{ "cells": [ { "cell_type": "markdown", "id": "83f19a01-f476-4680-8667-06f8cd49dcb1", "metadata": {}, "source": [ "Data corrections\n", "================\n", "\n", "This is a demonstration of how to do various data corrections from azimuthally integrated data. We use a example dataset that displays a lot of different problems to demonstrate typical things one might have to deal with.\n", "\n", "\n", "First we load the azimuthally integrated data:\n", "\n", "This data was prepared haphazardly during the beamtime, so it does not conform to the usual `odftomo` convention. So first we re-shape it into the `odftomo` convention:\n", "\n", "* Dimension 1: Tomographic rotation \n", "* Dimension 2: Spatial scanning position y \n", "* Dimension 3: Spatial scanning position z (leave as 1-length for slice-by-slice reconstructionss)\n", "* Dimension 4: Azimuthal detector angle \n", "* Dimension 5: Bragg peak index \n", "\n", "Also, the file does not contain information for the azimuthal angles, we assume that it was made with `pyFAI` and generate enevly spaced azimuthl angles from -180° to 180°.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "1c68f0e9-d7f4-492e-af3f-004e7632fbb7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import h5py\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "with h5py.File(f'data/fe3si_65_cw_layer_22_alpha.h5', 'r') as file:\n", " rot_angles = np.mean(file['rotangle_degrees'], axis =1)\n", " data_array = np.array(file['scattering_data'])\n", " twotheta_list = np.array(file['twotheta_degrees'])\n", " hkl_list = np.array(file['hkl_list'])\n", "\n", "data_array = data_array.transpose((2,1,3,0))[:, :, np.newaxis, :, :]\n", "\n", "azim_angles = np.linspace(-180, 180, data_array.shape[-2], endpoint=False) + 360 / data_array.shape[-2] / 2\n", "rot_angle_stepsize = rot_angles[1] - rot_angles[0]\n", "\n", "\n", "fig = plt.figure(figsize = (9,4))\n", "total_intensity_sinogram = np.sum(data_array, axis = (3,4))\n", "extent = (rot_angles[0]-rot_angle_stepsize/2, rot_angles[-1]+rot_angle_stepsize/2, -0.5, data_array.shape[1]-0.5)\n", "plt.imshow(total_intensity_sinogram[:,:,0].T, extent = extent)\n", "plt.colorbar()\n", "plt.xlabel(r'$\\omega\\text{ (deg)}$')\n", "plt.ylabel(r'$\\text{Scanning y (pixels)}$')\n", "plt.title('Total intensity sinogram')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ca6a4743-8021-4606-981c-d3a8ab2d992d", "metadata": {}, "source": [ "This data has quite a few problems. The first thing we notice is the zig-zag parttern along the strong features. This is due to afterglow on the flat-panel detector which looks like this because the data was collected row-by-row first left-to-right then right-to-left.\n", "\n", "An other way to inspect the raw data is to pick a single radial-and-azimuthal channel and plot the corresponding sinogram:\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "37b070d2-3034-4525-9978-54c60a367eb9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fig = plt.figure(figsize = (9,5))\n", "for ii, (azim_index, hkl_index) in enumerate([(90, 0), (90, 2), (135, 0), (135, 2)]):\n", "\n", " ax = plt.subplot(2,2,ii+1)\n", " hkl = hkl_list[hkl_index]\n", " plt.imshow(data_array[:, :, 0, azim_index, hkl_index].T, extent=extent)\n", " plt.title(rf'hkl = {hkl[0]}{hkl[1]}{hkl[2]}, $\\eta$ = {azim_angles[azim_index]:.0f}°')\n", " ax.set_yticklabels([]); ax.set_xticklabels([])\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "cd881b17-ad65-4cbb-afa7-89752006813b", "metadata": {}, "source": [ "We observe that the channels near $\\eta = 0^\\circ,180^\\circ$ have slow variation wrt. $\\omega$ while channels near $\\eta = 90^\\circ,270^\\circ$ have very fast variation. This happens because $\\eta = 0$ corresponds to a $\\mathbf{q}$ vector almost parallel to the rotation axis, meaning that grains stay in the Bragg-condition longer when the sample is rotated." ] }, { "cell_type": "markdown", "id": "258c3fe8-73e4-4f31-96e1-2357a180d87d", "metadata": {}, "source": [ "\n", "Create a Mumott geometry\n", "------------------------\n", "\n", "We now construct the `mumott.Geometry`-object corresponding to this experiment. This contains a lot of geometric information about the experiment. The geometry conventions are documented more fully in the `mumott` documentation.\n", "\n", "This code block creates a mumott-geomewtry for a 2D, slice-by-slice reconstruction is the normal XRD-CT geometry. It also alows the user to align the sample inside the reconstruction volume as wanted by adding shift vectors to the various projections. It is ugly, but it makes all the tunable parameters visible. \n" ] }, { "cell_type": "code", "execution_count": 3, "id": "a87a6ea7-8b10-4f75-8dd2-2f68d4fa8b8b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:Setting the number of threads to 4. If your physical cores are fewer than this number, you may want to use numba.set_num_threads(n), and os.environ[\"OPENBLAS_NUM_THREADS\"] = f\"{n}\" to set the number of threads to the number of physical cores n.\n", "INFO:Setting numba log level to WARNING.\n" ] } ], "source": [ "from mumott import Geometry\n", "from mumott.core.geometry import GeometryTuple\n", "\n", "# These parameters can be tuned to get a nice reconstruciotn-geometry\n", "rotation_center_off_pixels = 1\n", "shift_sample_in_volume = [6, 2]\n", "rotate_sample_in_volume = -25\n", "crop_volume = [22, 22]\n", "\n", "def Rz(angle):\n", " R = np.array([[np.cos(angle), -np.sin(angle), 0],\n", " [np.sin(angle), np.cos(angle), 0],\n", " [0, 0, 1],])\n", " return R\n", "\n", "geom = Geometry()\n", "\n", "# Real space geometry\n", "geom.p_direction_0 = np.array([1.0 ,0.0 ,0.0]) # Beam direction of propagation\n", "geom.j_direction_0 = np.array([0.0 ,-1.0 ,0.0]) # Scanning direction (we are in sample-fixed coordinates, so this might be the opposite of what you expect)\n", "geom.k_direction_0 = np.array([0.0 ,0.0 ,-1.0]) # This is completely unused for 2D geometries, but I like to pick it so p,j,k forms a right handed system\n", "geom.detector_direction_origin = np.array([0.0 ,0.0 ,-1.0]) # Sign must be checked during the experiment\n", "geom.detector_direction_positive_90 = np.array([0.0 , 1.0 , 0.0])\n", "\n", "# Various extra options\n", "geom.projection_shape = np.array((data_array.shape[1], 1)).astype(int)\n", "geom.volume_shape = np.array((data_array.shape[1]-crop_volume[0], data_array.shape[1]-crop_volume[1], 1)).astype(int)\n", "geom.detector_angles = np.array(azim_angles) * np.pi / 180\n", "geom.full_circle_covered = True\n", "\n", "for ii, rotangle in enumerate(rot_angles):\n", " R_mat = Rz( -(rotangle+rotate_sample_in_volume) * np.pi / 180 ) # If sign is changed, figure will be flipped in y\n", " geom_tp = GeometryTuple(rotation = R_mat,\n", " j_offset = rotation_center_off_pixels\\\n", " + shift_sample_in_volume[0]*np.cos(rotangle * np.pi / 180)\\\n", " + shift_sample_in_volume[1]*np.sin(rotangle * np.pi / 180),\n", " k_offset = 0.0,)\n", " geom.append(geom_tp)\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "acd75421-057d-40dc-aed1-5ed22221884d", "metadata": {}, "outputs": [ { "data": { "image/png": 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Nj1pXt6IURRFbVvPnz4fBYHA8WmOJcyIiuvnYobTIAwDCwsKcfosaMjXgk08+QVFRERISEgDA8Qe22h/fBQUF8PT0REBAgGqZkJCQOscLCQlxKnP1cQICAuDp6alapvbfUmdAfW7orJbg4GBotdo6J1RYWFjn5GvNnDkTycnJjn+XlJSw8UFERC6Vl5fnNNRyZS+BZPny5Rg5cqRTrwPQuD++pTL1lW+JMrWzNRqTNXpD93h4enqib9++yMzMdHo+MzMTAwcOrHcbnU4Hf39/pwcREdG12FvoPwB1foeu1fA4efIkNm3ahKefftrxnNFoBFC3N+HKP76NRiOsVivMZrNqmXPnztU55vnz553KXH0cs9mM6upq1TKFhYUA6vbKqLmhGx4AkJycjA8++AB//etfcfjwYfzhD3/AqVOn8Nxzz7VqvbQBAeKD6ufm7S0/9HrxocbdGCo+lGqr+LgVNOV6UeNp3N3FB91abIrSIo+mWLFiBUJCQjBq1CjHc+Hh4TAajU5/fFutVmzbts3xx3ffvn3h4eHhVCY/Px85OTmOMtHR0SguLsbevXsdZfbs2YPi4mKnMjk5OcjPz3eUycjIgE6nQ9++fR1ltm/f7nS/k4yMDJhMJnTt2rXB53rDf3Iee+wxXLx4ES+//DLy8/MRGRmJL774Al26dGntqhERETWb3W7HihUrMH78eLhf0aDVaDRISkpCamoqIiIiEBERgdTUVHh7eyMuLg4AYDAYMGHCBEybNg1BQUEIDAzE9OnTERUVhWHDhgG4fAuKhx56CBMnTsR7770H4HI67ejRo9GjRw8AQGxsLHr16oX4+Hi88cYbuHTpEqZPn46JEyc6Rg7i4uIwd+5cJCQkYNasWTh27BhSU1Px0ksvNWqo5YZveABAYmIiEhMTW7saRER0C7tycmhz9tFYmzZtwqlTp/D73/++TmzGjBmorKxEYmIizGYz+vfvj4yMDMc9PADgrbfegru7O8aNG4fKykoMHToU6enpjnt4AMCaNWswdepUR/bLmDFjsGTJEkdcq9Viw4YNSExMxKBBg+Dl5YW4uDgsXLjQUcZgMCAzMxOTJk1Cv379EBAQgOTkZKd5lQ1xQ9/HoyVcr/t4qA2p2K4aa6PL3Ly95aDdLoeqqsSYewejGKvJb/gs65uRNKyidr2o8dSGVJSaGhfWpO1y1X08cv/dAX7NvI9Haakd4XfkX7e63gpu+DkeREREdOu4KYZaiIiIrrfWGmppa9jwICIiApqVlXLlPkgdGx5NpFRWijGtyrierQ3fwt1eUdGk7dyumER1NUsPkxjzVJk3osZ2rrBJ27ka53K4BudxELUsNjyIiIgA2P/zaO4+SB0bHkRERABsUGBr5hyN5m7fFrDhQUREBMCmXH40dx+kjum0RERE5DLs8SAiIgLneLgKGx5EREQA7NDAhoavOSLtg9S1+YaHxsNTjCk11XLMJrdr3XzkW4Nr3eQ3pa2oWIzd6tRSkDVB8u3pPcxyWvPNkharxr1TRzGmlJXVHwhtL25jO/Jjc6tERNQsbb7hQUREBAB25fKjufsgdWx4EBERAbC1wFBLc7dvC5jVQkRERC7DHg8iIiKwx8NV2PAgIiICYFc0sCvNzGpp5vZtAYdaiIiIyGXafI+HUm1t0nYavU5lp/K0ZqVzBzGmVUnttauk2io2mxhzV0mtVNRWb7XKqcQaXx8xZg+UV5LV5J4RY8Ujeoqxi1Fy+9iu8g72GDVQjAXvl1cc1V2yiDH3i+ViTFMlbwc3+Rxsgb5yTCP/9aQtqP95Tqp3HTcflc9Cucp7RS2Nv4nfSdR8HGpxjTbf8CAiIgIAG9xga+ZAgPxnINViw4OIiAiA0gJzPBTO8bgmzvEgIiIil2GPBxERETjHw1XY8CAiIgJgU9xgU5o5x4Ozu6+JQy1ERETkMuzxaCJ7aWmTYig4J4a0wUFiTKOV24hq6bRqKbOKUeV41fI+7e4q7VWV5r69skqM+ebJq8zW6OWURUs7uVvTs0Sui0e5nE5r99SKMTW2YHmFXbtO/qhd6imvZmw1yOdX41X/8bwL5fP26iW/5j4nhNVuAdi9PcRYVXs5NdTrn/vEmNrKuzV5p8VYU2lDQ+SgynsTKitKW+65XYzp9p+Q9xkaLIbsXvK11hzOlbdTSd+lhrFDA3sz/x63M6H9mtjwICIiAud4uAqHWoiIiMhl2ONBRESElppcyqGWa2HDg4iICLVzPJq5SByHWq6JQy1ERETkMuzxICIiAmBvgbVamNVybWx43ECUMpXVLFVWhFVN/rTIK6bafzgs71MttVflcBq9Xg6GmcTQhe7y+V0YLqc6Trhzpxj79HSUGPvpnEGMeeSrpIeel1My3VQWp7XLu0RVkPxFZdPLMa2wiKlainHJbfKXqiFATgf2qJDr4VYtx85OixZj/qfkVO92Kimstvbya+f2Y54Ys0SGiTHdyUtirGCYUYz5nZHTzi/9tocY81XZzuonv0bV9/YRY+2X7hJj1DCc4+EabHgQERHhco8H7+Nx/XGOBxEREbkMezyIiIgA2BQNbM1c1r6527cFbHgQEREBsLXA5FIbh1quiUMtRERE5DLs8SAiIgJgV9xgb2ZWi51ZLdfEhscNRKPXiTF7mJzSZw1SSWFV4VFWLR9PbXVavcrqmSrbaYvlFWgNxyrE2Pm+XmLs26LOYqywUCXtskg+B89ieYzWTb5kcKuRv3BqvOV96swqqaMqL221b/3Hq+ggp6naveRYeUf566Cyk7yar+9P8rWskV866IrkfZZHyu9372Ny6mtl/wgxppb2awv0FWNqqgLkZHab/HFGtcr7oSJU5f0nXzK4Rd4hxuw5/5Y3JAcOtbgGh1qIiIjIZdjjQUREBMCO5melyH2KVIs9HkRERPj5BmLNfTTWmTNn8OSTTyIoKAje3t646667kJWV5YgrioKUlBSYTCZ4eXlh8ODBOHjwoNM+LBYLpkyZguDgYPj4+GDMmDE4ffq0Uxmz2Yz4+HgYDAYYDAbEx8ejqKjIqcypU6fw8MMPw8fHB8HBwZg6dSqsVufbJB84cAAxMTHw8vJCx44d8fLLL0NpxNwWNjyIiIhaidlsxqBBg+Dh4YEvv/wShw4dwptvvol27do5yixYsABpaWlYsmQJ9u3bB6PRiOHDh6O0tNRRJikpCevXr8e6deuwY8cOlJWVYfTo0bDZfp53FxcXh+zsbGzcuBEbN25EdnY24uPjHXGbzYZRo0ahvLwcO3bswLp16/DRRx9h2rRpjjIlJSUYPnw4TCYT9u3bh8WLF2PhwoVIS0tr8DlzqIWIiAgttVZL47Z//fXXERYWhhUrVjie69q1q+P/FUXBokWLMHv2bIwdOxYAsHLlSoSGhmLt2rV49tlnUVxcjOXLl2PVqlUYNmwYAGD16tUICwvDpk2bMGLECBw+fBgbN27E7t270b9/fwDAsmXLEB0djSNHjqBHjx7IyMjAoUOHkJeXB5Pp8tpab775JhISEvDqq6/C398fa9asQVVVFdLT06HT6RAZGYmjR48iLS0NycnJ0GiuPVTFHg8iIiIAdmha5AFc7hm48mERFuz89NNP0a9fP/zXf/0XQkJCcPfdd2PZsmWOeG5uLgoKChAbG+t4TqfTISYmBjt3Xl4kMysrC9XV1U5lTCYTIiMjHWV27doFg8HgaHQAwIABA2AwGJzKREZGOhodADBixAhYLBbH0M+uXbsQExMDnU7nVObs2bM4ceJEg64zezxuILaiYjGmyZFTUfXt5LRRqKw4qqmRU18VLzkX0OYrL7WqLZf3WRkeIMaKuskpmQPvPSTGunpfFGPte5WJsS3H5bTLqhA5RbLionzunmZ5O2tXeYVdbYF8rWtChCVoAbgV13/NPIvkvyc0l1RiKrPigvbKXxUV8qLDcJOrj0t3yNdSbX6fR4n8ni7pIr+PDMflyti85e2kVYABwCxnsCLogHxBL0XKJ6iV3ypQVOpSfrt8Xbxy5O3oZy3Z4xEW5rwa8pw5c5CSklKn/PHjx7F06VIkJydj1qxZ2Lt3L6ZOnQqdToff/e53KCgoAACEhoY6bRcaGoqTJ08CAAoKCuDp6YmAgIA6ZWq3LygoQEhI3dW1Q0JCnMpcfZyAgAB4eno6lbmyR+bKuhUUFCA8PLz+C3MFNjyIiIhaWF5eHvz9f24MXtlDcCW73Y5+/fohNTUVAHD33Xfj4MGDWLp0KX73u985yl09hKEoyjWHNa4uU1/5lihTO7G0IcMsAIdaiIiIAPx8A7HmPgDA39/f6SE1PDp06IBevXo5PdezZ0+cOnUKAGA0Xr6ZXm2PQ63CwkJHT4PRaITVaoXZbFYtc+7cuTrHP3/+vFOZq49jNptRXV2tWqawsBBA3V4ZCRseREREAOyKpkUejTFo0CAcOXLE6bmjR4+iS5cuAIDw8HAYjUZkZmY64larFdu2bcPAgQMBAH379oWHh4dTmfz8fOTk5DjKREdHo7i4GHv37nWU2bNnD4qLi53K5OTkID8/31EmIyMDOp0Offv2dZTZvn27U4ptRkYGTCZTnSEYCRseREREreQPf/gDdu/ejdTUVPz4449Yu3Yt3n//fUyaNAnA5eGLpKQkpKamYv369cjJyUFCQgK8vb0RFxcHADAYDJgwYQKmTZuGzZs34/vvv8eTTz6JqKgoR5ZLz5498dBDD2HixInYvXs3du/ejYkTJ2L06NHo0aMHACA2Nha9evVCfHw8vv/+e2zevBnTp0/HxIkTHcNGcXFx0Ol0SEhIQE5ODtavX4/U1NQGZ7QAnONBREQE4PINxJq7VktjbyB27733Yv369Zg5cyZefvllhIeHY9GiRXjiiSccZWbMmIHKykokJibCbDajf//+yMjIgJ+fn6PMW2+9BXd3d4wbNw6VlZUYOnQo0tPTodX+POl9zZo1mDp1qiP7ZcyYMViyZIkjrtVqsWHDBiQmJmLQoEHw8vJCXFwcFi5c6ChjMBiQmZmJSZMmoV+/fggICEBycjKSk5MbfM4apTG3G7sJlZSUwGAwYDB+BXeNPHP9RqfxkDMA3Fyc1VId7C3G3IvrTxkDgCqjjxhTy2rp/WTTslrOW+WFv9SyWuw2OTvFfrNntagsMqaW1eJ1Tv6aqDDJf+WoHc+jXI6p9VaHfCdneF3qKa+qp5bVorbAX3E3+fUpvl0MIeiAvE/1rBaVReJUsloCj8gX2+uTvWLsZlCjVGMr/oni4mKnCZstpfZ3InXvEOh9m/f3eFVZDWb9Yst1q+utgD0eNxBtcJAcDJFj1hD5B7bGR/4xLDPKL79vgfwlpjuvlu8nf9l6/SQ3EjxK5Q/oroFyetZujRzz1MlLydYUysumeoTKP2zuKj/q1iC5IYcyuWFl81b5xbep/KiH1P86VOnlxpE+X2UF2tvkRmOlSeWrQqX67Q7J16usi7yd/49yrFrlh0Gt8VQRKr8G1b7ydfY/KX8Wqh6WW0+VBe3k4/nL7xVroPwZ0lTL9fQslj/r3u7yNVNqVFqHRNcBGx5EREQAbNDAhuYtEtfc7dsCNjyIiIgA2BU32Jt5A7Hmbt8W8AoRERGRy7DHg4iICIANzR8qUZnpRf/BhgcRERE41OIqrXqFtm/fjocffhgmkwkajQaffPKJU1xRFKSkpMBkMsHLywuDBw/GwYMHW6eyRER0S6tdJK65D1LXqj0e5eXluPPOO/HUU0/h17/+dZ34ggULkJaWhvT0dHTv3h3z5s3D8OHDceTIEacbp9xMNML9+gEAQfLqrbDKqaHuZXJyf2V7+d4ZdpXbmpSHyG+NcpX0XTXt914SY2r3bVCK5fRQ344lYszTXe70rAmRvxw8PeX0wgo/OdVR0at0sqp8F42MkpcO/bYwTIxZqut/jSrkQ6HKQ843dTPLbwg3lTTOGoN83hUdVLbzVVnJOFRODbUEyvXUXZJfH6u/XJdqHzlWdJt8vPKzKt9Dt8vnpy9UOb/ucjq3plD+/vBSOXfNHfINR5SDR8SYWno8UVO1asNj5MiRGDlyZL0xRVGwaNEizJ49G2PHjgUArFy5EqGhoVi7di2effZZV1aViIhucQo0sDdzjofCdNprumH7hHJzc1FQUOC4tStweVnhmJgY7Ny5U9zOYrGgpKTE6UFERHQtHGpxjRv2CtUuu3v1MruhoaF1luS90vz582EwGByPsDC5q5qIiIhc64ZteNS6erU7RVFUV8CbOXMmiouLHY+8vLzrXUUiIroFNHTZ+2s9SN0Nm05rNBoBXO756NChg+P5wsLCOr0gV9LpdNCpTeAkIiKqh60FVqdt7vZtwQ17hcLDw2E0GpGZmel4zmq1Ytu2bRg4cGAr1oyIiIiaqlV7PMrKyvDjjz8vQ5mbm4vs7GwEBgaic+fOSEpKQmpqKiIiIhAREYHU1FR4e3sjLi6uFWvdPIpFXgFUUy2ncdp95eW+teeL5X12kdNp1bipZIZqrXKKnVu1SrqpyhAZtHIs9Bs5VjhSvi5ePnKacU2VykqlZpVrrXJdfI/Kab/VvvJ1+VLTW4y5ucvpr576+t8v2mPe4jZ+d8srBFcHyimeVqvKV8Ul+XppepWKMe1Pclp2VXv5vIO/l98PdpVqWgLk7YL3y5+9M4Plv8+8zsjXrKKb/P7T1MjbKZfkHlu1tGavQvm7xa1CXlHarpIyq21nEGO2Ivl752bVEkMlHGq5tlZteHz77bcYMmSI49/JyckAgPHjxyM9PR0zZsxAZWUlEhMTYTab0b9/f2RkZNy09/AgIqIblx1usDdzIKC527cFrdrwGDx4MBSV1rZGo0FKSgpSUlJcVykiIiK6bm7YyaVERESuZFM0sDVzqKS527cFbHgQERGBczxchQ0PIiIiAEoLrE6r8M6l18QrRERERC7DHo8biHJBXr3VFhouxiwhcsqsRmVxSbX0wrLO8obuFXJ7VVckH09xk1Pz2u09K8b8rIFi7HyhlxirDJHroj0np77qzPJ1UUvz1MgZmbCEqKxUekJOn3S/q0iMhfiV1fv8yQg5VbOkTL5ebqfkWI1JTtU0HJK/RkruldOWDXnydS7tKoZQGayWFivXsyJUvs6VwfI106ikUGvktwM0KisB21Xucaj4yytRK9Xy9bzYS05rNv2kkqp//91iTJtzQozdimzQwNbMRd6au31bwIYHERERALvS/DkadpU/9ugyDrUQERGRy7DHg4iICIC9BSaXNnf7toANDyIiIgB2aGBv5hyN5m7fFrBpRkRERC7DHg8iIiLwzqWuwobHDcRWUiLGPE7Lq4q6+8vptJ7FctpoSWd5sT29fDjVFWj1RXIKof6SvFpnxR2h8gFVtPu3Smrl3YVi7EiFSYzpLskpi/pCuZMw6KB8fv4n5XRNm06+ZlUX2omxU13qT0+2BcnpmPqT8vuhyiinXLoXyPmf5R1V1lu6KB+vuJecp+r7k3y9auTFd1ERKr92OrPKKqwqKy77npRf89LbVPJpi1VWQPaTt/PIl6+ZWnq8qhqV19ZcKR+vnb8Yc+tslLfLPSPGFJW62CsqxJgrcI6Ha/AKERERkcuwx4OIiAj/mVza3Pt4cHLpNbHhQUREBEBpgawWhQ2Pa2LDg4iICFyd1lU4x4OIiIhchj0eREREYFaLq7DhcQNx85PTW+0GXzFW3V7OLyzpIqdBWuVMOVjbyd2FNd5yTl9gjvyh08uL78LqL6dPehfKaapuVjll8chJOd3P67RK2mWRfH7VvvJ1KbxHToMM/LecOlpulK+ZZ7FKqqqQkalxl1M1dWYxhBpf+TUIzJG3Kxwon1v4/8mx3Mfla2n3lOui9r1u9ZP36VmmsuJypUpML8dsgXLqsuF7+bNX0l2+Lt5n5BMsD1NJ33WTz12plutpz/m3vMuuncWYpkalLlqV1X49VH52Wj2dlkMtrsCmGREREbkMezyIiIjAtVpchQ0PIiIicKjFVTjUQkRERC7DHg8iIiKwx8NV2ONBRESEnxsezX00RkpKCjQajdPDaPw5I09RFKSkpMBkMsHLywuDBw/GwYMHnfZhsVgwZcoUBAcHw8fHB2PGjMHp06edypjNZsTHx8NgMMBgMCA+Ph5FRUVOZU6dOoWHH34YPj4+CA4OxtSpU2G1OmcVHjhwADExMfDy8kLHjh3x8ssvQ1Eat3ohezxuIPayMjl46JgY8vCR02n9ESHGFI2c7qeWNupmkWNWOesXle3ldFM1xeF6MVYVqPIhr5RT+iq7WcSY3wm5nqHbz4ux4shAeZ9Hi8SYzTNAjLlXySmLAT/WnyJpjpCvl1oKtf58015XqKTvFvaT32PaS/KXldp3t81L3q7GR96wWi3VViVt2RIgb6cpk79CtRaV1XDL5L/5auTFpuFZJG+nqZGPZy8qlneqwnamQIy5dVNJtVVZ1bbm5Gkx1lb17t0bmzZtcvxbe0U68oIFC5CWlob09HR0794d8+bNw/Dhw3HkyBH4/ecWDElJSfjss8+wbt06BAUFYdq0aRg9ejSysrIc+4qLi8Pp06exceNGAMAzzzyD+Ph4fPbZZwAAm82GUaNGoX379tixYwcuXryI8ePHQ1EULF68GABQUlKC4cOHY8iQIdi3bx+OHj2KhIQE+Pj4YNq0aQ0+XzY8iIiI0HpDLe7u7k69HLUURcGiRYswe/ZsjB07FgCwcuVKhIaGYu3atXj22WdRXFyM5cuXY9WqVRg2bBgAYPXq1QgLC8OmTZswYsQIHD58GBs3bsTu3bvRv39/AMCyZcsQHR2NI0eOoEePHsjIyMChQ4eQl5cHk8kEAHjzzTeRkJCAV199Ff7+/lizZg2qqqqQnp4OnU6HyMhIHD16FGlpaUhOToZG07Bz51ALERERAAU/p9Q29VHb71RSUuL0sFjkXtZjx47BZDIhPDwcv/3tb3H8+HEAQG5uLgoKChAbG+soq9PpEBMTg507dwIAsrKyUF1d7VTGZDIhMjLSUWbXrl0wGAyORgcADBgwAAaDwalMZGSko9EBACNGjIDFYkFWVpajTExMDHQ6nVOZs2fP4sSJEw2+zmx4EBERoWXneISFhTnmUxgMBsyfP7/eY/bv3x9/+9vf8K9//QvLli1DQUEBBg4ciIsXL6Kg4PJQV2hoqNM2oaGhjlhBQQE8PT0REBCgWiYkJKTOsUNCQpzKXH2cgIAAeHp6qpap/XdtmYbgUAsREVELy8vLg7//z3NdruwluNLIkSMd/x8VFYXo6GjcdtttWLlyJQYMGAAAdYYwFEW55rDG1WXqK98SZWonljZ0mAVgjwcRERGAlu3x8Pf3d3pIDY+r+fj4ICoqCseOHXPM+7i6N6GwsNDR02A0GmG1WmE2m1XLnDt3rs6xzp8/71Tm6uOYzWZUV1erliksLARQt1dGDRseREREaJ102qtZLBYcPnwYHTp0QHh4OIxGIzIzMx1xq9WKbdu2YeDAgQCAvn37wsPDw6lMfn4+cnJyHGWio6NRXFyMvXv3Osrs2bMHxcXFTmVycnKQn5/vKJORkQGdToe+ffs6ymzfvt0pxTYjIwMmkwldu3Zt8DlyqOUGolVZnVYTYBBjispqj3YPuW1pk7MuobXKqXlWrcoHS6Up63VOXmW2KlhOYW13RF6xstogb2f3lFegtXnK16wkXAzBo1JOma1oL6fvVt0nbxd4sFKM5T4iv0g+Z7zqfd6jVH7tyjvLqa9B2fLrenFYlRhrnynX8VKsfG66nPrrDwBVveTt7DUqKyCfl/+qtATI18X/pMoKtDr5ugR9J9elwihv56dyPHNUjRjzOSW/b9VS4JUaeZ9q3AzydxK08rnb/eUUf61KGi6Ez6xiswDyIro3tenTp+Phhx9G586dUVhYiHnz5qGkpATjx4+HRqNBUlISUlNTERERgYiICKSmpsLb2xtxcXEAAIPBgAkTJmDatGkICgpCYGAgpk+fjqioKEeWS8+ePfHQQw9h4sSJeO+99wBcTqcdPXo0evToAQCIjY1Fr169EB8fjzfeeAOXLl3C9OnTMXHiRMeQUVxcHObOnYuEhATMmjULx44dQ2pqKl566aVGDbWw4UFERITWSac9ffo0Hn/8cVy4cAHt27fHgAEDsHv3bnTp0gUAMGPGDFRWViIxMRFmsxn9+/dHRkaG4x4eAPDWW2/B3d0d48aNQ2VlJYYOHYr09HSn+4GsWbMGU6dOdWS/jBkzBkuWLHHEtVotNmzYgMTERAwaNAheXl6Ii4vDwoULHWUMBgMyMzMxadIk9OvXDwEBAUhOTkZycnKjzpkNDyIiIgCKooHSzIZHY7dft26dalyj0SAlJQUpKSliGb1ej8WLFztu9FWfwMBArF69WvVYnTt3xueff65aJioqCtu3b1ctcy2c40FEREQuwx4PIiIi/HzzsObug9Sx4UFERASuTusqHGohIiIil2GPxw3EVloqxmrulVeZ1Z2WV57UWmxirNpXTkV1kzNfURUhp1baTsvpjGUXVW6go/JHglrKbGlH+S3sIV9OaFUWytVflFMdfU/Kqb3+W86IsXO/7iHGNDb5eO2OqKwSLKQ864vk1/yiynl7lsrH8vWVX3No5HRadw85jbOis0qKp1VOTXbTyeenkUOwdZbPoTJPPge3apXUcoN8zfQqq+/W6FXe8E38g9nrgsrS5G7y9YRdvmi2CxfFmNZa/+rIAKBEhMnH85GvteJe/9/CdpucBt6SWmNyaVvEhgcRERE41OIqbHgQERGBPR6uwjkeRERE5DLs8SAiIsLl3ormDpWwx+Pa2PAgIiICoABQVOboNnQfpI5DLUREROQy7PG4kag0tXWnzGJMo5LWVt4hWIzZVFIr7SrvDI9TclqsWkqmm0raqO+JcrkunnIqYOBhOe+3tIu8+qnNU66n2sq8px6SV+vs8I28rK1ammdpuFxPSzu5npa+ZfU+7/m9r7iNtkJOS8wfJIag/Xc7MVZ2p3y9vPfK12vQb/aLsX3/6CPG/GMLxFipm3wt3c7KaZxq74dOn8pp0qcf6SjGAg/J6btn75PrGfSd/H6vlD/OCPpO5TvijtvEmO3QUXmnKmwlJWLMvUCuS02YfBLakvqvmZtN/o5rSXZooOGdS687NjyIiIjArBZX4VALERERuQx7PIiIiHD55l8a3kDsumPDg4iICJen2TU7q4VpLdfEoRYiIiJyGfZ4EBERgZNLXaXNNDw07u7QaOqerpufnO5nKyqSd+ji/jRNpUWMWbu2F2NqqaFq/V02nbydRmWXlSFyuqaikQ9YdJv8OnifU6mLSpqq4biczljaRU4JVlsttuMWeXVaaOUvHMMJOe33QpRcF638skOx1389LQFy/bWVKnW854IYq9wmv8fufvSgGPv280gx5qVVSQMPk99HVWb5vVLdS96nPs9DjJX0kV8f5Uv5a7JazlxGjbdKWqxRPj+/U/I+bSqr2lpCfMSYe7m8EnBTfyY1Hir5+GrbqayYDWkVWq5Oe0tpMw0PIiIiNZxc6hpNanhUV1ejoKAAFRUVaN++PQIDA1u6XkRERHQLavDk0rKyMrz33nsYPHgwDAYDunbtil69eqF9+/bo0qULJk6ciH379l3PuhIREV03tVktzX2QugY1PN566y107doVy5Ytw4MPPoiPP/4Y2dnZOHLkCHbt2oU5c+agpqYGw4cPx0MPPYRjx45d73oTERG1qMsNB00zH619Fje+Bg217Ny5E1u2bEFUVFS98V/84hf4/e9/j3fffRfLly/Htm3bEBER0aIVJSIioptfg3o8/vd//1dsdFxJp9MhMTERTz/9dIMOPn/+fNx7773w8/NDSEgIHnnkERw5csSpjKIoSElJgclkgpeXFwYPHoyDB+VZ9ERERE3R/N6O5mfFtAWtmtWybds2TJo0Cffeey9qamowe/ZsxMbG4tChQ/DxuZwatmDBAqSlpSE9PR3du3fHvHnzMHz4cBw5cgR+KqmwV9N46aHRNC79y93UQYzVnDnbqH01V3mUSYzpC+QUT48y+SWuNKmsKnpK3k4tvdXnnJwq51Em54ZWtpdfG/1FOUXyfB95xVGrQU6frAiR29x2eTNc6COvKmpXeXt5nZO/jMo7y6mCHiXydh4Hvet9vrJr01byvFQk54baO8uv64mSIDFmCZbP7XBxqBjz7iqvfFp2QU4bhUrWpZucUQptkfx+V/TyG8JDrias/nI6rf+P8vtPcZM/Xx7yIs6o8ZWPpz+QJ8ZUkltVKdVyCrKtUE7NdvOWP7M17ev/Tq+pkc+tJSn/eTR3H6SuQQ2PsWPHNniHH3/8cYPLbty40enfK1asQEhICLKysvDAAw9AURQsWrQIs2fPdtRh5cqVCA0Nxdq1a/Hss882+FhERETU+hrU8DAYDNe7HgCA4uJiAHCk5+bm5qKgoACxsbGOMjqdDjExMdi5c2e9DQ+LxQKL5ee/rEtKVP4kISIi+g/eQMw1GtTwWLFixfWuBxRFQXJyMu677z5ERl6+22FBQQEAIDTUuUs2NDQUJ0+erHc/8+fPx9y5c69vZYmI6NbDsRaXaNIicTU1Ndi0aRPee+89lJaWAgDOnj2LsrKyJldk8uTJ2L9/P/7+97/XiWk0zi1IRVHqPFdr5syZKC4udjzy8uSxTSIiIoeWmFjKHo9ravTk0pMnT+Khhx7CqVOnYLFYMHz4cPj5+WHBggWoqqrCu+++2+hKTJkyBZ9++im2b9+OTp06OZ43Go0ALvd8dOjw80TPwsLCOr0gtXQ6HXQ6ee0LIiIiaj2N7vF44YUX0K9fP5jNZnh5/TzD/9FHH8XmzZsbtS9FUTB58mR8/PHH+OqrrxAeHu4UDw8Ph9FoRGZmpuM5q9WKbdu2YeDAgY2tOhERkYh3LnWNRvd47NixA9988w08PZ1zB7t06YIzZ840al+TJk3C2rVr8c9//hN+fn6OOR0GgwFeXl7QaDRISkpCamoqIiIiEBERgdTUVHh7eyMuLq5Rx9Jo3aBRWR21Pkq5nLvmppdTwuxV8qqoTeVeJSe9VXaU0wttOrnbz/e4nKKmtirqhYFyumbVETmntKKDfDzPIvm18c+VY14X5PzJ0jD5eN6F8nY1KiuAVoXI3ypBP8jblXUUQzD8W2XF0QA5Zhc69tqFlIrbWFXSEv285Be9sFqeYH6msJ0Y69jrnBgL0Mlp4O295GHbnzyCxdiFs3I9K1TSjD3PyV+FBQ/Ia1G5V8rvh4rQpr3/zD1U3u/n5ePZPOT3ilLs2kn2Gk85Bdl+4rQYc5dSpRU5dbclcXKpazS64WG322Gz1f0RPH36dKPuqwEAS5cuBQAMHjzY6fkVK1YgISEBADBjxgxUVlYiMTERZrMZ/fv3R0ZGRqOPRURERK2v0Q2P4cOHY9GiRXj//fcBXJ74WVZWhjlz5uCXv/xlo/alNKBPSqPRICUlBSkpKY2tKhERUcO1xORQ9nhcU6MbHm+99RaGDBmCXr16oaqqCnFxcTh27BiCg4PrzUghIiK6GbTEHA3O8bi2Rjc8TCYTsrOzsW7dOmRlZcFut2PChAl44oknnCabEhEREV2t0Q2Pc+fOITQ0FE899RSeeuopp9j+/fvRp0+fFqscERGRy/AGYi7R6HTaqKgofPrpp3WeX7hwIfr3798ilSIiInI1rk7rGo3u8fjTn/6Exx57DOPHj8dbb72FS5cuIT4+HgcPHsSHH354PerYIjS+vtC41c0/VCorxW1sF8zXs0qNojtaIMYqB3UWY+6VKmmjKot86i+qNNtVmqs6s7xdjZe8obucWYmqYPmDbMiV04y9VVbKLesop/1WhsjH8zTLsQt3yddaEyqnWLvvk4coq++U00qry+o/h9/ftk/cxq7Ir8EllTfE/128W4x5+cipjoF6+YU1eRWLsUqb/PpEBueLse1m+RzsVjm9tcZPft9W2uXX3FuuCrRV8j6rVNKk3VQWF1ZLc68Mkl9bv563yRt+f1CONZHGU2Wp5nqyImvZy+q/hYFdadqKy3RjanSPx7Rp07B7925888036NOnD/r06QMvLy/s378fY8aMuR51JCIicg2lmQ+6piat1dKtWzf07t0bJ06cQElJCcaNGyfewpyIiOhm0NpDLfPnz3fcOPPnOilISUmByWSCl5cXBg8ejIMHnXupLBYLpkyZguDgYPj4+GDMmDE4fdr5Rm1msxnx8fEwGAwwGAyIj49HUVGRU5lTp07h4Ycfho+PD4KDgzF16lRYrc49mgcOHEBMTAy8vLzQsWNHvPzyyw26NcaVGt3wqO3p+PHHH7F//34sXboUU6ZMwbhx42A23zhDE0RERI3S3N6OZvR67Nu3D++//36dBI0FCxYgLS0NS5Yswb59+2A0GjF8+HDHAq0AkJSUhPXr12PdunXYsWMHysrKMHr0aKebfcbFxSE7OxsbN27Exo0bkZ2djfj4eEfcZrNh1KhRKC8vx44dO7Bu3Tp89NFHmDZtmqNMSUkJhg8fDpPJhH379mHx4sVYuHAh0tLSGnWujW54PPjgg3jsscewa9cu9OzZE08//TS+//57nD59GlFRUY3dHRERUZtWVlaGJ554AsuWLUNAQIDjeUVRsGjRIsyePRtjx45FZGQkVq5ciYqKCqxduxYAUFxcjOXLl+PNN9/EsGHDcPfdd2P16tU4cOAANm3aBAA4fPgwNm7ciA8++ADR0dGIjo7GsmXL8Pnnn+PIkSMAgIyMDBw6dAirV6/G3XffjWHDhuHNN9/EsmXLUFJy+Zb7a9asQVVVFdLT0xEZGYmxY8di1qxZSEtLa1SvR6MbHhkZGXjttdfg4fHzvfhvu+027NixA88++2xjd0dERHSD0LTQo3EmTZqEUaNGYdiwYU7P5+bmoqCgALGxsY7ndDodYmJisHPnTgBAVlYWqqurncqYTCZERkY6yuzatQsGg8Ep83TAgAEwGAxOZSIjI2EymRxlRowYAYvFgqysLEeZmJgYpxXgR4wYgbNnz+LEiRMNPt9GZ7XExMTU+7ybmxtefPHFxu6OiIjoxtCC9/Go7SWopdPpnH6wa61btw7fffcd9u2rm41Wu3Dq1XMoQ0NDcfLkSUcZT09Pp56S2jK12xcUFCAkJKTO/kNCQpzKXH2cgIAAeHp6OpXp2rVrnePUxq5eYV7SoIbHn//8ZzzzzDPQ6/X485//LJbTaDSYMmVKgw7scm6ay4+rKBbXrHrYXNWd24sxrUVO49RWyqlr7aPPi7HSwg5izOOcvPKkpZ3c2rd5y59o9wp5O/dyebviLvJbOPDf8nUxHFdbQVheeViRMzKhM8sdiNbzcspsabhcz/E9vxVj0T7H6n0+1ltOPdxrkWPbyu8QY2qpqP0jToqxI0V1v+xq3dlOXqW0l/dZMZZf3U6MRXQslOuSK7+nDd3k+WkV2fLqtFVB8vvW/6T8ul7qJW8XvF/erjhcfo/55Mufk+pA+T2t72AUYzX5chq/GltT5/u51f8+UxT5e+xGFRYW5vTvOXPm1FlzLC8vDy+88AIyMjKgV1nxXKNxfr8oilLnuatdXaa+8i1RpnaI5Vr1uVKDGh5vvfUWnnjiCej1erz11ltiuRu64UFERKSmBXs88vLy4O/v73i6vt6OrKwsFBYWom/fvo7nbDYbtm/fjiVLljjmXxQUFKBDh58bzoWFhY6eBqPRCKvVCrPZ7NTrUVhYiIEDBzrKnDt3rs7xz58/77SfPXv2OMXNZjOqq6udytT2flx5HKBur4yaBs3xyM3NRVBQkOP/pcfx48cbfGAiIqIbSu3qtM19APD393d61NfwGDp0KA4cOIDs7GzHo1+/fnjiiSeQnZ2Nbt26wWg0IjMz07GN1WrFtm3bHI2Kvn37wsPDw6lMfn4+cnJyHGWio6NRXFyMvXv3Osrs2bMHxcXFTmVycnKQn//zXfEyMjKg0+kcDaPo6Ghs377dKcU2IyMDJpOpzhCMmkbP8bhSU7pYiIiICPDz80NkZKTTcz4+PggKCnI8n5SUhNTUVERERCAiIgKpqanw9vZGXFwcAMBgMGDChAmYNm0agoKCEBgYiOnTpyMqKsoxWbVnz5546KGHMHHiRLz33nsAgGeeeQajR49Gjx49AACxsbHo1asX4uPj8cYbb+DSpUuYPn06Jk6c6Oi5iYuLw9y5c5GQkIBZs2bh2LFjSE1NxUsvvdSodkCTbiC2fPlyREZGQq/XQ6/XIzIyEh988EFTdkVERHRDUJSWebSkGTNmICkpCYmJiejXrx/OnDmDjIwM+Pn5Ocq89dZbeOSRRzBu3DgMGjQI3t7e+Oyzz6DV/jxnZs2aNYiKikJsbCxiY2PRp08frFq1yhHXarXYsGED9Ho9Bg0ahHHjxuGRRx7BwoULHWUMBgMyMzNx+vRp9OvXD4mJiUhOTkZycnKjzqnRPR4vvvgi3nrrLUyZMgXR0dEALqfY/OEPf8CJEycwb968xu6SiIio9d0Aq9Nu3brV6d8ajQYpKSl1JqZeSa/XY/HixVi8eLFYJjAwEKtXr1Y9dufOnfH555+rlomKisL27dtVy1xLoxseS5cuxbJly/D44487nhszZgz69OmDKVOmsOFBREREokY3PGw2G/r161fn+b59+6KmpqZFKnU92M5dgEZTNw1Usags96hGSPsCANhbPvXL/UKpGKsOV1nd1EceTSs8KM9C9lCZoGzzkpv0hhNyKqDfkh/EmBJ5u3w8vfw2dbPK11pbJK+MqimtfxVMAGh/XL5meY91FWPWdvJ1sXSS01gfv3uvGDtcJqc63u19ot7n511QWYlUhbnaW4z17V7/sQDgkFl+s0QGyumYWWZ5VeV5Xb4TY2+XDBNjHbxLxNhRlTe1RiO/dm7WpqWIq/EukPdpd5f36Skv6AuNytdOVaD8GdLrVFaSdTXpu9NV6bRXTA5t1j5IVaPneDz55JNYunRpnefff/99PPHEEy1SKSIiIlfTKC3zIHVNympZvnw5MjIyMGDAAADA7t27kZeXh9/97ndOk0wau3AMERFRq7kB5ni0BY1ueOTk5OCee+4BAPz0008AgPbt26N9+/bIyclxlGOKLREREV2t0Q2PLVu2XI96EBERtS7O8XCJZt1AjIiI6JbBoRaXaNDk0ueeew55eXkN2uGHH36INWvWNKtSREREdGtqUI9H+/btERkZiYEDB2LMmDHo168fTCYT9Ho9zGYzDh06hB07dmDdunXo2LEj3n///etd70ZTLBYoGjnVs9GuQ8qsGuVs3QV+alUFyCmXtrrLAzh4qyw8aVfJFg48LMeqveW2rPk3d4kxrcoiwVUBctelViUb2rtQXu0RkFcc9T56QYx1XHZAjF0cGynGzHp5Rd8vT/USYyM7HxJjpfb606jTcwaI23x13xIxNnjrVDEWf+ceMXZga4QY+/Xj8s2IXsh6TIxlG8PE2M6T8tLbg8PrX7EXANzc5c9/SamcSlxjkm8T4H1a/gpVyU6GZ7HKn8UqIZ9C+XvnQh/5sxe8X+Vw7iof9raGPR4u0aCGxyuvvIIpU6Zg+fLlePfdd50mkQKX7zc/bNgwfPDBB4iNjb0uFSUiIrqu2PBwiQbP8QgJCcHMmTMxc+ZMFBUV4eTJk6isrERwcDBuu+02ZrEQERHRNTVpcmm7du3Qrl27Fq4KERFRK2JWi0swq4WIiAgtc+dR3rn02hp9y3QiIiKipmKPxw3EzVueBq907yrGdMXybH2LQW5bVhrkulhC5Zn8wTliCJ6lcnPfo0Tep7ZKjvkdl/epscrbac4UijHbxUtiDBHdxJBbO/mi+Z6RU3PKO8rpRaXlcvbN//37bjG2LaD+hfW8veVUn7fPPyDG3ArlxcK+PC1n3ujMctfy/164V4zVnJXf72uC+4sxa7lcz3OV/mLMz6dKrotd/pxUu8uZJDWXfMVYZah8XQIPy/ssD5WzTGos8mdBWykfT7X334M/Aw6cXOoS7PEgIiIil2l0w+PgwYNibOPGjc2qDBERUWvRoAVWp23tk7gJNLrh0a9fPyxevNjpOYvFgsmTJ+PRRx9tsYoRERHRrafRg3tr1qzBM888gy+++AIrVqxAQUEB4uLiAADffPNNi1eQiIjIJZhO6xKN7vEYO3Ys9u/fj5qaGkRGRiI6OhqDBw9GVlYW7rnnnutRRyIioutPaaEHqWrS5FKbzQar1QqbzQabzQaj0QidTmVRECIiIiI0Yahl3bp1eP7553H//ffj6NGjyM7OxlNPPYV//etfWLVqFbp1k1MRbyUaDzmlD4qc3qrUyOmf9ooKMaY9cVaMeQfJ17zaW66nWhokNHJK3/k+TetK7JwhpzPm3+cnxgzHVRbpOiNfMyXcJMa0ge3EGC4ViaEalTRcvZ+cHmqU11jD8dvlj6HiIaddni+qP5XTVyWd9rMMOU3Vrat8LSu2txdjlZ3k9/tX38tpuD4F8t89P3p1EGPwkI/306UgMWbwalo67SWL/LpWB8qvj/6c/LqaI+TPl5v8dlddFNGzVI5VBcrnp5JV3/YwndYlGt3jMWHCBKSmpuLTTz9F+/btMXz4cBw4cAAdO3bEXXfddR2qSEREdP01O6OlBe582hY0usfju+++Q48ePZyeCwgIwD/+8Q+sWrWqxSpGREREt55GNzyubnRcKT4+vlmVISIiajUcanEJ3iuXiIgIYMPDRXjLdCIiInIZ9ngQERGhZSaHcnLptbHhoUJttVho5JRSe3m5vE+9vBKp3VotxmxmsxjTnZfTIHGbnE5b7SNvpq1q2kqX1f7yp66km3xA/QV5O78D8iqzxXeHijHff2aJMfjKddEEtBNjblVyPmNNgPx+qQqUP2ruF+SOR91F+fWrCq7/mpVo5HqovG1hK/QSYyrJ47AHyO9b/x/k+/uUdZHTYnUqqag2nfxesbeTT7BQSD8GAFNgiRirqfIQY3CX62I1yOfnXiHXs8NOOZ+2Mki+Ll4X5dReq59K5/alYjnW1vDOpS7RpIZHUVER9u7di8LCQtjtzh+u3/3udy1SMSIiIpfiHA+XaHTD47PPPsMTTzyB8vJy+Pn5QXPFn1AajYYNDyIiIhI1enLptGnT8Pvf/x6lpaUoKiqC2Wx2PC5dku/qSEREdCPjDcRco9E9HmfOnMHUqVPhrTb/gYiI6GbDoRaXaHSPx4gRI/Dtt99ej7oQERHRLa7RPR6jRo3CH//4Rxw6dAhRUVHw8HCe8T1mzJgWqxwREZHLtMRQCXs8rqnRDY+JEycCAF5++eU6MY1GA5tNTum62dhVUifdQ4LFmGKRt7NXyStkqq14q9jl61oeLq/sqlF5OWp85U9Ija+cCuhzSl5Z0yZnVqK0s9zBppUvCy4NMIoxjVxNaHrdLsbUvhs0hXLqcs093cVYta/8caoMks/dzSrXxUNlxVGttf60PW2lvE1Rb/mCGf4tv65lXeQr5nNETpm1q3zDqKWU6i/K25XLiw6jwiynBGtUUl9NPnJK6UlFXvHWGCbPa7uYHSLGPMqalnLplyd/t3iel9P4a/zlNH7bOTldvc3hUItLNLrhcXX6LBEREVFD8QZiREREAHs8XKRJa7Vs27YNDz/8MG6//XZERERgzJgx+Prrr1u6bkRERC7DdFrXaHTDY/Xq1Rg2bBi8vb0xdepUTJ48GV5eXhg6dCjWrl17PepIREREt4hGD7W8+uqrWLBgAf7whz84nnvhhReQlpaGV155BXFxcS1aQSIiIrp1NLrH4/jx43j44YfrPD9mzBjk5ua2SKWIiIhcTmmhB6lqdI9HWFgYNm/ejNtvd05V3Lx5M8LCwhq1r6VLl2Lp0qU4ceIEAKB379546aWXMHLkSACAoiiYO3cu3n//fZjNZvTv3x9/+ctf0Lt378ZWG9rAAGjd6qarKiorwtpL5VxG2wU5388tKFDeTiV1TalWyatUoT8np9hdukNehVUthdWzWE6tdFdJ16wMlT913kfl7Uo7y+mFHuUqaZdmOctKLYXQEiSnLms6+4sxRb4sOPuA3I73LJLPwbhHXo3Us0h+f2rs9V/r0s7yefvmyidQYZRfO/0Fuf4aufqwyZm28Don79MSIG+nNoauKZe/0hR/+VpW1Mjvh9BQOdW2qEy+g7ObkO4MqKc86wvloPb0eTFWU3BOjLm3M4ixW+cGCM3XEnM0Grt9S/wOWiwWTJ8+HX//+99RWVmJoUOH4p133kGnTp0cZcxmM6ZOnYpPP/0UwOXOgsWLF6Ndu3aOMqdOncKkSZPw1VdfwcvLC3FxcVi4cCE8PX/+fBw4cACTJ0/G3r17ERgYiGeffRYvvvii07pt19KktVqmTp2K559/HqtWrcLq1avx3HPP4YUXXsD06dMbta9OnTrhtddew7fffotvv/0WDz74IH71q1/h4MGDAIAFCxYgLS0NS5Yswb59+2A0GjF8+HCUqjQIiIiIbhYt8TuYlJSE9evXY926ddixYwfKysowevRop/tqxcXFITs7Gxs3bsTGjRuRnZ2N+Ph4R9xms2HUqFEoLy/Hjh07sG7dOnz00UeYNm2ao0xJSQmGDx8Ok8mEffv2YfHixVi4cCHS0tIadc6N7vF4/vnnYTQa8eabb+If//gHAKBnz5748MMP8atf/apR+7p6yObVV1/F0qVLsXv3bvTq1QuLFi3C7NmzMXbsWADAypUrERoairVr1+LZZ59tbNWJiIjUuXiopLm/g8XFxVi+fDlWrVqFYcOGAbicBBIWFoZNmzZhxIgROHz4MDZu3Ijdu3ejf//+AIBly5YhOjoaR44cQY8ePZCRkYFDhw4hLy8PJtPlu/S9+eabSEhIwKuvvgp/f3+sWbMGVVVVSE9Ph06nQ2RkJI4ePYq0tDQkJyc3uNejSem0jz76KHbs2IGLFy/i4sWL2LFjR6MbHVez2WxYt24dysvLER0djdzcXBQUFCA2NtZRRqfTISYmBjt37hT3Y7FYUFJS4vQgIiK6phac43H175BF5Y7WtZryO5iVlYXq6mqnMiaTCZGRkY4yu3btgsFgcDQ6AGDAgAEwGAxOZSIjIx2NDuDy2mwWiwVZWVmOMjExMdDpdE5lzp496xgqaohGNzz27duHPXv21Hl+z549TVo87sCBA/D19YVOp8Nzzz2H9evXo1evXigoKAAAhIaGOpUPDQ11xOozf/58GAwGx6Ox806IiIiaKywszOm3aP78+WLZ5vwOFhQUwNPTEwEBAaplQkLq3sI/JCTEqczVxwkICICnp6dqmdp/q/0uX63RDY9JkyYhLy+vzvNnzpzBpEmTGrs79OjRA9nZ2di9ezeef/55jB8/HocOHXLEr+66URRFtTtn5syZKC4udjzqqysREdHVWvIGYnl5eU6/RTNnzhSP29K/g/WVqa98S5RRFEXcVtLohsehQ4dwzz331Hn+7rvvdrpQDeXp6Ynbb78d/fr1w/z583HnnXfi7bffhtF4eWGwq1tRhYWFdVpcV9LpdPD393d6EBERXVMLDrVc/Tt05fDE1ZrzO2g0GmG1WmE2m1XLnDtXN+vp/PnzTmWuPo7ZbEZ1dbVqmcLCy5maar/LV2v05FKdTodz586hW7duTs/n5+fD3b35S78oigKLxYLw8HAYjUZkZmbi7rvvBgBYrVZs27YNr7/+euN37Ka9/LiKvVxOldOqNFpsKnNHXL3ao9u+g2JM3/teMVYRKrdQa7zlGVaaGpXU11K5LVvWSQyprsJqOC6PjZ6JkVNHPYvkVMfgHHmfBb+QvyD0l+TrYvOX80ptKiuxampU9uklp796Xqw/7dKtRq6/IVdOniytkY+lM8t1rDDK59buJznduaSr/F6p9pO3c6tW+csqQE5J9/GVX/P2+jIxduyCvBJ1TbV8zbQqeZWeKlPP3Crkc1BLmVVjK5K/59RoVL7TlRqVPGpqlsb8Dvbt2xceHh7IzMzEuHHjAFz+Pc7JycGCBQsAANHR0SguLsbevXvxi1/8AsDl6RHFxcUYOHCgo8yrr76K/Px8dOjQAQCQkZEBnU6Hvn37OsrMmjULVqvVkWKbkZEBk8mErl27Nvj8Gt1SGD58OGbOnIl//vOfMBgu54YXFRVh1qxZGD58eKP2NWvWLIwcORJhYWEoLS3FunXrsHXrVmzcuBEajQZJSUlITU1FREQEIiIikJqaCm9vb94dlYiIWlxr3Mejub+DBoMBEyZMwLRp0xAUFITAwEBMnz4dUVFRjiyXnj174qGHHsLEiRPx3nvvAQCeeeYZjB49Gj169AAAxMbGolevXoiPj8cbb7yBS5cuYfr06Zg4caJj5CAuLg5z585FQkICZs2ahWPHjiE1NRUvvfRSo4ZaGt3wePPNN/HAAw+gS5cujhZYdnY2QkNDsWrVqkbt69y5c4iPj0d+fj4MBgP69OmDjRs3OhowM2bMQGVlJRITEx03TsnIyICfn19jq01ERKSuFVanbYnfwbfeegvu7u4YN26c4wZi6enp0Gp/7pFbs2YNpk6d6sh+GTNmDJYsWeKIa7VabNiwAYmJiRg0aJDTDcRqGQwGZGZmYtKkSejXrx8CAgKQnJyM5OTkRp2zRqmdGdII5eXlWLNmDX744Qd4eXmhT58+ePzxx+Hh4dHYXV13JSUlMBgMGBo8Ae713LnUdvGSuK3WV77rp9pQi6updYdeSGjaUItdJ78tPEpUhmjkSwY3+caRcC+XY+1/kG+xqj7UIu/zegy1XOqncgfSAvk16rBT3s7NptJdLwy1lHbzlfen0jteGtbyQy3+J5s21FIZ0rShlpqO8uvqrTLUEt3xhBjbebqrGLNa5O887Y9eYsxPZXWJ9nvkuyLbDqnc/vc6uFGGWmqUamzFP1FcXHxd5u3V/k50n5YKrU7+TmkIm6UKR9+cdd3qeito0qQMHx8fPPPMMy1dFyIiotbTCj0ebVGTbiC2atUq3HfffTCZTDh58iSAy109//znP1u0ckRERK7Skum0JGt0w2Pp0qVITk7GyJEjYTabHfeCDwgIwKJFi1q6fkRERK7B1WldotFDLYsXL8ayZcvwyCOP4LXXXnM8369fv0YvEudSiv3y4ypunvIY7Y00j0ONRiU/3OecnD5p85RffneVlWvLO8ox/QU5VtFBZd5IqTxuX3S7fH6dvpJX8rQa5Ne2pIu8GqmHynyTyvYqK+WekY8XeEies1ARIr8O7X6Uz8/mW/85eFTIx9KoLEXqky/HPEvlfdr0cv01KnNUauQpELD5qszxMMhzNe4wyqu3+nrI231XKL+pLSrzODw95XkOKgveqs61QeOn3V1TU28NwJRZuh4a3fDIzc11ZLNcSafTobxc5RubiIjoRsY5Hi7R6KGW8PBwZGdn13n+yy+/RK9evVqiTkRERC7HOR6u0egejz/+8Y+YNGkSqqqqoCgK9u7di7///e+YP38+Pvjgg+tRRyIiIrpFNLrh8dRTT6GmpgYzZsxARUUF4uLi0LFjR7z99tv47W9/ez3qSEREdP1xqMUlmnQfj4kTJ2LixIm4cOEC7Ha7Y7ndM2fOoGNHlZmHREREN6jWuGV6W9Sk+3jUCg4ORkhICAoKCjBlyhTcfvvtLVUvIiIiugU1uMejqKgIkyZNQkZGBjw8PPDf//3fmDx5MlJSUrBw4UL07t0bf/3rX69nXZvFdvESNJq6aXFuPir3+L5JaDzlvD1tpZw/We0nv/x6lVtk+52Q6+KmstJqta/czm2/X04brQqSz6+0i5xqqyuSUzK9LsnXpUYlPdRTZZHPwMNyumZhX7meQYfklEVFZd2l83fWn48a+G95dVO3avma6FViblY55p8rx8pN8mtnCZZfA32Q/H4wBcgvQkW1fLzcC0FizEsnXzM1VWXy6+qhskSAWsqzopPTdzUe8vkp1fI5KNamnV+bw6EWl2hww2PWrFnYvn07xo8fj40bN+IPf/gDNm7ciKqqKnz55ZeIiYm5nvUkIiK6vtjwcIkGNzw2bNiAFStWYNiwYUhMTMTtt9+O7t27826lRERE1GANbnicPXvWcZ+Obt26Qa/X4+mnn75uFSMiInIlzX8ezd0HqWtww8Nutzste6/VauFzC8yPICIiAsChFhdpcMNDURQkJCRA9591QaqqqvDcc8/VaXx8/PHHLVtDIiIiF2A6rWs0uOExfvx4p38/+eSTLV4ZIiIiurU1uOGxYsWK61mPVmO/BRa2s5nNYszr4Bkx5h/cVYzZtfLx9EVyGqTaaqQXDfLoZ7lRTkvUm+V0U++zKmmCdrkuJbfJw4Raq7ydzVM+B7tOThcO3i/nVnqUyrHCft5iLOBI/dtZ/eUXr0Ynf+R1xWrpx/JyxTadXoyVdZSvl6KTj2dsJ6+YarPL1/nkGTllFhb5ulh95OuiFKksM6vCJl8WlIfKdVG08kqyhtN+8vEuXJT3qbbirUZlVsJ1WCn3hsahFpdo0p1LiYiIbklsOFx3zbpzKREREVFjsMeDiIgInFzqKmx4EBERAZzj4SIcaiEiIiKXYY8HERERONTiKmx43OKqenUUY+6VcjpjRbBaup8cq2wvp+a1OyJ/InVFcsqszVPumHPzkt/CpZ3kFN2mMn4jpy5XhMmpjna9WhqunK7pWSJfM8W9/n2qpWoGHZTTYmt85O2qTHJar/l2eTVVRaVPVVMlB8+X+sp1+UlON9WXydfZpld5/x2X30c2lbdRZWc5FdqulqWq8hnyKFNJV9fLObpu3vJrpPGSt7Nd4sq1DhxqcQkOtRAREZHLsMeDiIgIHGpxFTY8iIiIAA61uAgbHkRERAAbHi7COR5ERETkMuzxICIiAud4uAobHrcArb+cXmjRy51aRbfLL78lQP70BB6UYxqbnENY7SvHKkLklMzgb/LF2MVoo3w8eQFaeJ+XU4kVrXzNKk1ymqd7hUoapMpKuVVB8rkHfS+v0lrZsf4T7LBVZZVSDzmN0xIgpwNXtJevSUUH+dzsOpVv4XZyKqptv0GMecqXGfrzaquwyqEaORMVNT4q+1R5v7tVyTHVFZBVPrPWru3FmHugSjq3Svquu0qKbs2Zs2LslsShFpfgUAsRERG5DHs8iIiIAGgUBRqleV0Wzd2+LWDDg4iICOBQi4twqIWIiIhchj0eREREYFaLq7DhQUREBHCoxUXY8LgFaIICxJjuokWMlXVVGWlTCZV1klPz9BflT513oZwHaVNZvdXSOVCMWf3k7bwvyCmzZR3lcwg4Kqd5epTKMW25vMpneRc5DdfrgsrqoO7yC6Ez17+dopWvSY2fvNSq39EiMVYUESTG1P7Es/vLqw57HZPTOLWV8uHU3pt2T5XVaeVFgGGTq6L6Q+KmssKuWmq52qq9NSqfhRpfOfXappff0zYvOabTyz8DboUXxBgUlZR0m0rOMydftnlseBAREYFDLa7ChgcRERHAoRYXYVYLERERfu7xaO6jMebPn497770Xfn5+CAkJwSOPPIIjR444lVEUBSkpKTCZTPDy8sLgwYNx8OBBpzIWiwVTpkxBcHAwfHx8MGbMGJw+fdqpjNlsRnx8PAwGAwwGA+Lj41FUVORU5tSpU3j44Yfh4+OD4OBgTJ06FVar87DugQMHEBMTAy8vL3Ts2BEvv/wylEYMobHhQURE1Eq2bduGSZMmYffu3cjMzERNTQ1iY2NRXl7uKLNgwQKkpaVhyZIl2LdvH4xGI4YPH47S0lJHmaSkJKxfvx7r1q3Djh07UFZWhtGjR8N2xXybuLg4ZGdnY+PGjdi4cSOys7MRHx/viNtsNowaNQrl5eXYsWMH1q1bh48++gjTpk1zlCkpKcHw4cNhMpmwb98+LF68GAsXLkRaWlqDz5lDLURERECrDLVs3LjR6d8rVqxASEgIsrKy8MADD0BRFCxatAizZ8/G2LFjAQArV65EaGgo1q5di2effRbFxcVYvnw5Vq1ahWHDhgEAVq9ejbCwMGzatAkjRozA4cOHsXHjRuzevRv9+/cHACxbtgzR0dE4cuQIevTogYyMDBw6dAh5eXkwmUwAgDfffBMJCQl49dVX4e/vjzVr1qCqqgrp6enQ6XSIjIzE0aNHkZaWhuTkZGg0Kosi/Qd7PIiIiP6jpYZZSkpKnB4Wi5xheKXi4mIAQGDg5Wy+3NxcFBQUIDY21lFGp9MhJiYGO3fuBABkZWWhurraqYzJZEJkZKSjzK5du2AwGByNDgAYMGAADAaDU5nIyEhHowMARowYAYvFgqysLEeZmJgY6HQ6pzJnz57FiRMnGnSO7PG4BSilZWKstH8HeTsPOR3O64z81vAoU1mdVt4lyjuopbBWiTG7ymqx/nlyuma1t7ydW7V8DvqzpWLsQl85dTnogFwXvUrKrMfJ82KsppOcxupx1lzv84q3nBuqqZFfoNIe7eTtVLIjvc+qpI0WquSwqlBbHVl/UT6eVV7UFlB5b6qtXOtmVVlxOUC+MLoLal+v8vkpKnUp6Szv010tBVmFR5n8uVT7y1TjLtdFqZE/C21FWFiY07/nzJmDlJQU1W0URUFycjLuu+8+REZGAgAKCgoAAKGhoU5lQ0NDcfLkSUcZT09PBAQE1ClTu31BQQFCQkLqHDMkJMSpzNXHCQgIgKenp1OZrl271jlObSw8PFz1HAE2PIiIiC5TlObfZ+Q/2+fl5cHf39/x9JU9BJLJkydj//792LFjR53Y1UMYiqJcc1jj6jL1lW+JMrUTSxsyzAJwqIWIiAhAy2a1+Pv7Oz2u1fCYMmUKPv30U2zZsgWdOnVyPG80GgH83PNRq7Cw0NHTYDQaYbVaYTabVcucO3euznHPnz/vVObq45jNZlRXV6uWKSwsBFC3V0bChgcREVErURQFkydPxscff4yvvvqqzlBFeHg4jEYjMjMzHc9ZrVZs27YNAwcOBAD07dsXHh4eTmXy8/ORk5PjKBMdHY3i4mLs3bvXUWbPnj0oLi52KpOTk4P8/HxHmYyMDOh0OvTt29dRZvv27U4pthkZGTCZTHWGYCRseBAREQE/Z7U099EIkyZNwurVq7F27Vr4+fmhoKAABQUFqKy8PGlHo9EgKSkJqampWL9+PXJycpCQkABvb2/ExcUBAAwGAyZMmIBp06Zh8+bN+P777/Hkk08iKirKkeXSs2dPPPTQQ5g4cSJ2796N3bt3Y+LEiRg9ejR69OgBAIiNjUWvXr0QHx+P77//Hps3b8b06dMxceJEx7BRXFwcdDodEhISkJOTg/Xr1yM1NbXBGS0A53gQEREBuDw5Xm2CfEP30RhLly4FAAwePNjp+RUrViAhIQEAMGPGDFRWViIxMRFmsxn9+/dHRkYG/Pz8HOXfeustuLu7Y9y4caisrMTQoUORnp4OrfbnycNr1qzB1KlTHdkvY8aMwZIlSxxxrVaLDRs2IDExEYMGDYKXlxfi4uKwcOFCRxmDwYDMzExMmjQJ/fr1Q0BAAJKTk5GcnNzgc2bDg4iIqJU05I6fGo0GKSkpqlkxer0eixcvxuLFi8UygYGBWL16teqxOnfujM8//1y1TFRUFLZv365aRg0bHjcJN72cImm7cFGMuVfeJsb0BfLLX9lBLR1O3i7wkJxeaPeQu+G05fKqr5VdfMSY309y6qst3E+MBWdXyMcLk7fzqFT5klD5ArF7yKOaio+XGNOWyGnGimf9K5VWhvnX+zwAlHZSSceskusfcER+P1jaqYzYqlwui0Heztsiv1fscvYnanzkA3oWyfvUyG8/eMjZ6qjxkc/B5iXXpVplVWWbTo65qdRTscjHq5HfYrD6y+8JT395VWWNn0qsXM7ttV28JFfGrpK37Qpcq8Ul2PAgIiICV6d1FTY8iIiIgBa9jwfJmNVCRERELsMeDyIiInCoxVXY8CAiIgI4udRFbpihlvnz5ztulFJLURSkpKTAZDLBy8sLgwcPxsGDB1uvkkRERNQsN0SPx759+/D++++jT58+Ts8vWLAAaWlpSE9PR/fu3TFv3jwMHz4cR44ccbpxSlug8fEWY+4B7cSY7qK8Kmrwfjltz9xdbXVaMYRLd8i5jv4n5Tvr2HXy8fwPyel3dm959VOrn9yu9j0uX5fKCPlae5bK51DUU35P+v8kpxdWG+XtbDr5elr96o+ppS2rpczaVLZTW73Vu0DO8dRWy9fLzSavXWFVSTe1GFXOr0yOeciZ11BU/gSzyAsSq25Xo5JO617esDs8NuZ4Nr28T51ZJc24RCV13q7yfjlTIMaUavnzdSPjUItrtHqPR1lZGZ544gksW7bMaUlfRVGwaNEizJ49G2PHjkVkZCRWrlyJiooKrF27thVrTEREt6TarJbmPkhVqzc8Jk2ahFGjRjnuJ18rNzcXBQUFjlu7ApeXFY6JicHOnTtdXU0iIiJqAa061LJu3Tp899132LdvX51Y7bK7Vy+zGxoaipMnT4r7tFgssFgsjn+XlJS0UG2JiOhWxqEW12i1Ho+8vDy88MILWL16NfQqtwO/erU7RVFUV8CbP38+DAaD4xEWFtZidSYioltYK6xO2xa1WsMjKysLhYWF6Nu3L9zd3eHu7o5t27bhz3/+M9zd3R09HbU9H7UKCwvr9IJcaebMmSguLnY88vLyrut5EBERUcO12lDL0KFDceDAAafnnnrqKdxxxx3405/+hG7dusFoNCIzMxN33303AMBqtWLbtm14/fXXxf3qdDrodPJseSIiovpwqMU1Wq3h4efnh8jISKfnfHx8EBQU5Hg+KSkJqampiIiIQEREBFJTU+Ht7Y24uLjWqHKrspmLxZjGTR568tTLjbCKDkYxprYCqKKSCeh7Rv7UeZ2X0/bKTXI93QPllNkyk0r67gk5zbM0Ql7BVWuVz0FRuS6eZXLqKFReo5Iu8lCjW7VcF6t//fv0uiDXo7ibfAJehWrpnyqrDnuqrNAqRgCbp8obSeVSesofBbiXy+dQGaKyOq3aKrrB8lkoHiobqpxeZQd5O22lfD31F9RSieXj6UrkC6pRS5k1m+Wd3orsimoKcYP3QapuiPt4SGbMmIHKykokJibCbDajf//+yMjIaHP38CAiIhfgnUtd4oZqeGzdutXp3xqNBikpKUhJSWmV+hAREVHLuqEaHkRERK1FgxaY49EiNbm1seFBREQEtMydR3nn0mtq9TuXEhERUdvBHg8iIiIwndZV2PC4WdjllD63wCB5O5W7vKpR+/CUd1RJ8VRbdVPxEEPtjlWIMfcieWXXsg7yuevPyfssDTOIMZ9z8rWuaK+SjnpJ3i5vqLzirf6CGFJP82xX/7W2tJPrqJYK7X9KTj8u6yinNHurpElXBcuvuU0OQStXBVa1by2V86s2qKRJq+xS8ZVfV61ePnebRX4d9Gfk9HG7yvmprTLrnyuvCKvPV8m1LZRXf1ZLh74lMavFJTjUQkRERC7DHg8iIiIAGkWBppmTQ5u7fVvAhgcRERFw+Y65KnfNbfA+SBWHWoiIiMhl2ONBREQEDrW4ChseREREALNaXIQNj1uAvVROlXNrJ6/CqpZq63ta/vSUd5C3U1vhtEbOKEV5Jy8xZuktb+ihshppRSdf+YAqXw5WX3kEstpHPne3ajl9UitnOkKrsgJtWSf5eIpb/dt556vklKoMrpZ2kvNbrQZ5n7pSOeZRLg94+5yWL8qFO+XXvKq92gq0Ykh9JVm7yjWzyTFbqUpOsErucrWvXBfDUXmXwd+ViDG3Mjnt3HbsuLxT+hnvXOoSnONBRERELsMeDyIiIvDOpa7ChgcRERHAoRYX4VALERERuQx7PIiIiABo7Jcfzd0HqWPDg4iICOBQi4uw4XELUCwWOXZOXvrU54y8QmtFB3n1TO8CeYTOo0Ju7nsfl9Mntd8cEGOGiHAxZjt8TIxZR/QTY4GH5WtW4y1/LLQqS6OWdmraqrCX7lT5E0klldNL5XWQuKukH6ul9QYclVdhda+Q1zC1e8h1rDTK7zFtVdPSTdXSfq3Car4A4Ca/HWCrlF9zRX7Joa2Uj+dZLG/ne1Zemtctr0CM2S5clHdKdANhw4OIiAjgDcRchA0PIiIi8JbprsKsFiIiInIZ9ngQEREBnFzqImx4EBERAZfnZzQ3HZbtjmviUAsRERF+nuPR3EdjbN++HQ8//DBMJhM0Gg0++eQTp7iiKEhJSYHJZIKXlxcGDx6MgwcPOpWxWCyYMmUKgoOD4ePjgzFjxuD06dNOZcxmM+Lj42EwGGAwGBAfH4+ioiKnMqdOncLDDz8MHx8fBAcHY+rUqbBanbMRDxw4gJiYGHh5eaFjx454+eWXoTTynNnjcYvTeMqrZ7pfKpe3C5FTHXWl8p8ENTo5hVBbLqcJ2gZFyXW5KK+6qY3oJtfFW8511O88Im8X3UOMeedXibHyDj5izOuCyiq6t8vpqKFfyR9Rrwv1pydrLfLr414mpzS7VcgxTYV83rYAP3mfVfI+vYpKxZic6A1U9u4oB/PkUI2vSrqzm/y+tfirrFbsrZInrcL/lJye7P3TJTFmuyjH6OZUXl6OO++8E0899RR+/etf14kvWLAAaWlpSE9PR/fu3TFv3jwMHz4cR44cgZ/f5c9eUlISPvvsM6xbtw5BQUGYNm0aRo8ejaysLGi1l9/3cXFxOH36NDZu3AgAeOaZZxAfH4/PPvsMAGCz2TBq1Ci0b98eO3bswMWLFzF+/HgoioLFixcDAEpKSjB8+HAMGTIE+/btw9GjR5GQkAAfHx9MmzatwefMhgcRERHwn3Ta5s7xaFzxkSNHYuTIkfXvSlGwaNEizJ49G2PHjgUArFy5EqGhoVi7di2effZZFBcXY/ny5Vi1ahWGDRsGAFi9ejXCwsKwadMmjBgxAocPH8bGjRuxe/du9O/fHwCwbNkyREdH48iRI+jRowcyMjJw6NAh5OXlwWQyAQDefPNNJCQk4NVXX4W/vz/WrFmDqqoqpKenQ6fTITIyEkePHkVaWhqSk5Oh0TSsIc6hFiIiIuDnyaXNfeBy78CVD4vKjR4lubm5KCgoQGxsrOM5nU6HmJgY7Ny5EwCQlZWF6upqpzImkwmRkZGOMrt27YLBYHA0OgBgwIABMBgMTmUiIyMdjQ4AGDFiBCwWC7KyshxlYmJioNPpnMqcPXsWJ06caPB5seFBRETUwsLCwhzzKQwGA+bPn9/ofRQUXL5TbWhoqNPzoaGhjlhBQQE8PT0REBCgWiYkJKTO/kNCQpzKXH2cgIAAeHp6qpap/XdtmYbgUAsRERFwOaOladN2nPcBIC8vD/7+/o6nr+wlaKyrhzAURbnmsMbVZeor3xJlaieWNnSYBWCPBxEREYCWzWrx9/d3ejSl4WE0GgHU7U0oLCx09DQYjUZYrVaYzWbVMufOnauz//PnzzuVufo4ZrMZ1dXVqmUKCwsB1O2VUcOGBxER0Q0oPDwcRqMRmZmZjuesViu2bduGgQMHAgD69u0LDw8PpzL5+fnIyclxlImOjkZxcTH27t3rKLNnzx4UFxc7lcnJyUF+fr6jTEZGBnQ6Hfr27esos337dqcU24yMDJhMJnTt2rXB58WhllucavqdSsxX10uM1RjklrvGKqdyKt/miDGP21VWoP0xV4xpu98mxny+yBZjbsFBYsxzy34xppaeHOzRXT6eRU6Z9SzxFmN+/9gj71P4C8peJae+ul3R9Xs1W0mJGFN1Qg7JZ910HvkNH0u+kld4FzFmC/SVjxfkJcYs7eSvUDeV1X49yuR0WrXUZWhU/lZUrsfVbmNa4c6lZWVl+PHHHx3/zs3NRXZ2NgIDA9G5c2ckJSUhNTUVERERiIiIQGpqKry9vREXFwcAMBgMmDBhAqZNm4agoCAEBgZi+vTpiIqKcmS59OzZEw899BAmTpyI9957D8DldNrRo0ejR4/Ltw+IjY1Fr169EB8fjzfeeAOXLl3C9OnTMXHiRMeQUVxcHObOnYuEhATMmjULx44dQ2pqKl566aVGDbWw4UFERAS0SsPj22+/xZAhQxz/Tk5OBgCMHz8e6enpmDFjBiorK5GYmAiz2Yz+/fsjIyPDcQ8PAHjrrbfg7u6OcePGobKyEkOHDkV6errjHh4AsGbNGkydOtWR/TJmzBgsWbLEEddqtdiwYQMSExMxaNAgeHl5IS4uDgsXLnSUMRgMyMzMxKRJk9CvXz8EBAQgOTnZUeeG0iiNveXYTaakpAQGgwGD8Su4a+S/VsmZ210t3+Oh2fWDGNNehx4P+8nTYkyr0uNhK7wgxtR6PGr6Na3Ho7SL63o8tNejx+Mm4d7EHg/rdejx0Jnlm+npfqw7Fl+r5qxKb4/91u3xqFGqsRX/RHFxsdOEzZZS+zsxtNd0uGubPgkUAGpsFmw+tPC61fVWwB4PIiIigIvEuQgbHkRERECLptOSjA0PIiIioEmLvNW3D1LHdFoiIiJyGfZ4UL3s2YfEmLZfpLzhgWNiSO3vANtPJ65dqfqY5QmRitraCDZ5Ip5SLa+oisgIMeRWKadIKh7yyqgB20+IsRqVv57UJpFKbvUJpGpsp/PFmJtWXvHWXS9PKFZb1datWu5z98xXed/6y6scu2tNYqzmpMrSvNQwnOPhEmx4EBERAYBdATTNbDjY2fC4Fg61EBERkcuwx4OIiAjgUIuLsOFBREQEAGiBhofqbDYCONRCRERELsQeDyIiIoBDLS7Chgc1mqZKThu1q6SwuvW5Q95u/7/FmHuXMDGmeMhvYU2nEHk7i7xWhtZPTmdUvSnh3gNyXVQ2k68muYqmRk6v1tjkV929XH71qv3l92ZNoErK7EF5bSK7Shq4Go2HpxhTTR9X4XbFImVXs5eWijFtQIAYs5nNTapLi7EraPZQCbNarolDLUREROQy7PEgIiICAMV++dHcfZAqNjyIiIgAzvFwETY8iIiIAM7xcBHO8SAiIiKXYY8HERERwKEWF2HDg+rlpteLMY1dnjyljegmb1dSIcYUlXS/sj4dxJjP10fEmJub3KFnO/qTGNP6+4sx5VjbXd31ZqeaNlolp4FrauT3u91HXrlWf65SjFmC5M8XeofLddn1g7ydCrVz19zdW97u+4Pydhq1JHFZq6fMqlHQAg2PFqnJLY1DLUREROQy7PEgIiICONTiImx4EBERAYDdjmvcn7iB+yA1HGohIiIil2GPBxEREcChFhdp1R6PlJQUaDQap4fRaHTEFUVBSkoKTCYTvLy8MHjwYBw8KM+yJiIiarLahkdzH6Sq1Xs8evfujU2bNjn+rdVqHf+/YMECpKWlIT09Hd27d8e8efMwfPhwHDlyBH4qKyNS87kZ5ZVd7Xn5Ykzp0UXeZ1G5GLMO6SPGfHPOibGakjIxduV7qU4sOEiMadxVPhYlTKe9FdUUyO8xrb+vGKvu5C3G3GrkVFvvo+flfRrbiTE12h63izHbkR/FmNuJs/JO2xnkfRYVN6hejSF9LhW7FbjY4oejVtLqDQ93d3enXo5aiqJg0aJFmD17NsaOHQsAWLlyJUJDQ7F27Vo8++yzrq4qERHdynjLdJdo9cmlx44dg8lkQnh4OH7729/i+PHjAIDc3FwUFBQgNjbWUVan0yEmJgY7d+4U92exWFBSUuL0ICIiuhZFsbfIg9S1asOjf//++Nvf/oZ//etfWLZsGQoKCjBw4EBcvHgRBQUFAIDQ0FCnbUJDQx2x+syfPx8Gg8HxCAsLu67nQEREtwhFudxj0ZwH53hcU6s2PEaOHIlf//rXiIqKwrBhw7BhwwYAl4dUal19W15FUVRv1Ttz5kwUFxc7Hnl5eden8kRERNRorT7UciUfHx9ERUXh2LFjjnkfV/duFBYW1ukFuZJOp4O/v7/Tg4iI6JqY1eISN1TDw2Kx4PDhw+jQoQPCw8NhNBqRmZnpiFutVmzbtg0DBw5sxVoSEdEtyW5vmQepatWslunTp+Phhx9G586dUVhYiHnz5qGkpATjx4+HRqNBUlISUlNTERERgYiICKSmpsLb2xtxcXGtWe1bhlYlVQ41NjHkprJdWQc5vVDvJg+ReV6qkqty8rQY095xmxizHToqbxcQIB/vgpxaSW2PRiVl27NI/ixUBcorLnuclVO9NU38i1ktZdbdKPcSq6YSt28vH1BlyFvbrp0YU1udVqPT1f88f8tvKa3a8Dh9+jQef/xxXLhwAe3bt8eAAQOwe/dudOly+V4QM2bMQGVlJRITE2E2m9G/f39kZGTwHh5ERNTylBZIp+VQyzW1asNj3bp1qnGNRoOUlBSkpKS4pkJERNRmKXY7lGZ2rzCd9tpuqDkeREREdGtr9TuXEhER3RA41OISbHgQEREBl28ApmHD43rjUAsRERG5DHs82rLgQDFU82OuGCt9bIAY0xXViDFtmUWMKZ4qb0WVVWZx7oIcU6GW0kd0JXt5hRhzq5YnEurM1fJO3eX3tPvJQjGm9OouxtTSx5UqOV1dje28vIquKk95ZV61VHbbhfqXoLUpKteyJSkKgGZODmWPxzWx4UFERARAsStQmjnUorDhcU0caiEiIgIAxd4yjyZ45513EB4eDr1ej759++Lrr79u4ZO7cbDhQURE1Io+/PBDJCUlYfbs2fj+++9x//33Y+TIkTh16lRrV+26YMODiIgI/xlqaYFHY6WlpWHChAl4+umn0bNnTyxatAhhYWFYunTpdTjL1seGBxEREdAqQy1WqxVZWVmIjY11ej42NhY7d+5sybO7Ydzyk0trJ/rUoLrZ94W51Sg2OctEbRZ5TbU8Q15bI2e11KgcT7HJi9IpKnVxs1vFmMtmwtMtzU1ReY/VyJ8Fu0b+u85N5bOgUXlPN/Uzq6idw3X4nCgq5wCV49mFWM1/nr/eEzdb4neiBpfrWlJS4vS8TqeDrp5F8C5cuACbzYbQUOeF/EJDQ1FQUNC8ytygbvmGR2lpKQBgB75o5ZrcgI43cbuP/tmi1WiWS61dAbrllarEdrusFpc19XeoqCUr0QByRnCzlJaWwmBQWVW7iTw9PWE0GrGjoGV+J3x9fREWFub03Jw5c1TXHdNctdqvoih1nrtV3PIND5PJhLy8PPj5+UGj0aCkpARhYWHIy8uDv79/a1fvhsBrUj9el/rxutTFa1K/lrouiqKgtLQUJpOpBWv3M71ej9zcXFitKj01jVBfo6G+3g4ACA4OhlarrdO7UVhYWKcX5FZxyzc83Nzc0KlTpzrP+/v78wviKrwm9eN1qR+vS128JvVrietyPXo6rqTX66HX66/rMerj6emJvn37IjMzE48++qjj+czMTPzqV79yeX1c4ZZveBAREd3IkpOTER8fj379+iE6Ohrvv/8+Tp06heeee661q3ZdsOFBRETUih577DFcvHgRL7/8MvLz8xEZGYkvvvgCXbp0ae2qXRdtruGh0+kwZ84ccbytLeI1qR+vS/14XeriNakfr0vDJSYmIjExsbWr4RIahTeWJyIiIhfhDcSIiIjIZdjwICIiIpdhw4OIiIhchg0PIiIicpk21fB45513EB4eDr1ej759++Lrr79u7Sq51Pbt2/Hwww/DZDJBo9Hgk08+cYorioKUlBSYTCZ4eXlh8ODBOHjwYOtU1kXmz5+Pe++9F35+fggJCcEjjzyCI0eOOJVpi9dl6dKl6NOnj+PGT9HR0fjyyy8d8bZ4Ta42f/58aDQaJCUlOZ5ri9clJSUFGo3G6WE0Gh3xtnhNSF2baXh8+OGHSEpKwuzZs/H999/j/vvvx8iRI3Hq1KnWrprLlJeX484778SSJUvqjS9YsABpaWlYsmQJ9u3bB6PRiOHDhzvWu7kVbdu2DZMmTcLu3buRmZmJmpoaxMbGory83FGmLV6XTp064bXXXsO3336Lb7/9Fg8++CB+9atfOX4w2uI1udK+ffvw/vvvo0+fPk7Pt9Xr0rt3b+Tn5zseBw4ccMTa6jUhFUob8Ytf/EJ57rnnnJ674447lP/+7/9upRq1LgDK+vXrHf+22+2K0WhUXnvtNcdzVVVVisFgUN59991WqGHrKCwsVAAo27ZtUxSF1+VKAQEBygcffNDmr0lpaakSERGhZGZmKjExMcoLL7ygKErbfa/MmTNHufPOO+uNtdVrQuraRI+H1WpFVlYWYmNjnZ6PjY3Fzp07W6lWN5bc3FwUFBQ4XSOdToeYmJg2dY2Ki4sBAIGBgQB4XQDAZrNh3bp1KC8vR3R0dJu/JpMmTcKoUaMwbNgwp+fb8nU5duwYTCYTwsPD8dvf/hbHj19e+rotXxOStYk7l164cAE2m63OSn+hoaF1VgRsq2qvQ33X6OTJk61RJZdTFAXJycm47777EBkZCaBtX5cDBw4gOjoaVVVV8PX1xfr169GrVy/HD0ZbvCbr1q3Dd999h3379tWJtdX3Sv/+/fG3v/0N3bt3x7lz5zBv3jwMHDgQBw8ebLPXhNS1iYZHrauXKVbqWbq4rWvL12jy5MnYv38/duzYUSfWFq9Ljx49kJ2djaKiInz00UcYP348tm3b5oi3tWuSl5eHF154ARkZGaqrmLa16zJy5EjH/0dFRSE6Ohq33XYbVq5ciQEDBgBoe9eE1LWJoZbg4GBotdo6vRuFhYV1WuJtVe0s9LZ6jaZMmYJPP/0UW7ZsQadOnRzPt+Xr4unpidtvvx39+vXD/Pnzceedd+Ltt99us9ckKysLhYWF6Nu3L9zd3eHu7o5t27bhz3/+M9zd3R3n3tauy9V8fHwQFRWFY8eOtdn3CqlrEw0PT09P9O3bF5mZmU7PZ2ZmYuDAga1UqxtLeHg4jEaj0zWyWq3Ytm3bLX2NFEXB5MmT8fHHH+Orr75CeHi4U7ytXpf6KIoCi8XSZq/J0KFDceDAAWRnZzse/fr1wxNPPIHs7Gx069atTV6Xq1ksFhw+fBgdOnRos+8VuoZWm9bqYuvWrVM8PDyU5cuXK4cOHVKSkpIUHx8f5cSJE61dNZcpLS1Vvv/+e+X7779XAChpaWnK999/r5w8eVJRFEV57bXXFIPBoHz88cfKgQMHlMcff1zp0KGDUlJS0so1v36ef/55xWAwKFu3blXy8/Mdj4qKCkeZtnhdZs6cqWzfvl3Jzc1V9u/fr8yaNUtxc3NTMjIyFEVpm9ekPldmtShK27wu06ZNU7Zu3aocP35c2b17tzJ69GjFz8/P8d3aFq8JqWszDQ9FUZS//OUvSpcuXRRPT0/lnnvucaRMthVbtmxRANR5jB8/XlGUy6lvc+bMUYxGo6LT6ZQHHnhAOXDgQOtW+jqr73oAUFasWOEo0xavy+9//3vHZ6V9+/bK0KFDHY0ORWmb16Q+Vzc82uJ1eeyxx5QOHTooHh4eislkUsaOHascPHjQEW+L14TUaRRFUVqnr4WIiIjamjYxx4OIiIhuDGx4EBERkcuw4UFEREQuw4YHERERuQwbHkREROQybHgQERGRy7DhQURERC7DhgdRG7J8+XKnJcobYvDgwUhKSmqxOqSkpOCuu+5y/Hv69OmYOnVqi+2fiG5sbHhQm5aQkACNRgONRgN3d3d07twZzz//PMxmc2tXrcVZLBa89NJLePHFFxu13ccff4xXXnnlOtUKmDFjBlasWIHc3NzrdgwiunGw4UFt3kMPPYT8/HycOHECH3zwAT777DMkJia2drVa3EcffQRfX1/cf//9jdouMDAQfn5+16lWQEhICGJjY/Huu+9et2MQ0Y2DDQ9q83Q6HYxGIzp16oTY2Fg89thjyMjIcCqzYsUK9OzZE3q9HnfccQfeeecdp/jp06fx29/+FoGBgfDx8UG/fv2wZ88eR3zp0qW47bbb4OnpiR49emDVqlVO22s0GnzwwQd49NFH4e3tjYiICHz66adinbdu3eroqbnykZCQIG6zbt06jBkzxum5hIQEPPLII5g7dy5CQkLg7++PZ599Flar1VHmyqGWf//73/D29sbatWsd8Y8//hh6vR4HDhwAABQXF+OZZ55x7O/BBx/EDz/8INYLAMaMGYO///3vqmWI6NbAhgfRFY4fP46NGzfCw8PD8dyyZcswe/ZsvPrqqzh8+DBSU1Px4osvYuXKlQCAsrIyxMTE4OzZs/j000/xww8/YMaMGbDb7QCA9evX44UXXsC0adOQk5ODZ599Fk899RS2bNnidOy5c+di3Lhx2L9/P375y1/iiSeewKVLl+qt58CBA5Gfn+94fPXVV9Dr9XjggQfEc/v666/Rr1+/Os9v3rwZhw8fxpYtW/D3v/8d69evx9y5c+vdxx133IGFCxciMTERJ0+exNmzZzFx4kS89tpriIqKgqIoGDVqFAoKCvDFF18gKysL99xzD4YOHSqeCwD84he/QF5eHk6ePCmWIaJbRCsvUkfUqsaPH69otVrFx8dH0ev1jtVp09LSHGXCwsKUtWvXOm33yiuvKNHR0YqiKMp7772n+Pn5KRcvXqz3GAMHDlQmTpzo9Nx//dd/Kb/85S8d/wag/M///I/j32VlZYpGo1G+/PLLa57DhQsXlNtuu01JTEwUy5jNZgWAsn37dqfnx48frwQGBirl5eWO55YuXar4+voqNptNUZS6K7AqiqKMGjVKuf/++5WhQ4cqw4cPV+x2u6IoirJ582bF399fqaqqcip/2223Ke+9956iKIoyZ84c5c4773SKFxcXKwCUrVu3XvN8iejm5t6qrR6iG8CQIUOwdOlSVFRU4IMPPsDRo0cxZcoUAMD58+eRl5eHCRMmYOLEiY5tampqYDAYAADZ2dm4++67ERgYWO/+Dx8+jGeeecbpuUGDBuHtt992eq5Pnz6O//fx8YGfnx8KCwtV615dXY1f//rX6Ny5c539XamyshIAoNfr68TuvPNOeHt7O/4dHR2NsrIy5OXloUuXLvXu769//Su6d+8ONzc35OTkQKPRAACysrJQVlaGoKCgOsf/6aefxPp5eXkBACoqKsQyRHRrYMOD2jwfHx/cfvvtAIA///nPGDJkCObOnYtXXnnFMVyybNky9O/f32k7rVYL4OcfTTW1P8y1FEWp89yVwzu129QeX/L888/j1KlT2LdvH9zd5Y9zUFAQNBpNo7J1rq7flX744QeUl5fDzc0NBQUFMJlMAAC73Y4OHTpg69atdbZp166duL/aYZj27ds3uH5EdHPiHA+iq8yZMwcLFy7E2bNnERoaio4dO+L48eO4/fbbnR7h4eEALvdUZGdni3MYevbsiR07djg9t3PnTvTs2bNZ9UxLS8OHH36ITz/9tE4Pw9U8PT3Rq1cvHDp0qE7shx9+cPSIAMDu3bvh6+uLTp061buvS5cuISEhAbNnz8ZTTz2FJ554wrH9Pffcg4KCAri7u9e5XsHBwWL9cnJy4OHhgd69ezfk1InoJsaGB9FVBg8ejN69eyM1NRXA5RtezZ8/H2+//TaOHj2KAwcOYMWKFUhLSwMAPP744zAajXjkkUfwzTff4Pjx4/joo4+wa9cuAMAf//hHpKen491338WxY8eQlpaGjz/+GNOnT29yHTdt2oQZM2Zg4cKFCA4ORkFBAQoKClBcXCxuM2LEiDoNIACwWq2YMGECDh06hC+//BJz5szB5MmT4eZW/9fDc889h7CwMPzP//wP0tLSoCiK41yGDRuG6OhoPPLII/jXv/6FEydOYOfOnfif//kffPvtt2Ldvv76a9x///0N6j0ioptca08yIWpN48ePV371q1/VeX7NmjWKp6encurUKce/77rrLsXT01MJCAhQHnjgAeXjjz92lD9x4oTy61//WvH391e8vb2Vfv36KXv27HHE33nnHaVbt26Kh4eH0r17d+Vvf/ub0/EAKOvXr3d6zmAwKCtWrKi33nPmzHFMhL3yMX78ePFcDx8+rHh5eSlFRUV1zv+ll15SgoKCFF9fX+Xpp592mhx65eTSlStXKj4+PsrRo0cd8W+//Vbx9PRUNmzYoCiKopSUlChTpkxRTCaT4uHhoYSFhSlPPPGE41rWN7m0e/fuyt///nex7kR069AoiqK0ZsOHiFxn3LhxuPvuuzFz5kwAl+/jUVRUhE8++aTV6rRhwwb88Y9/xP79+1XnqRDRrYFDLURtyBtvvAFfX9/WroaT8vJyrFixgo0OojaCPR5EbdiN0ONBRG0LGx5ERETkMhxqISIiIpdhw4OIiIhchg0PIiIichk2PIiIiMhl2PAgIiIil2HDg4iIiFyGDQ8iIiJyGTY8iIiIyGXY8CAiIiKX+X9wjK6tOUWHtwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mumott.methods.projectors import SAXSProjector as Projector\n", "def FBP(data):\n", " projector = Projector(geom)\n", " filt = np.abs(np.fft.fftfreq(geom.projection_shape[0]))\n", " filt = np.clip(filt, 0, 0.25)\n", " filtered_data = np.real(np.fft.ifft(np.fft.fft(data, axis = 1)*filt[np.newaxis, :, np.newaxis], axis = 1))\n", " fbp = projector.adjoint(np.ascontiguousarray(filtered_data[..., np.newaxis]))[:,:,0,0]\n", " return fbp\n", "\n", "\n", "fbp = FBP(total_intensity_sinogram)\n", "\n", "fig = plt.figure()\n", "plt.imshow(fbp, vmin = 0)\n", "plt.xlabel('Recon z (pixel)')\n", "plt.ylabel('Recon x (pixel)')\n", "plt.colorbar()\n", "plt.title('Total intensity FBP')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "b304fb7d-ba59-47c7-bb97-8d230edc7160", "metadata": {}, "source": [ "### Modelling the transmission correction\n", "\n", "For strongly textured samples, the FBP of the total intensity gives a bad reconstruction of the sample outline, but we are only doing it to help with alignment, and hopefully it's enough to recognize the shape of the sample.\n", "\n", "The next step is to create an outline of the sample from which we can generate the transmission correction:" ] }, { "cell_type": "code", "execution_count": 5, "id": "0114504c-1db7-421a-8a66-3e8b96348510", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_2663942/3062599501.py:1: DeprecationWarning: Please import `binary_closing` from the `scipy.ndimage` namespace; the `scipy.ndimage.morphology` namespace is deprecated and will be removed in SciPy 2.0.0.\n", " from scipy.ndimage.morphology import binary_closing, binary_fill_holes\n", "/tmp/ipykernel_2663942/3062599501.py:1: DeprecationWarning: Please import `binary_fill_holes` from the `scipy.ndimage` namespace; the `scipy.ndimage.morphology` namespace is deprecated and will be removed in SciPy 2.0.0.\n", " from scipy.ndimage.morphology import binary_closing, binary_fill_holes\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage.morphology import binary_closing, binary_fill_holes\n", "sample_mask = binary_fill_holes(binary_closing(fbp > 1.6e5))\n", "\n", "fig = plt.figure()\n", "plt.imshow(sample_mask)\n", "plt.xlabel('Recon z (pixel)')\n", "plt.ylabel('Recon x (pixel)')\n", "plt.colorbar()\n", "plt.title('Sample outline binary map')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "dbd37199-cc05-428c-b5ea-aa70a34284c7", "metadata": {}, "source": [ "Now that we have an aproximate outline of the sample, we can compute the projected-thickness at each measurement point and convert that to a tranmission coefficient using a known attenuation coefficient." ] }, { "cell_type": "code", "execution_count": 6, "id": "c7c771ef-acb0-4385-a7db-c5cc80fde76e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "absorption_coefficient_pixel_units = 2.763e-3\n", "\n", "projector = Projector(geom)\n", "projected_thickness = projector.forward(np.ascontiguousarray(sample_mask[:,:,np.newaxis, np.newaxis].astype(float)))[...,0]\n", "transmission_coefficient = np.exp(-projected_thickness*absorption_coefficient_pixel_units)\n", "\n", "fig = plt.figure()\n", "plt.imshow(transmission_coefficient[:, :, 0].T, extent=extent)\n", "plt.title('Transmission coefficient')\n", "plt.colorbar()\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "697742ed-1d40-4628-84a5-07ed20470835", "metadata": {}, "source": [ "Now we can normalize out the transmission." ] }, { "cell_type": "code", "execution_count": 7, "id": "b3554c89-d76d-4727-8ab9-50848951e644", "metadata": {}, "outputs": [], "source": [ "data_array = data_array / transmission_coefficient[..., np.newaxis, np.newaxis]" ] }, { "cell_type": "markdown", "id": "6d33e909-c902-4d39-ad5e-64a10582cb33", "metadata": {}, "source": [ "### Experimentally estimating the scaling factors\n", "\n", "Now we move on to the scaling factors. First we plot a couple of slice-averages pole-figures to check that everything looks ok." ] }, { "cell_type": "code", "execution_count": 17, "id": "80973b7a-990c-417c-8cdf-6b21ddbd08d0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/das/home/carlse_m/grids_in_so3/odftt/plot_tools/data_plots.py:36: RuntimeWarning: invalid value encountered in divide\n", " histogram = intens_histograms[ii][0] / norm_histograms[ii][0]\n", "/das/home/carlse_m/grids_in_so3/odftt/plot_tools/data_plots.py:36: RuntimeWarning: invalid value encountered in divide\n", " histogram = intens_histograms[ii][0] / norm_histograms[ii][0]\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import odftomo.plot_tools\n", "# Compute sample-corridnte vector probled for each data point. \n", "coordinates = []\n", "for twotheta in twotheta_list:\n", " geom.two_theta = twotheta * np.pi / 180\n", " coordinates.append(geom.probed_coordinates.vector[:,:,1,:])\n", "coordinates = np.stack(coordinates, axis = -1)\n", "coordinates = coordinates.transpose((0,1,3,2))[:,np.newaxis,np.newaxis,:,:,:]\n", "\n", " # Look at the raw data\n", "hkl_index = 1\n", "fig, axs = odftomo.plot_tools.data_plots.plot_experimental_polefigure(np.sum(data_array[...,hkl_index], axis =(1,2)),\n", " coordinates[...,hkl_index,:],\n", " resolution_in_degrees=3)\n", "fig.show()\n", "\n", "# Look at the raw data\n", "hkl_index = 4\n", "fig, axs = odftomo.plot_tools.data_plots.plot_experimental_polefigure(np.sum(data_array[...,hkl_index], axis =(1,2)),\n", " coordinates[...,hkl_index,:],\n", " resolution_in_degrees=3)\n", "plt.savefig('../img/pole_figure_coverage.png')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "5c567e0b-77f2-4613-a096-378ace024254", "metadata": {}, "source": [ "As we can see, this sample slice is dominated by a single large grain with a well-defined orientation and some smaller diffuse parts from other grains.\n", "We also see that the dataset has quite good polefigure coverage, so we can trust that we can calculate the scaling-factors directly." ] }, { "cell_type": "code", "execution_count": 9, "id": "6c1853ac-36d7-41fc-9515-cf8964f5ca9d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solidangle_factor = np.abs(np.sin(np.deg2rad(azim_angles)))[np.newaxis, np.newaxis, np.newaxis, :, np.newaxis] * np.ones(data_array.shape)\n", "intensity_scaling_factors = np.mean(data_array * solidangle_factor, axis = (0,1,2,3)) / np.mean(solidangle_factor, axis = (0,1,2,3))\n", "intensity_scaling_factors = intensity_scaling_factors/intensity_scaling_factors[0]\n", "\n", "fig = plt.figure()\n", "plt.bar(twotheta_list, intensity_scaling_factors, 0.2)\n", "plt.xlabel(r'$2\\theta\\text{ (deg)}$')\n", "plt.ylabel('Scaling factor')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "e02412c3-9a8b-497d-803d-302daa0a53ee", "metadata": {}, "source": [ "Finally, we normalize out the scaling factors:" ] }, { "cell_type": "code", "execution_count": 10, "id": "d6be06df-8df1-4977-a82b-8ae4554ec8a7", "metadata": {}, "outputs": [], "source": [ "data_array = data_array / intensity_scaling_factors[np.newaxis, np.newaxis, np.newaxis, np.newaxis, :]" ] }, { "cell_type": "markdown", "id": "36362b81-142c-43b0-9512-9be69f7216f7", "metadata": {}, "source": [ "After this normalization, the sinogram and FBP should look better, because the different $hk\\ell$ orders are weighed properly." ] }, { "cell_type": "code", "execution_count": 11, "id": "d77dbad8-c6f1-4694-843c-df1aeb646ed1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (6,9))\n", "\n", "plt.subplot(2,1,1)\n", "\n", "total_intensity_sinogram = np.sum(data_array, axis = (3,4))\n", "extent = (rot_angles[0]-rot_angle_stepsize/2, rot_angles[-1]+rot_angle_stepsize/2, -0.5, data_array.shape[1]-0.5)\n", "plt.imshow(total_intensity_sinogram[:,:,0].T, extent = extent)\n", "plt.colorbar()\n", "plt.xlabel(r'$\\omega\\text{ (deg)}$')\n", "plt.ylabel(r'$\\text{Scanning y (pixels)}$')\n", "plt.title('Total intensity sinogram')\n", "\n", "fbp = FBP(total_intensity_sinogram)\n", "\n", "plt.subplot(2,1,2)\n", "plt.imshow(fbp, vmin = 0)\n", "plt.xlabel('Recon z (pixel)')\n", "plt.ylabel('Recon x (pixel)')\n", "plt.colorbar()\n", "plt.title('Total intensity FBP')\n", "fig.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "f48d5099-4234-4302-85fc-459ec23bd2f2", "metadata": {}, "outputs": [], "source": [ "# Save data\n", "geom.write('data/iron_slice.mumottgeometry')\n", "\n", "with h5py.File(f'data/fe3si_65_cw_layer_22_alpha_corrected.h5', 'w') as file:\n", " file.create_dataset('rotangle_degrees', data = rot_angles)\n", " file.create_dataset('aziangle_degrees', data = azim_angles)\n", " file.create_dataset('data_array', data = data_array)\n", " file.create_dataset('twotheta_list', data = twotheta_list)\n", " file.create_dataset('hkl_list', data = hkl_list)\n" ] } ], "metadata": { "kernelspec": { "display_name": "mumott_dev in p2085", "language": "python", "name": "mumott_dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }