GbZGiKAMBtUU9Y+zYsXjsscfw4Ycf4sknn8SECROM320225datNDjybnbbrsN8+fPx7Jlyyxnp2PGjLEMz8EHH9zjSvUrdswqk68c9gEXIWdm4YQ5KKjySVjkVa3iR2VMnmjrW2Icqln8ArAvuW2RXMpjXuyGsBlueQeTS0XzvLZV9ORJv9TRHpLziOeKcN0RNpdhxnPIv05Y/AUkC2W2OOGVdkg5pU7OdvEFwL7Tymvl/OoPMM+B9fTeJvItlyfn3krh1QvWkcaffLuxez1vs+kPK1UohbDPO/Yzx/752Mcd+20DPXyukPlpwU4+58KFFHa9UerLbZLiB5lcQXL98inEfON401mbLbMbg6zh3PlWclLdw8XkryPd3RT1GOxnLps/BPZZl9VfSNqqX/ZBx7/ZyFfWKy8fhGQ4DODpzAfNQCpl65KBUSMkvP766zjggAOwdOlS/O///i/2228/DB06FMuWLUNZWRn+8pe/4KSTTurx0u3dwZ5ii5LeFOBLIeWRvszpk3ZPOKjPaDFtUapQ/J3Y3NSHx+RhjbeKDbDnxjKm4+SbB+kDOvo/1C4Pvj0gZZSNFb8tLvLNwn7m2oJir/we05kQuwSrKhL72haWfZyOzL4PQzFpE/c54tOmjBztbKozZXLRiOzjcktb+3PFrjnqpOzRR4ht/6SmykoPL5Pzrt1qlpFTKLYwp0R8rwXIV99/1g210hNG1FjpZavFn8m2iPjBGeaT8gBguLdR6kufwAPkw3ZbQvZ3kjHhMUepS/zznThUfO8+t2E/o7xsfaibfAYmyU9cLEFGwy1lR8iXXSBiRqVkf3LZtrNvOfZ15KY8PE6Ip7neYR9M9jYqQ249+N51IxFNQkZcnaO2qPvMmjXL+P/QQw/FoYceirvvvhsPPPAALrroIlx55ZW46KKL8OMf/xhDhgz5yuu4p9giW9QOm8OOopWZx6wJ8unsazIHpq2j5Ll303MULqE8Y+VYOZvlWFFy9cV+29xtaf73qMiUQ34LVpKfy7ek72s8kHxThiV/pJj8UbeZr8uJPNonIOeUdJEdjsqx4j7yS0ddV/Xp1Ee1Sn73cNPnXEeYfOGRj7t4vdiJ0rWSv/5w8nk9jN7DGqUfrRwnfuUAoGaDXISa9eIPzlsiNso7st1KR9aQ37f95CWgcITkr20kB50AEuQ7r7BKOtWGDnmffDckcmvnIDnW1mYpL0JjjAT5hI9vIx+3AJoG0btinhxrS12hlbbR2CnJDv2o/29plfrZnOY9zT5Wmylffl4wY56OsNS9rV7ef9107zjTfBcGhkiZ/i1SRyf5Dndu8CKZ2Y19VtQWdR+bzYYPP/wQF198Mf7+97/jsMMOw913342LL754t5XR48m5G2+8EQDg8/lw2WWX4eyzz8Z+++3XyV6Koih9RMqWfYYwPZ8CAJgyZQqA7f18ZWUlmpqa0NjYiPLycnz88ceoqKgAsH1VQ1+htkhRlAGF2qLdQltbGx5//HE8+uijCIVCCIVC+MMf/oA77rgD3/rWt3DDDTfgwAMP/Mrqo7ZIUZQBhdqiHuH3+zF37lxMnToVl1xyCS655BK8/vrr+Mtf/rJbAmbsIk7irlm5ciXmzJmDUaNG4c9//jPuvPNOLFiwAJFIpPOdFUVRvmpS3fhTAGx3bL1hwwZ84xvfwO23346CggL88Y9/xPjx43HyySfj888/BwDccsstfVZHtUWKogwo1BZ1Gw5KtGLFCvzP//wPBg8ejCuuuAKrV6/GEUccgXnz5qG+vh7Lly/H0KFDMWXKlK/U5YLaIkVRBhRqi74U5513Hj744APsu+++ePrpp3HggQdi6dKlX/q4tlQq9aWb/PPPP8dTTz2Fp59+GtXV1TjxxBNxxhln4KSTToLf7+/8AP2QHWGGh/7fTbD7vDhk9PqM+YrdsqbUnabPa4rKuQfjspTY74xa6XynGG2Wr9pJT5FHebaGzBlZloNwCOehOc1Wuj0mWo2m/xWpDXjpt4uWZXvMBZWODqmvvUOWBSdzZfkw759g6Wwss9bS0SHnZG9oNX7rOFDkCKESkp+STDRvs+zfUSVLhA0ZCuVPpU1DG8veWUZJy82TTloqTcv0HdHMElBeXgyYoeE9bbTEnKS37g6uiCQdEZLz5rPUlutqPrrtQ6Wt0s93B3F6HPM20DJ7ktcGqmRnu1z6/+aTdCw383YOAc4S10hJKmN+RzDtiwzVPeGhc+RrGwcS4TCqb/tFl0OGD73/Zth9XQgZHgpj009na8hwbI82VFBQgNbWVhx77LF4+OGHLbnQb3/7W9x2222YPXs2rrjiCiQSmWVmXyVfZ1s05N7t96+N5C0oEKlEKrGLL5tReagcHbJ/IleumY1kqSk7PatR7iBZmmOWl8yXBz+3SDrDUJDkJ3wsSvtLJX++X3QZLH0FgA6SNgZCclz2mVJSKNLLIOUv8GXWe7DclWWQABAj2a+TpJDxOMmBa+S+cg6W8ygvFPnP5q3iGNjuMs8pEZJjefLFrsWiYoeTJCd2Nks6XiBtfumR/7LSKzvIzgOo9IqNrYtInzbEK+OEFW2yT5Fb7Pxwn0hiY9Sh10dZBms++/9pFBveHJRxAktLPS6pex1JjFLUHv4ykUrleE1j5HfJvR+IynWO0LUpyZHr0UL1SL4h14MXBOzkYoHdOtBlYztqSwKJSBirf3e92qJexG634/HHH8f999+Pt99+G6lUCn6/HzNnzsRPf/rTnXz+AMC7776L733ve1i/fv1XXt+vsy0advutsHu9cAao3/1EbEPLGJKs55vjVG995jFzuEzSLAF1t5BdoufRQfOdnmazjNAg2YefaVe75IsUkRuGKuq/8qVfcdSRjUn34lAmFXDWSD4e99uzjIWTbqmHIyQHNsb3abJG+wTpw4Pk8sBGbgBKF0k96g/nwqnN86UftdnMdsvLlX6/uVkG+L4cOdeiHMnT1CH3MR9rdKnYjHTao1LHEXnifuHtdTL5XlYktrM5IOca2ip1KhkhtoteXxAkySgAREJyQYaUyz75HhkPrFwj9sq9jeyrXw48Yv8tVropYD6/wbDYnziNGXhMxnY/EZYy/Gtl31gevScOMl16OBvlPIrFowQiBSzD3v5e9MWv1Rb1Jg6HY6f3nXA4jEsvvRR//etf4fF4cO211+KWW27p8XtRj1fOMWPHjsUNN9yA//znP/joo48wceJEXHnllRg0aBBOP/303VGEoijKlyKV6vqfIkQiEfz2t7/FwoULDT8+V155Jd58880+lbSmo7ZIUZT+jtqinnH22Wfj3//+N/baay/cc8892LJlCx544IGME3MAsM8++2Dr1q1fcS23o7ZIUZT+jtqinrFp0yZs3iyeZr1eLx588EHMmzcPbrf7S6uJejw5l6ng5cuX49FHH8Xjjz+OmpoahEIhPPvss1+qgoqiKLuFpK3rf4rF0qVLcfnll2f8bb/99sN7772H3bAAu8eoLVIUZUChtqhHnHrqqXjttdewatUq/O///u8uV3B8/vnnmDp1KsrKyrLm2d2oLVIUZUChtqjbpFIpDB8+PONHoe9///v48MMPMXHixC9VRo8DQtx888246aab8O677+Kf//wnnnnmGVRXVyOVSsFms+GII47A6aefPuC/EE3fexXcuW60RGVprdOeeZnitnCe8X+pR+Q1LF9towhpSQqlydFd+VgcLW1UrkSDA4BQQpbEru8QqUZjRCLGuKm+/t9JdJ7Gu0Zaad8WkY+wxBEA4oUUeY8kq7YYr8GmZdMkg01QpFcbRR1N5Ei9Uy6pNwB462TZdKhEljHHcqSMWK7cujlbpbxgOR2XojQ5oqaUKEm/RQpkjtrbIvl4Gbsty+RDQbUsPW4bbkqikm5aNs9L3dOkolZ+ktEask+SuPI5pS+zp1vBkLU6pTmNZfO8HJqjz+VtkMLbRqRFhGWVKZXvoBXYdkob8p9E5jzpnwiSFDmJl/yzRIAjdXUVW8qs/67yKdsZPnw4xo0bt8s8brd7p0h6XyV7ii1CwgYkbEj55EGyN0vHkvJSp5EmnWRJeILkp8azR88a6FgpPhY99Kk02Y2N5IgdSX7w085hR9F+ijSbkIo0tYntGlFqRh1lCWpxfgCdkeCIoJRmuWycyvZ70qSTFKm2rlVsspsit+buJXVsbpQ8m0MknaT2T8bMDs9bIGODaISkrBGSuxaIBCeVL204lKSzL9WNt9KXDhOJKwA813SAlWaZantC5CwlHmnPZnLJscVeaKWLKSx3jEJ5t8TNCHlGW5OUlaOvOkginVso+raONplwCbVL/RwO854O07GcdD0d1IHXt5M0i6LlJcI0FiE7nTRNOJI0QnaQKpqjk8dysruRyIbaop7xz3/+s8t58/Pzcckll6CysrIXa2Syp9giZ7sdjpjdGMeFKQh1ksaiLH0FgPAgco2QZTzJzxPLYnlcHCe3KhzpFQAoqDSiJE2MUD47yWLzV0tf1n6o2ID4IHLpkxYB3dYsJ5mgMjhCK495YyViM2wROcGUjdznFMoJ2iNmu6U20Pulj+xzXI7VcKBszyWXANz3cR8cjpjnxPaLZZhO6nu3tdA7WZAivLfKcT8lmWdqmykz/e4xS6z0Sxv3tdL7VtVa6U9q5Jn1++VCeSvknBobSeJaIhfc7TJ9E3Ak180UjX2/4SJTtXnkQo08XLavWS5R0je/O9hKu/al0N0AcskVR3uH2MLcfNle5JcXsQ3/ERcSUbq/Xe1si8zpGTdF8m2haMZRuq+8tU5zvNUF1BZ1n2Qys7uuHey1115499138corr/S4jB5PzqVSKQwZMgRbt25FKpWC0+nEtGnTcPrpp+O0006zovgpiqL0C7r69Ue/EFmsW7euS/n6UtqqtkhRlAGF2qJu01VbtIPKykpccMEFvVSbzKgtUhRlQKG2qFdwu904+eSTe7x/jyfnAKCpqQknn3wyTj/9dJxyyikoLCz8ModTFEXpPboacWgP/0L00UcfoaNj+5fIoUOHYuTIkTvlaWtrw4IFCzBz5kzYbH1vtNUWKYoyYFBb1CXSbVEm1BYpiqL0ELVFXeKrfi/6UpNzjY2N8Pl8nWccwNgB2JGCxyFLR9e3i1xlfKEsxY2naRuS9P+atkFWelKxOBFsj4tsY0uowEqXkSSWo77G0spguSzDMo8tATquX2QwldeutdJtsyRPPI/Wp8OUo9qDtI7dSRFeHbRMm9KurbL8N5kv90rCR3KstIh8KRdFW/uP6C3rD5I6OsKyT/tQjtZKdaWqJtxpuhPKZzQpRwSlaKgOVjvRM5ekKLV5NeZy6ki+nEe4SPIVrZblzW0j5fp72igaoJei37ozP+SuQFqkpY3SJi17kZyLz48OxdFW3bRKm6NKJcwV6UabOjLfeoa8NlJI14Oah+VDfH/tBEduJSlr0gWkuhsEJwkj4t4u8+2htLW14YgjjkAstv1CX3vttbjtttt2yhcKhXDuuefit7/9LV599VWUlpZ+1VU12BNsERwpwJGCjR5ojpDKUVzTJe82lqOSXMXukocoycMB3p8kOHBxB2mWkaJoprYg1cXPIbBJthGVPBGS5uSQhLMtanZAPorQGaVI5W6STmaTVAYocqufZD55XoqQmsyuT3SRXCZCcqCOBpHhsvyUpa+BDunnR1SYkey2toiM0+sTQxNzUqRykoDG6fpvbRSbmKJr/MmgzBMZgBlxdcHa/a30KWNWWOkKjxiEzSEZD7jc0p7llKfFbkavK6bou29vkUGs09F555rKIdm2M3t+D91vCbqvuAyOIBh8W/ooJ9moZBZ3EEBapMcgSWFdUp6rw5TIdQm1RZ2itqj/knKnkHSnECuQZ8LTLA8PyzlTTnN8x/I4J8n4eAzKY9MUmSWOnsly2WTam2zCI/kK18j2lr0kzRFTY3lyLO9KuXbxXJIPDjLH97awnK9vq/Sp3J+ER0jH4PKRrH6L9JfsJYmHtOzSBQCipfKrs5UirldIGYVVIvtsaZJG7IiKjfIVy/tHrD7tPk1mTKKdbE6KxgOOPDknT4EclyNrN282I4E+ufBIKz1kogRrWVYtwcYGlcnN0Eoy0QKKJhsJiw1u2Fxopf2DTHcXgyh6e8tiWbn6qUOksw6yM+sb5P3eEeQI9nLMQKt5TiGXXPSSIimP6x6j8YqDJMtmFF9JuzpMY8TlR4vkXshdKzd/4RcJxGMJfIFuoLaoU/rCFvU4IMRDDz30tTdAiqJ8jUjZuv63h/LCCy8gGo1i0qRJePXVV3HrrbdmzFdSUoJbbrkFGzduxDe/+U1Eo1kcKX4FqC1SFGVAobaoU9QWKYqi9DJqizqlL2xRjyfn2AF4KpXCqlWr8M4772DVqlV9GrlPURQlE7Zk1/96Qjgcxi233IKxY8fC6/WisrIS55xzTrd95aTT1taGYcOGwWaz4eGHH86YZ9OmTbjllltw+OGHo7CwEG63G1VVVTjjjDOwePHiLpe1aNEi7L///njrrbcwbdq0rEuznU4nbrjhBvz73/9GTU0N/vrXv/bk1HYLaosURRlI9LYt+jqgtkhRFKV3UVvUOX1hi76UrDWRSODWW2/FH/7wBzQ3N1vbi4qKcMkll+CGG26A0/mliuhz3PYYPHbATncmRz+N0HrqUo+5nNZDGsASr/y2NZw5/HuFV5byxmmta6FblvKyxBUAPmsttNJ2Wi9uJ33mXgX1VjoQl3WzHRQ1NvGA1DV+N62zBeDdRsugi2Q5r5MkrimK1srRXlN+KSNFMthdTQs7OmSZdiJX9i9ZLsuFA0OlHVh6aacIgu4OuU6ptIeJ6+hpzSxxdXXINY/lSZtEczNHVT3nmheNMv4x+3ipS7uUES6Va8D1iOaQLICjK9JSZ45Y60oLVhj3yW8lK+XcW0eSPIoVZmmR6azySLLDUgMgTW5A526jFf/Z5K6OsBw34csuj7PFM0ek5eXf9hiQ4oivfUwoFML06dOxfPly/O1vf8NJJ52ENWvWYNasWTjggAPw5ptv9ji09pVXXolNmzZl/b2lpQWjR4+Gw+HAnXfeiTPOOAN5eXl499138dOf/hRTpkzBPffcg8suu6zTspYuXYrrr78efr+/07wAsM8+++C6667DU089hYsvvrjL57S72RNsEZwpwJmCkyKAxYLyEDsCJHeNmv2dIX8liWQySG3CklV+PEm6whFEbRHTTsBL/S1JE20kGUmRPMbZIHVnyXogKnmCPlPWWlAgckmWLDrtmUeOXZGs8vbWgLnqxUnSyRyK5Mrp2tY07f9/4Qi0DjpO9aZBRj63X9p35CCRvH6+QSQ4cYpgzdH5HF65ri6S0T7zu2ONMkZf+LmV/iIg5R8xVD4ccFT4NR1lVjrHKeeaRyFLR3kk8vvHweFGeUVOiupaKfV9d8sIK+0kyXE0nnYv7ahTQO7PuNfMw1FZ7XT9+biA7MMRHFkq55RbCvZYmgSPAxXT7WNK7YDEAO9a+iNqi/ovthhgdwD51dJntA+j/pgkmZEC85ni58jTJPk6htM7ViuNhWlsmbNZ8gcrs7imAZBTQ/koBgc/6zzG9jRx3WV7yz6SduWbA9tEUO7L4AgajFI/am8VGxcje+lrlApHSjJrSdOluo522T9eJI3irBX7086R1TvoAG6ywVS/khFyfwJAc5ucU6qWXO7kyrnbKbponGxRLCb1q28qtNK5jeZYJHGIvFQUeqSxW4vFZrCbislDZOz74SZx18BuMRz5YqM4wjcABBvlnNwTxQjY14nUN0btWT5c6lfnlBcelhmPGNJglLG5Xlw/hKJyzXn84CW3GGG2H4Wy3dEmP6RPhqUc5nNklUH3a/0kBxJhB/BcxqxKD+kLW9TjlXOJRALf+ta3cPPNN6OpqQl2ux05OTmw2+1oamrCL3/5S5x00klIJLrrGEpRFGX3Y0vZYEt24a8Hy7fnzJmDJUuW4Ne//jXOOuss+P1+TJw4EfPnz0dHRwdmzpzZo77w1Vdfxd///nccdNBBWfPE43HEYjHMmTMHl156KaqqqpCXl4cZM2bgmWeegcPhwDXXXLPLCb4drFu3Docddli36njqqadixYoVnWfsJdQWKYoykOhNW/R1QW2RoihK76K2qHP6whb1eHLuT3/6ExYuXIif//znWLlyJSKRCNra2hCJRLBy5UpcffXVWLRoEf70pz/1uHKKoii7jVQ3/rpBMBjE/fffD7fbbchaAGD06NGYPn06Vq5ciRdffDHLETLT1taGCy+8ENdffz3Gjx+fNZ/L5cLkyZPxne98Z6ffxo8fj1GjRiEWi+H111/v0rlUVVV1q55VVVVobW3tPGMvobZIUZQBRS/Zoq8TaosURVF6GbVFndIXtqjHa6vnzp2L3/3ud7jkkkuM7Xa7HePGjcMdd9yBoUOHYu7cuTvlGUjURfLhcrrhJD1gkkLZsRSkJWpKYjrsokfk/YMkLa3wSvRUlsg2k3y1PiRLa4fmmsuQB/lomS49PaUU7bUhIvuXUXnBDoowQ7Lb+PXVRhmtVw+20q42Wd5si5JUykHR+TwkAS2RNrFHKLqai5etm3IVW7tIZxwkB42UyTLkvC/oPA6XiHXeFlkLHPdkj3jKUlFvK+8j+RycjkgeL8suaXp7wf+YUqLckLRp87g8qe8giiZIEVddIZK+FkoeD9XPTrKw9GXP7nbZECqh6LBr5Do17E+PPKvY6BI4wxSVzmu2myENon1YelD2kWgHNheS/NjLBdK+iZ1CS0qSovCl0uubWQmVla76Teiub4VFixYhEAjg4IMPRm5u7k6/H3XUUXjllVewYMECnHzyyV0+7lVXXYWioiJcf/31uOiii7LmKygowIcffrjL37tKcXExmpubUVZW1nnm/9La2or8/MxS/a+CPcUW2ZxJ2JxJxFpExsKS03g+yR3b0x4OloeTbJQjv4KiyaX4mWwg2aaP5DFec/WHvZl08izDpH7UeJ6HSD+PJumQ7SG2JebDWJorfWpNs9zXHpKMtIdE1pLnozK6gNdtauUdJAFOkPzVQTLK0ioZgDVShLwURc+1uVkfafZ3KWqT6jqJ7sXyY7eXrg3tHyVZcyIkfXtsBmldAKyolch0B1TWWOmRfpHnfNouediVxiC32NrPg+VyzA4ZF4z2i+sMAFjRLpH3eCxy3LBVVvrFdftaab+H2p2jA1O7pV8bjsoajsm5R+OS5mi9LEXlS2CjqOyR4jRbxC8k9JOL3D24OgB7N/0+95Yt+jqhtqj/4m6zwRGxoXW0PCDlH8rNuu0geYZLlpnPVLBC/g8Xy/7s9oRU8YgUZx4PFq6WPE1p3y7D5DmAI8fGyZ0KS2/ZFQvLSdlNTqwmTdLGfQjZVP9mev8pIvc5jSTRpyiwSXIBwcdMpo2LvfUkhaVX94Rf2t2xUd63UqXSX+aWyJg8SW3Y2mFKQJP8flEmjRKNUnkBcqXhF7tbkC8XLeqR7b4qs99uqJfnc41N7F0oIOOMnDLpUFnKGqcIrd48qV9JHrmNajDHu748GQOwzQgMle38DrK1Xvbn4OKRcjmnulZ5nwOAooI0H0P/heW5NevkXN0jJL9nlYwZOIKwLW1xrT1I743tkm4bI5X0NNmR6uaiXLVFndMXtqjHK+c+//xznHvuubvMc+6552LVqlW7zKMoivKV0EtfiJYtWwYAGDlyZMbfR40aZeTrCq+99hrmzp2Lhx56CC5XFueAXSAej2Pt2rVwOBz4xje+0Wn+/fbbD//617+6Vcarr76KCRMm9LSKXxq1RYqiDCh0tUKnqC1SFEXpZdQWdUpf2KIeT86lUqmsESsURVH6G70Vlai2thbA9q8rmSgqKjLydUZ7ezsuvPBCXHPNNTjwwAO7V5k0nnvuObS0tOCcc87JOnnInHzyybjpppvQ0tLSpeM3Nzdjzpw5OP30079UPb8MaosURRlIaIS8zlFbpCiK0ruoLeqcvrBFPZa17rPPPpg3bx7+53/+J2ueRx55BPvss0/W3wcCq54eC4fHi32+J1+6xhdutdIsa/U5zOW7bRQNNd8pS3BbSLLK0VdZ/sGRXzkKazxpypXc9njG3744S/TRvkfkWP9pFLlJVY7IcVjumh4Rto3kqKCIq/EiWULt6JBlyHE/rfRhKSLt626UJcVJr3kbJr2kOaXpY2eIIgBGpK1Ll4sEx9kgbdg8mSRCaWHsfRSdKVJA9aIIrRyBNttXgzjJPtd/y1wibo/L/6P+IXLklvGFVtrTRlJfkuF62qQeSact4/aExxwEOiK0hJ4i0AbK5b4oWk1SoEKSZ9MlOPla8U32+CPTjDJ42T1Lgwe/I/dYiiTLg9+Qa7PxOGkPjhTrTIu6ynLZhIfkcVx2RRTJUDe1RCnbTpKyrPmw3ecb4/F44PHsHJkxGNwuGXC73Tv9tmM/ztcZV199NXJzc3HTTTd1KX82AoEArr76aowcORL33ntvl/b50Y9+hDvvvBNHHnkk7rvvPkydOjVr3n/961+49NJLkUgkdim77W32FFuU/6EXDrcXLQeLLTGirZKUNFG8i1DGFNGN5atsZ1Kk1zdkNyS1tLnSRmtBigpN0kRbiNwLkCw2QbJPjhSb8kl5jnrzmVqbElmBN1eefxfJTH0kf+wIy/PK0dKY1naxY8Vp8hSOCBuISF0Gkbx2S4fYy/JBYlMjJLUMhKQesZC5EjYekXxeioo3skwit35Ra0Z43QFHjdu0TT4OJNrNMoL0/3tfjLPSOcdIeSxlLaZQ4EHq6KNkKJw0Wl8XFFsLmPdSU1TcUYzPFUntqaPEWXIZhQVvHir5X/21rPZtP8scJ3TQ/eZyyT0TCUt9EySXjUyW88tdKtc8RtHXPc2moY/m0fNBj1SM1CpFqxOIx7qpJeqmLdoTUVvUf/E2peBwpwx3MXUHSz9PryXoGGLew/wcOWgIV7BG0iHq7owoyZRuHyrH9UpXCQAIl1AkZypv8JvyT8ME6ScCVZmfM3bXwlJCAIj76b0sl9wWDZM8jg6KZppHUlYjMjq5faAo60m/2ack3WSTyY7aSHqbqCR9LklUI5+LVDM2SNpg8OAmo4w2spft28hFCzVPbinJV0nu2rS5UDKROwryhAMAsLfKPux8YfhgsWXrN8gNwFHh+VwrKH9No5xfZanp56uhTexJjlduuDY6bh5Fig2Q1HfCkXJTLn9rLytdPMIcy1flSpkfbZAbIBHiMY60SYxsvpOkrL5aOb+2fczxirdO9smvln1ax9D9Ezfv2S6htqhT+sIW9Xhy7txzz8Vll12GLVu24Ac/+AH23ntv67fPP/8cc+fOxW9+8xvcfffdPa6coijK7qK7vhWGDh1qbJ89ezbmzJmzU/4d4bWj0cyThZFIxMi3KxYuXIi//vWvePvttzNOBHaVRCKBWbNmoaOjA2+99VaXfR94vV48/fTTmDZtGqZPn45hw4bh0EMPxbBhw+Dz+RAMBrFp0ya8++672LRpE3JycrBo0aIvVdcvi9oiRVEGEurnp3PUFimKovQuaos6py9sUY8n537yk5/g+eefx6233orbbrsNTqcTPp8PoVAI8fj2qdtjjz0WP/nJT3pcOUVRlN1GV/0m/DfPpk2bjEmtbB1tRUUFAKCpqSnj783N21dNVlZWZvx9BzvkrJdffjkOPfTQLlQ0M8lkEj/60Y+wZMkSLFy40HhB6AqHHXYYFi9ejO9973v44osvsGHDBkOqk/rvKtSxY8fiiSeewMSJE3tc192B2iJFUQYU3bRFeypqixRFUXoRtUVd4qu2RT2enHM4HHjhhRdwyy234P7770dzczNise3LZYuKivDTn/4UN954I5YuXYpDDjnkS1WyL3FEU3AghaE+kSWylLUhKi/vLEtN57NWiXI2OKfFSnPk1paYSC089swyiS0BMxLNfkUisa0NSwSZqidkyW9rTJbpDsuTCYTqVpGi5LlEZsrSFQBYe3Vmud7Qv0s+loA6g7Js2rFWZCyxcbLcN14gEx0pR9pyWT5Wvchtm/eVti5M8LJuaat4iSxh5qX19pjZs/Dy+LxNJMn1yTLkpEvqwdFPjePGSY7lSCuD7pO1M4ukvkY2aUMbLb/nyHJG1B7uDNKarfId+rTBy9C3UDRav5yHt4UixQakkPn3SdTZypXm8m17RE4+dUeLlY4eK+3mvlHu0ZRDyhv+Mklcvyn3etKZ1m60ErziQPHT1vH/Kqx0MOJBItxNa9FVvwn/zZOfn9+lFWeTJk0CAKxbty7j79XV26Mfd+YcdOnSpdiwYQPuvvvurF/Wzz//fJx//vkAgIceegjnnXee8XsikcB5552HN998E4sXL8aYMWM6rX8mJk+ejFWrVuGpp57CCy+8gFWrVqG1tRWFhYUYO3YsTjrpJJx11llwOLoZMrcX2FNsUdIJ2FwASA7K0VpZ4moLpV0XflQ4YmquPM9Jkj46KDJYqjyzjDa9306RtMceoH6UpLApksg6G6Q8lvkkSf6TyDXtYOXLso+nlSKW/VTqyN4Icr2yvW6b9EtDKsSeOwulDJauAkAhRXv1OCVfy5MSqXTQGdJHhWJUP5LRNm8T22xL6+/sbjluOCDlrwlQZDDq7J0UCa+2Rfonl1u2J1JpQWSoyHielPfq0v2lXhRxMD1KbkbouqYP3Gce+q6V3hqWdm+ISTu4aIzTHBe77afQpz+48QUr/de1RxhlsHw5/KaMZXx0/eMHS5t4KOJt/Cgpw/6O1C/uT7un6TEqXCXHahktz0Hz3g4kIt3sB7tpi7pLOBzGnXfeiXnz5mHDhg0oKirC9OnTccstt3TJ9+gOPvjgAzzyyCN4/fXXUV1djWQyiSFDhmDGjBn42c9+1umxXnrpJVx88cXYsGGD9fLSXdQW9T/ssdR/pesUPfVz+b1VFICI5qf1dzR+ztsg6fbhHNU7c34nBd9uGys/5H9mvrPwmNnbKMfddqD0r0nu6rNEYk6wp5q0V7KczWRHt0h/y3LEeIn0OYY8M0Ln6qMxNb0P2NNseLhC8nm3kisECpTdOp76feqfYwVUeXJlUdtovk96fdIv5pTK2D+RENsQaKdGoUtrI3cUHKk87YXHuLZJck2w4VP5eG0rJBUKtUPSKztv+EzeBziq7pZGebcAzKjyhqMajsQaoSiw1AYffSTj5+EHb7HS69eZUTtr4mJ//JtJskqvTx3kVoHHWnxtXG2yr7vJvP5Jer+MFMj5RirlHvNtdHU7WutAsUVz5szBzTffnPX3WbNm4eGHH87420svvYS77roLS5cuRSqVwoQJE3D55ZfjzDPP7Na5fJW2qMeTcwDgdDpxyy23YM6cOfj888/R3NyMoqIijB07Fnb79of58MMPRyLR3btFURRlN9NLX4imTp2KnJwcLF++HIFAADk5Ocbvb7/9NgDglFNO2eVxjjnmmKwvMOedd54VvTV9Qm4HsVgMZ599Nj766CO89dZbGD58uPXbyy+/DAA4/vjju3ROiUQCK1aswD777NNvXnx2hdoiRVEGDL24WiEUCmH69OlYvnw5/va3v+Gkk07CmjVrMGvWLBxwwAF48803u/RV/4UXXsC3vvUtDB8+HPfeey+OPvpoxGIxLFiwAFdeeSUeffRRvPLKKzjiiCN22nfbtm24/PLL8corr2RdUd5V1BYpiqL0EgPAFu0gPz8/qwIp2/Z77rkHV1xxBX70ox/h8ccfh9PpxG233Yazzjorq6uibHyVtqjH0VqNg9jtGDduHI444giMGzfOMkDr16/fHYdXFEX50thSXf/rDn6/H5dccgkikQjmzp1r/FZdXY2FCxdi/PjxOPHEE63tK1aswJFHHonrr79+d5waIpEITj/9dKxYsQKLFy82JuYA4IknnsATTzzRpWM988wzqKysxOTJkzF58mQMHjwY/+///b/dUs/eRm2Roij9nd6yRcD2FQZLlizBr3/9a5x11lnw+/2YOHEi5s+fj46ODsycObNLE0Oh0PaVHv/4xz9w6qmnoqioCGVlZbjwwgtx5513oqOjAxdccMFO+wWDQYwbNw6pVAqfffZZ90+AUFukKIrSewwEW7SDb3/721i1alXGv9tvv32n/J988gmuvvpqHHzwwfjzn/+M8vJylJSU4Le//S2OOeYY3HzzzXj33XczlLQzX7Ut6vbKuXfeeQfvvvsuPB4PjjrqqIxSrfXr1+O2227DI488slsq2Zccc8H78OSaEpG6iEgzwglpwtqwKYHLowitYwu2WekOkrK6SdrBctJCF8exEYqLao3/Ixw9zZ553WljWFbyDMsVOc/4YpHEhhJyjh9tkoiuAOAgOQ9Hr9t0juQZ9UeK4henSKNDZemxs1XOyRYkqVShudKIo7qm/CJ/jZM/fS7D3iprh1MeadvcjVKn9uGmM357Qn4Ll5CcK5pZGspL630N0h41UxwZ8wDmhwb+LZVlsp0jmGbtCLl6abLW5r1I1sb9XbZoV+Nl+batXfYd86Rcp3iO2UU4KHKs7YYSK+2+VcJlNd8o++f/Rp4VO7XtkNcpqlTauX5xLkW4eljk4IH9JI892gMHpb34hWj27NlYvHgxrr32WpSXl+PEE0+0vhD5/X7MmzfP+MrywAMPYMmSJViyZAmuuuoqlJSU7OLouyYcDuOUU07Ba6+9hqlTp+Kqq67aKc97772HKVOmdHqsjz76CN/5zncMg7lt2zZ85zvfwbvvvosDDzywx/Xc3exptih8cAB2fwJsjeINIjFhaUeycBedUZyeYWcyY5YkRXpDq/Spdooml4qZ3/ZYChsvJY0+S5Son4kPypyHo8wNfdkoAg6KHM5RrP0PiduA+EUNyETZoLaM2zmiqz2t440lKdIsyYEH/d87VrrpFPHpGI1n7twrBovdDb5cbvzWMYKuAct4s8hGUxQhMcwSHm7niHltjMh/2aKucSRekj6ZEddTGfMjbpZXFyFfnQ65F+ujEgEwScbo3afk63lhtdS14fti23N9ZDMARKitbUdK+7peKpRM74v9wREtVjIUpCi+R1B0v7Qx1IRBMt5aGZUot642OXdHBEhEu2k0eskWBYNB3H///XC73Zg1a5bx2+jRozF9+nS88sorePHFF3HyySfv8ljFxcWYMWNGRv+np5xyCi6++GKsWrUKGzduxLBh4rLEZrPh0UcfxQknnNC9yqehtqj/0jbCDofHDl89jaNLOeqx5E3vbriLbRkrz5uniWwLqyKpL2Ipq28TRf2sNB8UZwfZwixvuVzHSKGkeRwez5HjciRNwDwPHm8XfyyVbz6c3DjUS3/nCFEf7nXSdrI3frMvsrN99Unh5e+L65+WA2U8wG4j+F0m4ZV9Sxeb9qr92/JO4CW3AS6SkwbJXUN7s7xXDSoT+9pQLZHDnYNIiwwg2S77ONul/EQunW+r1D1Ftsvewa6UyF0GnZ8jkGb7CuSc2NWQJ59cYdCxgi1iU93tkr+moVDyB8x24/eqSJEcKyq7oPDfcm2a9yX7Qe0TorFZumuJS4/8l5W+f+Fx8gON+yIlSSTD3XwxGgC2qKf89re/taKm2tJemH/84x/jjTfewF133YX58+fv8jh9YYu6PDmXTCbx/e9/H08//bS1zWaz4bbbbsPPf/5zANtXidx6662YN28eYrEYHA4HfvCDH+z2SiuKonQXW6qLUYl6MDnn8/mwaNEi3HHHHbjuuuswc+ZMFBQUYMaMGZg/fz5GjRpl5D/ttNPw2GOPYcqUKSguLs5yVOxkUHb4nBs+fLj1BX7VqlV47bXXAACvv/561mN1ZXLurrvugtvtxg033IDjjts+AHjllVdw22234Te/+Q0ee+yxTo/R26gtUhRlINNbtmjRokUIBAI4+OCDkZubu9PvRx11FF555RUsWLCg0xeiY489Fscee2zG3woKCjJuB7bbwi87MQeoLVIUReltBoIt6inPPfccAODII4/MWD4AvPjii4jH43A6s0+H9YUt6vLk3H333YennnoKwHbdbyqVQnt7O2644QaceuqpePXVV/Gzn/0M0WgUDocD5557Lm644YYeOyRXFEXZrfTiyjlge7jt2bNnY/bs2Z3mnT59epd88XTFifakSZN67Gw7nbfeegt33XWXEU1u8uTJyM/Px69//evdUsaXRW2RoigDml6yRcuWLQOArI62d3wk2pGvp6xatco6Hq+a252oLVIURellBpAtWrduHc4++2y89dZbqKurQ1FREQ499FBcdtllmDZtmpG3pqYGDQ0NWeswePBguN1uhMNhrF69Gvvuu2/WcvvCFnV5cu6RRx7Bfvvth3nz5mH//bdH+Fq2bBl+8IMf4Oabb8ZTTz0Fm82G888/H7/4xS92WikyUPnkp+PgdHgw/i/iO8PnkOW+uU5ZMvtpc4Wxry9fpH6BqEiDcmgflrKWugNWenOw0Eq3U7TVSj9JMGBGdWUZbSQpy27HF4p8dX1A5HMcdTaWIIlI+jJ0mjJPUtQeu0PKXn8p55c8Y37eYqWjQ6Vsu1eWLUdKOCQS4G6lZcgkcS1ZHsy4PVkgy6STHloi3iHtUfiRyIoBoGO8RNfhJcnR3MxRWX2NFFGvmNqKvzikf32g4yYoMhR/gbBnidDKdeJl+Tlb6OKkl8c/ZZHI8vLv/OVSqfYDZWk1R6xlGVk6CR9Jqn8hq79yfin3aPRa0Q64fy3SM+7o151mRkgcPkSkRLFZ0hC29+T5SnhSSHZzQsrWxahE3ZbLfo3Ytm0bTj/99J22n3nmmbjyyiv7oEY7s6faIufKHDg8XgSHS8dkZxkERTy1pckuDDkq/ZR0y83uaJHnOUGyWBtFVEt5pAw7R1QDkIA8x65t0gHF88jNAcljCj+iyHlpwUWtOkVixv/cL/J5uNqkvo7fS19kj0l5Lf8r0dRZyuoiOxZPmpKYSEzahKOvrn5ospUe4REZbVtKjutzSd0b2sV1g+OYFqOMZJPYL1cOuRpgKRJJOOMU6c1TLC4EIg0UAdtv9ts2lp0a0b8ladw/dF/ZKbJgiiQ0Rx+eeUwEAHbq4DkKfY7TlKbu4LCzZID+9vMicXWSS42OkMfYh39jlx6pk+Sjh/NlGXNE3y+00v5DxS7FqW0PH7zRKOP1tSJZxsEy/sh/S84pZbftHHG+E7pri9raTEm2x+OBx+PZKX9t7XbbmW01dlFRkZGvp+yQZt50001f6ji7Qm1R/8XVDjiiQOve8px7t5G8rli25240n41ghfzmbiGpJ3UNcQ4ISv2Su16e1fz1JLWsMPttHm9zOlZAkkNa/OkKSB0T5CnAcBWRZqOcQeovWeFP4aIL35XCORJ0tJBfAihJdjphevtBskDsj5Oiw679Hq1Kon44QdJXjljK5TXuZ04BOMn+tbZJBZJkDzx+KWNwpfSjNVtpfE+RRWMBc3xvI1ltitxq2KiOjjoaG5A7iSRFhGXb5SuRvpklqoD5/hqN0hiH+n02iS46v9QYsceJWrHTqSLT3iHA7510DenUQ4Nke/5aSbcn6Wan49rSzuPhteJeoHC02Lj2T8TGpRwAol9fW/T+++/jtttuw913342SkhIsX74cV1xxBaZPn45f/vKXuOGGG3Yq3+v1wufz7XQsm82GwsJCbNu2DbW1tbucnOsLW9TlgBCrVq3CH/7wB8sAAcDEiRPx+9//Hv/4xz8wZswYLF26FH/961+/NgZIUZSvD73p+PTrQiKRQEVFxU7bKyoqdum49ZZbbunNahmoLVIUZSDTXVs0dOhQFBQUWH+ZnF8D2/38AIDb7c74+46XqB35esLy5cvxpz/9CWecccZOvoR2J2qLFEVRepeBYovOPvtsfPDBB7jyyitRWVkJt9uNgw46CM8//zyKiopw44034u233+5y+d2pQ1/Yoi5PzgWDQRx00EE7bT/44IMBAPPmzcvoBFVRFKVfkOzGn9Itbr755q+sLLVFiqIMaLppizZt2oTW1lbr77rrrst4WL9/++qOaDSa8fdIJGLk6y719fU466yzcMghh/TbwAZqixRFUbrIALFFe++9N/bbb7+dthcUFGDmzJkAgIceeqjL5fekDt3ly9iiLstabTYbcnJydtqem5sLm82GSZMmZdxv8eLFOProo3tcQUVRlN1BV1fF7ckr51KpFDZt2rSTD7sd/+/qt68KtUWKogxkumuL8vPzkZ+fv+vMgPV1P5s/0+bm7TK0ysrKrlU0bd/jjz8egwYNwgsvvNBrLzQ7UFukKIrSuwxEW5TODh+en30mrjZ2lB8OhxEKhXaStqZSKbS0tHSpDn1hi7o8OdcZDocj4/apU6fuctlff2fUvdVw57pQ5pZw1YmoLDgMxEVrPSzPvAlbo6IlL/EEaR9ZZhklX28+RzRjfvanEk+a7RykY5V5xacOl1HdIf7V7PQUcpr97jgc5tKheIx8rJEOPpFgB0CZde6rfyV68wT5LRjxqLSb/wuz3eKD8qSObeJTx14v+VLDZImpvZ3yeMgxREx8NKT8piZ+y5FyTsNf5pl18kngJh8R5IvOlqA2pHNKuzSGjt8IDU/bjTDv7EOhLnN7Jug07GluD9iPm5Oil7P/Dt7O/hDyPpZM60+WCo581izElszc4SQ9coJ8X6Uo/cX3JE/VcPHHONRu3m/umwuttMsu7dB8DJWXxUfVLunqqrg9fOXciBEjevRbf+HraovCFQnYfQnYc8gnCvXzzjbpo+IF5k3MvmziOdwBkX8U9jNHPmMcITluivp/e6vpKzRJvuUS5JuOHbrkbJQOj/sl7vvY16ctbp5HyiN14f7ZJeYZsTy5/s4Q+Xn5kwwoE145Ts2pUmBeoSlvYD9zcbLVuYVic0Ix6YzCUUmnyCayHxz2ewMA40fXWOmV66rkB7o2FVXi26c2IDaV/cw526V+SbfZT7OvP0eY/LWS/x87bef75eAjVyET7FfOnuYtOpLMPLRk/7lxciDoJV9Jh560wkr/+w35Um4bIT55ASARp7b20L1LNsd7ovgDjL4t46DgWnE4ZR8s1/LNdaONMtweetboeoZLJO2vTQHRbg7Ee8kW7ZgMWrduXcbfq6urAaDbq7nq6+sxY8YMlJaWYsGCBb0+MbcDtUX9k0gR4PACjiDZFbol2DdoPM3dk6eFbA6NZzmdpLGpk8rgbqV9OPnCTNOAOeWRRiyPtpNvOe6ykuzXrpXG/eSjzps2x8D1ddC4msem3mbqIxvkYe6gdypXm5xU7BAxZI6N5qRvkuxdLJ8qT7bavYXeLUvk/nI3kN0lX3Tslw4AivxyIu482b+RfKbGqF7NI+ScnOQnjt9xYuSKDgAcHWTDK8i/eIh8wFWIA8JUTPIPHSrvDdtaxddeqEMuht2Z1heTPagoFn9p9bR/Lp13hOw525JAodgCp9d8L4rRe2CU/C3ayGdh8VH1VrqB/Gc7aIxiHyztMaLUvOE+XycTSOxTOI98PcZygUQk87tjVgaYLcpEMrm9cjZy1Dt48GCUlpaioaEB69at28mnXE1NDaLRKHw+H/baa69Oy/iqbVGXJ+d6OnP4VX/JUhRFyYSunOsaPemzbelRZHoRtUWKogxkessWTZ06FTk5OVi+fDkCgcBOq7p2+OQ55ZRTunzMLVu2YPr06Rg5ciTmz58Pr1cmWB988EEcccQRGD9+fPcq2kXUFimKovQeA8EWbdq0CQcffDBeffXVjJN5a9asAQDss88+xvaTTz4ZDz30EJYsWbLT5NyO8k844QQ4nZ1PhX3VtqhbK+d6MnP4VRpKRVGUbGi01s6x2Ww9+qKfbYVAb6G2SFGUgUpv2SK/349LLrkEd9xxB+bOnYuf/OQn1m/V1dVYuHAhxo8fjxNPPNHavmLFCvzP//wPpkyZgl/96lfG8TZu3Ihjjz0WEydOxOOPP76Tc+3bbrsNc+bM6ZXJObVFiqIovctAsEWJRAJ1dXV48cUXd5qca25uxmOPPQYAOO+884zfrrrqKjzyyCP4y1/+ggsuuMDod//v//4PAHDNNdd0ei59YYu6NTnX379i9QaBhAuxhBurA+XWtq3nSnroo1usdDhhynxyXbI0t7pdwh2PK6iz0k67XPC6iKy/HuQWiSrD0lcAaInJmvFIQi5nG8lHYiTHyaE6xVOZbxyfxyyjPbZzGGIAhpTVTrLYJJXHYbDtFDZ7/Uw5zF73mxIJW0LyJQvkN7uLble6rxIFMiNvD9L5lYt0xbVFZEEAsPeDsix59UVlcqxcfgAzL082ZEG0HL7ybfP52HYQSWFZ4kpL8Fm+akg1szxqNqpeupKY1aEsJeB9WBbA8jHOn7ee5E0xs0dOuui3RObeet2nsvw6lSeFFFe1WmnjnryFdAcAkm4pwz1bwmwPuX6Qla4/IAeJboYMRwpZ23WnfHsow4YN+0r36yl7oi1yhOywp+xAQPp2X72cU/u+0m87G0zdd6xUnkN7B/X7JI9IkRTSUS/b4/nSgbjaZHushDoQALYI9Ys+6RvyP5dOh/s4Mn2mxJUubbTAHKK4Okiq007uHnJYyirbbXE5GMtdPS1S94qXpFIN3zbbzU+20Ek2LkXy1aZWsT8FeaKnYg8AbqeUZ7iDALCppdBKjx8p44nGB4ZbaW+TaIOG5LBdofPzSzpcbJbRug9JmUjWbCfJ8qGHfG6ltwTEdvpIcspy1RgbsoTZbqb7DCnPxbJo8gPhojxcxtHHiMT1w9qhRhmJZOZ4Zlz2uBKxHx86RNZasIbkeDVy/RLfEBsFAKGgTEbl07WNHSj5kq/mI9ndDzq9aItmz56NxYsX49prr0V5eTlOPPFErFmzBrNmzYLf78e8efOMl4YHHngAS5YswZIlS3DVVVehpGT7WLW6uhpTp05FTU0NJk2ahHPPPXensurr63fatrtQW9R/8TYCDg8QogCG/i3SDh3DKXPaYxoqlXwFq2V7KynLWH4ay6X25aam46a7ObHRe0ecpPuuDtnO42IHlcfuYljimlNrShkb95VCjXF1jFwY5LOEl8a1bZnz5CyQvqjuG2mTASTXdNZT2TRfzu3gbCEb7st8j7razPuwcbW8p1aO22alC/6f1CtSJOfh+FRcRXipDXyN0iG2jjRteGAI2YMakuGWS/tWlbdY6ZoNUqfaZnlX8HnT/fpsx+k0O2O2t7VNUl+/X94VyXsO+HFmVwZOcp2QrEl7ZzXceGS+x3wuqW/hGqlj+1Cy50vl/NaWiuwWAEAy44LhYn/aIzI28Ixqg43egbvEALBFO/rLm2++GV6vF2eeeSbKysqwbNkyXH755WhtbcWcOXNw1FFHGeWPHz8ev/nNb3DFFVfgJz/5CW6++WY4nU786le/wqJFizB79mwcdthhnZ5HX9iibgWEGAhfsRRFUTKhstbOyeYforf26wlqixRFGcj0pi3y+XxYtGgR7rjjDlx33XWYOXMmCgoKMGPGDMyfPx+jRo0y8p922ml47LHHMGXKFBQXiz/DBQsWYOPGjQCA+fPnd6sO5513HubOnWuey39fsKZMmYI33nij02OoLVIUReldBoItGj58OD788EM8+eSTmDt3Lm688UaEw2GUlpbisMMOw2uvvYbp06dnrMPll1+OvffeG3fddRfGjBmDVCqFCRMm4KmnnsKZZ57ZpfPoC1vU5cm5gfIVS1EUJSO6cu5rgdoiRVEGNL1si7xeL2bPno3Zs2d3mnf69OkZI+pdfvnluPzyy3tU/sMPP4yHH364R/sOJNQWKYoyoBkAtggAJk+ejMmTJ+OOO+7odh1OPPFEQz47EOjy5NxA+IrVGyRhQyJlg9shS1rLH5HlvvkU/pIjkQFmZFWWWjRFZUlsnkv2b4tmlo/mO2WZ6raIKQHkaK9Jkpk4SSbC0Ws4T5KW7HK6udEsw5sr5cco0pyTI9nFSLpEy3rtFEkoRUvNnW752rj+KnNpdSIu5zT6D6x9IulsHkXnCVFENZ8sk3YERJIUGS5LowHA2S7nxJHsOPIRy79YAZzwZ9aw1B5mnkeKjjXsZZI1+egaOGSftuF0LVn+xeox6iDTv2SwzJWX5huRrCgPL8V38EpojmLlNjUJXEbMJweomSLpopESUankdrmngzfJiUTiJMG+wYzC17BS5Kv2d0QfMdwhsqLA0BSS4e5ZC/U59/Vgj7VF7hTgTiFJUcPaC7ljIilPaZrkg/pe3t/Wxh0N3fj0nHO0VkMekyZXytlI9i7bYhIOFJslgjXvO+HaZcbuK3410Upzn+wMZq47w3JX7nfdbVJg1Vwzqjds8v+Wc6WTLM6XqK42n9jwepLd5OXIdq9b2pwjwAJAW1DGDW2/E+mmg1wmxHIzr7RxkITKGZJ0Tq15AXK2SrrsMnkO2LXFJ/WiUdt3kLjeSFKDuujisPS1KseUg7INaQiLPGewX/JFUmIDeHzEMtp4lvEKANjpfuVf9i+Tk/33mjFWOvcgcW2RfDUthOB/cbxVYPxf1MHXgGzZAXJtfREApieQTlFb9PVgT7VFcT+Q8gCeJnnyOoZmlp8m07quOEUFj+WI/bGTCwI3Rd9OOsmu0StSkqSERhRWAG7qjnj/rO5isriE4XF44NIWYx/P0yKT5zE22yUeY3P3xR6QeBwfzZVMg5aYr+e8T+ve9F5F7iji5JaH3Uw429lVjZQRGWTaIrgpouwLYg/yA/T+QlFjud24qwqUSSN4G81GzxHPDaibLh2nwyN1z/fQe3G5uHgKBsUeh0LyrldWJDfMtmbz/ZWlqaPLJXp3dR1dP5/UIxqRi56gSLEeP42bQub9xvdfZIjkm3PE/7PST9cdZKXXTZT8XnldMu6dnC1mGXHSDYe3yqqyxAgZl4S25iIZ6pa3MrVF/ZTuXUVFUZSBjK6KUxRFUfoatUWKoihKX6O2qN+hk3OKouwR6BciRVEUpa9RW6QoiqL0NWqL+ic6OdcJ8aQDtqQDIdrGsouWmEhUP3t8nLHv/jM/sdJj80UKuzlYmLEsr1OOG6X10NtomW2e04zEYgdFjYtQZNMs3hud9sxPmBFdzWXmsVOENZas2ijEjc0oL7OuiI9jozTLWLf/KL9tupqiuIVluTIHu9r7V9ImKZccyxaQpdGpYlMybFu1XtLx/bmSsg9H4GHVVFwKZ+lq0m22uZ2WlXOF7REO4yfJvM1SiLeBIuQVy72QojZvG545Wh3QRQefHEGWJWakiGrc15R5te4n9cqn5eblXrkGvttYGpTMvP0XojtIvycdctmM89hwklxDe9SGVDejtWpACGUgk7L9Vz4TocikFD01Se4Lyt8z9607XNLJHGTE2UyuCdxZ7EeQouiZXhwMCVAqi2TeCBBuy5yHjxNL00RxJDywIoeVS9zXUui1hIvkmSHp5GJ5UllXe5rMh/rbqr+TK4VIWnjA/+L8kchj4hRNtD0kjVWcEzT2CTZLv2Y4X+AAcCQl8rRK3ePkIsERJXmTy7QNLBnbGpCIdbluqe+gXHEv0ByWsUQ9abYG57RY6Shdm/TrFKbI8dy/B+Ji8HKcUjZHdK2h8VG5V+RK04ZRaEcAq1rLrXRrRNr33fUjrLTXT64t6JrZp8px/QtFdmtI4ACUfG+TlWaJrf2fQ2R7jnlvdQW1RcpAJuEF4AUiFCHa1U7vA9yNHmRK3t2rpP9JZPbkgwSNi+MUGJPHrA6yRY40Lw62BEUej2SWYfI4k+vBbmTYPUwoavb5eUGKuJpHdSGJO8taObK2p0XSgUrZ19/E0l5zXNw+RPrYkv9wfyPpaL7kaR1LboDYewW3lcPsYBwt5GqAbG1HJfXvtEuMIs06yTuNIedNCx7K0WkHlbVZ6ZY2udAbKDq5w0EumqhDjAXkpLbG5d3C4TJdOngoympzWC60k/JFIvSORfuWloqdCEbkpiw5qA7MsDxxmVBPbhx+tfwEKx2tk/NLFclFCJCHBfdWOae4GRAWsaH0nhuV65G/nKS+g1JIhrO/F2ZCbVH/RCfnFEXZI9AvRIqiKEpfo7ZIURRF6WvUFvVPdHJOUZQ9A43WqiiKovQ1aosURVGUvkZtUb9EJ+c6ocgVgtsdx/qAREdpIwlFqU+kfeO+///be/coK6oz/f+tcz99vwGN0MhFREVBk4A6UQFFB82S5DejM0kYA96SuZjExGjUNRPQlUwuJBlx4jc3E8XRZJKMk4yJGhVBTUSNNxQUBOTWgEBD38/9sn9/IOd9dnWd7j4tTTfwfNbqtXZX7aq9a1fVfqvqvM/7rre23ZdQGWa4HDLCQcaydsjQijKYSRWaVeaNtjGFchxkISIiZSANqQiq2yvKYhNZkHMU8U3FtnMpW6KSCYBUFDxmUY7qD+SgrHVQ7uoD9+Q8ZA80ri/yfpBnYZa7bBYyt0GW2s3/qucjB3Um/UjHKtSKwmSR/X8/TfcVgQxHGUsfpcsxKxFkd/WBC7FTLEOhiLSeouegbK9uH4QMgsGY7gAzuvohK6kvo3Xq1tvuywGUakF2PysTIriq+9K6Yu9MdY32w3Gg+72IyOQH9Hzkwqg3AJdtdJUHmTBKg8uXqOt327/Z5wazQObxEFFlHDZiTGnWgr8QkaMavxHxG2vOkSLX6r6P2DK7PGRCC7TqBJ2thYzbFUWkrC06d4XbdL/RfbbMB5WNKJ3Jg8lCyQ9Kl3KgnkdJVE3QloD6MhhfADLQghwxDxJQrO9PatmSslrzbnEZLUpIg1nvsRr9Mz2QXETrx65r1326bHDFRh2IQAyyiIdBRomZeKEfoS6Q5lR7Z3QVsWWx1ZAJzwpngZKhnPe+dnTpc1AYMtjvTdgZ8vB5AvfblXZlw30flL5iBvtRYZU9bY6NsLbZ3QnyuBxk1QvrxZfJwDMK2KUsLE/9tbYReMbO1orPTuGAHu+oK7YXyl3psGRjKZEf9zisotAWkaMZJyviZESqNuuybBGJqu9p+56KT4fM1a1gQ+Bat+wBPI/mQEbrT+qc5n70dsow9AwshzbS0K0gSDLR/mQhBEQqYb97+UYXeUaH7SPt2mDXGHgm18dfqWzW3sdAPpqN2DYcQ9pED+gYdo7zfo2v3qj7irZoP/ZcCu+Mb9nzMcpRLckxmKwgZLAu26PlZD1KXEGe223bOzyuyrDau06/vsdhCAJjvSvCtg160jIZ7bjjsq9ja9oL5S37NHBEEGStObB3mAW8HMI+nFSj7+QYQkpE5OU/n6LtwzWWqYUrMwrvmQltD9+XMCNv5IArWyvUC1WrjYzN0GvB78+LE09KKdAWDU/4cY4QcnzAX4gIIYQMNbRFhBBChhraomEJP84RQo4LnLyxgvL2Vo8QQggZDGiLCCGEDDW0RcOTo+Lj3I4dO+T000+Xrq4uWbVqlcyePduz3oMPPig/+MEPZN26dRIMBmXGjBly2223yZw5cwbcdl5E8uJYWcMmguR0d0J9ozGbl5sD/cikiqzvbCyUUbrqJgC+pt3gC45yjChmgQX33RDoF7Esafs4MnHIklmrfcGMqQZkLChxzYL01UGZaG/JzWB8ykDW2t6uPuY+cPF1rCywupvIv+8plPf+bILVRADc0Ec/A9JUODW7L1H/dB9kMXJgfAxIcI1bCQQ7y0MW2Ri4w2OH0Z0e+1GzScfAgHzLn7Sd+VHahS7IOKnCKZBkg14j677w/wrlv/6bz2h9v30t4PaWxAywJnFs2w/SMxiPhjLQFIhI5nQYq/WaysiSDZveZcSe/WJWIvIBGUpb5I/7xJf32bKJGpBKgPRRXCbDKQf5KsxZeLFXrVPZTjFZEf56mnVla0U5Tx62N0VUuFZWO8wmB+397qlzrDayH9eVJz7qPfcGuyFLHcw5mNE1EMdMdjhv2jc/zqkoDcVktrg9ZooNouT0+Qatr48SB/9XdaYVXgDHesQa0AlDlXQl2HPI7odZ+0TsTK4RkKPWhlU2jFno90HGuRCckM3tehwVIZUkpXL2oyTKVFEii5IjlMVOrDxQKK/53pmFcus1avPdcqUkyMww8x7WC4V0OUZBCBbJRuy4kvUeeHZ0oTxi9u5CGZ8//I4RU6LRoC0ih4OhtEciIp0TtezADRbZDxlEXVknR6zWuaLtVJCDwryPtiQEyV6zkKEVs1mWv+eSTka9XzBCXSDdB+lrBubgIMzPVrZVn/28232i/l//Bj7bap3YKMisnoD3AVDIpivg3SkF0vsy+xgCVnZYyNIO9gfneQSlpCOe1sY7Jtv1o3vAlmHGVbDheG5SNZBFvM07ey1mkRcRycC6dshijllZM2ltvLFBLwAcka6kGsJkq+7HidovBpvTGg4hEnGl9X2fKCz3w3nOL9OM4Ouv1/fgeNKWOGMW++RoHSAn7f1s4GRRdu39PIaybRGR6uf1GONzNJxWHsM9tYYln2Dm8GOB0nLuDhHXXXeddHV19VrnS1/6klx11VUyb9482blzp6xbt04aGhrkoosukvvuu+8I9ZQQMlw5FFuhP3+EeEFbRAj5oNAWkcMB7REh5INAWzQ8GfYf537yk5/IK6+8IqecckrROo8//rjcddddcsUVV8iSJUukpqZGxowZI8uXL5eTTjpJ/vmf/1m2b99edHtCyHGAKeGPEBe0RYSQwwJtEfmA0B4RQj4wtEXDkmEta92xY4fcfPPNcvfdd8t9990nGzZs8Ky3dOlSERH57Gc/ay0PBoNyzTXXyG233SZ33323fO973xtwX1CCsb5DJacjIupe6pa1NpW3F8p50ANu6dKMMdUhzawSgjZ8Re6ErEs7GfCptCQE/sahkJaTOfWzRkmLDz6Fv77pRN2pq2mUbuZiesn4y10akPdJJ7Q9BzPRGO+MOP6g7YaMEtlOcF0OwDFhttYMtNf0sC6PfFVdlXvIlUDuhLJYdD1vfFqPFV3HWz6C6U+1iC7MIra7cqJRtwnvh0x26GUNpxYzH7aeBn7ycBg+l4c2uqHXr4XMvTW64u/v+GOh/PvPqqThws9cq/upAdmu6/N9sEvPgbFktOCy78ftUYaLul0tpu/U+0lEZMzi9wrlTRmVtVo/JeSlaKbKYjArERkow8EWZauz4otmJdim97OvQieBfAKWuzJuV6/WeRSv71SdtwQC5X0oN7Iysrqmf5wrimVlxW18UKdrAmT7jnuHGRARCXRqB3bO0ZXj/6A7Q7l+ALJho6zEhFBigrISuz2c15K12q9IK2yP4wOS04nf1Gtk/39P1zq2IsYCxwf323ayHhNKsGo2wckEWVkgbk9iiXodtwN3jS+Ux96+plDeGa8plDGUBj77jK1s1zbAho8p0+Uidrb4rZ36vDO+srVQ3nD31EJ5y3W6bfhanf/Lg9qPgGtiDo1UKeyWvSq3jUR1m1QSrgV4zkhDNsAQZnedCxo6ESn7gw52Cp45klk9vmgwI8ZXmtGgLSIfhKG2R4ekcMFulDXq+lSNliMH7Em8/VQtV23VcnwUzM9gSzBjajF5pVsCilm2MTQByi0zkDHVr4/Lkmj0DgOT22eno8Vbvg2OqXqTlkOdGNpGlzvQXrF7HDOsiogkwVYn63QgAgmtg+81KJFtPUPLY1fpPNjh+gSAGVrtEDZa7hoH57xdl5e16AnJhXS/qWr7JQKPK/V7tQ3xc3XeHjFSM2h3gvQ1D9laMTRSWYOGZ/D57OstldK+YCiE8ydpquFnXz5NN6jWg22bj3GO1BY4rndf38l6Evy7ob9R75Prw3fFBm0vF1Eb0x1whYqAey0Ddi0YhpAlNUacUPEwWF7QFg1PhrXn3HXXXScf/ehHZeHChUXrdHZ2yrPPPiuO48i5557bY/15550nIiKPPPLIoPWTEHJ0cOihsrc/QtzQFhFCDie0RWSg0B4RQg4XtEXDj2HrOffTn/5UXnrpJVm3bl2v9dauXSv5fF5GjhwpFRUVPdZPnHgwYum7774rsVhMysvLe9QhhBz7MCsRGQi0RYSQwwltERkotEeEkMMFbdHwZFh+nGtubpavfOUr8t3vfleampp6rbtnz8GMnHV1dZ7ra2sPyuKMMbJ3796CQeoviVxQciALFRGZXNVSKLen1Q847cpY9l5W3WAxQ+uH6poL5e1x7Tdunwb9UMRf3J80DJqjbvBDrg2pmy1KVCqgvDteXSg7cW3PBF03IcgzfV2QJSgBmYhGanvBCLg3Q7bWPGYTBKdNe7mdCa2rRR8qfBFvWSR+1i//8s5CefuPTy6UjetKR5dtSFJnZTVCN150EW9crXX2fRiyEkXs82Rl4clovVS91it7z1tCarkQw25Q1ey+KlDutGu2um+Xvadt//yej+n2M7R+7TuQrSile9423772Jz6Mrus+z22cnPEsZyqD3vWz9vWWWqwy19omyF4E58DJi2QzedkiJdDfuAm0QeR9hpMtCnQExJcKWHNXYLtKKCIHimfpwuyrKL1EyVGqWrcvKmWFudI9p+KcjNuka2EOqIewCt0Q5iAF9gAyafpdoQLyEbg5YQLc+gmd7078A0h9Q7hflNjD/AO7zIXt9vwgi0U5Kp4DK4M2zFGv3ztNtwV1vnviDmhkCysDrpUNHdpGyXFsFIRIAFvrlrWi5ChTrtu8+v2zCuXaz+7QLmYhnITPOy02ykw7Mrbkqxx0zan7dT6vvknt86jPqaYN28jAxXMgoSkZ078dabXRMUsHDjOxJuLad5SsGjxpRVwBUDYlItJ6obYRXq2Z+7JR3T47NiX5RFJKgraIDIBhY4/ev379cNknNSmmOGAnusfZm+I6zIAdUcW7lYnVyvaNNgfujaw9/YiAzDUQ08Up+EaJz9jJBt1ZxQ7dtmuSdwgbEZFcGYTmgVAMByDsTdUG7XCowzt8QrrK227nXe9hKJHthlPv2wcZwrshjBC8y/hB+noAwuQEXblEMAQFymXx2FG+jOem7STdb/keHQN89hCxM7xWNqtdCv9Rt49eD5nAM3DSob1IULft6FbDWVEGmmERaajXCyBwhxriZz87uVA+YbK+02Mopbhf99s0Ui9Q/zdUjisi0nyR1ks3ot7a+9zmKiDcRrcet/Uc5HqfzMBzRgiyy2ab9aO6L+eIlGiKaIuGJ8Py49z1118vM2bMkOuvv77PuvH4Qa15KOQdyCUcDveo60UqlZJUSm/qzs7OonUJIUcfTk7E6YeQ3/F+FyXHIbRFhJDDDW0RGQhH2h7RFhFybENbNDwZdh/n7r33Xvnzn//cp8v2IcrKDv7Ekk57B0FEw3Korhff/OY35Y477iihp4SQo4n+xk5gfAUiQltECBkcaItIqQyFPaItIuTYhrZoeDKsPs7t3LlTbrrpJvnWt74l48eP79c2jY0HJROtra2e69vaDvrgOo4jo0aN8qwjInLbbbfJl7/85cL/nZ2d0tTUJO3pMgmm7F+eWsCXNwKaSHe2VsyeitnLNnWrPGNcmfoIb4up+zlmQsvDfjHrq4hILKt9qw/HPZeXg5QVJSNrX59QKJuQtudL2sdhIPsNZm5F+WtuD/iVj1Cjb2fOAdkUHB9mZxURyWfg/35MCE2/0bGtuFXbbgWtS97nkiuli8haAt5uyD6QZ6K0a9Rf4Dj89rbvzYaxwkOCcSvbq9sn6jEVFfbJu5ytsY8Bs0RhVqpicix062+boq7VI9aoX/SE39kPdvl+SFl7ZFV9n0BSf3pBKavxeY/5wZVaDHXpzjIVvh6ZFfuCsRVIfxmOtijU5og/7Fi/YBZRHPbUvOP8A+VMBch/UF6JsiKUqxbttU2qHrX4Wgwe0AkMjwNlgihldUt7HFeG2MJy2GbHpZC9+ynIAgvzVS6igxDqhJ267Gu2DMIyYAJcnEdh7hu/RLMmvvSHMwrlIEir3Fm205VaDoADC8qPUT6G44mhDForQSacsbP11r8Nmc4h8zhmJ9/6zPhCefolehz47FIW0M7XhfSg1nxd5bEiIpfc+VyhnLpB94Xy14ogZBSHwY1CG1t3aRZWc7Zr4CCsBp6PYJnWw+ePWAfIXaFOFsYq4MocHy1T+5cuV+lSpg7kWNvCkkuWZjNoi0gpDJU9KmaLwh1G/CEjiRHe0kl8tjRBe04NdXjXS8NcVrlDV8RBuh/s1jqWlNV1m+AcGxujK8OQZTsNz88YEqLzZG+jGuyw31PSDTCnhlGyquXOaTp/VK+BUDPw3O+DZ+FUlbaRc40bjlW4HUM0wPGB9HX3xZBl+zHdb+upOt+5JachcIzMQAhC69kAs9zC6wHaqEw5jLNLtouhH9JgszCb7f5HxxbKZpa+I2PYgThk3K6p1Isv/1u1GSIi+y7Vg8r8i7YdhPfztpheTCnYb2O9Xqy7/3JCoZy73PVcAtcbPuNkauD5A0JCmUa1fSYGL3UN8O7cYp8cA+E+Mrv05ODzUqYmJ/lAaS5utEXDk2GVrXXFihXS2dkpn//858VxHOvv2WefFRGROXPmFJY988wzcsYZZ4jP55OWlhaJxWI99rlly8GoVJMmTeo14Gk4HJaqqirrjxByDGFK+CPHNbRFhJBBg7aIlMBQ2SPaIkKOcWiLhiXD6uPcokWLxBjj+Tdr1iwREVm1alVh2ezZs6WqqkpmzZolxhh54YUXeuzz+eefFxGR+fPnH9FjIYQMLw79QtSfP3J8Q1tECBksaItIKdAeEUIGA9qi4cmw+jg3UG655RYREfnJT35iLc9kMnLfffdJJBKRL3zhC0PRNULIMOFQbIX+/A2EZDIpd955p0yZMkUikYiMHj1arrrqKtm6dWvfG/dCZ2enjBs3ThzHkfvvv7/P+o8//riMHz9eHKdE3S/5wNAWEUL6YrBtESEitEeEkN6hLRqeDKuYcwNl3rx58sUvflGWLVsmd955p3zxi1+UWCwmt9xyi2zcuFHuvfdeOfHEEwe0b5+Tf/8PYo4ZFf9nIVYKxpgTsWPFBRzvaD074praGWOwJLNBr+pWP0RE8hBsBePMBSAY0Y5ubWPjltG6cQRjhkGcn6itWXeyehzGD+1jXAmIRRdo1tgsVt9P1LgAuRzELnPFefGFIVZfpwY/yvt1rJ2gNj7mNg229u6PT9E64IfrOjViHIxrpMsxBk8+6P1xA+O+GZ8eh/uXhVF/gnGDuGrFJrlyiEOBoY8wfkMA4ktYMepEJFUD/8D2psg3mpGvQpAQK8YdHFPO7mx/fj3xpfR85sN+zzo4Hu5YfbkwxBiB85GqhphKudIthZO343b0Vq9UEomEzJ07V9588035+c9/Lh/72Mdk06ZNsnDhQjnrrLPk2WeflenTp5e+YxH58pe/LM3NzX3W27dvn9x4443yxBNPFI0zQwaXwbRFTu7gH8aZwzho1nJXLBmUJOD1jdtb2bjwHijShs8VZ7zzJIiTWqEVMQZLDmLz5Kt1Ug7u0UnYl9H5IBcpHnPOeIfoFMnq9s2f0WAwGMt0zP95/y7pnoswTl3dBu84mThHvvYrjTPng1ifGAMp75oSMc6cFUMQQ6wVmZMwzo/7fCDtE+EcQKwmK04UjO2636sdxbhEldv1WD998+OFctet6632NsY0rm4yp22n3Qf/Pi+vm6T/hIocbN5lyALe9TLt2mFfvdaJVurzFcYuCoR00FNJO75wcKMOVnaCbh/crfV8KUdMurQfQgbTFhFyiMGyR8nag/FPMeYYxoPDOMehdntbK4YyzEW4fdc4nZ/x2T0J4cSs+Jyu1yWc4wIJvTdTdTp/RfdBDGw4DjMO3mVqIOZk2NUI2Bl/HGLFYSw86Hv+Qo2d5ovoXOL8XOdKfG7Pu5Ls+nUTCbdpH9FupyDW9KhndK6NNXq/77jjn2KsWWwvB33B7dEGo/2InaDtBbvsNjIYDxvesVL6mipVWyAu3VO6woD6OlOhdVpPUkMWuAQuJBFJd+n7aKRCD6oiClmIY1rH2akncO8OvJC06GTt+T4Pzyn+uK4L7ddzkGmCAW3TAbUypUKcuXyNfXLQfqV2aOC/bIUaiXB9QnLxpJQCbdHwZFh7zm3btq1oXIXZs2dbde+66y554IEH5NFHH5UTTjhBTj31VNm7d6+sWLFCrrnmmiHoPSFkWJE3/f8rkSVLlsjq1avlW9/6llx55ZVSVlYm06dPl4cffli6u7tlwYIFksuVnov8ySeflP/6r/+Sj3zkI73Wi8fjcuqpp4oxRtavX99rXVI6tEWEkMPGINoicuxDe0QIOSzQFg1LhrXn3Pjx48WY/l8QV111lVx11VWD2CNCyNGKY/r5C1GJNigej8s999wjoVBIFi5caK2bNGmSzJ07V5544gl57LHH5PLLL+/3fjs7O+W6666T22+/XbZu3SqvvPJK8T47jjz44INy6aWXltZ50i9oiwghh4vBskXk+ID2iBByOKAtGp4M649zw4G88b0vTwUpq1FX1QD4FKOMVcSWcwR8IPkBnWHIl/NcjrLUOMhVa0KgQxGRN/Zoeuem2vZCGeWvo8o0lfRGp1E3NigtNJ7LRUQMykdA/up27S1UiYKLbxLqg7uwjFHX21zGlrqgrNVEte0Pn7ytUH59W1OhjGNlSZ0sKatLDgzyJUztnQvBOYDl1pBA2YE06K7Tb0mfMF16PuA9bsGYHkf7teoLXhYuold6YpSrQe9yw1vqDu3PgHQWxsCBBz23lLVYG7suUFdwlBg0vgzXKF46IFcNJOC6X3zAbuI/9LhQBeVPu8a6VGNhzMG//tQrgZUrV0osFpMZM2ZIRUVFj/XnnXeePPHEE/LII4+U9HHupptuktraWrn99tvl+uuv77VuNBrlh7njBJQFueX6hTou9aBVDy5vlFGifBHrOzD9dH4IpBkufBBqoLJc5/fukM77Jg42sUX1MQaOKVOm+/G55IIo4ckHjXcZ9oV2V0COs/fvdI5q+omu6O0h1ZfVlVv/TpdP/IX3fBGEBImWfNhVHaVEgpEGYNwtKRjKirxVor2CUlZL4gRjmynXToZO7yiU20/VjvxgzZxC+ZQxe6w2ygLaeTwHL4F81VeuF5kTBZsPIS9QOuaLusKGJLQvDS9irAktHpijBxiOqkwol9WBSyfgOkzYj8S50dpmdLPeICmQy/qTTunnYZBsESFHgkBCxJ+37UQWHu9xXgnp9HEQDLkCt3pyhF7rwW54PgeVXuwM/SeZ1JuufIstOU2MhrAKnRCmBW6neCM8T4L98KUgrMpbMDlX2/ditgqeYUMYNwIqgT1JpbSPCb9uW37tXt30t/p+1iNMATQR7tB/9s7U5eXN2vdIhzbeMcJbJBd0JfHFNhOjYEwg1ATaSCsMA55XmA/dITZQSpus13IA7FJ8tO4s0qL96JwEdr5SG8fp1+ezz1N1rR5kKqPz+/6tddp2N4RZgjHIQYSmHLyLhg/YEz683kmoQ/tes1n7uGskbBPGmFBadKr0hqqosJ+1Yrsqtb8n6AtXvlm1vqm2iOTtTwR9Q1s0LOHHOULIccFgxVZ44403RERkwoQJnusnTpxo1esPTz31lCxfvlxefPFFCQa9408SQgg5+mCcH0IIIUMNbdHwhB/nCCHHBY4xlodgb/VEDspKkXA4LOGwO9K+yJ49B71G6urqeqwTEamtrbXq9UVXV5dcd911cvPNN8uHPvShfm1DCCHk6KBUW0QIIYQcbmiLhif8ONcHWeMTx/ikIgC+uODKG/Kj/NR2dUU5B2ZrzUOm0ARkZR0R0Swz275ycqG846/Vt3bsStvX+cRmzQB00i/3FcobPn9aofynq8cUyr649tFANhgDLuJOj8xjIH+FrKzoS4zb5CMo+YD9olQKMrrmQvZNX3myuiGnkzo+6/ep3DFaruOw9sHTtT2Q5zoo23QFs7RkKHA+0e09Fywi+8RshwHvOiK2lBUJJnQH1a+pS3vyJ7q8QbzJ5cHl/tL3rHV+uN5834I99Mdj2Yc+6bDCKV7PykAI2Zx2zlZ9w9iVkEUJpaxBPY7kjyGDsIj4A95jHYjr9r6sEX+2iKavCE7OiNOPwAmHZL1NTU3W8sWLF8uSJUt61I/HD7qYh0KhHutEpPBB71C9vvjKV74iFRUV8rWvfa1f9cnxRbFfMFE6GSgtYdfBbUAOERsDGesg+1gAQg4E3oLUaSKSHKX3Z3er3gv+hN7ro6frB+qdG0CWD/M2Zr7Lu2wDylqdjHd4AB/Mw2ab9jE/GrJ1Qoq05uv1mDDTp4hI+TZ9REKbEd2uZZQVobzfmkdRVeTKC4PZ7FBGk8cQDaBwQcmYv1QJi4hkQHmfK/OWLuUm6gWUAhvs84Nt9+u4bdo7wmojCBnY4106pk4EbEDCW4rqtjmF+mmXdhTqFcuyPuqPeh22fUINlgO20mShH0HXzQVhPLA9HKtMpbFk1f2hVFtEyHAiFxGRsEgebhe0S3hpJyEZqYjrPQCjDnTCOwQ8SmVA7jryCV1RtVUnv7ZT7FfZdJVOnumR2mD5uzqXNazV+WD3+d6vwonxWsff6Y4VAQeJx57GZ2SYJ/aD7neczq9dSZ0fuy/QY5retNNq7u0nT4b/dL9R+M032QB2O6ljkIXMpuEDMM+7HlnT1VoOt2k9lCyjlBntUqYKeodyZwzb4FpXswnei/04p2p5//l6DkLw3pduU2NpYJ7Ou7J6x+I6vqZZOxPAEBn4nGHwvVEX+3A8XVnkrSz28F4UH6nbNLyg5f1nw7tMhW6AktzuPXaInCBIb3MZPQ4/no8DAcknS/usQ1s0POHHOULI8YGR/sWpe79Oc3OzVFXpE4eX15yISFnZQUOZTnvHBkylUla93lixYoX87Gc/k+eff75oe4QQQo5iSrRFhBBCyGGHtmhYwo9zhJDjAidvenhQFqsnIlJVVWV9nCtGY+PBIL6tra2e69vaDnq3jh492nP9IQ7JWW+88UY5++yz+2yXEELI0UeptogQQgg53NAWDU/4ca4PIv6MBP2OZEFjgnLVzrS61laFimuJfPDZOQspikZHNZVRIgcS129tK5THQ+az3fdoxhYRkcxEze6zO6E+yTVLwSV6rWZIO3fmhkJ5V0zrb3tXJUaWdFVEHJR2YFbXlLeUFb+wo9QqFNP64Y/oh4xEypVpKa3/+yFTbBZkwwHwSQ5DViJL8gX9yEZsV2dLBhNAN3TvrEvuTKzaXvEsrOG4dmbnJVpv3B+0TvzHIMFCySrIpfHaQ+mqpXsSW/JqrbGOAyTKIK9GSa5Vx3VMez/sLd3EsR79AniQFYlTkKotnuQAs7r6U97ZZXMBR3KZIielGIOUlejMM88UEZGtW7d6rt+yZYuIiEybNq3X/bz66quyfft2+d73viff+973POtcffXVcvXVV4uIyH333SeLFi0qqa/k6AczR6PUEuUU0sut0f0hlc6Ydr2fMWMZyvQsWcpW/ced6S0FmTUxkzfua89rkC28HGT4tTBnxCALdMyef1DSWUT9KIKyFpSGomRxl+p0oru1fhBkpSJ25rYsrPNjIjWUvoD9SNbBfkHuirZHRCRT7p2ZEKVEAk60xUIyWPt0OelmK7XNyy9+qVB+/HfnFMrpU/S68PmKaKdxn5Bl3XHVz8A6k4WTgOfGktIUWY4Xuys7/Mg/o+QYt9HigTNAmgVZWYORrGf98K4i9k3s8Bt4Xeaipuh5KAoz5JGjmEBcxJ+zn7fRTuBtG3DZCSuTK4T1xfk1DZlRMUtm1zidV1rP0AZHvuKaf2p0+5o3tMFUjdbZMQ+et9t1efW7Wj4wTdvLh+17EWWu+Yj3/GP1Cuavji7te/R1kFrCGL79NspYRXLQvmUDitg7tD/1b2hPEiN1OcpYRUTCB6C70JfIAW07VeMt9S8mVw7YoZsl0qYrD0zDPkIbszXWQyCt83y6W+fnYI33+7Y7W2uqCzJ2o32FjOROkWy0KPtF24zhIEREatdpGTOrYxiOfX+l/0T2aKXkWHjHSWEYKNveZSugHmR7zYNtF7+RfMJbwVMU2qJhSYlvt4QQcnTi5Ey//0phzpw5Ul5eLm+++abEYrEe659//nkREZk/f36v+5k9e7YYYzz/Fi5cKCIHP8gdWsYPc4QQcvQxWLaIEEII6S+0RcMTfpwjhBwfmBL+SqCsrExuuOEGSaVSsnz5cmvdli1bZMWKFTJ16lS57LLLCsvXrl0rH/3oR+X2228f+PEQQgg5+hgkW0QIIYT0G9qiYQllrX0Q8uUk6MtJGvSZ3RnVmJxapalyunN2APcK0L50gkalK6v18kX0ku/FNdbV+EqVgMaW27qbcZVbPPv16tsTtBJIPqJ+1T41VbQVytvL6rX6Hvs4spWY1sY7ExG6b/tSekzo1hudub9Qbu/QLHoVFbZ7cjSkfcyCJCYAElfMyGNlTy2SobVYhkMRER/8IoDu4iiFDca866CkdsfH7P2O/62uG/MUyHw+r1l1fSDh6VtIZEtX3Rl28rAuf6uOtf/f68ULS7KKshzY7Z4Ztsyn2DiOelVdqXdeqG7k+YBOMeP/oHX8Sd1Rps7OgoWZj1DiireXcWxZVX9w8nlx8n2Pcn/quFm8eLE899xzcuutt8qoUaPksssuk02bNsnChQulrKxMHnroIfH7tb8//vGPZfXq1bJ69Wq56aabpL7e+xwRcggTOPiH8hGUV3ZM1/srcMCWjedAdmNisK4cbrYu7yypvqz3XNvdZN8npk7bd/brvIF2AucWS0YLtgtNoploZzg2IEdFW1SsvyivcnbqtmXv6YrOKTqgFZvtRyKcczADbr6InDiHNkOTr1tkKooKcq0shSipTUM0C1+RJNXxUToGk8/ebq3b9cj4QvnJX6qUNfMh7wzSeRg4P2RozWW951yn+CFJpEov0iTIkhyUH2GGPGgv363XauNz9rOSPwMhL2Dc912gA9Twgp7P0Gu6r91z4TjgOkqNtSVBkWbtb7pW24u8p9v7E45IspcB8GAwbREhRwrMLo3zNtoJ9ytOqs57JT734XtDEOySwcTKHTCHn2jPS47RHbSfrvOBv0vr+TAsD5jErhNheVT346/CuBFiye+dvToQPsjWinYXjykH81pipHcd9zyP+81D2wb6jvYuul/rdJykYxgB6arjasPK5A3n1oEdl7+n+42N9s6wG92rdRIX2YYw97Ias4pturxlHhhYCEEQhQytxrJL2kYGpK9O0I4xEK5U+xM4XUM3ZN/Vd2zrnQPOWbAT3j9BFOPfZ8/3CUhWHm7T7Vun6vKRL+i1F4dE9cEWPVZsOx91zf2Y2fiAHm94iobGiu2sFCdRYrZW2qJhCT3nCCHHB0YOGri+/gbwC1E0GpWVK1fKTTfdJLfddpvU1tbKxRdfLFOnTpXXX39dpk+fbtX/xCc+IbW1tfKJT3xC6urqiu7XcRxxHKfgkXf11VeL4zgyfvz4HnUXLVpUqO/efvbs2aUfFCGEkMPPINoiQgghpF/QFg1L6DlHCDkucPJGnN5cKKHeQIhEIrJ48WJZvHhxn3Xnzp1bNLsrYkoIwnr//ffL/fff3+/6hBBCjjyDbYsIIYSQvqAtGp7w41wfVAcTEgrlJAD+xglI4YJy1QMpV4o0cAvGDK0oPw2B73IFZGWtLpL5dXJ1i/V/EPxxa4LqsrsGpKXnfHij577+tHaK/gMZWbPVtq+zE9E2fPtAkgsZYzBrTw6kUqPG6weIzrgOSFm5uhqXhW0pyafHvVIo/7+3LyiUrUyl4PSZC4Grc9o7e2ogaU8suA26tGM9LIc79Jiiu9RNOzZeXbRHr7IdURMj9P/owvcKZXTNRvkQSlbLgzomPlF36EQ2CMttMIswymUx+6ol9c15l/d9WM+TSzlryehGvQxZH/04nt5ZkHb8tV47I14DiVC77YaOrv3ZqB5lpgwk1UWkXb3CrETkKCZTaSQXMVbWLpSG2hpO18Z+vNfhPmoDOQhc9ijnyEVBMgo7zrvsRHC33t+ZRp2/gu+pvcyMUmlQcJ/OZdgnvP/zKGMVW75q6nVffpDx4jDgPBEFKUr3id4Po4nR9nKUPoU6ivQRpK8oaUH5Kkpfs65E1QGdRq1MbxmN/GDJblK1cKLgWMNt+s+u342XYiRnqJQVs6yidAnJ57xDKaAsFeuIiARAWpTDbO9QNvliy9XeNbys5ax9KVjhJfaehyn2ICt8p7f09YQV2t/2k0Ci6kp01z1ejwOz2OM9ISJiSg2WPci2KJlMyne+8x156KGHZPv27VJbWytz586VO++8UyZMmND3Dt7n5ZdflgceeEBWrVolW7ZskXw+L2PHjpWLL75Ybrnlll739fjjj8vSpUvl1VdfFWOMTJs2TW688Ua54oorBnRMZPiQrhLxh0WSjfD+shUmL8yA3GZfw+lakJHX6brqTVAHZPz4fF67Re/ntlPwudaeu0IHvO1iukHv58rN8Fw9QvuRrsb023DPx+zXZXwvMlU6DhhyB6WIOL1OPXlnoby+WTOY5zCzdcKW6gZAkmuF8oE5IrJfG0HpZEiVj9a5sbKOi0i2vMg6aC/RoG3UvKtjkA3DswG8e4X+DCfT1Ub3eWqL8P0u06lG1Vep78J5mNvzRTJ/u7O1xlvUcKRC8OyENhxOLb6/4DxfpRGkLMmviEggjlJWeKeDZzUM0VO5Q5eX7YF377/T9+Vo0H6+2vumnlCUv8Z26fg6OafHvdAnfC8allDWSgg5LmBWIkIIIUPNYNqiRCIhF110kSxdulS+/vWvS2trq/zxj3+UtWvXyllnnSVvvPFGv/bz6KOPysyZM+X3v/+9fOMb35Bdu3bJjh075NZbb5WHHnpIpk2bJqtXr/bc9q677pLLLrtMJk+eLBs3bpStW7fKzJkz5corr5QlS5aUfEyEEEIOP3wvGp7w4xwh5Pjg0C9E/fkjhBBCBoNBtEVLliyR1atXy7e+9S258sorpaysTKZPny4PP/ywdHd3y4IFCySXy/W5n0TioEvnr371K/n4xz8utbW1MnLkSLnuuuvkO9/5jnR3d8u1117bY7t169bJV77yFZkxY4b86Ec/klGjRkl9fb18//vfl9mzZ8sdd9whL774YsnHRQgh5DDD96JhCWWtfRBw8hJwchKDDKthv7qbZkCCUR+2M5/hNmOi7dY+D4Gy1O6syn/Glat7676Uuq36XFEZy0EK+/ja02GF7jcAbbyX0Aw1ThKyIIFE1Um7vtnC/znI3OqvVK2OadFj9Se0fkdMXYory9Q9uaNbl3e63HB/8L+XFcrBqZ3ihQ8lnBmUcGoddCPPu670Ypmlat5sL5Rz1eq7HG/U4+ucUt1neyIiNdc0F8qpHMjHwAU7ndPrJ+TXsc3AcswUHIQ6KIN1g9uH8jg+ILVK64Hv+7CeD5QRuIOAjnxNzyFKWZHxv4fMrXN0DPNhkHyVa99RiiwikqmCDEkpkBaDRMmfyEk268qe1Rf5fO9pe7EeIcMMJ3fwzx+H+x6KAZCoZivcUnGQAFVDVtVuvT+zKNWD/eYjkD0TQxy0ufSZQGQrhD8AmYhkMPsySFEgEx3OOdZysTOxCmT+zDVBGIgDoDOF+p3TVKfjh2yyTg2ELHBla/3IFWsL5RcfP6NQDrVrHcxSl6zzztaKdXyuacst1zxEql7HPdSh4xbs8m7D9JK8unsGamfhWoATbWVlRSkr7AdDMhi8pnz2nInP8VYmV5RtofwIyvUv6Tlw2wZk70WoFfa2hbsu0e1Hr4SM6WC7kqO07+H99n7CB3QbK+MxJnsNGSt7Yr8YJFsUj8flnnvukVAoJAsXLrTWTZo0SebOnStPPPGEPPbYY3L55Zf3uq+6ujq5+OKL5eyzz+6xbv78+fJP//RPsmHDBtmxY4eMGzeusO773/++5HI5uf76663kRCIin/vc5+SZZ56RpUuXysMPP1zSsZHhQ3pETnzRnET26r2KmT4zVXrdJkbb2+Izc/lO/ScBMsxsJeo2tdg5Hp4N4XUrW+6SmcP9mYH53cA8kwRJbdW7Wv/ADHgXShV/xjZWFnOYF+FdCrPD5sG+bvrTeF0OUlsHssP+f2dreB8Rkddamwrl1j+MKZQTjRhKQeuX74LllTDf1Wsdty0KwusWyk9xPIPdsN8yHZ/4SAgjBObG7QKUPFVXhiD8gSVThfOUSulzhj+gY5vuUDtfNVINYSIBxlZEQrVJz22ycF3gefLDe3Hji1onWQOD4Jru26d4h0nCsBjtJ+vy2re9Q5B0rdOT09roirGAz3QQYgHtefkOv+R6uWY94XvRsISec4SQ44P+ZCQ69EcIIYQMBoNki1auXCmxWEymT58uFRUVPdafd955IiLyyCOP9LmvCy+8UJ588knPddXV1Z7LRUR+//vfi4jIRz/60aLtP/bYY5LNDiRwLCGEkMMG34uGJfw4Rwg5LnDy+X7/EUIIIYPBYNmiQ/HkiiVqmDhxolVvoGzYsKGwP/Sa27Vrl+zfv79oH8aMGSOhUEiSyaRs3OidqIwQQsiRge9FwxPKWvugIxuRYCYkYZCG7k+pv29DOFYoo8RVRMQHrqLN8VpYri6p27rrCuXRZZpS57X96sI8sqyrUEbpo4jIiten6j+w3+mn7CiU1+xVF+iuPZA5B+VGmC0tZN+EKHPF7JsGMrcazKKHmeXi6uObSmg5Ctlaa8vRB1okuV2lt50n6SUaiaqbbx4knZh5FbPzodLELcEcf70+GO6/Ux8i26fV6PZFsvlY0lAIkhletMdqI56x3asL+wJpkB86idlWUcoagmsP5bH5Itn1ROzMR903q696+8sjtQ5kY8Jxw902/sVO52Qde0bbMJCdCV2+x65Sl/Lt8/R6KWvRBgNx+5rOlIFcDc5tsFvrpWsCks2UOH3lTc/0s8XqETLc8B38sy5hTHgJ8lPM7CYikotCGIDdkGqsyBTiwHzggzAFvk7Inllva2IcmJussAFFbqdAAmwJ9qOXZGNWGAE4xMA2PSYT8K6D2e9yDZANu1XtUsZOLCcb2nS+zJ2q0pnMWvVKiu4HCQ5kIkyrGZOQmnBJqskXEZHKszUDe+LZEYVyxQ49WMxeiFJW/HkV5/PY+VhJxFckBIIfUtYFQDKE2Vet04e2K2DP2wiqGTNpHfdIvdr6qt/rGOJ5RVvrh7AGuy92vRyk8ALwztaKWYpb/0af1Wr+T5/h8pV6sWfjLqk2qnBBopQB2V24zTcAKVFptqiz0w7vEQ6HJRwO96i+Z8/BZ5C6uroe60REamtrrXoD5YEHHhARka997Wue7UciEYlGe+q1HceRmpoa2bdvn+zZs0dOO+20D9QPMjQEOn3iS/tsO4G3YBQkjjF7Qk/Xgp2CLJfdE3V5zVqQuzZ6P98j/qTdBoYEQEY/o/tthVentjn6nOp0QMgDkAzmw673IngXsjNkahsocXQgRENuks6Dvj1qu8adtLdQfuSdaVZ7U8e8Vyhvh7Gq3KrtxcZAqAh8psfpCdWjrim8+0wdh5rVOr8kIUNrtBXO2QkgM4bXOEvi/CHbFuW7dHxTRd5hHJjbc1EoJyHET5UavDS8C2SS9ntBpALkoWAPfGU6QMHduk3tO/BeA+87mKU2OdIto/aWmWJ2+UA3ZinWcsVODNEE17orbIiB93UfhDaJQCiG2OlJySeSUhJ8LxqW0HOOEHJ8YPIH4yb09Wf4CxEhhJBBokRb1NTUJNXV1YW/b37zm567jccPBuIKhbx/GDz0Qe9QvYHw5ptvyg9/+EP527/92x5x7fpq/3D1gRBCyGGA70XDEnrOEUKOD/qbcYhZiQghhAwWJdqi5uZmqapSV0wvrzkRkbKyMhERSafTnutTqZRVr1RaWlrkyiuvlJkzZxa850pp/3D0gRBCyGGC70XDEn6c64OWRIUEfGE5qXJ/YVnEr3IelLJu7mywtj2pSrepCarP7/6U+vzWR1RqsT+py0+oUIlrbUh/YWxJuoL8gjvtuadt1vZC2t6bW8dq9Ri4XMPZR6/WvEvWii67DmQoMlbGGC0Gx+kxRcP6kNbZpQ9jmIFnT8p23w1oCBNxIGtPPK4PpNWV8KsreEYHktqRS//t2UL5qdsvsNrYtewkPY5ab3mVKTI+mB02fK26mgdcGeuyICXCdbgcJc4oU8XlWfBJx2yt8Yw9bv4irsnYth88ni3ZL/jQNr6k7uK+nMuVPwvy5SJSVnQFd2BCx/Ywy1OqypbgBeMgr4I2slF0oc+LZEr8JSeXszXXxcj3ow4hR5hcxIiJGMlD1shAJ2TbBPmpJbMQER/I7nzw3pyHd/x8MVmsZRug7RZ7/nGK1MvWqHwkvEu3SdfAvITSWVDLupOI5YtIclC+apXBflRt0gm9azpk8MMs0q45/CuTntLyyk/qNlW6TTDubT/S1bDf6WoTw6/ZNjz1pEpZfTilomrTjvyg9eFcdp6rlfwuuZBTxDZks72keD3UBowJylXxWR0lsSIi2YzuNwAZ+XIgOUU76odyqlKvhd2Xwkl2Z5HHaxyP1+ddJ9UBmcPBrgQOQDbAlD1ueXjGwesy2IXSNSP5nPf4FqVEW1RVVWV9nCtGY2OjiIi0trZ6rm9raxMRkdGjR3uu7422tjaZN2+ejBgxQh599FHPj2uH2k8mk5JIJHpIW40x0t7ePuA+kOFB7Xoj/pCxpKGYRTrUpuWyvfa90REBqSBk+Ay2wzMhyP4w6yiGDcBsq+W77fs2PkHvrUiz3t+dEAYRs5ObVvX0RGlhHmyDuN6LJAfZn334XIzSUpzvQNbaAmEYIORE8z6Vo/tcIYx2d+v9P/MjGpbnL85k7WKb9ql9ivajerOWu85Qo1H3gu3h6nsN+lUkhESmzFuKilnHk9NAtuuaGiPV+n6BGVoNlkH6jOETgiF9lsiAjcnB2FbU2May+4DOU6FKPfYQ7KvyHX0QSozQA4+2aD9iTfB8lHDZV3wvhrHyQeZXHM9kgw4KymhTTZC5N2Z/nsGwCjkIKRIPQTiReEBMosTPOnwvGpZQ1koIOT449AtRf/4IIYSQwWCQbNGZZ54pIiJbt271XL9lyxYREZk2bZrn+mK0tLTInDlzpLa2Vp588smi2VrHjBkjDQ0NRfuwa9cuSafTEo1GZfLkyT3WE0IIOYLwvWhYwo9zhJDjg1y+/3+EEELIYDBItmjOnDlSXl4ub775psRisR7rn3/+eRERmT9/fr/3uXv3bpk1a5aMGTNG/vCHP1gecz/96U/lrbfesupffvnlIiKyevXqou1feumlEghQuEMIIUMK34uGJfw4Rwg5PjDSz1+IhrqjhBBCjlkGyRaVlZXJDTfcIKlUSpYvX26t27Jli6xYsUKmTp0ql112WWH52rVr5aMf/ajcfvvtPfa3Y8cOueCCC+TUU0+V3/72txKJRKz13/jGN+Tll1+2lt10003i9/vl3nvvFePytvjJT34iIiI333xzaQdGCCHk8MP3omEJf7rqg9pwQoLhnMRyqs0PQ7CbWFaXT6w8YG2bgnh0YR/GH8vBci374OrHOhhL7PX14602Am16CtPQHsbCE9SuN6reXw5o3/OYptkV2wVTOGN8N0tnD5tgXJlisW6qKjQuQEeHHbsk1QDHDjFxqp/VB8NJn2kulPfv1FgMqRo91sf+fXahnK23YwRgjJu8H7T8EIMpkPSON1P2uV26LcS68bsCJGXh2zfGmesPuWL1Mf6Pe1WRsc5hHzHeFISMGvUXuC5w26Ddj2Jt+CD+Wx63gU6e+JgGvNs1SwNUjHwVBldEchG4VyCGIMYJCrWlxZctHnTaE8ZWIEczeUck74hx8F7znpt9rthZ+DNcBuO5dMO91qlzLcbawThcYO7EPRXkwt59CWJsOpiLInu1vVS99gnj9OTdSR+LhBnDGHdol8JtGJMP4gIlwT6G4X7P2THYbn7hCs/95kZD3Jz9apcCENMz3A593alx5vKuMG/+NPQLgs5hTNgA1HGgux2zoEEcflegH7TD2YzuOBDUuDsY/wfjxGXSfT8m5t2BhaA9jCWEJGv13IS6tP7+c7VPksELyR3zCdb5i7w5ZNEWaZ2W87SNMX/UOgdOLx6DD8fdgWrZcivkbv8YRFu0ePFiee655+TWW2+VUaNGyWWXXSabNm2ShQsXSllZmTz00EPi9+sB/PjHP5bVq1fL6tWr5aabbpL6+noROfgxb86cObJr1y4588wz5TOf+UyPtlpaWnosmzp1qnz3u9+VL33pS/LP//zPcscdd0ggEJB///d/l5UrV8rixYvlnHPOKfm4yPAhVe0Tf8jX0wi8D8YybT/ZXhc5oPdtbKzeOZVb9T5M12j97rEwL0GoaYzt1jXB7oe/XeesIDiQpiFsY36UzuHBHdrhTBU8Y1fDM2aHyxjh/IPzX5HJIDJZ44hXR3Xe3v2uxhzFb9n55nJr+wOj9Z7tjEFsuEqdywzEoB35mnakG7atfk2PNWmHSRcfTL0piOkX7IZzNlrL0f1a58C5+hyPttLnc8//3tdMJq7PCQ7M9VkYdz+cj2hUywmIR969147p6kQgviyOL9il6vXtsEFNobjvI97XnvXcJWK/F4PNwvHMVsJzF8R+332Bnpvav2i57SzYWERyECMxAM8suTjYZ5/pGeSvL/heNCzhxzlCyPEBsxIRQggZagbRFkWjUVm5cqV8+9vflttuu00WLFgg1dXVcvHFF8vDDz8sEydOtOp/4hOfkF/84hcya9YsqavTgPSPPPKI7NixQ0REHn744ZL6cOONN8rJJ58sS5culZNOOkmMMTJt2jT5zW9+I1dccUXfOyCEEDL48L1oWMKPc4SQ44NcXsT0w8chz9gKhBBCBolBtkWRSEQWL14sixcv7rPu3LlzPbO73njjjXLjjTcOqH0Rkcsuu8ySzxJCCBlm8L1oWMKPc31Q5k9LKCASBJkpSkZrQirPDDi222cCpLCdWXAlzqn7LspakYqAuuw+/ipk1nLJN2bPebNQ7oI2nn7pdK0E+p9cp7btqwWX7U7tq3G57Doga8pH4AbFakVUmF3gfu0DSSZKWf0B+6avfU3HN96ol2jrOdrftndP1Prj9ZiCce1ULoRyTvuYUBLlwC8CKEuquUals3jOw351N45ldNxyprgEFGWqQb+3lDmVC3jWSWTA3Rv2GXSlWs/kvCU5YagHp1lGvqbj6eS9pVX+jH1ujAOS5ay3lBWXG5S4orSuAiXDrknf8S4HEpDK/O1tIqY0WasxeTH9MEL9qUPIkcaXPfiXz8C9lvOWULimImuqDoLU0+CUgXMiTC32XFm8jWCXLkg1qsTFB7JIlAwF4iBT78Rj0n3mQva8bUteQeqJksyEltM1Wife5G1rfZ3aP8u+ici5J2nGya2d6lW0Z3s99FHrz/vUC4XyU/efq22A/fG5ZJ5opzAyAoZS6J6l2iwHlZ4gYcmBhDOTdD3a4TwKktV8Trfx+WE+tySu3tLXXoGLBkM/4DNAAGTGBy7V5yjBvqfguvC7bBHKyjLe8lXLluC1DmObjeB1aDUh6WqQdJd7y7ycrCM5t4y8D2iLyNFMfKwRX8RYEn20JSj7C3bZ9waGU4nu0fsWQ8oYmNeM9TyIc2URwyQi+FqF/cqWQb+aQcpaJNRDTnRyd1xznzNCZbG5Ljgo6Eu+TDuS3KQZjmORykI5MFLnPt9GlbJWfXi/1V7bWtWgpqp0v3VN7YXyX5+5oVD+72q1PzVvaZ9iY3WfaINFRIKdYE/C3nNafJI+d8cn4BwM5wZss881b6MNyaH9CekxOfhsUaWTNYZIiHVBOImQ2qicgXMhYp2PbBLfpbRK2xl6PvZdoscX2KXXiAGz5E/YY4PXWC7iHRLEH4cQGxBFCJ8fyvbpWMVr4GVURFLd2hfLPtfr9RN9oUJyqdLkp7RFwxN+nCOEHB/k+/kLEY0QIYSQwYK2iBBCyFBDWzQs4cc5QsjxQT5vu6YUg0aIEELIYEFbRAghZKihLRqW8ONcH+SNY8ky3OxJqDtsfThurbOztaqraRrSsGGdLOiEMMPm3LPegv3YGVy2xVRq8/bacYWyQTmQ8ZZ55CHLi79GXXlNC/iXu/blS4IkCrIlOWndcU2lutl2xdX1OA0Z8gI7YPkoO1vngbP1GP1lWq6t1PF1/qDHjUOCmVdRy5ULFj+HOC/VQhbYYiSyIEsGiWvIJTNFyasf5Dx4PaFc1i1T9VpuMNthwB63EFxjeC2hvHbUy95ZWR0rjZF4l0UsaRBKVi25q997rLHO+D/oNdI2JWrVG/HrddA+SGSzcKJPGi+SS4m0ezbl3X4uJ8bp2+Xb9CdzESFHGOM7+BeIgWQwaK8v4LoFcxVwI4NsB0MY4H5RYpSr0Psh2AoZwUfa84/sh5AJcZgoUIbZiTImlNJ7Z8bukREWJCOWdKrT2y5ZNgoksSgHnnLWjkJ5/XrQ/IjISy9N0X1Be1Vb9PjqLtPs3VtjKnedeMWmQnnXT08qlDFjoIh9vDhWsfNVymogLAJOyRmQfUbKIEyBK2MbylettkFyhLYF5UMOhtJAuSr0ye+3n0usNqzMrbpN64Uq28mjlBWzxaM5z7iOwQqrUSRYNS7H/UIojb0Xat+dbvuROHwAs/3C+EC/Gi54T7KxlGz27oEntEXkaMaXcMSfd8SBORFl35EWvUEw66eInYE72AnzDL6m4FwN9xraJdw2q1FyREQkulfXdZ+IsQK0mK6F+z6m932uHLK1wntNvsx+GHb2a2cCmNG8DrKWgv3B/UZ2q/1IhPRdSEbCM7xrzs7W6LpAFWQqTemArus8oVA2MG93z1ZbEn5Fs5nm7EdvyVR5z3Gx03Wu9sN+czCnBqN63NkUvOO22o0Eq/UdJBDQY0oldTxD5fA+CtdFdp/uy6nTOtUV2r/9Hfb7awDkspluHat0Qse9ZYbWdw5oHbymMaSUL2Wfm0wt6qhhE8wKj6ao2vt5Z98MsOcv6rcFEZGavXr9JOtBbg1NT/rkRsnE0rL+h9JvaIuGJ/w4Rwg5PjBGiqVx71mPEEIIGQRoiwghhAw1tEXDEn6cI4QcH+Ty9s9MxaD7NiGEkMGCtogQQshQQ1s0LOHHuT7ozoUlmA1Z0gwEpawoURUpnok1C9KOEHjHdqbVzbY6qG66uN9YFnzCRaQK6pkw3DxZb2khynkE3KbzkOnNlNn9dsB1OR/1ztbqB7lrZVjdllEq04XuyRNU1lhbAZnaRCSV0csy8GfNcORv1/HJRr0zsaLbO8pV/a7EnpidtO5alTWh5BSzr0ZBQoqyVpSl9patNV8kex3KXfG6wG2x7ThIZTtS4A4vIlUhHXdsI5XV8TzwVzpAWciYOu4J78ynmLlVxJa/WlJWGM+83+dd34dSBS2P/L+NdptFUnY7AT0Os7VZTKnZWvNGTJH72KrHX4jIMCQfNiJhI/44yjOLVHZfwjDvZ6tBptqu81cKJDX+GMhVWr0lqr4u+/HBksjGve1PLgpyDrh97Ux/0Jx7KsCso9DHfBglJxBiYb3Wbz0L5qgKlTRtfFXDQUiF3WC+WuuVbda5d/Lf6JzVkVapTbaIra6/ZnuhXBWys7BtfFCls93n6/OEZSdAfooZu/H0p9PFH+dwe5Ss5rLaX7TVPgilkC+SFdEPkqRczmUnMNsiytVg+6o/q7wqqYkIJTkOLoyc93V0sJNQLnXKxv1CMdThtnfe7aHka/9zoyWXss9pX9AWkaMZf1rE79gZLFECijJTzGwsYstc8Rk0APVweWS/t0Q22NEPOygiBsMnoDSx2ztLty/hHQKgR0ZYkCP6TlTZqB/eq3IpnV/RlmWqYF8Y0gHCQXSv09A9IiJ+CC9U/rYOcOivWwrljXtHaHtg41CK6pzXViinY/Y7RGi92rLkBJSfwnsKhENC2W4mbr+bHgJlrCK2nUH7E63SOTSLmcdjsN9yCPGT1m07ukDumnVJTkHmGoQMqNhfp1v3deLjan+2XQ7ZXSEbrbFf9cUP2wfgdTZd750FGEMk4DMRXsfud9ZULTyT4cs03F6bHj6ZtugYgR/nCCHHBQdjKxR58MJ6jK1ACCFkkKAtIoQQMtTQFg1P+HGuCIe+EmdiBz9fpwN9e+lkXJ/TnSI/52QyEFQb9ptN6C8MafAKwv1mXd55SD4BX8yLec7hr+D46zEG0c66Ap+C55yxgkND2xD4MhvT48iBF0MuDp4L8ItJzmf/spLL6Lg58CtADj3kIOmAL+3tSWB5XfTiOYf9LeY5h54E2ay3Z1cx70r3frFczLsOl2Ow7WwGjjVnXwvZjB4HXidZqIe/quThnGezRa5v1yH1x3PO8pArUt8HY+jk7bb75RFnjGRN5v1i/37RyZpUv1yzs5Lpsw4hR4pD13c+efDedZLwCy7Gzu/lNshjUP4cJKeBeTufgHkXPKEl5e1llHdNDjjfYh+tfliuXlp0/xLttU93PZMqYr/AgwNtRj4B3mOCxwoeFH5XgzBP5VJaPvRcICKSBfuYAS/nbBZ+EQcv+kzGnt9yaZiT41AGe+BgvxxvO9rbLOgU8ZyzkkCgO1iR5ETWPjFZg9tO9LLuEDnw9MvBI0A+UcRzrrf3h2IHjwkhskVuFnwkSrq8QYs8R1ntGZH8+3aVtogcyxy6vg89R+bw/sK5BPLDGFeumHwS5kW4BfBdAev0a7krIYy1Duya9f4CQf3zeC+i7cN3HJcSygHb6eC8jYok8O5yEuBxBm3kEzBAuE+XDc3n8djBOy8O71uQkzCfAs9mo/OILwhe0XYOQ9e4wXtRDrZJeHvOoV2x+m3sOcwUSbCYg4RvqORCu22BzyLQRt4WYlnnPA9e67hfJ4nvd2p/8rDcep1Pu84NrMvBa7jdRpHrCv5x8H05XcT2iIiTLmK/Uk7heYK26OjGMfRV9GTnzp3S1NQ01N0ghPRBc3OzjB07tuj6ZDIpEyZMkD179vR7n42NjbJ161aJRCJ9VyZkEKEtIuTogLaIHMvQFhFydEBbdHTDj3NFyOfz8s4778hpp50mzc3NUlVVNdRdOmro7OyUpqYmjluJcNxKwxgjXV1dcsIJJ4jP17tbdjKZlHS6/zHqQqEQDRAZFuTzedm9e7cYY2TcuHGcH0qAc+rA4LiVBm0ROR6gLRo4nFMHBsetNGiLjg0oay2Cz+eTMWPGiIhIVVUVJ4UBwHEbGBy3/lNdXd13JRGJRCI0KuSoxOfzydixY6Wzs1NEOD8MBI7ZwOC49R/aInKsQ1v0weGYDQyOW/+hLTr66TsKICGEEEIIIYQQQgghZFDgxzlCCCGEEEIIIYQQQoYIfpzrhXA4LIsXL5ZwODzUXTmq4LgNDI4bIaQYnB9Kh2M2MDhuhJBicH4oHY7ZwOC4keMRJoQghBBCCCGEEEIIIWSIoOccIYQQQgghhBBCCCFDBD/OEUIIIYQQQgghhBAyRPDjHCGEEEIIIYQQQgghQwQ/znmQTCblzjvvlClTpkgkEpHRo0fLVVddJVu3bh3qrg0pK1eulGuvvVZOPvlkiUQiUlZWJqeddprcfPPN0tLS0qP+/fffL47jFP2bPXv2kT+IIWDRokW9jsOSJUs8t3vwwQflnHPOkYqKCqmtrZVLLrlEVq1adWQ7TwgZMmiLikN7VDq0RYSQgUBbVBzaooFBe0SIN/w45yKRSMhFF10kS5cula9//evS2toqf/zjH2Xt2rVy1llnyRtvvDHUXRwS7rnnHrnooovklVdekR/96EfS0tIimzZtkkWLFsmyZcvkjDPOkI0bN/bYLhqNypQpUzz/xo0bNwRHMjTU19cXHYeGhoYe9b/0pS/JVVddJfPmzZOdO3fKunXrpKGhQS666CK57777huAICCFHEtqi4tAeDRzaIkJIKdAWFYe26INBe0SIB4ZY3HLLLUZEzA9+8ANr+ebNm43f7zdTp0412Wx2iHo3dCxdutSEQiGzY8eOHuu++tWvGhEx8+bNs5bfd999ZtasWUeoh8OXhQsXmsWLF/e7/mOPPWZExFxxxRXW8nQ6bSZPnmwikYjZtm3bYe4lIWQ4QVtUHNqjgUFbRAgpFdqi4tAWDRzaI0K8oeccEI/H5Z577pFQKCQLFy601k2aNEnmzp0rb731ljz22GND1MOho7GxUT71qU9JU1NTj3Xz588XEZEVK1ZILpc70l075li6dKmIiHz2s5+1lgeDQbnmmmskmUzK3XffPRRdI4QcAWiLeof26MhAW0TI8Q1tUe/QFh05aI/I8QI/zgErV66UWCwm06dPl4qKih7rzzvvPBEReeSRR45014acf/iHf5D777/fc111dbWIiDiOI8aYI9irY4/Ozk559tlnxXEcOffcc3usP56vQUKOF2iLeof2aPChLSKE0Bb1Dm3RkYH2iBxP8OMccChuwoQJEzzXT5w40apHDrJhwwYROTg5BgIBa93+/fvlH//xH2XChAkSDoelvr5eLr74YvnNb34zFF0dMtasWSPz58+XE044QcLhsIwZM0Y++clPyiuvvGLVW7t2reTzeRkxYoTng9Cha/Ddd9+VWCx2RPpOCDmy0BYNHNqj3qEtIoT0F9qigUNb1De0R4T0hB/ngD179oiISF1dnef62tpaqx45yAMPPCCO48jXvva1HuvWr18vDQ0N8swzz0hXV5f86U9/koqKCvm7v/u7Hq7JxzJ/+tOf5OMf/7isXbtWOjo65MEHH5R169bJueeeK8uXLy/U6+81aIyRvXv3Dn7HCSFHHNqigUN71Du0RYSQ/kJbNHBoi/qG9ogQD4Yy4N1w45prrjEiYr7whS94rn/66aeNiJj6+voj3LPhy+OPP25ExNx000091jU3N5uXXnqpx/JMJmMmT55sRMQ89NBDR6KbQ8qaNWvM5s2beyzfvHmzCQQCJhQKmS1bthhjjHnggQeMiJhp06Z57iuXyxkRMSJi1q5dO6j9JoQMDbRFA4P2qHdoiwghpUBbNDBoi/qG9ogQb+g5B5SVlYmISDqd9lyfSqWsesc7mzZtkoULF8rf/u3fyre//e0e68eOHSszZ87ssTwQCMjnPvc5ERH5+c9/Puj9HGqmT58ukyZN6rF80qRJMm/ePEmn0/LQQw+JSP+vQaxLCDm2oC0qHdqjvqEtIoSUAm1R6dAW9Q/aI0K84cc5oLGxUUREWltbPde3tbWJiMjo0aOPWJ+GK9u3b5eLL75YzjvvPPnFL34hfr+/pO1POukkETno2n084x6H/l6DjuPIqFGjjkAPCSFHGtqi0qA9+uDQFhFC3NAWlQZt0eGB9ogcz/DjHHDmmWeKiMjWrVs912/ZskVERKZNm3akujQs2bx5s1xwwQVy/vnny69//WsJhUIl7yOfz4vIwYn0eMY9DmeccYb4fD5paWnxDGp66BqcNGmSlJeXH7mOEkKOGLRF/Yf26PBAW0QIcUNb1H9oiw4ftEfkeIYf54A5c+ZIeXm5vPnmm543//PPPy8iIvPnzz/SXRs2vP3223LBBRfIJZdcIsuXL7d+Ffrud78rzc3Nhf8bGxvl0Ucf9dzPpk2bRETkH1vcuwAACnRJREFUlFNOGdwODzGrV6+WxsbGwq86btzjUFVVJbNmzRJjjLzwwgs96vMaJOTYh7aof9Ae9R/aIkJIqdAW9Q/aotKgPSKkF4Y45t2w46tf/aoREXPPPfdYy999910TCATM1KlTTTabHaLeDS1r1qwxI0aMMDfccIPJ5/M91ouIWbVqlfX/5z73uR710um0mThxohER81//9V+D2eUhZ9WqVUZEzC9/+cse69555x3j9/tNMBgsBD01RgPJXnnllVb9dDptpkyZYiKRiNm2bdug950QMnTQFvUO7VFp0BYRQgYCbVHv0BaVDu0RIcXhxzkX8XjcnHvuuaaystL8z//8j4nH4+aNN94wZ555pqmqqjJr1qwZ6i4OCS+//LKpra01ZWVl5u///u89/7wMkOM45l//9V/N1q1bTSqVMm+99ZaZP3++ERFz9dVXexqyY4lnnnnGiIipq6sz9913n9mzZ49JJBJm5cqV5tRTTzV+v9/ce++9Pbb74he/aETE3HHHHaa9vd3s2rXLLFiwwDiOY372s58NwZEQQo4ktEXFoT0qHdoiQshAoC0qDm3RwKA9IqQ4/DjnQSKRMEuWLDGTJ0824XDYjBw50ixYsMC8++67Q921IePQhNjXHxqgDRs2mDvuuMPMnDnTVFdXG7/fbxoaGswll1xifv3rXw/dwRxB8vm8ee6558y//Mu/mNNOO81Eo1ETDAZNU1OT+fSnP21efvnlots+8MADZubMmaasrMxUVVWZuXPnmqeffvoI9p4QMpTQFnlDe1Q6tEWEkIFCW+QNbdHAoD0ipDiOMcYcHoEsIYQQQgghhBBCCCGkFJgQghBCCCGEEEIIIYSQIYIf5wghhBBCCCGEEEIIGSL4cY4QQgghhBBCCCGEkCGCH+cIIYQQQgghhBBCCBki+HGOEEIIIYQQQgghhJAhgh/nCCGEEEIIIYQQQggZIvhxjhBCCCGEEEIIIYSQIYIf5wghhBBCCCGEEEIIGSL4cY4MGolEQu6++26ZO3euNDY2SigUkurqajnrrLPkuuuuk1/84hfS0dEx4P07jlP4W7Ro0eHrOCGEkGMG2iJCCCFDDW0RIaQv+HGODAovvviiTJ48WZYtWyaLFi2SNWvWSFdXl6xZs0ZuueUWeemll2TBggUycuRIeeWVVwbUhjFGVq1adZh7Tggh5FiBtogQQshQQ1tECOkPgaHuADn2ePXVV+XCCy+UcePGyfPPPy/19fWFdRMmTJAJEybI5ZdfLhdccIG8/vrr0t3dPYS9JYQQcixCW0QIIWSooS0ihPQXes6Rw0o2m5VPfvKTkkgk5Ac/+IFlgJCKigr5zne+c4R7Rwgh5HiAtogQQshQQ1tECCkFfpwjh5Xf/OY3snnzZhk3bpzMnTu317oXXnih3HrrrdLU1GQtf/DBB+X888+XqqoqiUajcsYZZ8jXv/51icfj/erD7373OyvuwjPPPFNYt2TJEmsdMm/ePGtdPB6Xz3/+8zJy5EipqqqSSy+9VDZs2CAiIi+99JKcf/75UlZWJmPGjJE77rhDjDHW/k455ZTCvsaPHy8tLS2ycOFCaWhokEgkIuecc44899xz/TomQggh/Ye2SKEtIoSQoYG2SKEtIqQfGEIOIwsWLDAiYq688soBbX/11VcbETFf+9rXzL59+0x3d7d56KGHTHl5uTnrrLNMe3u7VX/VqlVGRMzChQt77GvhwoVGRMyqVat6rDvxxBNNscv/0LpPfvKT5pFHHjGdnZ1mxYoVpqamxpxwwgnmlVdeMddff73Ztm2b2bt3r/mHf/gHIyLmP//zPz33JyJm9OjR5pJLLjFPPPGE6ezsNH/+85/NCSecYMrLy83u3btLHidCCCHFoS3qCW0RIYQcWWiLekJbREhx+HGOHFY+/OEPGxExN910U8nb/uxnPzMiYj796U/3WPfDH/7QiIj5zGc+Yy0fTCN01113WctvuOEGIyLmlFNOMel0urB8z549xnEc86EPfchzfyJiRMT8+te/tpZ/+9vfNiJili1b5rkdIYSQgUFb1BPaIkIIObLQFvWEtoiQ4lDWSg4rh1KAR6PRkrddtmyZiIhcddVVPdYtWLBA/H6/PPTQQ7J///4P1sl+cvnll1v/n3zyySIiMmPGDAkGg4Xlo0aNkpqaGnnnnXeK7stxHPn4xz9uLTv11FNFRGTjxo2Hq8uEEEKEtqgYtEWEEHLkoC3yhraIEG/4cY4cVmpqakRE+h0H4RCxWEzefPNNERE57bTTeqyvrKyUpqYmyeVy8pe//OUD97M/jB49ukcfvJaLiFRVVUksFiu6rxEjRkgoFLKWVVRUiIj0uh0hhJDSoS3yhraIEEKOHLRF3tAWEeINP86Rw8qUKVNERKS5ubmk7drb2wvlQ5Ozm0PL29raBta5Ein2K9dAfv3y2uZQ4FXjCphKCCHkg0Fb1P990RYRQsjgQFvU/33RFhHCj3PkMPOxj31MRERefPHFPifXTCYje/bskY6OjsIvSyIi3d3dnvUPLa+tre1XX9xZh5BSf8EihBBy9EBbRAghZKihLSKElAI/zpHDypVXXilTpkyR5uZmWbFiRa91v/3tb8vo0aPl//7v/6S8vFzOOOMMERF56623etTt6uqS5uZm8fv9MnPmzH715dCvMm736FQqdcTiMxBCCDny0BYRQggZamiLCCGlwI9z5LASCATkv//7v6WiokI+//nPS2trq2e9DRs2yH/8x3/ItGnTZMGCBSIi8sUvflFERJYvX96j/oMPPii5XE4+9alPSUNDQ7/6csiVfP369dby//3f/6XLNCGEHMPQFhFCCBlqaIsIIaXAj3PksHPmmWfK008/LclkUmbMmCEPPvig7Nu3T1KplGzdulWWLVsms2bNkqamJnnqqafE7/eLiMi1114rV111lfzqV7+Sf/u3f5OWlhaJx+Pyy1/+Um655RaZNm2a3H333f3uxxVXXCFlZWWybNkyeeGFF6S7u1uefPJJWb58uWfwUkIIIccOtEWEEEKGGtoiQki/MYQMEvF43CxbtszMmjXL1NXVGb/fb+rq6sysWbPMf/7nf5pEItFjm3w+b5YvX27+6q/+ylRUVJhwOGymTp1q7rjjDtPd3W3VFZEef4sXL7bqrFq1ypx99tkmHA6b+vp6s2jRIrN//35z4oknFrY5++yzjTHGLFy4sMf+Fi5cWLStrVu3msWLF/dYPmvWLGOMMbNmzSraP2z/0N+qVasO5/ATQggxtEW0RYQQMvTQFtEWEdIXjjH0YyWEEEIIIYQQQgghZCigrJUQQgghhBBCCCGEkCGCH+cIIYQQQgghhBBCCBki+HGOEEIIIYQQQgghhJAhgh/nCCGEEEIIIYQQQggZIvhxjhBCCCGEEEIIIYSQIYIf5wghhBBCCCGEEEIIGSL4cY4QQgghhBBCCCGEkCGCH+cIIYQQQgghhBBCCBki+HGOEEIIIYQQQgghhJAhgh/nCCGEEEIIIYQQQggZIvhxjhBCCCGEEEIIIYSQIYIf5wghhBBCCCGEEEIIGSL4cY4QQgghhBBCCCGEkCHi/weUdJrsJ0M5AwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"PC used in DI: {det.pc_average}\\n\"\n", " f\"PC after PC refinement: {det_ref.pc_average.round(4)}\"\n", ")\n", "\n", "det_ref.plot_pc()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The maps indicate an orientation dependence of the PC, meaning that changes in PC can be accomodated by crystal rotations, to a certain extent. We can plot the PCs as functions of each other and color them according to the IPF-X map above to see this more clearly" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "det_ref.plot_pc(\"scatter\", c=rgb_x, alpha=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This orientation dependent \"slop\" is nicely demonstrated by Pang et al. (2020).\n", "A part of their analysis is shown in the [Orientation dependence of the projection center tutorial](pc_orientation_dependence.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine orientations and projection centers\n", "\n", "We use [refine_orientation_projection_center()](../reference/generated/kikuchipy.signals.EBSD.refine_orientation_projection_center.rst) to refine orientations and PCs at the same time.\n", "To do this we'll use the implementation of Nelder-Mead in NLopt, an optional dependency (see [the installation guide](../user/installation.rst#with-pip) for details)." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", " Method: LN_NELDERMEAD (local) from NLopt\n", " Trust region (+/-): [2. 2. 2. 0.05 0.05 0.05]\n", " Relative tolerance: 0.001\n", "Refining 4125 orientation(s) and projection center(s):\n", "[########################################] | 100% Completed | 75.38 ss\n", "Refinement speed: 54.71418 patterns/s\n" ] } ], "source": [ "xmap_ref2, det_ref2 = s.refine_orientation_projection_center(\n", " xmap=xmap,\n", " detector=det,\n", " master_pattern=mp,\n", " energy=energy,\n", " signal_mask=signal_mask,\n", " method=\"LN_NELDERMEAD\",\n", " trust_region=[2, 2, 2, 0.05, 0.05, 0.05],\n", " rtol=1e-3,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the mean of the best matching score per pattern and the average number of optimization evaluations (iterations)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.4793854339050524\n", "116.48145454545454\n" ] } ], "source": [ "print(xmap_ref2.scores.mean())\n", "print(xmap_ref2.num_evals.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score maps. We use the same colorbar bounds for both maps" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "ncc_after_ori_pc_ref = xmap_ref2.get_map_data(\"scores\")\n", "\n", "ncc_ori_pc_ref_min = np.min(ncc_after_ori_pc_ref)\n", "ncc_ori_pc_ref_max = np.max(ncc_after_ori_pc_ref)\n", "\n", "vmin3 = min([ncc_di_min, ncc_ori_pc_ref_min])\n", "vmax3 = max([ncc_di_max, ncc_ori_pc_ref_max])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_ori_pc_ref_label = \"NCC after ori./PC ref.\"\n", "\n", "fig, axes = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = axes[0].imshow(ncc_map, vmin=vmin3, vmax=vmax3)\n", "im1 = axes[1].imshow(ncc_after_ori_pc_ref, vmin=vmin3, vmax=vmax3)\n", "fig.colorbar(im0, ax=axes[0], label=\"NCC from DI\", pad=0.02)\n", "fig.colorbar(im1, ax=axes[1], label=ncc_after_ori_pc_ref_label, pad=0.02)\n", "for ax in axes:\n", " ax.axis(\"off\")\n", "fig.subplots_adjust(wspace=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "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_map.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_ori_pc_ref.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_ori_pc_ref_label,\n", ")\n", "ax.set(xlabel=\"Normalized cross correlation (NCC) scores\", 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": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC used in DI: [0.4198 0.2136 0.5015]\n", "PC after PC refinement: [0.4204 0.2148 0.5022]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"PC used in DI: {det.pc_average}\\n\"\n", " f\"PC after PC refinement: {det_ref2.pc_average.round(4)}\"\n", ")\n", "\n", "det_ref2.plot_pc()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgbx_ref2 = ckey_m3m.orientation2color(xmap_ref2.orientations)\n", "det_ref2.plot_pc(\"scatter\", c=rgbx_ref2, alpha=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the ranges of refined PCs have narrowed compared to when only the PC was optimized (as seen above). But, the unexpected inverse relation between PCz and PCy remains.\n", "\n", "It is generally advisable to refine orientations and PCs simultaneously only when estimating PCs in a grid across the sample in order to fit a plane of PCs to this grid. Indexing can then be performed with a PC from this plane for each pattern, only refining the orientation." ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "nbsphinx": "hidden", "tags": [] }, "outputs": [], "source": [ "# Remove files written to disk in this tutorial\n", "import os\n", "\n", "os.remove(temp_dir + \"ni.h5\")\n", "os.remove(temp_dir + \"ni.ang\")\n", "os.rmdir(temp_dir)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 4 }