{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Calibration of the pixel position for a Pilatus detector\n", "\n", "This tutorial summarizes the work done by Frederic Sulzman during his internship at ESRF during the summer 2015 entilted \"Calibration for geometric distortion in multi-\n", "modules pixel detectors\".\n", "\n", "The overall strategy is very similar to \"CCD calibration\" tutorial with some specificities due to the modular nature of the detector.\n", "\n", "0. Image preprocessing\n", "1. Peak picking\n", "2. Grid assignment\n", "3. Displacement fitting\n", "4. Reconstruction of the pixel position\n", "5. Saving into a detector definition file\n", "6. Validation of the geometry with a 2D integration\n", "\n", "Each module being made by lithographic processes, the error within a module will be assumeed to be constant. We will use the name \"displacement of the module\" to describe the rigide movement of the module.\n", "\n", "This tutorial uses data from the Pilatus3 2M CdTe from the ID15 beam line of the ESRF. \n", "They provided not only the intersnip subject but also the couple of images uses to calibrate the detector.\n", "\n", "This detector contains 48 half-modules, each bound to a single CdTe monocrystal sensor and is designed for high energy X-ray radiation detection. \n", "Due to the construction procedure, these half-modules could show a misalignment within the detector\n", "plane. \n", "While the manufacturer (Dectris) garanties a precision within a pixel (172µm), the miss-alignment of certain modules can be seen while calibrating Debye-Scherrer ring using refereance sample. \n", "So the aim of this work is to provide a detector description with a better precision better than the original detector.\n", "\n", "This work will be performed on the image of a grid available:\n", "http://www.silx.org/pub/pyFAI/detector_calibration/Pilatus2MCdTe_ID15_grid_plus_sample_0004.cbf\n", "and the scattering of ceria (CeO2) at 72.1keV available here.\n", "http://www.silx.org/pub/pyFAI/detector_calibration/Pilatus2MCdTe_ID15_CeO2_72100eV_800mm_0000.cbf\n", "\n", "It is a good exercise to calibrate all rings of the later image using the *pyFAI-calib2* tool. \n", "A calibration close to perfection is needed to visualize the module miss-alignement we aim at correcting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using pyFAI verison: 2023.1.0-dev0\n" ] } ], "source": [ "%matplotlib inline \n", "#For documentation purpose, `inline` is used to enforce the storage of the image in the notebook\n", "#matplotlib widget\n", "#many imports which will be used all along the notebook\n", "import time\n", "start_time = time.perf_counter()\n", "import os\n", "import pyFAI\n", "import fabio\n", "import glob\n", "import numpy\n", "from numpy.lib.stride_tricks import as_strided\n", "from math import sin, cos, sqrt\n", "from scipy.ndimage import convolve, binary_dilation\n", "from scipy.spatial import distance_matrix\n", "from scipy.optimize import minimize\n", "from matplotlib.pyplot import subplots\n", "from pyFAI.ext.bilinear import Bilinear\n", "from pyFAI.ext.watershed import InverseWatershed\n", "from silx.resources import ExternalResources\n", "from pyFAI.azimuthalIntegrator import AzimuthalIntegrator\n", "\n", "# A couple of compound dtypes ...\n", "dt = numpy.dtype([('y', numpy.float64),\n", " ('x', numpy.float64),\n", " ('i', numpy.int64),\n", " ])\n", "dl = numpy.dtype([('y', numpy.float64),\n", " ('x', numpy.float64),\n", " ('i', numpy.int64),\n", " ('Y', numpy.int64),\n", " ('X', numpy.int64),\n", " ])\n", "\n", "print(\"Using pyFAI verison: \", pyFAI.version)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Nota: Configure here your proxy if you are behind a firewall\n", "#os.environ[\"http_proxy\"] = \"http://proxy.comany.com:3128\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/tmp/detector_calibration_testdata_kieffer/Pilatus2MCdTe_ID15_CeO2_72100eV_800mm_0000.cbf\n", "/tmp/detector_calibration_testdata_kieffer/Pilatus2MCdTe_ID15_grid_plus_sample_0004.cbf\n" ] } ], "source": [ "downloader = ExternalResources(\"detector_calibration\", \"http://www.silx.org/pub/pyFAI/detector_calibration/\")\n", "ring_file = downloader.getfile(\"Pilatus2MCdTe_ID15_CeO2_72100eV_800mm_0000.cbf\")\n", "print(ring_file)\n", "grid_file = downloader.getfile(\"Pilatus2MCdTe_ID15_grid_plus_sample_0004.cbf\")\n", "print(grid_file)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rings = fabio.open(ring_file).data\n", "img = fabio.open(grid_file).data\n", "fig,ax = subplots(1,2, figsize=(10,5))\n", "ax[0].imshow(img.clip(0,1000), interpolation=\"bilinear\")\n", "ax[0].set_title(\"grid\")\n", "ax[1].imshow(numpy.arcsinh(rings), interpolation=\"bilinear\")\n", "ax[1].set_title(\"rings\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image processing\n", "\n", "There are 3 pre-processing steps which are needed.\n", "\n", "1. Define for each module a unique identifier which will be used later on during the fitting procedure\n", "2. Define the proper mask: each module is the assembly of 4x2 sub-modules and there are (3) interpolated pixels between each sub-module, such \"unreliable pixels should be masked out as well\n", "3. Correct the grid image by the smoothed image to have a constant background.\n", "4. Convolve the raw image with a typical hole shape to allow a precise spotting of the hole center.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Pilatus CdTe 2M\t PixelSize= 1.720e-04, 1.720e-04 m\n" ] } ], "source": [ "# This is the default detector as definied in pyFAI according to the specification provided by Dectris:\n", "pilatus = pyFAI.detector_factory(\"Pilatus_2m_CdTe\")\n", "print(pilatus)\n", "\n", "mask1 = pilatus.mask\n", "module_size = pilatus.MODULE_SIZE\n", "module_gap = pilatus.MODULE_GAP\n", "submodule_size = (96,60)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#1 + 2 Calculation of the module_id and the interpolated-mask:\n", "mid = numpy.zeros(pilatus.shape, dtype=int)\n", "mask2 = numpy.zeros(pilatus.shape, dtype=int)\n", "idx = 1\n", "for i in range(8):\n", " y_start = i*(module_gap[0] + module_size[0])\n", " y_stop = y_start + module_size[0]\n", " for j in range(3):\n", " x_start = j*(module_gap[1] + module_size[1])\n", " x_stop = x_start + module_size[1]\n", " mid[y_start:y_stop,x_start: x_start+module_size[1]//2] = idx\n", " idx+=1\n", " mid[y_start:y_stop,x_start+module_size[1]//2: x_stop] = idx\n", " idx+=1\n", " mask2[y_start+submodule_size[0]-1:y_start+submodule_size[0]+2,\n", " x_start:x_stop] = 1\n", " for k in range(1,8):\n", " mask2[y_start:y_stop,\n", " x_start+k*(submodule_size[1]+1)-1:x_start+k*(submodule_size[1]+1)+2] = 1" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#Extra masking\n", "mask0 = img<0\n", "#Those pixel are miss-behaving... they are the hot pixels next to the beam-stop\n", "mask0[915:922,793:800] = 1\n", "mask0[817:820,747:750] = 1" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = subplots(1,3, figsize=(10,4))\n", "ax[0].imshow(mid, interpolation=\"bilinear\")\n", "ax[0].set_title(\"Module Id\")\n", "\n", "ax[1].imshow(mask2+mask1+mask0, interpolation=\"bilinear\")\n", "ax[1].set_title(\"Combined mask\")\n", "\n", "nimg = img.astype(float)\n", "nimg[numpy.where(mask0+mask1+mask2)] = numpy.nan\n", "\n", "\n", "ax[2].imshow(nimg)#, interpolation=\"bilinear\")\n", "ax[2].set_title(\"Nan masked image\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# The Nan-masked image contains now only valid values (and Nan elsewhere). We will make a large median filter to \n", "# build up a smooth image without gaps.\n", "#\n", "# This function is backported from future version of numpy ... it allows to expose a winbowed view \n", "# to perform the nanmedian-filter\n", "\n", "def sliding_window_view(x, shape, subok=False, readonly=True):\n", " \"\"\"\n", " Creates sliding window views of the N dimensional array with the given window\n", " shape. Window slides across each dimension of `x` and extract subsets of `x`\n", " at any window position.\n", " Parameters\n", " ----------\n", " x : array_like\n", " Array to create sliding window views of.\n", " shape : sequence of int\n", " The shape of the window. Must have same length as the number of input array dimensions.\n", " subok : bool, optional\n", " If True, then sub-classes will be passed-through, otherwise the returned\n", " array will be forced to be a base-class array (default).\n", " readonly : bool, optional\n", " If set to True, the returned array will always be readonly view.\n", " Otherwise it will return writable copies(see Notes).\n", " Returns\n", " -------\n", " view : ndarray\n", " Sliding window views (or copies) of `x`. view.shape = x.shape - shape + 1\n", " See also\n", " --------\n", " as_strided: Create a view into the array with the given shape and strides.\n", " broadcast_to: broadcast an array to a given shape.\n", " Notes\n", " -----\n", " ``sliding_window_view`` create sliding window views of the N dimensions array\n", " with the given window shape and its implementation based on ``as_strided``.\n", " Please note that if readonly set to True, views are returned, not copies\n", " of array. In this case, write operations could be unpredictable, so the returned\n", " views are readonly. Bear in mind that returned copies (readonly=False) will\n", " take more memory than the original array, due to overlapping windows.\n", " For some cases there may be more efficient approaches to calculate transformations\n", " across multi-dimensional arrays, for instance `scipy.signal.fftconvolve`, where combining\n", " the iterating step with the calculation itself while storing partial results can result\n", " in significant speedups.\n", " Examples\n", " --------\n", " >>> i, j = np.ogrid[:3,:4]\n", " >>> x = 10*i + j\n", " >>> shape = (2,2)\n", " >>> np.lib.stride_tricks.sliding_window_view(x, shape)\n", " array([[[[ 0, 1],\n", " [10, 11]],\n", " [[ 1, 2],\n", " [11, 12]],\n", " [[ 2, 3],\n", " [12, 13]]],\n", " [[[10, 11],\n", " [20, 21]],\n", " [[11, 12],\n", " [21, 22]],\n", " [[12, 13],\n", " [22, 23]]]])\n", " \"\"\"\n", " np = numpy\n", " # first convert input to array, possibly keeping subclass\n", " x = np.array(x, copy=False, subok=subok)\n", "\n", " try:\n", " shape = np.array(shape, dtype=np.int64)\n", " except:\n", " raise TypeError('`shape` must be a sequence of integer')\n", " else:\n", " if shape.ndim > 1:\n", " raise ValueError('`shape` must be one-dimensional sequence of integer')\n", " if len(x.shape) != len(shape):\n", " raise ValueError(\"`shape` length doesn't match with input array dimensions\")\n", " if np.any(shape <= 0):\n", " raise ValueError('`shape` cannot contain non-positive value')\n", "\n", " o = np.array(x.shape) - shape + 1 # output shape\n", " if np.any(o <= 0):\n", " raise ValueError('window shape cannot larger than input array shape')\n", "\n", " if type(readonly) != bool:\n", " raise TypeError('readonly must be a boolean')\n", "\n", " strides = x.strides\n", " view_strides = strides\n", "\n", " view_shape = np.concatenate((o, shape), axis=0)\n", " view_strides = np.concatenate((view_strides, strides), axis=0)\n", " view = as_strided(x, view_shape, view_strides, subok=subok, writeable=not readonly)\n", "\n", " if not readonly:\n", " return view.copy()\n", " else:\n", " return view" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1679, 1475)\n", "(1697, 1485)\n", "(1679, 1475)\n", "CPU times: user 21.6 s, sys: 3.5 s, total: 25.1 s\n", "Wall time: 25.1 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time \n", "#Calculate a background image using a large median filter ... takes a while\n", "shape = (19,11)\n", "print(nimg.shape)\n", "padded = numpy.pad(nimg, tuple((i//2,) for i in shape), mode=\"edge\")\n", "print(padded.shape)\n", "background = numpy.nanmedian(sliding_window_view(padded, shape), axis = (-2,-1))\n", "print(background.shape)\n", "fig,ax = subplots()\n", "ax.imshow(background)\n", "ax.set_title(\"Background image\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0 17.728813559322035\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = subplots(1,2, figsize=(9,5))\n", "\n", "normalized = (nimg/background)\n", "\n", "low = numpy.nanmin(normalized)\n", "high = numpy.nanmax(normalized)\n", "print(low, high)\n", "normalized[numpy.isnan(normalized)] = 0\n", "normalized /= high\n", "\n", "ax[0].imshow(normalized)\n", "ax[0].set_title(\"Normalized image\")\n", "\n", "ax[1].hist(normalized.ravel(), 100, range=(0,1))\n", "ax[1].set_title(\"Histogram of intensities in normalized image\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a precise measurement of the peak position, one trick is to convolve the image with a pattern which looks like a hole of the grid.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#print the profile of the normalized image: the center is difficult to measure due to the small size of the hole.\n", "fig,ax = subplots(2)\n", "ax[0].plot(normalized[:,545])\n", "ax[1].plot(normalized[536,:])\n", "pass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "19.63857792789662\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Definition of the convolution kernel\n", "ksize = 5\n", "y,x = numpy.ogrid[-(ksize-1)//2:ksize//2+1,-(ksize-1)//2:ksize//2+1]\n", "d = numpy.sqrt(y*y+x*x)\n", "\n", "#Fade out curve definition\n", "fadeout = lambda x: 1/(1+numpy.exp(5*(x-2.5)))\n", "\n", "kernel = fadeout(d)\n", "mini=kernel.sum()\n", "print(mini)\n", "\n", "fig,ax = subplots(1,3)\n", "ax[0].imshow(d)\n", "ax[0].set_title(\"Distance array\")\n", "\n", "ax[1].plot(numpy.linspace(0,5,100),fadeout(numpy.linspace(0,5,100)))\n", "ax[1].set_title(\"fade-out curve\")\n", "\n", "ax[2].imshow(kernel)\n", "ax[2].set_title(\"Convolution kernel\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1679, 1475)\n" ] }, { "data": { "text/plain": [ "(array([1065]), array([338]))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "my_smooth = convolve(normalized, kernel, mode=\"constant\", cval=0)/mini\n", "print(my_smooth.shape)\n", "fig,ax = subplots(1,2)\n", "ax[0].imshow(normalized.clip(0,1))\n", "ax[0].set_ylim(1050,1100)\n", "ax[0].set_xlim(300,350)\n", "ax[1].imshow(my_smooth.clip(0,1))\n", "ax[1].set_ylim(1050,1100)\n", "ax[1].set_xlim(300,350)\n", "numpy.where(my_smooth == my_smooth.max())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "335009\n", "782371\n" ] }, { "data": { "image/png": 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dp1wv8JaJghgbPzeTey9K9000qCxksxTxUWbtHkKx9xwi1Wjd7iPv1qBqwcIzhP3M89PWDlIbJXfqsz6z9feYSDGCYVronnNfody8PMGw0B+r5zCD8xwQZNqL8DJLigGlwGnqrq/eNyssr0m6lD/lhWN/miztH2XmhaEkNVbeub5TmkPb6xf9cWKamRdGKQTDxO97ySNJAdaQowQilIt9mKWAZgSjJS8BkTGiaQ05SIFl7oU8B+f5qffnLDPto884Pt7Fc+OzpB1KAawhRqlnrS7vRbMcmk04ahCZ11g+PoDYWgUHAmKSQgEQ4xlCSUvGyPSPRlMESyYJJaZfcpx6C7co7EQ0TQDW4DiEnOWLYzxL7PiAGWKaQ6SVD8hp40MEDuWpuzIAP90sn89LHVrlb4s/vryx7PdpyvtPo/1ZhoMfR/uz7v9l7/EiyO/LtJfn/Ky2P+f5vqP/EQZ8tLTxxf7S1mugV151PwhYw4O489AEkl8+Z7Y8lTZiBm59agLyL5xZsMqR1qa92YQ+v7nAmzIF/cEtyLVV014uhGW7UuAP70Jurlsrpcc/UeCPbkNun4Fa7y60izSH+vA2gkvnoXqtxfZZCvXRbYhGA7hxaalVUR70oXaegl6+brZ7c+fIvWOovQPQq9fAYvFLIncOoI5PQK9cW8pf3HlovoYvXV7e/mAHnGbAtQsL8i+vhyDoK+cX5cMM3HkIikLoi9sL1xIz8Ml96OkU8pUb0PGS3UiSQX14C8GVS1Dd5mJ7IUN5/Qp0q77Yv/EM6tZdyJeuQTfihevlQR/5o8f+/Ss85MkI+aePIF+5Dh1VplFxjjwaQD3eAb16HSzlYns5PjevgmPp+la004f/bKFPJb3Qk5YlIe/GqIaoWWd5FAIkrBHJc+0wEIUBKAyR9mqQE+M/s/4wzQikBNViz5Rfkkg1hCBQs760nXKGFASux8iL2FmRGP+xrklzPQlwo7ac/yyAEOTaGZCTzPoJ5bjop5RIl4UJAhDjGCAB1TVZPFZmpd47jG2WEy9xW8njGCQl8m68NOQxikKA+dT2eCcENJ/av6iwri57fjAQSQEKw1PbQynN83VqUPXF11ROTbtuLZdxMCxcaM1T2ov/dbuGvB0ttIuxuUa1YjsuXnuagwQh79SM8XG+fVKMT9uMTxngY9vL8enVoCPpew0YRj04hV54l4+OhHUxEDNUJFyYImvkNQktycaY5g3phEOEvCkhZpkVWt6Q7ssRSBumCMDnDYAbNS+0MGsGRZBGsSyWZn82/xZ0x2rMbk3aMDrT9WpUkoaYLQ8QJy76XemnDgW45l4kFUvbT2I251JFBnV37TwvFuS5GHQorHuIiKx8q89R/fKqyjGTzwtSen5uLcnxIgEEgc8rWtwxnNbP+fNUJCzvYJRBDKbWpTPfLyaCrrmFgAV5464lAaFrr47bwjH5/eY53z5TEaH1yY59B6uTlwPn5itDLFkQODz9e/rCT9q8ITA+43x5s7UAs7Xigci05S0XY9q/HEKHpbdbon8pRLrRhI4lVCzQv1R52XstjM463pOtELNVJ6zZ2TZUJfa4fyUACyB8eAjOKsYHApL1GAdvVJzqgKevjLcDJL3AX1HLftQknvyx1aWBHEyErC0xuOz6NV0PMD3vIokGlwIkK679+KUQXGz5WBIOXwudnzYSOHol9Py0J9cr/s3tEKOz7vjkWoS0F1j5Hr4eQtWcH/zg9RBcHKq6wMHr7lreWMXx9YpP8kKE8Vnnq84ubSDtOfkfvBE5H/scZS2Jo5sudlvXJKiy7RxcCq2fVowTjF5Zc+0EHL4a2ompQ8LR6w07qbO2xPFLrp+TrRDjq06tObkaYrZWkcGrEXSjeM6i31YGscDhq45XshZh/60GsitbYEEYno8wPB/Zhf/4JT8m/fCNGOEwXbp7KemF3h4DJjwt6ud229fc8a2N3Xt+StvaBzPr8uHBENv/aNcEf5Nxhax96GKN5f4Jenedn7DMKS0nY/zbH4Jfu4a8ZQIX1t8rIl7Or0Hs7YOGE6AIwwtHOdY+zP0vQCU1r5oON0+kGRvvzJ4pg9VKOObK20egY5c6tvKJz3vjRzPQeGb9tJvfT+wzBzOFjbe1fcbaUYr4xPW5/TB1Kz+zkWflkaq8kOfY+r7rdzBR2PxBxQ22s4f19+vQBZBAma9aUnj3KXR01pzLjM0fJEsXNcCEaq6/Wxm7aQ5Wynatd9vx1o0IjQdj206asfG24y1TjfUfDGwYY9TPsVaJaW89SRE9qco3tYErxIz1HyWQ4yI2Wfv9DmYK6z+qpGQepAiHykRZAWg/KlJHC3fh6sczKx8AWH8nAXLf9ThPL/yXtqTPmvrm4o41UK8h2+og6CeQ4+zUrdfizcj4gNdWkS/RZ8ptMNfciurp1CWV2yAG4k+PjN77JYmYka01we1F48uzrnnW8WlttMzV5OleGuH+BFTxtVbb9WCE4Hi6mFpnx2h5v07r32ftd96OgECYd+C0a+fmRTkp3bNV5KD9fj1Pns86piIzyG5/lZ86SMzL9fwKvfCTNq9JzFbdxEk7AbJWZQu7Fno62uRM5GBNggCT7SKNKpRgYc4vB4wbNRueBpiQyaxZ8GYNtdm12zWzNQ99faRZs1smHZIN91sgAiYvbSDtRl5EkGFSbM03o6UGH8DorH4/Q+huo3IceDrbbDW0sbMontluKyV58lShsKl3gElTs+lyzIZ3Rd+brVZkQAKqE9uttpbk8ZKb65hc7Pi8q0abes1TCdJOYPS5JYuFDoUnAxbkBahkLXNtmf2Ut0JUY9Or/WZByFZrtl2HwgslzGvSwOxUeFdlkHYCL3Uu7TjdnAUhawXWz8uBb1NQsfR4qUZgdXGmOZvLKfTCT1rz0FVjBUHF5RdMQ8XkC7BJXtJx2jI5qDoS4EAgbZbKhwJHIbJGxcgSC8cbgKqHlnc4SNC6Py7uW2wfC1M/MYMlIW0tCWIoaLomwQEhfnDkVtbUZcAkvdMTBXRImPUc76wpzAJQ0Kwnkddd+2RD2JWciTDeklbn4kBgvFV5ieoS07XKwtSTSLqVRXBd+vme2xXjUhBg75tNa73WkcBou2Lw6bYwPuOOp6sBkp47zjc6yBvu3v3LwampaSoSmGxUDDyh8CbldFUia0m7tZythV4+7Xhb2rHUAfkx0LHAeNP1K+1KJBtuURxvSeRN1z48H9ixZ2n6XUaEqUhgcCmw70jaCTE65yb1ZCPAdN19dAYXQ2Sdij3iemiCMPTpu4oXXqcNRznCkfmbiVA/cLHEILFEx61EsCjl6ZIyUeg8UGapkhLiZIjWYzc4jV3fABA9OgJfWTe3yopwvKrV93gEahk/bTBV6Hy6HG6GiWzaWXpuxYTOAaDcuIkIvKCXzsugW0mZa+wZnavc4ZW4SSWtfuzgZijXRi+tyGDtQ9fP6CSz6XjEvJAet3J75u0A1t6v6N55jvV3nc5b2gzs+Owdone7Zdvn086CB3uImufsvTd+dLpeH45zrHziZCAS5em0nQeGd7m1bH06AeeZba/2O5gprP3OsY09Dkc5Vm5V5LubInrctzpt767f77UPZhDTDBrGZrD+bgKhNKIHR8DFVay9r2yYZHyYIBi7aWbtJgWtfDSFjpx3ZP3dBOHx1EZsLaMX/ktriZfoJawXtpv2HPIfTSQKwclzchXLEV6iO2WrdT/l6nNQtd/VXQA3lvs4fxxUdXs9k57zBnyhdLm5S5by4GcbW/xzv0AXkmp+8hwDxaDJ6QuEuagyTvTstLnSLZdcWlvc3ldsHTbumhavr/6dbjZtosMy+sKTloguENFvEtEHRPQ+Ef0Hxe+rRPTrRHSr+H+l+J2I6K8VlQV+RETf+Cz3STuBge8oHnSyGWG66bY2o/OR9Z8at0xstlisgSBA/4qBWiHN4FCgf9lBwuhe26X5AZhsRUYvLdrTS2tWH2EyMC66jGMFoFdalldelxhcOh1uZrwd2TS0efJ4L6G8Ib3t3GwtRLbpXD7j7cjq+UwGtsX6kAXMMxeTWEUCg4sVuJlm4MlgthZanZfIbCNLPb/kbbfHUmBQ5R1LD2qFOm1MtiL7Us7WQicDEuDVrtVx5djsoBZkoBnxgyMDEVNJGZyHm5lsVuRb2YmVk2Vw0clXRxLDb56zC3sVEgYobBsbLlJtuuHcXGarHYHD0mZAGJ2N7ITUocB0o2IjqEvPHZd2fZtMshZBxdK+o5Tzcw2WX2Z7nAP4XzHzD4ioDeD7RPTrAP6nAH6Dmf9yUfbjLwH4iwD+NIAbxb9vA/jrmMM8nidSjNpBimAsbeB/AzCDUgSkN55mBskhMcfNHYGon4KVBpIUzac5woEJ2uZQorlbBMErBTGeorHfQjAwX+B6gScsh8ZdEhxOQWkMUWyNW08Nb8pMWpjoTxAWL6RIDO5u2J+5hIHJDMHADGA9FJCJghxnJtgd8BIGmnsS4cBs7ctg9zJhgHJzThlcHwuCHLmEgbgfIhzl5sUHEPcDG5AuByniQYRwYOQnQomoJW3CQDjIwNIF7oelkaRIGIgHBmql5B2OAwTDDJxlgFIIJ+x4pwGCtjC88tzwn2jLO6hLiJwRDBNwnoNg0CDlOANlCslGDfFhYlSRMmFgkkF3GgimCvFQuQSDIqCeJgmCUCKqS8iZtu9JttqALNrDQCCcBEa+SkMeDhFsdg3/cYJwGELFwu7EdChscL8cpwiSOoKJMskRAORqAEoyaM0mYSOvGd8qm7RN6gUuYSDRBs6m6Leq1Q1GdTE+LAhyZt5JeTwG9wegduunkzBARH8XwH9c/Pt5Zt4hom0Av8XMN4noPyn+/tvF+R+X553Gs0Or/G36hR9L/74ULctieRHpef38ST7Hz4qMfkboO/wbpyYM/Fh0WiK6DODrAL4DYKsyEZ8C2Cr+XlZd4NwSXr9CRN8jou9leD5ezk+FflZexuf18yf5HD8rMvp9QF/aekxELQD/LwD/C2YeVB3yzMxEyzAGTyevwoBYZQpO0QOLgGoKQt+oQcapznkOEH2+9tJ4VbYLX28qrwXwmdvB2oTTVXgvvb5yrW2H8TUvtJMwz6+VaZ/jvbR9TgacmzzfhfYyXrdsDyOft5RmW5eb7TJFkQtupwIcQCk3PtX24lpPvlJa3hQERq0p2+een6Swvy/IsPRLV/rCWWrbKYqK0FNteenZzPbB410+Y5aCgsD0i9nypigCp6nZ4gfBIu8wgJ4lRv5hBAoDUyKk4E1E0EmRZ1urLfLOcuB0rPIvN2mJKISZsP8FM//Xxc+7RLRd2R7vFb9/7uoCaNShv/baogWUGcGHD0yWxM0Ly9vfuwfEMfKXzvlfASKj6/3oNkSnjezqGcznPYpUgX74IeS5bWTn19z1pSUwU6B3PoE8ewbZds+2ceGrE5k21188D6QZ1PaqNeuD2ejfP/wI8vpl5Btto28Lsu4kOcnA73wI0WpBvX61Elnl+hk+OoR6vAN8/RWoWHoQPEzGXaV2dsFvvVRkkcy139+HPjqG+toNc292bcRA8MGn4DRF/vUbpq24Nwemzk3wyWMgS5G9ddVC2TAZP7BIFYKPHwJEyF67aCKmimuhAVIawXv3QM0G0mtn7L11JAzySDE+ejIB3rgJ3QjBZAxIJbKGmGVGhjevIl9t2kwaB6ujgO9/APnKdeS9OvJmADnJDdIlwdTt+c67EG+8hLxjcMWCSW77GR5MoD74BPS6KSsilLaRX3kjQO3JEOqjO8BbNzFbryMY5/Y5slaA+p1D6PsPwd98GWknskEfOjYJLbU7+1A7u8j+0KuuvwCy8twf/BZOoy88acl8Uv8zAB8y8/+50vT3APwSgL9c/P93K7//BSL6VRgDVP9Z+qy5CWzMZjUtD4CxzJIwk4GABZR8KUGBXJq2RpoNmFsQeO1VEkWFgmXtJAgSAEth+2fvYYRjUvPCANmFlcVIJy66Gvr3t0bPEsqEyPBfptkUoZZlyuFCoFVg+qXjABzQotekaOdQGDfF/DNIYYITArEQ9MERFV8mk93CEXnjY/rsIoS4mmEjCSSLLyPzQt91JAAGpDDjy7EbQ2J2f6uy/66dhekLUEwC1tBRYAuQiVTZSgA0zkxyVmiCXoRifyxzZfmXLp3yOURuFjASBB0FkKn2nkOm2jwfCVPALTe8oycDZEWsejk+lJtry3vLRBWBI/MD5ujL6LR/BMC/A+CPEdHbxb8/AzNZ/wQR3QLwx4tjwACU3wVwG8B/CuDPf5ablOlKAMwKX1QaMI0aLIuKasKF0pVt3nFB88deWGI1bYq1qeBWTcmad0fM+/LmJ2eF32nhecv6sdA2x5uLXFzv+Bn9rB4v8Fp27PkZF/vpAa/NQ8HOqQvLQNpcO3n3e55P+Iv4jKvxzrI/dVbZU978+Xssi1JjsWh08+OWl/SBAbXSWCqDz0tfeNIy8z9jZmLmN5n5a8W/X2PmQ2b+BWa+wcx/nJmPivOZmf9dZr7GzG8w8/c+y32SFQNJScwIn/aBIk4XAEACxzciJKsubvTwtdjFt0qJgzcrfsSawNGrzpeqNrs4vlEpMXIxwng7tAMyvrnhQ6i+WZQcKdqzs13LO2tLHL42F+hdQYzoX408eFaam4R734i9mNR5GRy94vo9PB9hcqVr249ejjFbD+0E2P9a7CBUA8LetyqlO+oCe9908cKztRCHr7p+969EGF5wMjl4veZBqO5+K3apeVHo8c6aAfa/5njx9hqOb0Ye73El7S+7esbG/DKZfqpYmq9k5it1WTMwY1mOXS3wUvNOrsXW38xEGFxtgoLQLkp736xherkHDkzu7MHXKhCqnQD7bxp5GYjaCOMbq4731dgrRXP4WmzwjgFAEPbfMuVGy3tF+2Mb0ZR2Qhy+YoJoVD3A5Ezk+bL7V2uYrrvY8OOXYi9WeRm98GGM8XGO+KQQwLkeQKZSHgCANVY/9i3M6+8mXhjjxjvuOJgqrL1fKVOx18fKLffF6jwo0qYKATY/3kdyyQweMXu8ACB80kd6vmf+HiqsvT/nFM/dcfduurACl2RS89IFNMh5GZQLU/tRirgSxrj6kalUV7ZvvJ241Lycsfm9BEKZiSGnGhs/SOzCUzvMEPWNr1TMMnTnvvhrH1Qq7jFj4+3UQpEizcxx8fUKJgpr71XQLfeO0bvjghQ6D32I2vDBAVS8ZXmvvZtBpNpsGZUvi2CqsPKJy4iZD2NsP3L5zcSM1qMZWCmIQh1a/Siz/RYZY+XjqevHSGHltutXfJyjtjux8q1C1AJA704GOTYQtWBG73ZuaiIzg0FIN5uInpixDyc5up/6Y1ndjbR2MttnMLD1W/vI15qg9PQwxhd+0pYPYw7mG319tTw/PJmBZwmoXveEDcA/LvXbZW2AB5HqtZdbmrnws2eF283znq/lc9qEXcbbFXhezluo5cc2tayythhYWpitfCgX5aXYk7vFlC55p9q2z0PFcp67QtjkCkKTYnCagrLIs1OUMLKqESKsxeCxK69B2kCwejKpUDjMiuJoZb98CNUqdCmxqQFc5tMuQKim2pYFAZZD1JLiYtJiAaK2SpQv8q6SnCqLhBGOUuBkAOrWn+lCe+Fjj7VcktpUGgxOg5shQhk0Uk11YmF4WcGGfkqbigqolVI/q/v4SAtpUxVIkHkYFwAe3EwVDmUZ5TWJ8GiK8HgxJlZLWoDF4TjwrvUgYeoVuJnyuOwnLcLPqFhC1QPkndjJoLx3JDwZzKPfV5EmmHzYFgoCDwanhFKR0wycJID05TkP61Klqm1jGQVHY2/hY4K3qGs5p6sHfr/n9fpqCGqpdlTfI69vzzhmmj+e60cZETrLgR99AuQ5VCP8ycQe/7QoawcYbVegVtYkpmsljIjA8EJgU5tM7HGIZKsBUa8BUuLkWmhXXxUL9C87/UH1Whiec7wnW6FJmyrap5d6Jt2r4H38UgFlUy4IFcNC1pLoX5sTdEWnHV4IT823ZUE4ejVEut4w9V7nZdAJTLpX2c/NELOzPtxMFbbl+GYIjgv9LiAcvhp6Ou3Ry64fs9UQ/SuO9+hsiHFF9z6+HnmlOw7eDN2kj0Lsf83lAedNicPXne6nt1ZtiQwmwuCKKemStyKIVhPplU2ourEWG70+OtWan7UlDt46Xafd/bl19K+6hI7BtabxvxaW371vxhaGyOi0LTups4709OXxdojRzRXL6+S6sUeUuvfBGzHyTjFOwtgQSpwoFUuj15e2jk6Io1ecDjs5E2J40cno+EYN043QVK24fAF7f+6mF5u8jF747XF8kiE+ccde6hhrrHxioD7kJEfeCrH23lzq2I9M6hgTudSxgqpwM8Bi2lTjo10kZWoeMzbe9r+Cwd4A+oIZ3GiQY+39OT1kTqc9FZFBMzZ+WECWLPmYxMcZ4mN33H6UeKl5Vb2emLH+TgKaJVannYeE2XjbfZHqBylqlWi57n3Hax5uhtjox9V84DO/63iHoxwbP6xsQ58cYPWjhr22e6cydiQQ3XmKsNdGvtKAjiW2vuuqyM9TNMix8XYFbmY2Bzdzx9kMmAidexMPbmbz+4lXknP97ZHdHocDhbUKlE1zJ0P8tKh2L8jjTcxYey+BHBY6rTbyLlUQkWoDGVOoGeEgw8pHflkbrqxLvTuJTTZIz3bQeXh6eZiSXvgv7XOJYIr1noztsWujpZPgM0PXnHrPL+F6+ILt3rk5PzPf8lReDIT7Ewh1uv5cngfg+XAzlXOBii+9/I1dTd3o6RBymls1xiQEMNIzbeujLKFYTn2uSm0krwtlhkzFEEWKUY0CIz3X9woOk9Hr5+wTtv4tL/RLqMXj03nBLhZL2zPt8aL82TIAfgYm7TzcTNaqQMKQwGw1RNaJrBV3uu7QJsBsoVZKnaoKvcL12EuXy1qBh9Kgey1Pv7Pb21LnrVXS/OZgWwB4Om3aCU6thsZESFaKfjEwH/ipYunxFpkCJs76mfRCHxJmLfS25tVnLs+3vEOBtIKcMA83k7UDTwZJr8JLkN2WAwAI3taOYue+0M0Ycpw4vVUQUPNtBhaidslLW9ojACzgORGzgZH1dPFK6CiMu6/qD9YNB0ezACMrfQjTeXtEmUpnZVbzbQY+XCscOijmYGQBG9xi28Pnl7x8obfHNMvQ/HgfqtuE3DkAAESrXYAZuj8EBKF9ZwgxmIDHExAR5MVNBE+OoMZTYDRG68465NNDsNagKEJ0ZgXiwS70dAoxHKN5vwbx9BAAEK6vmOrkBydQSkGMpqifjICZ2TIGFzYh7j0BSEClKeTxALWDYt9aixGtdyAf7YOVhsozYGcP0VEfRIRwaxU0TUGDETjPDWrC46eID03ZyeDSJoKHByb+Nc+hmKEnE0QfPgI1G54MeKUDxBE4zxB88hjNySZkf+xkcHkLODwGpymiW09A+RmE93etDOo7IfT+IfQsQe3+EXS7AfFk38hgYxWktZEva9SfjCGPRsDUbIPl5S0Ejw5NdQIi1HYThPeegplBtRhqs2fk2x9C9ATqj4ag3SPzxWo3UbufAf0h9HgKWa+jdnuvKM5t5CufHILzHHo6BbSCvP0YUkpQFEGtd60MACBnDXqwg3ivBl7tAlkOGpodF7ebUKxBn+4gfhohOLcO+fTYfOGlBPfaUFpB3HuCWqsJ3W2afgJAuwnKFTQz5N0nqG+smqT6YqHUmyug3UNopRDcfgJ5dh1i79gs5lJCr3WAnT1wniG6v4+w0wQd9Y2Mmg1wIMG7B2Z8HvdBaQaezkBE4NUuqD8CnYKDDeDHl5r3k6BusMF/uPvfX9qmh0MAgGi3l7ar/gAkJURrOWqh6g9AYWBKb8wTa6j+ACKOQfUlaBWftb1eB8XLEPQ11Ekfotm0AfWslPkbAJSCGgwAISG7ncXrAXCSmLIZ3Y73RbHt0yl0kkD2ekWFP3+c9WQCTlPTvoT0cAjWbPiXX4IKDz0aA6yd/OfO8cZn2f2HQ4DEM8cHWkF2OiYksJp0AFgZWRkuMCja220sSzrhPIceDk9vTxLoycTdf749TaHH49PbP+v4nNL+L/r/b/Tz/aWf3Bf6S8v1COlbV8wBwdOfoveMxzp9/dJCGzEjfOcuqFZD8vJC9p+pxvf2bYhuB8n1rYV2kSqI330f4swmksvri+2Zhvjeh6Dz20jPryzcX6QK4rsfgi6cRbrdWWiXsxz43fdBl88j3WwiPJqCZpk5FyZhAN99D7LVRPbmZbddqvCJdgaguw+Qv3bFWVzZnRPfPwDv7CJ77dJiWRAG4nv70PuHyF6/7AHjVeXLSeruT+5aAIg/euzal8RWL4wP/Oujd+6B4siMT5U3GUxj+v5HpjrGy5egmqHTZ4VRIeQkA773AXDlAtL1hpNN8X8wSoHvvw9cu2BKl8zJL+gnwNsfgG9eQtZanPTRkz5w6y70zUtLYXSjvRHw0R2oVy+7siXV97Mcn1cvu2SR6vg9OgY9fILs9StmfNhv5+8uWYgKeuF12qwdYHTePYCc5S5+lASGF2Kj4xb+sP6VGKqCFti/Etv6qapWQMKUsCO9toEZIQBkYEU8mM56bPyQFd46cKiJuttw7o6GNP0kOEOVdM7+yZnCdUKLhpR0rYHDb2+Yfs2//2QgOS3cDBWwsesu0mi8HTkZEGF40VW3hyQPYkfF0rSXrqqOCa1bJgMiwuhs7HRcIgwvxA4xUQoMz1d4R8KE+5VrTLvlubmSldDTebnrKjiUMmJhkiSoAEYrv+B5TVbCV2ECQQSZN5gMjEuJmMiCkHVjT2edboT2PWBJSDbrtl3FAslqaGWQN6SFqGVJhndd2vZkNbT3Z0EOnrV4T5KKDUbH0uj9hUzyuvRkkLULe0TRnnaDpYtolV74SSsyRjguJykgJinCDx+AC/0inGiTdQHzhY3GbAw5RVHpcFKxODIjmFUtd7kXwSNyl8EBALrmr3ZBUvI27dW6qaTN9R5VrYKKvUikBXpONJVMnfFF5GzRIQEjoyqgtshdBXQm8gtal5bVkvS8dXP+5tU2Bku4rTAJqKhiVBHkH4eBd5zHBF1tr7mSIkyEtG0WxGWGGJaEpFsxJs1BraYtgazhYxNX47una8JOBpbkwZjqUGC6egpErWYkHWmhXi2vSqW86brLhOKADNRrBTdrsuYWpqwtkXaqRkIfnnV8Rp5aGqWkF3p7DJgQsmoYWbbWQEiboHuPAdaoHWbei1Xfr8T4ao3GnvMNypS9YxpPUTtyCv98JXJ5PITsubIhFq61dC2MZ6ACoVEmCo3duVlZ0eNsvPQSIma0HyWm2l7ix6YSm/C9aghfNMgh+1Prp53n3dxJgbJocq4937ZM/eNwkntV6GuHPq/W48RuSeMHR+jqSqphnntlWYKZQufTSmmUoxM0d7q2vfnUh2cVu0cIVurGbceM3u3EPvM8BVOF3p2Kj32Sm8Letp+VcWVG81HFT8vs+bJFptH7YOj8tOMcvTtuxa0fZB6E6jz0a+92AjEpyoKwX5ZFZBorH1f8tMMMvbvKWsVrc2PVvj/z1JdnQenaezz3jN9jWrbqZqt1hzZ42k6CNU6L33Qwq5/f3+oz+pLXz5FIcoiJ/2J/kXS0Hxd5RkoC0rM9O4GXXwBED4/9OOrndD88mSE8mtrrgec/M+UM+XDPjPHzXM6/F/JbckvPh+zJ1bmhPiu98JM2WQlwcs1ZYIfnY4zPuNS8o5uxF2Z3+FqlXmsY4uD1ms0BzRsSxy9VdLD1roEbrfCebkR2ss+ubTh9ThS8K6uiWnMQqlkrwPGNOUtxJX51cCn29OUqsSAcvlpD2ouRbi0WmU56oSeD0dkIyfmuPT65HlvfKxOZVLBiUeNA4PC1mtO969K0W/mGVgZMBqa0TEMjIhy/VLM6mI7MtXKSGfUkMiF6Jp44R16X2Pv5bSf/jVUP+nV0NvJ87nprFbMzTeSdWhEmGts48nnK6xL9y0U/A0J29YwJYyxuNT4TWfkyEaZn6i6MkXyIWi0Jo2sujDGvSw+eNVkJkW07q/1kK/J82cMLMXTdfTT6l33ewwsujDGvSw+iNun54azTTWOPoCKIY7wdnZqiWdILvz2OhgrBpBIGtpd5elfnQW4yTWBWsc59l1mCPEf3vkurkjON1uNKKFx/jMaec/nUD3Oj3xUTMX46wmy7mEQMtB/mXoiZHMyQFyUP44ME0cB3lFe/9PUDZXVvS2kGkSioWoDWjvJ0yyqFY+Vlh9SOFKLDqf3gNXeUy6BhRvtxbkMozdY7t18xkWq0n7itYDBSqOfm+QiM+lHuah0xo7GvrHwBoLGvQMpgOFGeo36gTZbMzjF0vI64L1xE1WSGaOSuDSfsPQdNDWRsqZ9GQ17UqctztbEpWNHOWaxlxjb1jtj9bdv9DYzfzvDGpgpbAxT2iOrmQbE3tiL3bQELWVjP2kEUxi0ApkLBue3Fc+bohZ+0ItMQFTVAppWqAqw9XQ8o0qRKQxRgS14ARpjhuKJzpZl3/TwvGk8hlPEjEjOiwZylKc3cV0EQKNMetIqXOzpeEnZ4dIIgDKC3WoiPT9d552UQzBRomloxzPOOBrlLK1SMqF8pp6EYYaWso8y0Casr9dJqChsRopPcWYOZUT/IkHdixJ02OElR3zc2heTKBkDwbAQ8nnj3nrcZ0GAEkXUt71LnXfZyy0ShuVMxvuXa02nndfH4cObptK3HLvZbKEbj0djqtMFMIXjqeIcDheBgZHXaeZtB60kKUWBXg32dVyj29OtgqtDccYvJvAzqTxMLL5NcWkNzJ33uVvlLb4+JSBLRD4no/1McXyGi7xSVBP6fRBQVv8fF8e2i/fJn4V9NmwqPZ4geHns6w0Ic6vPSpqphcnNpUotQK4vXzj28/VNHAqp2+ho4D+FCgoAzG3Y7/HmgVpbF3p5+r+eHxT0TEuYZ5xr+c/97v/3ea1/VPGuPnqELf+nY9GcQaUa0N17M3Qa8xfFZ9OOQ6n8A4MPK8X8E4K8w83UAxwB+ufj9lwEcF7//leK859JsLcDJNaMT6FqA0WsbroQDCRy94utzB2/GzmQeBB7cTNYMfLiZMyvoX/XhUKqQMOOXN125DUHY/3pREqO4Pt9oW15Jz0/BAuDptCfXI0zXy9hleEnwLAgHbxm9KBhlkMdjXwaroVepfHghwuxSzx4fvRx7+tzBmzFQSc3b+4YvgyokzHQjwkkVcudy5OlgB2/UrD5XysDqXFGIva/XrAzSToDD1yrYVdtr6F9x9zq5WtgMClLnfZvBwRu+zaBKWSvA4auO9wLcTAUShokwvGLgZlw6Xc3GPatI4OhNF4mUtQKbQggYHXZydcUe9y/Hnh56+EoNqlk8hyAcvF5zqY+RMDYDUcok9GQw2Yy8KvPDy3651ZPr8WJe9hx9qUlLROcB/GsA/q/FMQH4YwD+TnHK3wTw54q//2xxjKL9F2hZGskc1Q5z9O6koExD1QOEQ4XG0wrczEeJ3XIYyJIEMjHYuchzrFXgZ4KJwspHlYrgeyfo3Hdbmc6nKRp7mdVXGrcOEIxdtby19wpImKI9OBi5LJZ+jpVbc4pTtRL8/Qy1I7NVFLMCIxcwuqRmrH6YmW0q+/oSAMQnOXq3U3t++1GK2qOBbV+5nZptbNnPD1Ibz0s5Y/3d1JPB2vupvUftIEP3ntuytR+kaBbyZWasfmwqmZe8Vz/IDPpgnkMfHmHrdyc2syccKXTvuKqGYv8ErcdZEaGUYeM7x4gr22e534ecOfSI7l1jj1j2pZFThc6Dxap55Rez9TRHfOL0+MZu4rCXmdF5kNsMGpEz2g9Tj3ezsj2O+gq1PYea0dhXVgZMhPaT3JahATPaj5w9QuSM1o4rVRnMFOqHla33yNgAykW0duTbbOoH+pkoJsCX12n/LwD+NwDKAOA1ACfMXEq3WkXAVhhg5pyI+sX5LgIcABH9CoBfAYCaaCF+3xQl4NEY1GjYFUz3TWxr/F61aIEjPRoD0xlq7y4RgGbo6RR6N0NttsQvphSUUuAnu4iH46XXqzQFP36KqOjHwvV5Bn6yi+hk4F0HQeDR2LhTHu4gOlhMekdu8I70ZILo/YdetlBJPJmahIGPHyIgsXAOj8bg1ASihEtiY/VwBD1LTuVfJgzUfvip1x5VrmelEH74AKjG7paxx4Vc6mXubpqB0xS13UZx/RCYTBBXqtdFlfhlmzBw6xGkkIt9zHMorUAPniDar5l+FfIt76e0At1/jGgnxkJQYNEu7jxGLfKt+hEK+TJD3nmM5qf+NIkBYDqDznMEnzxC+45caC/HJ3r3U0QV+Zf9KMen8d37S+X7E0kYIKL/DoA/w8x/noh+HsD/Gqb41u8UW2AQ0QUAf5+ZXyei9wD8KWZ+VLTdAfBtZj5Yxh94gWr5fEVf0U+ZnlXL58t8af8IgP9egXVcA9AB8FcB9IgoKL621SoCZYWBR0QUAOgCOPwS9/+KvqJ/KekLT1pm/g8B/IcAUH5pmfnfJqL/CsC/DuBXsVhh4JcA/Iui/R/zcz7zFIYIzl3wfyy3X/vmAy021he3Tpqh9vZNat7aqt9WpImpp3ugWgyx2lu8ca6QP9mBbLdBK93FdqWRP3kK2WmBlqXOKY388RPI1RXQstSzkv/aKqi5JDUwzZDvPAWFEeSZzeXb48EI6uQEwbmznsHLtvcHUIMRgrNnlrcf903q2faZ5dvjXZMX7N1fM/T+AcT6GvTRMVgp076E9K7JzxVbG0vb1dM9Mz4ba8vbn+yCsxTB9hkX/ValUobr66DGEhUjSZE/3YXc2nTJB9XnnyVQu3sIzmxZo53XPhhBHR+b+wcBeJYAeW7GUxB4PIE6PEJwdttWa7AuPkFufM5ue4AElv9w6I9PdWsPgB6fDuz2k/DT/kUAv0pE/0cAP4QpHYLi//+ciG4DOALwi89jxHGA5OryQY+mU4AEkutLXhoGouEQVK8vbSfNCE76JjVvCX+RaojdPdBqD8mV9QU0Bco05P4BsL6K5MLKKdfvm/azi5NazBRoZxfYWkeyuTip5TQHnu5C1GtIrm0uDYuLnsSg0RjZpY2lYGjRwwA0nSG9srkQXA8A8T0C5TnSqxuuCkLlOaPxBJRmC/cX59eQxRLxRzk4SZFc2ViIlQab6wEgubqxiEbBQDQYmdS8Je2kGcHRCVgp5Jc2oeqBkRmzTYOT0xzY2QVvryFdW1z4glEG7O6Bt9eRrixO6uAkAfb2jQW7vSw1LwZOTpBf2IBqhiZdUDHylplM0d4YdNJHdnEDeom1147P5U1b6qQqx+hhaMbn8sZi6iQAPjh9av5YJi0z/xaA3yr+vgvgDy45Zwbg3/i8vPO6KVhUBkXkTelFsyS9EOEwt2DcaS9wgQrCQMBEfYNNpEMBFQuEQ2Mn47qBQymDKrJmUNR8KUqKtBrQkizvrCMRDhyYWBVCVYcCKhLLgyhg0r1ExqdaBrNWYANBKNd+fRtpagoFUxN4LpR2SeEwaWuiCJJgIqi6QFSFQ2lIGzTBgqBqArHlLWzhK2KGioQX3aNiYbKKiq9IuhJZiy9g0h1lomzhrKwb2QQPCgxUjcgM/rAOTdFukbOxngc+vIyKhLFMzzsViheeK18sFuStZSqWoFxb/CUdSVDFT5zXpCnwXLiAdC1wabyCwJIcBnFA7utZ9IuFy+mdh5tRsSsMVj5ntZ+lDMqx9IqhFW4oWwepcu5p9Hvv/X4O5Q2BpOsKMM16fprUZEN4X5rxVoHnQwIIJMZblVjhWGC86XCPda+J2Uoln3PDT5NKN5uONwHD84GHpKebbtuVNwRmK9IL+atud0ZnAmTN5f43LQknVx1GsDwaeW6fvCUxOhtYGQQnM2DPmQNG5xyMLAD0L4cu9lgSjq9XIFRrAidXi62X1sjaEsPzgf1CjrdDTDYqvK6GpjQKw8Kz2pcyCnH4aoHBpTQ4Eji5HlqXj95cweBCaPs9PB9iVvqqSSA/u+rlwB6+HkGHYtHlQ8B0q4aDNxxKSN4KQZVFc3Ap8GLQ+1dN7HGJl3z0iksDVDWB41ca1k+brAQYb4UIj4z7arQdYnreIaL0r4ZIVhzvo1dCcBFIw5Jw8Lov36OXK7HGq6GTN4DRed8PfvxS7MHfHr4aPddP+8KHMc6Hp82nSa3cMsflalWWyABrIEmx+nFiV8VwlKM3cmGMcucIrZYTaBU+FABqd/cdhKpmrL1fuCfKvNaTMVBsraJ+jsbDMSCEQyqolpK46/ppI6IKEoqx8aOZbVdrbeBexQ3Qz73Qw2yljmi6Adwz7q7encR+jYgL2FPrp9XYeMfBoAYThfX3Cl5CID7JnA9SENoPfKjX1Q8TGx+7ACObZtj8geFdbltXP3CperRziN5dt3Xt3vN5Bw/2EDbPWTRFCyO7hOKTDFG/IpOjGTjLISYJsNawKW3le7Dy0QicZxAF+uHmDyswslOFtXcmNoyxdpihBrNIMxHaD1PEldS8lY9dv0uIWjHNoGHikDd/4PodTBXWK27G2kGKcOgmYfuB78tf/WjmFTFb/9HpMijphf/SLqVK7HFJi6uzWGiT48xuAxdYfp4UrlOEmndiq/OcRuUXrYyImr/vQlmOysvifsRCiOWpKXDzUDHLoudOSRvj+TSy59Ci7qpPb6ts7+ef8bSxsLHDiYJ8fACwBo0mfmmXz9rfU3agC6lzS3h+keNqOKUvh4q852V0Cr3wkzbtBi78DybsLms7CNXh+djqGEyEwUUHJ4Mw9LYiHAjMNiIHe9prI1kpjAyaMd2IPAjVfLNrQ/aYCKNzkWd04YYLicxr0usnAG97PFsLl257ygGdbEU2zrpaXpHJlASphtFlrQC647aKs9XQ6VlsYGSrYGNlVTZihg7I45XXfHjWeRjZ2Wq0ACNbhVCdVSq+cUCGVxnaXa87uNuSd83onpympmi4JHu+hZGtUqlHRsKG++lY2tQ8vWmS8tOuD1GbdiOUpTaZfOhcLQnpWs0u7CoSHpRu3pDQDaf6ZM3Agz1NViowveTDyuoCnsZ2PxLIG04ly2vS62feCr3SKVkr+MknDPzEiWFDxMpt1LKiWW61htseA6hiMqW9CFm9ojNJM0GCvQGCfoL4KPOD56XwvmjPqk8L4ePbzlMe0+nYPwSkTbJb0AURSEJecxZeFfvYunm9MPIwG15tYYpCk7ln0hOQiUL4pG8Wrq5fqydtuYUpbQtP9571hLdwTdaFs0YLaaBVClKRwHTN4R1xq46kJywg92xFIm8KcCBA9TpUt7AZFGM0OivBYk4GZQRc5Pdb1Xxc47QloGIno9la6FQQAsabrjg3B8KLMc8bEtOKbSPpSuQ9N2njowTxwdQuAKNtCQ6dLj46J62+rEOB0XYFXqYZYLxVhaYJPDvKaLuCbUWEwaXTC52X9MLrtNV0OGJeAoeSetkR7YelfifA0ynaDxP7dSxhWyzW0uEAtdU6kkuroEwjOp4h77jBCneOoWuuLEjnQeJN6ircTDBRXlobAE+n9cqZzBFptjrvMgrHOcKxW3xqhxnCvSE0ACYfagWAgYBJM7O9VQbGRUcC6bkeZKLQu1uJsz3JnNWaC0gdnuNVka9XWjTPnc5b9LN3u2I93z9C524D4dM+kkurftkV1pA7Bwh65yzv0maw7EsTnWSITjK7YATjzKTeaRNfvfbPd5BcWrMLX+fu2Ct1ufah02llotD7wOm086VnmjspoicDVEdTNV2Fv7UPZjY1j1TF1gETa7z6kbsyPk4Rjt0kXICuuTW1Lp+qDJ5FL/6XdhlVP0bP2Eno4QhiuuiCWQY3w6HwJqx3u+pE/QmmbT2PPH3I6kjmpV1W0rOaj1EawBZ02nl01aoOjM/2vPNph1XSkUQ678sm4DOn7ZUABqMUQX+62C6KbXkxYZ/Zty9AwRMDYP68r9+Xpd9XcDPTjciDLBlcij2Iymrl7BK2pdyGyjObOPi6DwlTQpYAJjXPQtcAGFyMPf0uubxudDA2WRnHL/llLHTbWUbTTuBV+J6n4fnYL5kxVwn+5Fp86sB5EKqFTLJN55LImwHkxC1O/csxOA5NUoIwVdJt5cCa9GSQtQInAzapkKUMiAz8TLU05ng7QvR0aHgXELW2H7UCtqX8MocGjrWE+5lu+LAtvNLxtt7DC0a+y7bH03NNHL/Rc2mV9SI1r9CCxmcjT3+enK17VfMGF32o1/HlStW8ZuC9B1WIWr3exfBS3dPzh+djuz2GcP22vLcdr7zp22SSldCTwWzT2GRK28b4TPTMkp7Ai7491kWKFZEBpwbQfkgQiTKZMCTQvZchGGUGzlQQuncFgmFqymvMEnTuZwa4GkUkUxJAjjNAKcjDIRrtyBwDaO0IyKmCKO4V7Q4hVhoWKrX9QCAYZwa+VDPEaApZbG3inBFMtelLZgoaU5pZ3o09gWCiDHhbqqA1A0kKOY4AQWjuSttPMTPuBFbK3E8x6k9SiEkK1a6hJghBfwpmDTHJwJ0Qqha4ex0EoFkKKIXo9i4avfMIxqYKu0g16jEZtEatzdaYYa+NBiaYArmpShcPtAleKVLRgqmpnUpKAUojHmgn35yhaqKQrwaaIWSiLe+wLiBnRkac5yClEYxzyESBJSGYmsVHZArIMoC1AbrTXKg8AcJh6gx1FRlHQxOcImc5oBmBJLBmiCSDnISIxgGCSSkDV99YTDMTEENOfkFdGlRMANAawcwUhrbtSQRKMmjNELMMMq1Z+VImIToSlBb9TzVkJuy1ohkY+Joks8W9ZFLwFgQgNME+y5LkC/rCWT4/DerQKn9b/kn3A2u3rdKlr/EUR/SXaS+RHIlO38ZpdXr7867/rO3V/lnDmvj8PJadU7b/JOT3Zduf1/fqOb9P27+j/uFPJMvnJ05UiyFeuYkyMZx2DoHNVWN9vGeSh/jqed9vSmTwke48BEUR+OKZOaZF+yf3Qa0m+Nzm0mv1eIxgaxN6a9VvZwblGvqTe5Drq+CyWFOn2CqzARJXH91BcPaMKcZUuRYAKM2hPr6L4MJZ6F7LawMAMZwiv3vf1Bm6fnHRJwtjRFNPdyFeuuq2aiUxQ+yfQB0cgW5e9aqe2z48PYQ+6YNuXlngLw4H0AeHJtC9ev/yJQNAD54at821C0v7Z8fnymJZFgDA7QdufEq5E3njo5ME8qVr4FoImiRAIC1IOM0yqE/uILh80cm+ev9pCnXrLoIrl6Dbi/WWaDyDunMf8voVcLO24HsXhwOT9FHcf57EyQj5wyeQN696wOXe9U+eQr5yHRwsTkqxdwx1cATx0pWl7fTRf7NcbnjBJy0HAievdqAiQufTBLRSx9HNGmrHGt3HewAJ7PzRHnp3MgQTZeBQvhZj/Z0EtYcRqNfB439lxUQEwegT4y2B1Q8ThGGI/KXz6F9vWKvm8Y0Y9UONthDAjz7G9M0L0IEpRq0l4fCN2CBjzBSkIKhz66aCd6YxutjAdF1g5ZMCdFxKcLthMJphdO/GnkZ8kkHMFIQgcMu0a0k4ejXG2vvG8h0GxtVEQYB0tYFkJcR0TZjIJxidqrnTQLS7j3ylgcPX65Y3k+G1/ZsMHB0jW2/g4M0a1t4zkTZ5TWJwOcD23x+DhiOMr3Yw60p0Hhjeo3MR6gct1H9nBGjG3h9cQWsnN/IlwtErMXq3UzR2IyAKsfNzq1j90PDOmgHG2xK92wmixyGwtY6jN3toP0oKnTVCNNKoHWWIogj68lnMthvGoi8Ixy9F6N1KIXJGFEUmUX2lYbaT0xQnb65ZsHkdNhHdDaGbdWSrdZxcjVE/0hbFZLLVRefup1DdJtK1Go5eibH2gUExMeVTu+jefQDdbWB8sYlZTxhLeSGD5pMGgsdPoLp1HL7ZQmNfIRqYaLqjl2NsfUeAHu8gW2vi4K0GVj8qeNclhhcCbP2THCQlxle6mK5V5Hs2gsyA7ngGHBEOv7mK2pGysfX9axHaDzLw7dPNTS/0pAWA+l4F3U8Quvczr6zFysepg84s4FAsHOYswepH7vpwkKM7cX7acOcEzUoEk4Ek0VDNCEIQap+eWHxhoRgrH2celKYYzpCf7UDHElE/RzCZE3RFL2k/zL24ZPZ8zUD3rtEtidn4hysUjpUN0mciNPZzxHtjawhuP8o9+NDOpzmQFhA8itG954xUMtVoP6zAnwyVl4BROyraggCcpGjt5BCJD89qz89zA9da4d3YLx9KgAZj1I67tr1+5N9LDCcQG8VXkIHGvnZwo5Uvn2oEyNo9hGMnv2BcgewB0NxTBmaovNdeZnRaNvCn7cfKWs5FptHcqfCaaNQr71R8ohEez6x8GwdO/sSM5p4ydguYd66xV+GdM+qH2sHNTBXiQSX8cqS98jDxwIfWjQZzZVuW0As/aQ1uEqxF0suAYO3h6AJwJS6KAa2WFBGKvfA5ZA4jmYm8cwGA0sxzpcxDrFZ5CcUQSp1qAbbXzo1HGal0WnaQwfCdg5FNFKgwlDBhwT9sjEv27V+Aka2eL1JtXhJafEYiQjjyy5RUIVGh2YNYFZlG1C8jYTR4OrXPRcwIxsqGcZYhiCJbsTIoffDzbiYtxYKMSBUQqiUu/ciXXzhMrR8WgAdRKxQjOElsuyk9U7l2bGKaS0l4zwzjJyfFZijZh1gVmUbt0N1XzhRiXZ2UPq/4IPX8tNWyNafRC+/yYUGuShtMVJKdGCT8YyxGLXlVtwX550vhBWuXrgl7vpyrHi5Ph1gtQxBP82taeNb5oKoy3nZJInr1Oq9fgqwrhHjRx7cMNnaRcflp8M/37lO4Iar3Pw1C1WsvRVBWravE3TIRgnFmMLwqv4Nx6j2o0g9zwpLHWfaM5CbDQvsy//Qp9Dwf6oL8P49v+Atc+8JP2vF2iOEF5/c6uR5htuY2CIdvxB4M5/43KqUYazEO33D+uWQlwPHLzq+YXl7H4KLjfXQzRrJaCTm7vg5VK148Aex/PfZT87oNx3s1wPGNuWTqymQ4fM2kYC0bFB0K7H09dnVyhG9RTFYDH0L1fITZOZdcf/TyIoxsicagI4n9r7myFVkzwOHrrtTldCNC/1rVDx5ZPyORKYWSN52/c++bDkKV4gj7X6vZL2XaNRC1diKfXUf/SmwXpuMbMWbrIVTDFPNW59Y9/6eFqF1CyWqA45sFRKogpL3YS807vumXHDl8veWl5u19w8kgb0gcfMNBqE43IhxV3ov+5RjTyz0n31d9iNq9b9Sgy9S8QCxA1B6+XoGo3Yq9cjH9K7Hnxz16tealFB68FXshqsvohd8etx77iOsrn1TSu1hj/R23ryHN2Px+4nSCWYL1d1yqU3yUIz7OHTrD3X10pCsqvfpx4q3ijU/2kVwy1mOhitSxStkQ0Z+AitQ8w3uu85Vt0doHidVZ50lkGhs/Sp0aoNnT10reYqagaxLtRyniJwObqLLySWJ17RJGtkzNE5nG+nupTQ4PJgqrH1VTxzJEJ2Tv3X6YulhvZqx8XOGtGes/Sq1KwkmK1Q8qFfiGCr1bjrfYPUL7kUHmYCJ0PjX2BhYESAn59BiyE4NyRvToCGu1TRPdNa/GFDKIBu7LHA5ScJbbjUvvTuaV8lj5ZGrDGINJju3fzqGLySCnGqvvTayM4yM/7a/9OEPt8dBuj3u3M6/syuoHGSgpdFqlsfaBU6OCqULvVsVGcJgimLhJ2XpSUV0AdO85Gw0xo3fLt30soy+Le9wjor9DRB8R0YdE9IeJaJWIfp2IbhX/rxTnEhH9taLCwI+I6Buf+T6Vh/RT1MRCqpPVQStbI+/a6nayvJYNPAmpubQp7QtPlO0VfdHr57Mc4vr0NDcm8nRrkS4WshWpRnA4cvep3EvM9VvMGTKqdoBSR/aOKzqtmAuJlBUcYiZasCGUaBBlv6rtnOcWtYLYtFEZKFHgUpeIIsmlNaOrnyIj4rn6OmWiyCQB5byAlyxSZfTqwo1UlSkxG+zpiryq/RaZtrWQzDMq37Yxq/ST5+wAmr3SoZSzQ/LgIpCici859XmH4/xUGdj+PbP1+fRXAfz/mPllAG/BVBr4SwB+g5lvAPiN4hgA/jSAG8W/XwHw1z/LDVQsvZS2vCE9PTVvSA/jqKyIXq6i1e2XlmS3uwCAKLRbPTGaQdV83lz3Qwvzhg8zAg/+BM/c1qhYnqq3ArDhkqQZYvdozvds7p2c75nnCMUiHEpF35vvR7UKGxO540IPr+rqOiCvnyp0vIl5oaLbfExuNdUOxfa0XBjn7RFl+mCZnVTKniV5qYWA2RJXsa5sSOKd+4geHxve1RDTQNhFXUcCyVrNu7aKy1RuoW1bxWZQPtNntptUeJnjOZuB8Pu5oFs/4x055ZLPTkTUBfBHUQC3MXPKzCfwKwn8TfgVBv4WG/odGKjV55YIm61Ir2r3aDvw8hX7l0NXBoSAk2uBfXA9GmOy7vTIrBNgeL6S37ndw2QzBAhIz7QxuOTDtszOdSxvLQnHN0LPkKTblZIYXZ83AG/gT676MadV4qCEQzGGqvzChjNQkNHFB5dCuwKPtkNXzQ/AybXI6UXC8KqWBTl6JfL0OasfM2O2GmJ4MbKr/eh8hOmGiz0+fsm3GVR5URzh8LXIk8HxzYpOe2YNg0tlCRegfy3CbD2EnBhDlNpe9e0RX4+NCrHE5ZGsBDi+7nTBrBuBwgDB2W3kmx0cvxQj6Tn5ntxs2LIhWhIO3nS50KoucPimiz2erYc4KXgTMwaXIkyrZVde9SFh9r8R+zrtt5xOmzelsSkUND0Te7aO/tUI422nex+8XvfsEftf+8nqtFcA7AP4vxPRWwC+D1PXZ4uZd4pzngIolUZbYaCgsvrATuU3r8JAHHcXqoeXAQYAANYGWqW8VhewLQyzysYBuvcdnEd8nCE+dlvm8NN9tCOn085X4a7fOcCsgJsRykGBlNtT0Z+Aisyg2lGG+HhuldRsvzTV1LB5EpnGxtvLYUZIs9Fpj9xvnQcJoopOu1qUOinvtf5O4pcF+ZFrD8c51t5327f6QYr42OXAdm9PTSwxM5gNdE1pVTc6resnJ6lnM4j6OVYrsDj05ADdVReN1LuVFl8+iSAKIR4fQHYc3MzmDxJEu0Po1iJ6opGB29JGJwk4y8GtBuQwwepHoSeDlQ9GtmqeUIWtg51ev/721MHNHGSoVSDzO/dTxDsuNW/tfVdahtjwsql5ucbm9yqlZ8YKG+9U5Ps0QXzsJmH3rp/6uPb+HNzMO8mCejNPX2bSBgC+AeDfY+bvENFfhdsKAwCYmYlOqzi6nJj5bwD4GwDQaZ5lOc4KtwbgcSoSBoJRttgGo0+RjCAnuQ0wt+ewMXRwZpIN5ql0nCPNEA7nK7MDVBolEnd9tQ82YSBJbYC7V780MQkBSFIEo0X4Tpq6hAE5ziCXhQkmqfFTj1NQJj3+TLAB6XKSQgoBnmdRJAzIUQohS/0fQK5Bo6kxBGlt8lYr/S//5jwH5znCQWK22fMyzosEg2XjwwwIAc6yBfnoZmzHp0wYIMVe/4mdjCjLwVIgGKX2PQEAOU6hWIOmKYL5ME8AYmz8sGKSIlwm36lZwMUkQ7jsDU5ScCFfUouGIzc+mUmImPeUFeMT9BMgEE6upSx+EgkDRHQGpgTI5eL452Am7XUAP8/MO8X297eY+SYR/SfF33+7OP/j8rzT7tGhVf62+OPLG6sB5T+r7c/yyb0I/XuR28tzflLtv8fP9x39j378CQPM/JSIHhLRTWb+GMAvAPig+PdLAP4yFisM/AUi+lUA3wbQf9aErdzo92/7Z1kwX+T+f9X+k29fQl/WT/vvAfgvisLRdwH8z2CMW/8lEf0ygE8B/A+Lc38NwJ8BcBvApDj3+fSTTA0jP4jhhWt/Xv+f1f681LsXOTXvs7SX53xZGf+k5Pdl2xe9fpa+1KRl5rcBfGtJ00Kpu6Juz7/7uW7QqIO/9vrCz8QM+bGxaeUvX1ze/sF9II6RXz+72K40xPt3IdotZFfOLLSLNAfe+RjyzBayC+uL7bkG3v4Y8uwWsrOr9p4We6q8/uJ5ZFvdxetnOfidjyCvX0a+1lpol5MU+kcfQbRa0K9c9hIIiI0RLNg9gXq8A3z9FePemKPwyRHU0z3gzZcK9wesAYSYETw6hD44hH7zhuNfOSf46AE4TaHfuFZx0xTMGQhuPwGSBOrVy0vDDsvxUTcvuEivavsH94EoRH7j/ELfg4Mh1O17RlZvvATVcPhM5b3kJIV+9xPIG1eQrzUxH9ooxwn0ux9DvnIDeXcxNS8YzKA++ATi1RtQ7UXEkfDpCfL7D+z9l/bxzqegt162luTy2ZgI4W4f6sEj4K2b0EtS98InR1BPdoGv3Vw6fnj7ny7+Vt771JYXgQQw3a4hr5EBHAMwPhMhSBjt28YPd/JSA4393AK2DS5H6HyaQgoC1WIcv9JA576xWuZ1ielagM6DGYQQ0FurGF2s2yDtyVaEYKpROyAIAPn5NWSd0GamjM5HJkIr1ZCCoLtNW8clb0ikbYnGbgoIgiABDgPbPtmKEA2UdcQTABTtLAijs4a3CRZxLhfVCJG1A2RNYXjDQKY2AdCTXehIYnixhvhEWaf+6GyE1SPzIqpGgNHZGI1dYzDTkUDSk1h5emLKpqzXkDeEDdafrYaQKSOQAhACo4sNRANl8aLH2xHqexlCKcBRiOHlBup7mfXhph2J+kEGKQWo1cT0TA1R36SdJSsBZGISGKSUwEoXeTu0ARiTMyHqBzlYdhA8aUBPZ9B1A1eqogDTjRD1/cLwJwlSkJFxJJGsGpSMMoUw64SIPzD5t6oeYLoZ2n5qSUh7HcQfCnAtQNaNkLWcDLJmAFId4D6g4wDT7RrkVCOYGd6z9RCdaQYSBF0PMD5fR+3A8SYGQmaABLKuCVMsUwZLF1ewHxgI2s0aSLnElmQlRDjIn+mMfeFjj0XKCGaVaJSEIdJqdAp76XLBjN2qywyZuHNJA9FYI3x8AmQGoqaaFiVy9tKmTISUcxHZyJWKHuIFsc+rJ/OO8iVmBRskLyrt85ZDhveMVd7zltllSQmL95z/we9jGV9NRO7v4gsyX4tGV5Z9U7emEkgQSBsHbiKfCBxUnjMKXTABAVmDjJssEF7gSmmBVTG5CLgygKFIeMhr7t7E7IJqco1gkiFtu2eBIKSdStBNSEja7n55Q3hFuZK2gI7cc816FThcMrCyVXjWvC5tRJWqCcxWKnHkHYmkcu/JeoC87trHW2JpUnyVXuwvLUxYFwr4UGL2UqwAeKlMCxCgee5Bl8pEQc4UdK8JPGSI/gi1I1e1bh6eVe73IVoOQnUeqpQmCYgNakIJz+pRZfI1nqZLJ1MZLVQmSQNYmOzBRHlpabXDDPJobFweDPsF9vpZxu5qOF83Gxk0n5ZtGuEgg5y5SK/aYWblx8xoPjY+SB0KENiHAFXaysSkNmo0dyoyOBmgdrgCsJlYNje63KYfnkBuNotFiX0ffEWGJQZxFYJVJMqk5qEy7hVqPpqY2GOtIUYperfdqy4yjc4nQ+unDUc5upXUvvq+D6FaHRsDIzuDfHKIvPDXz8OzygTgovxm1M+892I+7qB7x0GogoH1H02fi/z4wn9pS/qxQZcSoJohKFrUU04jD0I103iW59mkpi35EtPccaV9IfPnlNIg7gd4roL5lLZlmUTLvsCc58vjfas+UaUR7A1QBX13DLSbgFUQec8n6/jNx4kv3G+ZXJfV5v0saXSlDhwFyDaW1AD+Em8+Ey2vmfslSWQawf7w+ef92O/8Y6bJZmQgQYvBGFyKPUjKo5djC53JgnDwes2l5sURDl+rhBp2AgODWsatbq8ayM+C+ldir2RGcsWHUD18pYbweGqRCaupeWk3wOBSkYZWvjhFfm14OEHWDJB2goWX1vA2z3EadGbSCzG4GNuXenzGh1AdXoxs6QkmQv9KZGN3OSAvNSyvGwhVHo1BQYDJ2TqG52M7oUZn/RS345cbmNwoCj+TSV8s0+f0aAxVM1/p8GgCkSrTz/IxVnuYVKBJx9su3BKswWs9G7LHRDi5vgRCtWjLWgautdxxqVpgwxQBAxGT9FxU1OhS07aXvG1lu0hgeK1trcpZMzD9BmBgZEOk2y71sQp/y0ToX42hVjsGBreEv61AqA4uVSBq26GXijdbCz35TrZdmKiKJQ6/vXlqemJJL/ykjU9yNJ+6zIfGXo6477Yb7UcK4ShH9PAYpBmdB7kLA8sV2o+KbQ8DwVSj9aSC2nAyRv3QbYsaewrhyCmP4f7EZcQw0NpRSDebUIW1UExcmqCcatQPl2+PSTEaj0YIpstTrkgXUCunZGQFE4X6kXLhmAOFYOi2bPVDH8alfqRthhJpRmO/ksGSatSPFKheB4QwhrdjV1s1HmgL60JEhnfq8yplIlpNW44kW20gb4WoVcaGpomVJzEjnGhnjyABJKmFpwWAaGhUhQVrdAH9Gg8qGUW5RjV9MZiyrW1rUC58YcYnGrKMZFOMcDyfmcMGinV3CJGzgektec+0Fw8tE3/HUEW9MJCwVTuKb3Mx6Zk4nZ5jjwB+BnTa+VSw2v4M4rio30oOZiQ7Y1wr0SB32yytLVRI9PgE+UYbInOrM81ST9+wemMxIGI8hVBma0XM1gJoKfPxkeb7WlJaVHsvraTLqNSnl7pPEm3wj4qmYKJA09Q+poVxqfTThtZpeP0Wio2MigVAJsrLFS1xkI0Y2Fh+y9hjZtSOKjKgokA3AaAK3Ex5/XRq+BX9jk5yhAcT5GvGBUOjCYRaQZlnXNonvBS7WQ45TJBuNiErMC4i11anBeD3CzC1d5Tx0xIzOh/2IY4HyC5vgmOJ2hNXFqS0R6hGCB0HBu/raAwFow5V4WSIGa0nqQt11b6eHx5N0K5MymCco1FJhZzvZ2MnsaVRidkvnXIKvfBfWsB/kXUoTAZLVX8jWGX+NOiV7EwXOq6kip1ynzL/8nn9+Lx9r6a3AbAVBsr+zLd7VEwKr4+W/2frW9keHk0hp/mC3uzxnTd6L9PRq337rPcn+HCuVR40d275tyRjTT3l60SKET0dLuYyzwVVZBsN5BfW3dZz2ZtPcOl/zMb7sGd2cCJRS+PU5yndan3uEiKf117zwk/a8XaE/lWnExy+3sDJGyv2+OCN2Ka8lXAoOigGLI6w/zWjB3FgShAevlbRNy6seWUtTm64tDQAmNzctPqGluTBtgCA7jXtCzZbDXFyfc5JX9HPjl+KvJIjVdKhwMFbscOomsNsmq2Gtp/EjNG5COlZp3P1r0Ze5bXD12rgWmR5779Zs5MiXW9g/2tNm4872YpxctXptP0rMSabFbiZV2vIWoHV6w/ecjotxREO3qjZBIq0GxjYlsoEjB8cWQCA/uUYw2ttl7u7teqVdDl4vbZUn6NZZsbuFZf9kzdCByfTquHkWs2W9GQi9G80vdS8va/XkHUiY4iMBQ7fdHAzaTfw9P7R2QjTKysAEfJzazh+qYasHYKmBqL24PUadL1Ip5OE/TdrLjWvLnH4qutnsmLKlQSDAkb2vA83079e9+Bmjl7+fQA3UwYFlNS9m3o6gkmbMn+XcChWp01SrL/r9M5woLD6cUVnfXKMdsOJoAr9AQD1O4dIiuJRQnEBKwL7JRaDKahlXoT4JEc4Ov1r071fID8uWVRFprHykXO1VL+CZrubIxq6LWpzN0O051w+nQcOasVAlqQWQlVkGqsfZ55lt3s/B6bGTVE7MFArJe/W4zmI2ttllo2Jalr52N2Lswxr7yUI90dIz3YQDhU6FX0ORYAJNAABA8eaaURP+oBSEEdDyLWGHbvuvdzAzVS/7KFEeraDYKzQve9S7+SsgFAVpsZrcyf3EDxajxObmkcaWLmV237LRKN3t1LpbqTQzpx/v36oUNudWPlu/rMD5L0Gso2G2Wo/yEFpbiFUOw8qEKqp9mBlw3GOvC6hWiaqq36Ue+9AYz/3xq6xpz09fxm90JOWkgy1j5bnFKihgV6pf3hK+2gMmk5Rf3/JZkJrqOkUek+hXtFL3cUKuVLgp/uoTZbkwSqFPMuBp/uIx0squSmFPM+AnT3Ewwnmg8I5z6GUAp7soXZiTPzxfDsz9HSG6Pau+XHelTQeg/MM4Z0dhHJxZebhCJzliG49QbSkXQ+G0LMEtQ8fe4EM9hGGI0Ap1N99tLRdn/TBSqP28Q6gNeLRZPF6ADIKEVXbtAaPJ9DTGShNUatA+sSVc9R0CmgFee8pgmDxNeU8h8pziMd7iA9rmA9E5DSD0gri4VPU9hbDFDlJTPunu6jvhJYnNIOiEDweA8wQD3ZNiuaxs8jHAHgyhVYKwZ0ddD5d0r9ifOIPHyOuyL/sSTk+zR889ORbtlNy+lb8hZ60nCvowyNj6SyDBaLQFHcqjjnNgCx1X6d6DZjOjBECZnD0Sd+U2JASkMLUbtUM0ho8mzmDUsGb8wJ8SykzeNokhFMc2bqv4KKaefFyogArQ5YX7QyeJa5fYVDkqLJrn07dc4WB6YcgcNEfVgo8HBm+glw/pTTPzQx1fAJRL7Zj5b2iEDpJTB8nU/NcxZcXggwQeWa+VDyd2n7bfmh2fUhT2+/y3noyMbLR7MuvIgMoZb60k8ozSmktvnZ8Cvna9vL34jeeTM2CVSJUlu2lH3Za3L/kPa+rT6bm2Su8vesnEyALPPlxlpqxA4xrLIrMc5a8BVn582QKBIEPRCfIXM8MPZ6ApPCuBeDGZ+wvdhAmKgxLcnRLeqEnLQkTv4rNNWQbTetvi/sa3d+8DQB48os30L2XW1Dt/a/H2Hg7Qfz926BeF4//u+dx9jcOkG00kayEGJ4NsP7uFMHbt6HeuIqTlxro3C/KgrwUo3as0Xw0g/ju+0j+W6+CBUHOFEDA/ps1rL+bGIvr9z4Ev3YNWRFsnqwWpTtuJRCpgvjuh6BL58FhANWOcfBWA62nCtFJUdntd98HXb2IdLMFHZiSIxtvm6+6HGfAd9+DbDWRvXUN080ISVegWxSeHl6I0X6YIPjn70FcPIfjP7CJ2pHy+nnuH+5D332A9JvXbb9Js/F3Xg1w7u8+hN4/RP9PvIykW5QcYaB/NUY4ZvR+4xY4SbHzb72Mzqc5wqGR79GrMbZ/Yx846oOEwIN/+yq2vm/QQpKVEKOzEuvvTRG+/wB8dgOHb61Yi+jJtRj1Y23QD9++A758DpPtprHgE3D4Wg2rH5qyKsHbt6HHE+hXLkM1QqS9AMNzgSs8LQnhP3kXuHoR6XoDJzdixCfaxCaTkdHK3/4+8NJlJKt17H/dlIsROUPVTOmOtf/sd8EvX8boUsuWiynlWz/MEf/974FfvYqnf7CN1o5CfGR4732jhrO/1Qd++BHyt67h6R9uGGQMbcInj2+GOPdre6C7DzD+hVcwOiOx+pHhPbgcQ+SMtd9+CvV4B7u/+Boa+xrxsQmrPX6ljvbDHPxPTy+b+kJPWq5HyF6+ADnOrPWxezf1dJ7194rtKxmdwMCcsvUDrr2fIN0ymTQlHAppBrIM4af76MRnrOGkdzu1vACgfmsfyeU1sDBofud+7SnScz1rsRWDKVDAzUQnOaITLEYr1UNwILByKy36VViMYc5jQRbKxlq2q4YoSYiPC3jW4uf2owKWBUC+0Ub70xmC/SHSc8bttf5uYr9+lGkzYQsXWTBRBm6m6GNjL0XtyGX5dO77YXa2Mnkh39UPE6Rn2oiPB+BZYiZs0W7kmztL+O4RWo+btt/d+5UQUxIQu0eI6qHJuppkWP3QwM5wNcikwM0KBwqrQ2V5yYkpxUlFzHbnXmHrKO91a+J0Wmasv5ta1EmRaqy9MzJfZiLjihq4a5s7KWpPDIQqE8zY5Wzb195LDdyMIJAydpRSvnKmPVjZ+DCDnGo77q0nBrGiNFz1bqfWek6Ksf6DAbLuItxOlV7oSQvAWPC6lULFzN7AL5xeTmjW/nG1nRnLEDvsuZVQOOuSCQWys91Tnd+nme3zolbQafCqC8kIwDOhRuzELrdywiALpme7p15T7dtCPzQcrCktkVflBTvtOaw7h+falbILleVVdQ0xmzRHrcGhfDYEbXXcq89kjZBz/t0C8qfs3zxsLCntXiNmQLt+mfIxc5CqFVqAkU193jL15V22EzMo859RpMq6K3VNQhcReM+iF97lI0f+lzVrBg59EcZcX4W/TFYqiIlCeMiNOhTIWiaVi6II3Kh5Vc6zZuDDjTacq4SJkHbmXDYVA4KW5PGap7wmIcfOikuFjlq+yNUq5vPEAdlnJmYDx1qg6xMbNwNLV74jb0i38BQhgJaX9I91VGSlkOunrSBQ9GsBotY+P9kwT5MUYK6vVoKvjpWBka08WBAga0fIOzGyldoCPGuVtCTPFWIXkuISHfrQpToO7KJObCrlVX3m1RzX+ewkLWkRorYKK1vtJ/kQtkzkv0OCPDcWC0IwSEC5Mhb03ATcRI/7Boy+All7Gr3wk3Z4vYXhhQok5bpE1qrEnG5L6AqE6uBCBV84NHpQKYS8ITA6W8FQXm9DR4SgAG8bb/m8kzNtOwAsgMGlYoEo/YyNGOHxDMFJgqwTYHymjKv1jQ4AMDobGMDswp3CmoH+EHKUggXQvxp4L0ZJxIysJTHZdM8xXZPIV+oe7zL2GGT6ibCE+CQMLjneqiYwPF95xl6A8ZbzE47OBZitmheemZE3BFRNFHi9wPFLgfPTRhGOb4b265+3TBnN8hOmN1cw2XIL3fBcAX9bPKZe70LF5iU1vKNT46/zlsTJ1dCNZSs0ZUGKj9zgUujBnPav1j0/7eFrbjFXNYGjVxt2Uie9ACfXI4THM0S7I4zPRphccn7w45civ3THG1HFTytw8GbkFr2GxOFrlVjjjQgnV50MBhcjAzqQ5WDNOHqlibQXINtsQ9ck9t+MvIVuGX2p7TER/S8B/M9hhuldGAiZbQC/CmANBlb132HmlIhiAH8LwDcBHAL4N5n5/vPuUQ0hA2Dq1GYaPJ2BGg2r4ANYgFBFknoQq1E/R9R3cczhwwNAbNhY4t5dP4Ssdu8AyeU1gE2urdXvyjDH4QTZdg+Ag2f1qOobvZciXa0XW7PC0rjWQ96JjU777uzU7Jx53q0nKcK9oYVQraa0kTawp7bUZbXfKMqCfKzM1l8pNAqIz3JSd++WaXyGe/v2ENlKzebRVqFeeZZg84dTuz2O+jlWBk7vpMd7aBcQqkyE3t3E+nsBQDw9RLBiEjqEYmefWEJRP8daEZLKRK4sSPF+9277O7KVj0bgPLMQqlb3hglbXH/bhTEa+NscqhmBagFaj1LEj/s+hGolTHTzBwlEiQaZ6wV41o23nSW5tpcgOnGLZOfTFKoRQtZNLaKN395Httm2W+TNH/qlaZbRlwErPwfg3wfwLWZ+HYAE8IsA/iMAf4WZrwM4BvDLxSW/DOC4+P2vFOd9fmKzJbTFl057QH62g7p4COhIeGjzrk24L+ZcmF3V0KRD4bY/vNheXu+lpZUv9dCY+z9LeORiWhz7/38OCkYZ1NO9IqLI6Gxlap1IVVFSw/BVTQNkLhR7hjTbjcJQZA4Wdc/58Vmmr81DyUT7Y+Nqqjy7lx5Z5VEJrIke94vUyVP07urfc68HsalEoOqBtXuc1mfb3woWcrXNP57XtbWNEgPMbq06C59VPsbyeGbr8ykAUCeiAEADBnj8jwH4O0X734RfYeBvFn//HQC/QPT8tzXtBl4qXt6QkOPU+MZgUrKq6V3DC0WaFAkgCDA65xDw87q0IXoAoLstWw0NAKbroUM8YA211rYTkgVhshX5+bJxZAcpr0kvra9KTITZWujKm7DRabnTtF+par/mKa9LpF23PU47AXS7sDAWYY5VvWqyGTl9W1R4c5GWdrkBuW7S7cL9EcKjiallpBl5M7CFqsy9DLpEOamtjYCMv3e64fqtahLJSlEJQWlQq4msFdjtc9oJzFiVo16v2ZIbTGR562raXfESl2GoduwCUaTGFf3sBUjPdS3qQ9qNzBa/4J2sBJXYciBbqdntsYHJcdvfvCGhm86Cm3YCTy9NeoVKUCxY1fBULcmrJKEj4ZWmyVoBZlfW7M4m2WpAhSa2Wo4zYzNgPDMq6gtPWmZ+DOD/BOABzGTtw2yHT5i5DDMqqwgAlQoDRXsfZgvtERH9ChF9j4i+l2bjhQD+tC0xPefQJnhOB9IlnEnxpa3WtgUBOqysuoGArtiOdFjUWSkm5TwgV9aofFWKe9s42shAnhTCMf+XyPGakTaF19dqJXgmIG3PuTkqZDCSXByzDglcAeDO6w7+xBiLnMyYCGmrmBjCnJe2hdV5Zxe6GLzcQ94MbYy2ioW9XtWFZ4hKWw5ahaQw0CulDEJC0hGAYnCaghs1ZC1h+510pYFWKTcJjRpYktXFJ5um3nDejhdq+ahYYNaTTl+Opec9mK5IM3lK3bIpQcLxHm9Ju+PRofBKc+QNicmGy7SZ9STSSu2f8RlpIWHMh0Fa+bMUGFySFZuBxOCie2/SboDZirTpjeMzgafnDy4GyFsSpBhyOMPJtcCT/zL6wjptUQ3vz8KUBzkB8F8B+FNflF9JXoWB9jmeT4ebr5RdTWUiZnTvVXSCLEPnU9ceTBRa1SroB33UV9zgWMiSMiNm5xi6VsDN6IJ3pZ2mKUq4mWiQIxrAX2RsBb85OJkKGR3X6aVm6+YmdLQ/hkhrCEduN1E7zCCPJ3aH13ziV1Dv3ktshA6pAsal2NYGU4XuPeenrT04QdSsIe+ZHUowVi72WGu0bveRd+sGbkYzOvdmZqlnNqUuP3ZlLcJREYQRClC9BuwdovG0ZSeSHaty0pdwM4V8Vz5Zos/N8V7w0xZC6N538iNmNO8NoMvUvAokDBNBJgq9D5xOG59kiE9g3V6tJz7cTLVcjPH5ziBSVxZk4x3HOxznWH+vAg20n6LxaQaOJQBh+1nS6oczcFAktJxpG5sMFj9GnkhObXk+/XEA95h5n5kzAP81gD8CU1irXAzOA3hc/P0YwAUAKNq7MAapHxt9kdS5L3TdM/TJ56ZZPaN5WT90I/Iq0i/rw2kwLlRu5ctJUj2n+Dtfb5lg9qLEpa1ORwKcJKDHe14dm+dVUF+wgNPcec97/mcNRXXTZHczPn/rforDxWdecvzMvn5OqqZYVinvxVD1U76PzJDTHMHJ8/NoS/oy1uMHAP4QETUATGGwjr8H4DcB/OswFuRfgl9h4JcA/Iui/R/zc2qSUJIh/uQp5uvEAi4gPf7oiftRCHuuGk9BswTxR8sHQE1NwHf80SIqNGsNpRT0/iHiJF28mBl5moJ3D/yEgeL+rDVUngG7+4gHo+X8WQOPnyI+WsTk5VyZhIHJBPLRPuTcswEAjyfgPENwZwe0LKB/NIZOM0S3d5ZutcqEgeDWExMbW55TxOiqwQCA8bWGd58WkKBk+6/7A7DSiD9+ssAbWDI+ZR/L8SkSOhbGp3hOmzBwZwdB4G+VrYy0Aj3cRby/JCGgkCE9fIp4d9FewGkKxQxxfwdxuGiL4LFJ9DAJC0vuPzNZRMHd5fK343P7yanjw1mO6PYOOMuALEfcdFhWz0oYoC9aywcAiOh/B+DfBJAD+CGM++cczIRdLX77HzNzQkQ1AP85gK8DOALwi8x891n8O7TK36YF3POv6Cv6fU/f4d84tZbPl5q0P2n6atJ+Rf+y0rMm7Qsde0xhgOBMYXyuxgUzQx0YdVhurPu6Zdm+dwAKA4jVlUXdU2uo/QNQHEP0uos3Vgr57h5EqwXRaS9v3zuAbDVB7cWyHuX1stsBNZunt/d6oGZjoX+cZlD7+6AwgtxcLEsCADweQ/UHCLY2zZZ2Lt9WD4bQ4wmCrY3FfFgis72dTo3rp7TUlltwraGOjgGljHyFcPy1qUFT5tPKzXVj9Jq39pbjs77gIDDt5fis9Ja37+4ZiNetTdBp+bS7e5Brq6DaYoB9KUO5vgaKT8mnPTiE3NgALYFD5fEY6qR/+v0nU6iTEyf/ZddXx2e+fTiCGo3t+HCeQx+dQKz2QEEA2j19ar7Qk5bjEPu/cBHEzvJ49HKM5q5G+58kAAk8+jcuYeWjDMFMGUiYr8fY/EGCeDwG1lfx6F/btha56XqI2arA6kczBKMx8m9cx/BCbAG3D1+tofVEob47gzg4RPoHX4IOBWRieB++EWP9RwlEoiCPT8BXziEtIn6m6yHSlrEOilRDHB4DWxtICliYo5djgxw5zCESBdo7AM5uItlsQkUCJzcirH5gImvkOAMOjyDqNaTXtzBbjZB0BDoPTETR5EyI1sME8nfeR3p9G8ev1NF8qhCMTTTS0csxtn/zAHTnUyQvn7Upb2Aga5u0tLP/38fQB0cYfesSVGwyiViYqugyYbT/mQKSBMf/7cuITwz4GykDR9O9nyD+EGBmPP4fXMbZv/8U+WYHyUqE0TmJlU8SREkCbKzi8JtraD0ymSyDizGisTZoGZMp+MIWxufaBrQOwMn1CN27KUTOiIqXWl05A1UPMFsNkXSc9VXFEvFv9sHnNpGuNXB8I0ZzVyEqsozGZ0P0fvUY+sIZpGs1HL8cY/VDlz6XdCU6v3oCfWkLo0tNpC1hLfzD87EpHfNP3oa6tIXDt1po7DnexzcjbP7OAPTuEOn1bRy82cDqxwXvupHv1m/tg8ZTjL51CdM1ifZDE7E13o4gcqD7g11QkuDgT1xB7Uih8XAIGYZAFCK5tAo+OR1X+YWetAAWUP27dzMPLnT1g9QeC8VYe68SlD9NsPqxU+hrRzmiobPERg+P0Yjdl6x3JzMZHUV7/PAEyfmecSPoAmqlCgUzTQGYSRsf54gGc37agpgInU9z46ubj64CIDJG574LrySGl6ESjpV9sUmzqdvTn1pDbHPH5NKWltP2o9wkIxTujvaj3Loz5Eyj/dAUlIZSCCYKwbSMxDEy4sLPzWzuRbm2kTqtwr0EIiDL0HqskJ7vATDZLo29SuTSaIrasbJYxvUjZaFVwBpiNIPImva5GwfaZuvMq23hSHnZM8E49xLPG/sacuayaRp7eaUCAUxVhdLgnLGpdlCiMU788jDxQEEOCrRLQagdOd4AUD8sABQK3vVDByMkckbt2PGSqUY0cj72YMreOxSOzWKYrdRBvRpUKPC8Muwv/KSdL2W/LC1KpNpErBBMESqGcbxrbQsbAebF9BD108xLu6qeCwCUZp6LYLHsRyV9S7FNBqiClTtMIzcJ54k0W6hRE7VTbTShbyJzLpFgqkBJbl+aaskQoISRrbwYQwUW5lyZaHOvcmErQhNLdwUp9taUYOwXg5KJdgEo2kCqls8oMo34pGLhnk7t19/0I/cXrMnUG9+y5IscZ0BWsZ7yHEQtF6l3xaRkIgsTW/YlOk7AbEIaSbNX8kVkGsFJ4iBoZwqohD1HgxxiYirFl89oh4MZ9X2D18xFezV2QGQa9X13HIxz7x2bjzuo76WFiw02Bvt59MJn+Wg5l3I1l7qkQ4HgYGTiZYtjAC4iqhqFJHxeCKTnV7RoiCWJuXstcXhXU7IWJqT2442tP3V+XMj5Nxf8iOWHidxqveAbfc4xaTYA3KkBGvfyY3Ntn4tyBqkix3XOD1pGcixz+s/32SwuAvP5zl7Jy/m2ivwoU96XthqRZU6oXKjdgrOsL16fqvQMfzMT+dA0RJDTHNHuovtuGW8vTlrpzwS9+nnohZ+0o/MRxmedn+34pQjJitsg7L8VYXJ1BTqWBi70a5EL6Ws1cPCmKwMyXQ9xcqNSDe3yOkYV3kcvx1586+zKmsWw1aEwvKqTvFmzL8l0M/SgXufp8LXYi0kF3OCqWHr9ZOm/8LO10JT6KGUyB6F6fLOSOlZA7iB25w8uxibKSZgyFYMrNZMvqjWydojJmdDEv8KE3dkYaa0x2YygA2HCG0OB3T8QmyQLNphZu9+sebHDB6/XiqR6Dd5es6U8AKB/JcJ006WxqXPrLi6XDByuDoXZKlZqLYlMm7G77uLIZ+s1kzQinHzLmGAWhIOvtUBBaMdu7xtu7LJWgMO3HITq+EzkvRdpNwAOT4qbEw5fizHdqiFfMWVgdr9VszVpOXC8mUyu8sGbzvCVrMaYbTpDWf9K7L9zr9a8tL/9t2o/+xCq7QenwJ8UVE2LElmRJlVsMWg0wcY7rr2+n6F+4K6N7+yBxZY9Xv0o8fSN2r1DJJdWLe+Nd/x2miTAah1MpiJcff/051j9wEC9LstWkYnC2nvafoVJuZIXxGz05RN3TXMnRbQ7qqTmGVjT4CQBJGH1A2EB6CjV6N43oYdMBJFqYxjKckAIRIOs2PKa4Paonxv5Ff1sPE0BUQToM7D+jik7SUTgJRC1K7dcBJbYO0b7ccu2tx8V8KyFCOXuCWTPvNAmjNGpK9VckvBpHw3uIBq4WkjxUWJS84pzVj4xto1ShisfTh3cTM5Ye9/ZI4KJwspHBlgNzKjvZ6gdu0UyHCtgYxU4OQE0o3c7g0w1dGTiqNc+yECJqTBASmPtQwN/S8yG9y1fpbKLIIDmTu7prJ1Pcy85oHsvX0DKmKcXftJ6aU6ZRvTkBGmBRTzfDsBNqhK1YA5D2E8bm0ujWoBi8YXnePsGJwdxc/pzLNNVqhPYts9HKxbGJKocL4NDYSKollnBg5lyZUGqW/5CPwazQaWEmahm6148ckC2+gFJaeJiy90FwxauLimYKW9rLxNn8OG8YnyDs0dEOwMT7RVHnsytPQLwtsdpYQys6rT2umIhtBO2IJkYuJlSraj221QMMDYBWHm6ekZVY6TtV/WZJ8YuwqVMJj7v6rFItTfJFniNMpsaSlyUbHkOvfDb47wmXepdKDB5acNu5QCz1fGyUDoOGQFSevAoOhQeJAzXIg8aJK9LXweO3XasTNnySLjMDy3pmXApeU0uxuXCTdzqaryQ5UNOFyc21cbLSQeUcCiFPi+KF7oa8lhk0lCmwZKQNwOv71ZPZXNvU+Dapa0BsKl5OhTG8DcweM1qLhfZIHvA6rTVZ9bSLAD5egsirmTysN++VEZUsSlUbAD2nMC3KejAVzG8cSUyKkh5LHz5clENz+v3M2wbC7zn7SRzFSM8HXiONxMhPJo++wNwetOLQbM1idmqe6EHl0wqU0n9KybXUU7NCtW/6vJOuR6jf8UdJ12J0Vl3nG33MFtzk7p/OfR4p2c7FjtIh4Sjm6GXusc1F5Q+WwsxPB/6AwI3SP1robdgUGUgVSRw/NLctRV8o2Q1wODSXMnIAmGSBWFQ9FsoDSjG6GwMLgIGWBCm66Ep3SEJWTswcChWNwwxuBTaSTm4GGK6Gdrt+dErEbK2K92x/2YEUhp6OgXFEfYrumLSC3H0alkyUoPPrnv9HlyJMF0PzeIiJdSZlQLPyvA+fCO2ltQqETOmG3P2iNXYAiEQMw5fjQzcDJe8GiBpIHhUJLD3rYpO25E4fKtlZTzZDNG/VinVcTXC7JyzGRy+Fnt65943Y6fTRgJ733S8OSggd4tFc3ImwnGl3yfXI4zPFu8NEfbfqi/wpkmyuOur0Au/PZ7301bTpMAa6+8aHVeMUkhB2HjbbYFpNPEgTOoHvk4b3dtDM3A6bbWiNwDE9w8N3AzM1m7zh347TRKgKGvR2EvR2IO5d3XLXfxdBk64rjNEsT2XKTuYU8C4YyrIG/FRjvjIl0n01MHNrHyS2HxNHQo0d1JQAaEqMoXWo5mB1KEKHErxUjV2EtT33ResClHLzNh4Z+Z9HTZ/mEDVAkTr6+Akxeb3XTpdfJJ52zt6coDOmguC795NvS+IfHKIoICgNSVdEocMOUf1vQz1PWdFjw8TCzfDRAY2tvBFG15jq9PKVGPru24iRP0cjUcuNa+xm6FR4d29myJ+5OBm1t9z1xIzNr+fGAhVAJRqi3kMAHKqEBxPPJuAhahFKV9Y+VZhhogNHGt6rgd+srjjKOnFnrQaELPFLJwSGQFw7aptii6LMshAKXCull+vTKge8nxpu0iLFy87pT03SPZ0Cn+RKYA16LTrizowSLPl7Yl5IZhNtTayxYoqzzBLAdYI+lPjmgoldCAgJ4V7QTu/MFPFB13q9bmZuCLJwblYdJsUMpLjzNtKeqQU5KQySaupaUoD0HYHVKWl40PwJp0Jl9QQs3xh9wIAssRoSnIEk2zBwCcmKTRrUJrbd8Km/jEgppkpZTnLIcNFa61d9JIccu75BWCrVIhZvjCJ8m4d4W4fYA05zUC59K8t+WtGMMrMVr5sL+XxDFvUi58wIP/k8kZdPJw4xTyui0TvJdjIPzPtgH0+EuShXZSWz1Ofv2ivxs1aTCNBpixHcf0C7yX3L8meW7RTEHjXzrdXr/fus+T5F9qX3H+hjwWPU5/hNPk9o/158vky7fbvU8avbP+O+oc/owkDtRjilZvm4Uro0ViCMgXcM7n1fPMSaOZWc66bkoS4+wBUr0FfOevai1qnYpaD73wKsdKD3loFCpM71wJQpkCzDOrWPQRnz0Cvtu2qpxshxCQDKQV96x7kxjr0Ws9cG0ogEKBpBspyc/32FrhnSjuqdgw5KSqfZznUrbsIzp8zOFGSoNo1yL7ZflOSQt2+B1Gvg65cgG5EULUAcpTa55D7feQPn0DevArdqkFMUvP1ZIZu1iB3DqAODiFuXkO23kBwOIVgBocSeTdG+MEj6MEAeOMGdBxA9mcG66pTg8g16KP7QJYh/9bLBq85M5Mo3WwiOhiDHuwAmpF86wbiIuhA1wLknRjR3hj84AlEq4ns6hn7XPlK3Xy5xin4/iOI1RWo9a7hLYDZdgu1nZGp0nfnU+gkgbx+GRyF4HoIFUsEJzM3lu/fgjy3Dd1uIt1sIhwkdqxVtwb6F+8iuHQeutPA7EwTtZ2RsTbHEroWgn77HQSXLyDb6kLF0gDKESFbbyDaHUJ9dBvy2iXMrqwiOpoZ3gKYnm+j+eEe8vsPIF++hvHVHhoPBoZ3LcBso47mjx4j39kFf/t1ZM0A8dMxACA524KcKkS3nkAdHGL2J7+O2v7MvLMCGF3ronVvCPrwvzl1XrzQk5YDYQC4llD0xAB3Ze0IaM8FNTRDRI9CUBgir7RTbgIMVCtC8CA01uUl/EUSQdwhIJDIKjoZAKimMerIuxLcrCPb8NvRCk3k0V0JbjVMFfhi26drJk5ZzBTotgB3mrZKPADoDeO8DyYRcBugKESy1bJbOu7G1qcn4ggkJfKeub9aqRtQs9JHOmoCxyfIVupgQX4/GaBmHTQeI6+H4ICgy3Y2+EtRHJktvCTkPRcsQMzI1hqI92rgxJQ6STdc6Q8ASDeaiJ6G4CyDjoTlzUTQYQTVCM34ZZnHW6bayJuB8IEpGqZWm6YWbbEjzKyMTHkN3W0iXTfxy9WxDkYZmDV0t4lspQaZGN7WBVSEMarVFnRhuS/Hogr5o1aaEJn2eU8VuFEz8u/WEUyU957IRINbxhBmQPFg5U+5scBzqwEcnyAc5sjaEaioRBH1c2QrNQtQt4xeeOvxUip3Ip8FJrVC4dHE1QUCsAzRwfv9ee2flT7j6TZUcc63LHITfki5BgfCDWgZqhlL6KioMlD6ZZlNgAItuhTMInCKWvS8vs5fRnD6aPmPUPFlw9OVS6C1eZ6fJ9Rv3rK6NIxy/m+aO/cZb/48hOpz+zMfK/CM48Uw1XnI1eff94WftOMzkQfT2b8cu7IWJHB8I7a+RC0JxzcqEKqNOk6uujC60Y0uTm66CB1u1b2wxcHF2LggivZ8o2N9cFqSF5IHAIicmybphUthUO29K1CvpuvupdaSMLgYW9eHDWPUbFZmacqZoOiLih2aIgiYbEVQNTeUk63QGKfY7CwmW66fOjRQsOWkytqBByObrIRWvkSE8RknXybCeDtyfkcpLKwsC4KqSUw3HC9qGfT8Ut5pNzBur9J62moYEPRcg6aZ4SVo6UufNyoQteQqwdtn3ow8X/d0q25dPiwI4zORtYKrSGC26SoM5A3pwaAmvdBB1AKYbkSeDCabLlQWgnwY2UhgtlpBeqxLL3w17QTeWKUrkQ/PuhIu9VVX6bmTloj+b0S0R0TvVX5bJaJfJ6Jbxf8rxe9ERH+NiG4T0Y+I6BuVa36pOP8WEf3S8+5bUjjRCKYV98dwPo2KXdgiA9GwDGUzqWfR2K1kImMEs8oL8fQA4dBZb4OZQUa0aIte0SZAllXOee5/wAblL8jvlGgpa7ggoKwMZ68pwhhtHduATJRTWck8LYwYJMBSGNjYog8G25jsMzARVOw7+/O5YxWWX2eYv211E0ZeIy9JIGtWspCkRNqqBCVIIGtUghaiEHmlxEVWF17NHMSR2TmEAulWE0nX8F72pVSRcBC1MItPNQAibZEXYJG2/eCRpFfpZ0BIehUs4oYw0LCWl4BqVHzC3QLsDgAImK4LF5wSECYborIoCtNe8m4HBvq1oOmqX3pmfEZ6C8LwvHwmEiPw2XTa/weA/ximpEdJfwnAbzDzXyaiv1Qc/0UAfxrAjeLftwH8dQDfJqJVAP9bAN+CeX2/T0R/j5mPn3fz+bCuaooVADR2nR9XzhTa93MHtp2ktt3oQcoPOWs2bAEsKmJQq1sjeTyE6Dk/YuvJHMhb5nJgy34uc08Ahb/Zi51wk4oUo/3Q+DANpGqRqymFKRaWM6K9sUH7L7CLbRgj+/0iZpPMXYFQtTCybPSxzgMng6ifIRyR3eY29nxfavf+DLpAgyRm9G4n7jnSzDuWU23uVbYfnaCx27XHzad+KdGlEKqnkIU5Lft97Mcez5d06d52flqRaa98TDBRqD1xftr50jPtRwnCvaH10/ZuL5ZdoayIPU61V3omHOdY+cS9s/W9BPFJxU87B6G68uHUC2Ms4w6eRc/90jLzP4EBYqvSn4WrFvA34VcR+Fts6Hdg4FS3AfyrAH6dmY+Kifrr+JwYyadNhipRpiBmy2M3l+oKVb/ksnM+r+562n2ABT2O9ZzfsNRb54LFRaaNH1ISVCM0GTY27FC74PNSnzyF7L2WPVL1t2ViYj/F8DRa0FdJLOfNS36bO6bK2Cwd+2eFBgJ24X2ujvg5dNfP8g5+bvoCPL+oTrvFzDvF308BlGFFtopAQWWFgdN+X6D5CgODizHG25EVvpc+Jwh7X3epTFkvxs7Pd61Oy+0mDl6vudS8jcjTcdPLG0a/K+jwlVoRu1y0n1+1+oaKhMcLgJf+NtmMMDx/evXu45dip3ORr9OWFdrlNDOujEKnZWUQI9JejOn5ttV1xmdCU7RJMyhTGF6IkTeLcEAinFyLvap5J1dNv5hMOc7+5eI4TREME08Go3OR1R2JCP0rphxoqbeeXItN7PFJH4hC9CvyzBvSl0Gv7ZV0GZ+NnH7HGrzahaq5EMmTq7GNk67GDxCzqTJfKfGSdiOr0xIzhhcj5A1pJ/DwastVzQuN7aNsyxsSw+tFGCOZ8qilzgsAo7MR8jVn1e9fjm1JTybCyfXYGgM5EN47lTeksU8UlKxEnq1jshV5dpTRhXh5WZtn0Jd2+TAzEz0PIONz8fMqDDR3fRSGzoPcQX9oxsonuQ3ho5zRu517cDPde7kVdnySI6xAf0SPj6FiBzzWeZhDVtApwoMR9LaJQRU5m3snCmJWbKcy91WP+wr8jDiAxp6GUK5Ac4m6UBa/EglBjBPoUJrtMWuT/hY4A5KcmQkeD7Tx2UoJHUpEQ20hd4gZtRNtt8+UM2p9V5RKFMcAQFGErFdzNgMGopHjxWmK+oGCyF3KWzwwOiHV68ZmMNQO9SJnhBPtrMVZ7kPEzNjwJpgJk1bgexgIp3zqbsHA7bgSI0avd7uScGKMdjZNcOyQLUgxolHly6sNzEtJImNIcl/lIDGFyBgABBlbR6VfcgbPriGru2uGZ9swu5RKc2lprxxXkUq09I+X0RedtLtEtM3MO8X2d6/43VYRKKisMPAYwM/P/f5bn+VG9YcD6Hrhb4WfBgXWHtQKcQHbUlKe23aT5cIQFQHr3X3ErZr1sdlr2U16u3XWjKifQ8wyEyIHGGDyQtebh6qxXSzao34FaqXcAiqHtiEUI9tsmUCOiurMwuTAirTyUo0VxCSxkW7zUCu1w8zL8pmHWomPy7BI8tPByEDTlBOJlUZtbwrVdDVo6/upsfDGEThJPX1QZD40C4/Gnk2ihJOpxoZTbvKViRnNJ+mp29l5e4SYuUkJwIN4AYDa7tSm5oErJV8ARP0UcpJBF5M+HOWowqjVDjOI4czCzVhdnIH44RFE2jUBIEBhj6joy1OFVmXhj04yr9+WV0HtT2eeTjuv8y6jL7o9/nsw1QKAxSoC/5PCivyHAPSLbfQ/APAniWilsDT/yeK351LeqUHVnUgXUrJOO2aTEzlviazqP2KlB0pyq0cu+G/nM3YEIevWkFW2Tl4SwLx+Un5Vy3xTVYFzKa8p8lUpZxf1VcbCVnJhy6+Z9eUuIevKmu/3aXpT8dUpz7HZUWV/azF03WXSLOfhFotn5hXz8n5Ufa4iVYg+fuLA3+b6/7l0yjnfcPXa4GBko+A+FxGgu40vpIf+OOmzuHz+Nkwpj5tE9IiIfhnAXwbwJ4joFkxNn79cnP5rAO4CuA3gPwXw5wGAmY8A/B8AfLf4978vfns2aWB4uY7pVgQ5zSGnOfqXC5+ZMm6Po5ux2V7OFCjTOHolhkgUoBncrOPkRgQxM4HpWUdidC4yQfVaI7u4Dq5HkGMTuN+/Znxm5fY32+6B8oK3ZhzfjCBnOeSsAEYTwvYr6ZmUNjk1X2OwBiUZ5DRHOEihYoFgmCA8mUGMZmZRyZWBY53lGJ2PrR/WIEcYnTaYZFA1gfG2k8F0PTQ6F5uA/+H5GFpScW+F4UWnQ1GuMTrvZMBEBu4kM4iMedPAk5a8Z2sBVF3YhIHROaOfiZnp6/CC0Wk5zwEpMLwQ2/uyMD5MOcvN9as9JL1CJonCbN2EIpp2BT0cIRiltv3kRgP6zBpEkruEgWmGYJIhbxgfsBwbmaq6KYdJMzN2wwsVGSQKw8tFal5qFuXBpcjIepojudDD8GbXyGeWI2sGmK2F9jmm6yFUt4heS3IMLxgZyGkOeTi0CSesjaV/eCGGmBnepU+YUvMOZK0AaTdw78mKKUtaJiRMt8z7W957shUZde8ZqXkvfMLAHwr/VQDOr0lSmmDsMmA9jMxxQRQG4Cy3weQUhLadSgNVef18MLeUxkBSBrzPB3OXvIGFgHeP93w7a9fvkpj968PAZL4sCZgnQYCU9t62n3lu2ueupTAwRZnLgPVKvy2vop2CwOu3xxswQN8V3iIKodPMPp+IY3Nc5V3KX0jvuSkMzGJaGb+qDCzv6vOXCQFSmp1H5Tk4z227iEJwnvsySBKvfaGfRTsFoc+7lGfBX8Sx462VSZKoJATM86YggE4SI98wWuStGZxnADNEreb1u+T1rISBF37SflUW5Cv6l5F+ZsuCALCpZXa1Lr+c81/a/3977x1rWZLeh/2+Ounme1/u9zpNd093T4edndldkiuJVDAhJslaGzJg0hZEBUCwTdoWbEMQTcMSbNOQLAfYkCxBsmhLsiSChiWLsEWRq2ATkrDcMHl6Usfp/MJ94caT6vMfVafq1A39etLuG7A/oNHv3rr1VZ3vnKpTX/p9LM2OXOxi5k2b6V1QuwCm0qYmeU+mTU3yBuybsphnmTcJ+6Y1PxCOtdPpP8m7aAfsm6Y8z+LtVVyj59l0r8n2iWs0vPSb1LnGou+s1LtZvIv2Sd6luZWv25nnvPaCV/n6J3kX8izJeKYMSm/iqb7AdHpgcX+KOT2NfIv2Sd6znqHJsWfI346NuXS0F22tgt7v/zJEBtTuDwEA3UsNNB6mqHzrBiAIj//gRSy+M1bJ3IGH0UqIxrUd8MNNiOVFPP5XNrD0pkodG69UELc8tK8PQG/fQP7SeYxWIlQfqnKVO1caaN5NEG2PwG+9D/n9V7T1NgcHHnYuV7H05kClkr3xAcTZU8gXlOV5sF5FWie0bo4UMNir78A7vo58RelOWTOEvxeDcoXYn797A96508iXGpC+QPdKFcuvDwANOibfeBeiVgNfPovBiRrykNC8MwQkY//5OlrXB6BX3gG+cBHbX26hcyM2CevbL9Zw7NcfIL/3EPL7LmH7ag3LbyjeyUKE4VqA5X9yB3Kni/6PfxHsAfV7I8O7up0h+hfvAAC2/80X0b4ZwxumYF9g+2oNS28N4b9/D+T7ePz7zhr5JosVDFd9LLzTh/jgQ/CpdRxcbKNxR9+7yw3UH2UIu2N4794BP7eBdLFmeG++VMfKqwOVGnjtJuRwCPGFi5C1EMONKrIKoXVdp7itVFD9J2+CTh1HvljH5st1LLyfwO8lYE9g92INi//7tyDOn0G62sD2lSpWX+krGSxWMF700Pq7vwnv8gXsX+5A+oTWDcV793IDnfeGoG+8AfGFi3j0g4tYemes5OsLPP5KHRu/ton8g1vgr17F5st1rH5H8Y5XKhis+Vj9Zw+Q372P/te+DPYIjduKd/eqkkH9zYfIN7ew+Ue/hMV3rXy3vlTHyisD4NV/PndZHO1FKwiVHeVnzevKglzURIEOQFj4IFaYvBrjNtpJka42EWxuA+MY7VuJ6euNJGojibzmw/c8BHd3IKNV0966k2jXUA6Z5wge7iF+bsmAl7VvJMoAEnjwNFaUDDwEj/YRVX1Ee8ryKn0BQQIcBop3roDC81YI6Ql44wxCEBAGpthw54NkqvAweR7SeqDcRYBprz1O4e2PIElA1gK0byk3QqbRGDvX1YMLDSrWuWF5i5RVSGWgwN2i3VQH+ys4mtoj7TvVsbWt28rFU8iofTOBjDz1ho0TV75xjsZ9iawRIPR90OMuKst14zJq3EtAEshrATzPg9g5AJZqZt4L1xPIigfJHgKh7m+RSxzuZQgJZqxwN4FMUoiKkmHnA5UmWLR33huCJUNWlMwXrmsZsEJIbF1X4YKyGqDS1fIt5vkghb83RA5AVgJ0biQqhlvzXngvAXx9gtHyLuTrjSWa91KF0UUC1e0EeSDs86thZIui1wvvu/LtXE9VGO4TAiyO9qLFtKvhsLA09kve6jlpT8b8P4d3Xg/tMWainYlAFucT7BOy1ZayqBLAgQCVj8E5g30BWdyECee6M5+CJm7YXJhYWGe94woq/5zI+l2L35TalaUaJrvGgZwt+pamMwkFO9nupM3lueNuEbk7tomPLo7a6Zx7S3Yc416asK5Ozktk0sQWFz56w4s1MuWsOUPDzJa+m1WKxhCrz+V5OTLMGEKU3FozwlTLWT7z/P1On0N/8T2mrOaZMDpApTaVLzJpuxCq8UJgHyLfd0LG8sizaX0AuF510rkK3hyoXVTWq5a3IJVyRTBSo0y5mViQSvbW4WgGbJwIHCgY0aTtQwY09YCY66x7s/2YrNAEy2l9WcUDGyRCKBdNcU00DfVaRoGUHjnXLEMBGdhIo6xqs0yY2ZF9wVvFMRMgVFgkZYzw7q5JezPBE0GgUu/05plHmnfp/pR953nkzfVDy1AoV4neBKQvHETLMkQtU3FysL8vrrkIx+SSPGUgzDNVyNuBqI3ce+NUACCYeQH6pFV6PtmfUdZGuJ/L9CQY3oKO/KIdLfpIWp4RynDVQ1Z6SHsbdhGzAPobRXyvAFdC9I+VFnxTYLRkeWXLDSQtezMHxzyVq6opW6hC6nQv6au0KQA2CMJXdWHZUw9cHgoTUlnEtRaB+oM198EoYwrJQI1dEJeMI2qz8DE4VopXPeEjW6iaz3tnA7twCdh9PjCYwnkksHfO5tOmLR+9U5bXcDXAYC1AuDkApRK9k2qjozBQscdnA5v/SUD3ot64mEHVqoJ+1aeNeMHHwWm7acq1RQyP2cCY/TN6E9WXnq90DGo/+4SdK4F5m07ScMVHv4AeZcZ4NXLwr/bOB3aDIaB7qaKOr0TII4HuJRvVlbR87F2oGxkPjgXoHbfz3DsXIl3RATSCsP0FK19VeiYwscd51cf2i6VyJYs+di9YP3nvRIT+8VIZkIu2rA0RYfvFyMhXeoTtF8OZNaPKdOSPx817blhXOU0KcGFPRc6qbEix0w9GWHzP/n4SQjW4s4VaqHIdiFVqWPmBCe/uQJ5dUbxTC3Nq8ndzad5SwUECkNpliQAPsMdchjMPFuQkv3ixxOr/+xjphkp2KJcFAU+HvnWuq9QxCXU8XnrbDbdceWNsjp7+MMP6bwyRLlQBAqJu6sKx3lM2AVkLAY+w8EEBRapmuPzWyEZIScbKa3YsHgxN7V8Zeah0U1S6sPK/v4VGCc5n4b3EyQQSD7ZQTRaQrChIl5VXYzeyCjZSazItsvZgpHRa/XnprdiqL5Kx8mofnOcQrKoLrL5aTkfMUP9wrI7PzKpMSokW340RPOqZMMbJ0jNr34xN1TxvmGH1O/aIX91OUdmxoZvNO2PI0G7IS2+XngNmrL46gtRvdZG7Y82jI79oPzYVJvePSI7Ayi4d1gHpJR2OBSmAcAmwJ0wStqlDI3n2DWA4RzsASI53HN1wqot+S0weH4kP0fMZoMQ+RFNjaNzgrDG/iHGZpuFSZvA0bRNlVWbo3AXod7mdJ+X+FPdxbnrlvN8WU5txHP80P0/en6n55QwSbOT4NPM/8sfj8WLg6KXDNRdWpH/cHidYkEoNI6ijT8WtUJY2fIxW7FFGLrcdKJD+Rmj1PxLIOw1jBKFUIq96ug6uffMgZ4WMsBRY2JEZgh8cC+fqK9LXMC7Fw1rA5QBQ0CqeQfknZqXHV+wiGy8FVkUgDX9SXGPkYf/qonlb5pHnwMukNV9D7KjPcSdQKoLOEoo7KnSwkK+BfAEA30dcglbJI0/dq8LmVq85+nTS9h0ZULWCtFMxuFbxwnSFhoKyWskewRpupqTDjhddGcRLFaUikdIpyxAweegCBmY1t3xM0vLBkU3/jDuBfcYm5qlQMSZ4l+wmWdVzZJA2XJtM2tbwMlotSFr+XBkUdOQXbVnHUTcAzs4ufbKB+QQDvWIMQeU6K55KfTI7+kTtGGmK++r+AupNlUldc6VgVDq+acOC+le8GUrz15bdPJyo6VI2SAlCVpltgCHJSGsCad1CmpThUJiAcUeoh0rv1uMFMotWPVT2Yc4jQtwq6e11zbtYOG2h9Dd9ZItbnooF1lMbrlhDCoUBRkslXlWB0ULJwNOuG5sBAAyXPQcfSTZqjj2id9xuTJOU1j3EbbuRpS3P6O3EjOGKUPdP8xoc8+2i9gUGJdtGXhWq9IneGOO2Z2SkrtFD3tA5sZLRO+E58zw45ZmVI0NPQcQUNoOmh/66vebxcoBxSSb9DQ9pXc+bCPunAws3I4D953w86cQFfA6Ox1HXTb2b1G0MlAqUTtC+XehkAhiNnbSpcD9DuG83Ae/xHqKWTWBu3tOQL0WJh+0D5DWNYyQIXiydsoTlItQm7axMegc1EDAlKh+PRSqdlCzK2bgrmMikvxVjNe4n8LsDhbDPsJAv+lSw8H4MSJWPKzJp7ABMhPAgc9LlilS7WfJkZrQ+HCNdVEYvkozFd0rtwxE6H1h4mUlIGHqwhdpizbR3brgyENu78DQkqsjZKeEySZOpd9VHYwdupmwzEDlj8W2r03pxjqVrrk5buxMbGZfT9op5+juDUlkQXXomzhHuj7Gis7UYKolg+S27yVR2UlR2YFIjG3fHpsYx4Ja1UWVBRiZnWuRsbARPoiP/pp2p0xQfnwShqt+0H2WcMlQpAIVo6Ks3oMi1ayfybJmMUvrXTHpCpgbgniDc7915TcKpqBzRsu49zRNQD8VkeYmPkt5GE+MCMEe5eTTFn2a0T/5kQn5PnVo4NfhTzKegw578GfeUA4GsNRuHe2oeu/uH/27OOIfRkX7TUpwhuqkrNRcLQL8VZF+FhUU3t6baIBn5aAxKUkQ3g9nt4xgSB4huav0tz8H67QQAWZ6Dd3YRSe1oD3xwFIDiFMhzZGkGbO2gksx4w2Y5siwFNncQjWckNScpsjyHeLSFqFeb3c4MORojLK5fkHMd3B+AsxTBnS11lJ04bvP+ATjNEN7adHyOBfHuPjhJEN7YnLm5yf4AnEtENzYduZn2gx44z1V7Wbal/gAQXZ/RLhn5cAiKY3t/S20AkI9jQObw72zCD/U9LPNIUmQsQQ+2EO3X3P6CgDhBxgzxYAtRdxoGiMcxcmZ497bgReEUfz7oA8zw726p8cvXLwg8GILzHMHtx4A/vYzkcKTuz+1NwPfcZ1AyuNdT9+f2lvF5O3jX8fw6tUd60SLPIbdnp92aFK457Zxms/sLoXIhsxQYq5vDWWaOMwyo3Y8ZeX8AkSSqT/FWNBPIIQcjkxfpDq76y+EQlCTz23t90GjGcajQubMUsrs7+/oSlRQhu7szFx3rfE65uze3P+f53HZZ9J87fqLCBOe0m/szr/+8+1O06+QJuX8w+8T0tDLcPwD3Z+AAFaghe/u2Tq4zfvbE8TlTMEhz23VCgdzdO/T+cJHWF5aMfPn8yKgjvWi5FiH7ygX1d9k0L4Hg2h2ACOmVUzP7Bq/fBFUqSC5umP4AjN7nv3IdYmkBo+dXFP5QkXUilO+NXn0H3toq0tMrOo7X8qZUQnznXXjH152q9KY9kRDfehvi9AmkGmOqTGKUAd++BnHutHXiA/D3xpDVQB3Pv/M2vGYT6RfPGbeMc/2P9iFv30P+xfPgUIAyhrc/NkEX4f1d5PcfIn/pvMXs1X0hgPD2NuTWDrKXz5vk+/Jvgmt3wEmK7KXnZx4lw/cegMdjpF84a8DYnP7vfAgAzv0xKBw5I3jzJhBFSF+Yge8nAf+165CDIfjKOeS16cfUG2bAd65BPP8c0uXp04rXT4BXrgEXzyDrqCMtZQx/u490tQm/FwOvvwO+dA55axpkPniwj/z6rbnjB1sD5O/egLx6zqB7OO0PDyBv3TX3Z5LCu/b+iHEKECGrlxBavj0fJPBIL1oATmiaibEVeoFNVBq3nWb3n4pZTTN4qTTxyoX/rgj4RxiocLgSmWQFQPlmBalQxsBiAxcJ8aA5lc09odQ6IkivFAIXaH3ZOeqWDF6Fm9MjE9BfJAXAB+BbeNVy+KUjA1FAt+p5zaq+TnCszw62VfmnJMyGUNbPyzh/s3RYxVMonbl8JC3kV7qBkxZ+h0e5fXJuwtodTH8fyNtV5U/3nnD9pf5MmN1OpEJdvTnPYMl9N3P+JY9H1owOtRg7UzvsB3MqDPwFInpXVxH4+0TUKbX9nK4w8B4R/Wjp+x/T313XAOdPRQenla+1eLAdCFUAWy9VjN9WBgKbX6pYCNVWA1svWtjTtO5juBZZDKJIleogyaBMqvIPVZthMT6zrOKFmSEDwtbLkWME4igEGAgf7GG0HDgwL5O0fbXi+AKNXJiRVTxsfbGCtBXp+Fxh3BFMqoxHORTu4LkQ2XLDfN65pHinCxWwR9h+sWIeujyy0K/EjLjjVj0frLthdnvPR8b3SkTYuWIhaqVP2P5Cxbp86jXsXLKGmfFigP0zoXkAecOFqN09H2mIWt2+1LElXQKBnSuRY5Ev0+BYaGBfAGC4XjWV4FnPs/CHsiB0L1sI1aziYedKBdJT2TZxJ8DB+abh1d8IHX/+3tkI2aI9Ae1cLsnAIyXPolxMxUP3ovVAxJ0AB6ftPAcbkQOhunc2MrEBRITdF6omdFZ6hO4L0aGGt6exHv9vmAYW/zqAq8z8IoD3AfycnsRlAD8J4Iru8z8TkUdEHoC/BFWB4DKAn9K/PZQaD1LUtqze2LmZOqU8Ft5NNbymRpJ/J7XRMcMxFj7Q+gIzgkGmXByFTJJUQabmDHiEynYKkUrTHt3dNRkdXiKxeC11joEUq6oB8alFRPs56g/nF5Hq3HBR+crkxRILH6TGUu6EMQKI9nJUt60M6o8zeD2rx7XuatRJBsAKZtZUSUgl2rdt32CQo/7QQrlEuxkq3RJa4MMcQd8muTfvZSYzhWTBW/2Wx2M075d5S9S2S4iJ+wOEB/ZzbUta+FsANBhZ6NecUX+Uz7QAAwqitpABEykXWylLqPEgt3HfDNQfpQYQXqTSXjMUsmN1My3xloj27byqXQlvaG0Rtc3ceBSIgfpjaazylEpUd2xfb+zyCnsSwcDCylb2pC0vo8cyYbESqO4cbk0+9HjMzL9BRM9NfPfrpY/fAPBv6L+/BuCXmDkGcIuIrgP4ft12nZlvAgAR/ZL+7bXDxp9MZfJi98b6E5XU/RJ8JfIc/ig3kUsm2MIg9LM+qrm7e5FJNWlk8jUwmvllsYBpep6T5Mxrgoh57oIGVP5nOYTRH+agWFWTZwKCXobgwT6y1RZkKFT+bTG3XMPKFmFyGSMorkvzMuGXemNTNSBzMDOivdS+WZlNbq/iLR1oWC/O4cWwi3owVNdd8uOqBt1/7MZMV7fTuVk+ZfkRM0TsQqga3ro96iYKO5oZInehXb1EmlKXABwY3oIXje3vyzCxJBWMLLGFUC23++PceSaDXur4aR2IWWZUNmMHQnXSHz2LPg0/7R8D8Kv670+9wsDkcUlORjF55OhTJkOCJVhKtfvqnNbiSGOOx74uD1n0L0uDpdWLCt5FCpsxarn62JOQ4ecd+w7r+8R8YKidnwUhOd4xD0eZF7GrV07CiRY6s8ObYCyqh0HWPtEPO1EW5LBj37wFW243xqwZvl3Xl63Gfxo/7Uw/+ATvj/L5I9HH4PWJFi0R/TyADMDf/iR8ysTMf5WZv8LMXwmDOg5OhRhsWKta95JbFmTr5Qh5pGNMA5XqZOYnBJJ2YN6sNtxQBfWPz61isG5571yJVHicpvj0otW5QoGtIgWrpNMWQh5sBDg4PVunZVLzmsxzLSivCGy9ZHUZVRza6rSD9cCU8gCAvfMh0tWmbofirfNxpUfYeikyaINinDq8k7av9E5NvZMReidKeudFtyzI5suuzeDxV2zZCmo1sPWStRkMV0PsnQ/Nm1SeWkV/I0SwM4Q3ytC97Noj5JqVbx4KbH5pfkmM3skIB89Z20bvdA1Cu0iY9HNQtbrh5leaChmRVU7w4y+XysMsB+hetVb93qnQsUd0L0dIV7TNQBA2vxQZfVkGAptficwLIK/52P6ile9oJUT3or1X+2erjs1g51LFxCoTEbZeqlp9OVDPwWeWmkdEfwTA7wfww2whHedVGMATvn8ite64x4Wla7G1AOe5SufSJ1MvkSp1rEAeYFbHKgkQS7Xpe+qIzMyo3NgEsGoehOW3YufoHd3eQfycKhvixTlWX5VTOi2xcjfUH6QzLYDF22P5jXhuArw/yrHymuVNmavT1h+lTpRU+0aiSpboz4vvJEb3phxYeitRqBFBCFkJsPS2rRxYuzdEo5TO2LifmNMKScaxf7qlHlitLy6/legKB+rzyuu2lAf3B1i8ZqsCVLdTVHbtRL3726h3KsjrqvZN53rqqBFiex+eDpH0Eomlt1PjIZik+kT4auPeGJypMEZixtLbqdFpRc5YfkPBzYAI3ljxLuZZ6Wao3yvZCB6mTrx4+0aKoDs0qXlL11Kji1PGWHortWGM4xwL71neUTdFeGDfhc17sZMg0L5lZcDMWHg/sXp9xlh8L51C4Zikj/WmJaIfA/CnAPwBZh6Wmn4FwE8SUUREZ6BKXn4TCqD8PBGdIaIQylj1K0811kQYo/PgkwBJWJiPjO1DUbwNCgHpOqjSKx3ZcjmfN2D1wo/bDnuMm7dgn9S33CbyCdgWafkWcCcFGTgUoZIcvFgaOWbNEMl6y8ydMsW7yHNN1lsKqiVJwTpuVyQ5/F11mx04FMnGCKjkofRvYx3OVF0lWfHAPsGLc/c6JwII/HE+93gscnYeZsqlk3ThxW5fZfuw113WMxW4vV20XiKdzcQf57aUKNSm6tgURq4Myp9F7paIEZp3cX/8ce5chz+w5VIPs20Ynof9YE6Fgb8IoAng60T0GhH9FQBg5rcB/DKUgekfAfgZZs6ZOQPws1ClQN4B8Mv6t4dSgQhRUFbznOMDsUqbKyxweSSsoYkIWd03pTfySGeZFIaSiluFO6t6rg5WOv4y0bTLpqxrB+TCkExQVrVwKLP0wHL6ljMEM6RHBrZFjVWCQ6HpcY28pMo4ykupjAU0jkndC4RjF5ChgBgm4CQBad4y8pAca+pspdIjU/Ayk9WZUsUzSQL+nj29yGBCx5x4o05CrzhtngvbMnmMLvMu7A9lFcOBgBEE+O7nSTsJZthNHPmXrlmMcwTdkRnL8T0Lt++UjcB3r/mwozHwFIuWmX+KmdeZOWDmE8z815n5eWY+ycwv6X//Tun3v8DM55j5IjP/aun7f8jMF3TbLxw6M02DYz5Gy9Yft/9cgKzhqTeFzNVi8HUCuk+q5CMAk0973OY+xm0P/XW78NLjHYwX7ef9s4FTpTtdbdqqdaHA3vO+G5gQBsaIkbQ8pPXZ4mQi7J1TsC3lIImC8kgo2JY5Ou1wLUDvZNnXF5hIKiZg53Lg6HPbXww12qLatHaulGTQ8bF73i1t2T9hdcXdCyEOLrYhOm1lM3jR5i+zr3gbnbbZwPZVu7ENVwPsPW/9tPLUKpIVC4uzc9kt8yhXFxyd9vGXw5k6LRNhsBE6NoP+yaqr074YGhmwALZeqlu4marA1kslSJilAN0r1s99cDrEwaROW9RrEoStL5UgYQKBzS+FRqfNaj4e/0BdgQECGK0EDtzM/tmK0WmZCNtXI5PPTETY/HLF1WmfoNcXREe5wkA7XOPfvv5vuV9KFdyf7+wCguAtL03t2AgDyEcqUF0sLU4zZkb+eAsUBhCLC9PtUiJ78BBeswlqT4chQkpkDx/DazVATW0QGsfg8Vg97EX/TgfUqE/3zzJkjx7DW1wA1WYkDKQpskePQUEI79jqdLsg8EEf+d4e/I11NyC9aN8/QH7Qh79xbDqhACrmlkcjeOvHpnhDMuTWNjiX8DbWpnhDMuROF5znan6z2re2ASEgVpZsu2eT6/PNLZDvu/Ivtz/aBKcJ/GNrQBBMJy0UMlxaVGU3S31N+8NH8FZWQJXIbS8SCh49hre2qtrLvD0B7vWR73TV+JXI9mVWXodeH3l3V7VHIZDl9hoAe3+Ob7hj+x6QS3V/+gP4Jzdc+enf/suHfwf7yeOZq/dIL9pnZUGe0W9VelJZkCOfT/uMntEzculIJwxQGMA/dgJINXIDswoyZ4bs7gEsIZpNlc84aZjo7oE8AdFpm34FMavjHYUhRKuJSeJcIt/ehqjVIJoNp59izk47j8fqiFOtuO2NBqhWneY/HEH2evBaLVCtiqnTTpYh3+mq4+Os433Bo9+Ht7w8E42e+wPI4XBmOxFBHvQgxzG8pUVAWDC6Yi5GvhPjG/nv7QOSIRY7jmwLHrK7BwiC6LRNn+L/gj95wlE/nPadLjjLlPrjeVPzQ54j396B12kDUeT0ddoXFoAwAAmhIuCKeaQp8p2uOl4HgeFN2mbBgyHygwN4y0uqvcybCDwaId8/sP0n2mV/oO7P6ooZu2gDM+RgCNnvw1+z6g+zrmKY56Ct+UvzSC9ajgLE51a1BVUotw4r147/rjLZp1dPGwjKcHsA9jxk7Qjh6ykoChFfmg68Uql5I4h2C/H5tal2kUiI3V2IlSXEZ5an+6cS3sEBaH0V8ckF+D1VNjJrRbb/3j5oYw3JxrRO7A1S4NvXgJPriFendV5vkALdXYhaDcmlEzP9v+GDA9DNGNmF464Ft2i/uwu6+wDpxeMmTK5M0a1tYHMb6Qsn3EweAGAgfCsHxwnSF467hhEdDhm9Q+A4mZ6ffjbDt5SOl1w+MT15BsLXYlClYu+PsTjb+8ODIfLnj7vlUvT4SkZ74BPrSFdqUzz8fgrsdMGn1x0Qt4L8vRjo7kKe2UDWnA6KCR8cAL0e8rMbpmSH0745APUHyM6fgKxMW/7N/Xl+Y/79SRIk5zfc1MniMnvz0TGP9vG4BEEqCp+q1CZ34QHCMwuWmJG1qzY38klQNJ8yZc3QLNh5RKlEeG9PBQ/MQJL4JPS0YXQzfyegFkoxP2DmJmHosKHoKX4DGOv4ZL/JkMK54xcbSdkDlUpEt7enrPPfbfpIYY7FG7iY81PM/WgvWlKQk3kgDKr/3vmKDQcUhL3zoYkZzmoeuhcrKCBUuVl30qRGywEGx6zpPz257MBf7p2NHHjWbLVt/GYyENg7N5E2VUIaGC8FThpaQcXv985XEZ9ccB9oKRE+6ineZ0thjKXUPEClvJUhQAfrIaRGC2QCeidDBz704HRk/bCRp2BloTa2tOE7qWKj5RBxRyHmZ6stBSNbsWiBRYV1QLmTeiftPKkSYVBKaUtaPkbLpTfEQtvxbQ+Oha5PuWrT/KSnK6jPMYymDd+RQdoITOodoKF16z7SjQVVkX6jamQoPReiNo88xGs1h3f5ORgvBpC1yOFtEBNJpUrae0UYrk7wLrkR02bghsYuBM4zNl5RleCj29ugjDFamQ8jW9DRXrQM+IMcXixNNFN0oAMpWIUqVrrSBMWLjFHZtbU9Kc0Q9sqRLYxgWEqj6sVOqljUc6NuxNiGt1HOCPslvQRQpnv9txezk3JVUPEQBkOePgYRQTYqgGQEQ3YiY1weMKGagP5b2rZyhBRIhTLOmsMsMmDahJnHuMkHSJZPgsLClgLqAXaCKwIfXDrZZlVykjLY92x4piCkjflv2TxUMLNmHqFwdPWkrsYu6iklDWH8tOwRkmapr6/86sWizqoCaa3EqyEcNIq4VUqaJyBukw3g8Uh9LngHExC1NYG0Zj/HTWF8vqSTK8L3HoAjtfGOloSbuDKDjrROC6gHqohoAhSkavkhLKdFgUufWQJx4qRCFSlY5si914O/YndckxZVtB8MQUuqnSSj9thtL6rCAVDpb0+g2uaMlCtSyP4iZ7f0R6mAMTANz1p7nEAMxib2uHHf9iXJqpRKcQ1xjsZ9K6+gnyHoW16VHQuhKhLp8CogVE17zmjfciFUmx/G9t7spogAe5rY3EG42jCfTd/i+e8NIPKO4p3KqZIvZSrfRwCIurEDodq5aWFiiRmd9wcWQjWRDnRpMMhQvW8hVCfT4VofuhCqCx+U4G01RG1RFoQS6bQH/Qzt0rNQfRw7m2EZSpeZ0XxjE3J5AelKDcTsQMHOoyP+pmVIjTlc4BE/TdkEAGoXnfNbs5sXx7yJXFh/d2grpX83iFUo3EeiT5IONoNEIuFvHmjebpsbejjdPgVzWxb7rGkecguf+h4/Rd9PlDb3KdK8eaTH2kg19rP64eG8jvSipVxi/0yI0UpgArZ3rpRgWwRh68WK0efyUGDrRa3TsgQvtLB7oQT9oSFLihubnF1BvBAgvLMNSqWBLMk6NZDvIzmxaHlHnoJamaPTDtZdOJRJ2r5amRtfzB4p8DDWVslcOjptfyPE4JgLCZO3lStJhTFOw6EUucBZ3XfgUMZLbppf74SCQ5GhQHKig90LkSlrQUTYvlqFDMjE7+5ctjKgVgN7z5dsBiuhLcsCgI+tOCVI9p6PHBlwq2H05TwU2D0fzTVEjZcCJ8UtXoocuJkybxaEvQt1kKcqJOahwO4FK4O07qP3vHbl5WxsHWWZ5Av2BLZ3LnJKZe6ej0zMMIeurSOt+zg4pWXCEuPlEMNVq6v3j4cO3MzBWZWaR8xq3s8fHsZ4pI/HHHho3suczJD2TZsmBckKpkUntYtUfTY6bW+I5of2jVnpZiijVAT395AHi0jOroAFoX1LQ9dooQWbPcgTHcU7kWjfzNwk+BKyRWUne6Kw27cyNyNmgrKqh2gnBh5tAafWneNxZdd9C9c2c4hhqo5nDAW1UoKEWX5rDOyqt6YXSzQelY/xJbgTKVHdyR0dqr6ZO/NUvPWbNAfqjy0vHseodu1vg0EOL7EyEIMRvFGR90uI9m3FQQCgZMJm0Jt/kvLG7Oj13tgWfibWfYt2BsK+NKl5BW8zbs4ItH1C3NuEf7wOGSpVQkYe/LEEpbl6jAQh7Lu2jmDAJRVJ2SMMb8nwx8VFCYiU4ZWKSnuJtTkwq9+a55uh+h7ytj3SixaYrow9CdviDy2ciUmb0tZjZJmTkmVyTguDzzhRKW/aYGHSoor2pJQneW8P3nJDGTqMmZ6neM+jSUiTMpHUMC+CwCfWpvyqk9ccHmSgNDP3dhJqRcQ5qFYBDg5AmXQgYgwkDAAIAX/kbjYKqqa4PEalmxg0CpKMyk5Jt0xSRF2bRzyZVsb9oZH/TCiVsc0xntLrJygYZMCgJJOBwm0uZm7sDXqs2oOR0VlFzqb0BxMpSBgNNyNPrKJ2r68Mmb0h0uMdVLdTiN7Y5NNO8m48SEw+LUl2yor4o9y5X+G+CzczKYPag7FOENG878+XQUFH+ngM2NQmACZNzYGfmYTwLOA0iwJcExCdzvHLEw5vmzo38T+AbKU5Bac6BTfzBP3pSXAzRbsMhamb47RN8HbgZnLp7MxMqgp6USl+Ev9qsv/kZwcuBkCw2UewO5rb94k+2Qlf+fdCv5wF0eOQR8hrAfJ6gOTEwvQzcBh9Up/whLyfho72omWgdyJE0vEhYoW2t3c+VK4TjVjYvRQBbN/IO5cjhbIgGdxqYP9sqPrGOcZLPgbrAUScA1IieW4ZadMzvHcvqLKZQpdkSDcWVMJ0nEOGAt3LkQIq1ygOEKryu4hzjFYCw1skKgEbea5RH6SCxvRJf9Zvvky1syDsXIkgEglvpNUBEmBmiCTH8FiA0Upg5rl/LoRsVQGW8O93cfCc0oNEIiFyiZ0rkXmDyVBg92Jo5pG0fQWtorNSeicijJd80753Xvtpc1Ui5dHvWkbWjAwqxM5VJQPOJajdxO75yPQdLQfonYiUfJnBJ9aQtC3v3QvKrSGSXAHHNetKvjqJv3ux4KXuD1gdU0UiES8E6G/Y6yh02qJ990KkeUtQKi2EqkZRLGTgjTNkFQ89DaFKaY7hegWD4xWIROXF9o+HxmZAqcTe85F+LnJQqsYCsz5+A7sXIvMc5JGnbBt5bnTa0bK9d/3jqpwqafkfPKeitYp5753TEL9P2AyOdpaPWOSvRj/huEDI98G5NGUjRBRZSy8JkCfAWaa+E54yVhQICYUzPs8VqoLvayuzyxssbXtBJd4ALP9iZy7xntVOYahKYRTV8MrtJECBb0ptkCAzDvm+mYf5LgzVbzUPUa2YMhMgAQoDyNEYkApyhsIAHMdmnuR5kKMRwAxRqbi8tTw5UaGZol53eVci8Gikyl6QUGNr3uT7gBBqbnkO8gNHZlStKr6z5K95yeHQnY++dvJ9g3tVfJbjsZFhmXcxT9nrqXbPc3jD81T/wUDJT6fmFfMWtZpC7kgTJf8J3qJaQd4fGPlO8Q5DyMEQkLmSr5ZJIV/kOWSs3HKi2QSPY1cGozG+kf4qDuTsLJ8jrdNSGEGcO60+FAYgVrCZ/OEDQAjQiWM2YL3QRQHwnfvqRh/XscW6b0Hy5ocQtRqwvmIH1LyR5chv3FG5satLdmzNG1kOefOOCqZfbE9PXPf311bAHZuQQMU8khT5jdvw19fArbrbDoAOBsjuP4CoVEBnTk61A4DYPVD5oAtqjpN319veg9zdhThzEigqGpTbt7qQ+z3Q6RMqYaAs90K+eQ46sT5VtZ4A4P5jtfBObUzxnro/k30x4/4U11W037oLGcfwTp0AR8FUf4pTyFt34B9fBzeqU/KhcaIC8k9ugGsVy7t4hkYx5HAI//QJcEVZjqn0jIi9npLvKdXuGMiI4O/3kT14CHH6OBD4EA83gZUllS9LBL+7j2xzG3RyA/C9qWfU6+6rpJWNtSn5CiLQ9U9QFoSIfhEKwG2Tma9OtP3HAP5bACvMvE1qZv8jgJ8AMATwR5j5Ff3bnwbwn+mu/xUz/43DxuZAYHSqrY5Q2jqaVT14sUS01QVIYHimA3+U2zCyioA/zBE+DECNBoanO+borCBJNDbtvRC00MZoo2lwprKK4u3FOcQtAhbaiI81jbspj4TCMcoY3h0PaDWQHGsa3oAKEhCJhLjtgUvteeQZ/GIxzkE3BbjTRLJaV+6UUJh5es0K8OAhKAyRrDWN3l5YMGUgUAFA2zvIz59A0g6thbdoTzPg4ADpWgveUBlO0oWi6jpQHcWg4QjJRkuhUxbHaU/Vig23KuA4QXyibYHciMwRP9o9ANIU8UbLaS8MVuFWBfA8c/0A7DgMhI8iUCVCPKc9uBeoynirLeRV37E9AMqvTbcF5EID6VLNuQZA1Y3FHYF8saUSBvS8inkGBzFwB8iXmkhbkcObiRBJBh49RrbcVAkFPNFOBHq8iWylhbzmI2hUkNUDG2iSS9DOLtK1FmToOX2JGWGaAXv7SI81Z5ZG4TvzNdePW2EARHQSwI8A+LD09Y9DgbmdB/AnAPxl/dtFAH8GwA9AgZf/GSJaeIqx0TvuI+6UIGHOBLaauCDsnleCiu7vK/3ifGD9hK26qqytabjiY3DM7trxqUUkHd8IdO+8hW0BlOO7DDeze3EiLrTkpx2u+Oivz87MYCJ0LwVOFfTy7ppXhAMJU4abAVRscTnGt3sxRLZQA0hA+gLbXwhtaYlAQasUftq04ePR72gja6sHc7TilgXZOxtNwcgWkDDkKVhTB0b2pRBeAYq20Mb2VftG6J8IsX/W8pan1pw4582XIycWmTtN46fNqh42vzy/JMZgQ0PZaBoerzhwM5svW/8yC8LmlxoGQjWPhMM76fjoXm0aGfdOhg6sbPeFCGmxmQjFO6tZiNrH3x+BA+0Xr3hq7KaC2YkXfexcKcnkVMWByeleikx8NhFh86WqhWf1CJtf/hQgVGdVGND0P0AhMv6D0ndfA/A3NaTqN4ioQ0TrAH43gK8zc1dP9utQG8HfPWz8IjytoMV3LCo9pK6czVC5m4nE8psWSIy6+1h8z+bDKqhMuxtHNzYBsvmMS2/FxUUDAMJ7XQdCdfkNF70RcQKgbnjPI2LG8uvzw9P8UY6VV+dDqE7ByL6twuwklM9x9RUrE5FKrH5bVYIHVFjd0lvS7ObVzRTVTcurcyN2dvqVN8YWwTKXWPu2hVv14hxr38zh7Q5V7urOHpbftPm2jXuJc0YVHz5GtWmP9yuvxW4M9V4PQi8Obyyx8tp8d0chX/8ghox81B7kkEmqkpSYsfJGYvz1JBkrrw0shGrs8g73M9TuJUbGzXvuuAvvxwg2+8bls/JGYv3gObD6SmL8uCLO1diFa7CbOaVQGndjs6ECwMJ7VgaqEnzp3uWM5TcSR0az6ONCqH4NwH1mfn2i6VOvMDDVPgVjCoCg0AL9EkL9ZOoXZpj/pwLzCyjR+e2zvjd9nwSDOhHqx3IO76foa64jzxHc3YbI5dTv532excuBHh2kCHas3KeuiYBko2V0tHL7lAxyF9bUQLUWNDEPkcqp+ZTnQZJR1AqenFfRt/y5DKFabifJTuiq4V2aZxm3abLki/OZ3c/FWGXehVrDRFMyEEmOYHcM/yBW7enhobofedESUQ3AfwrgP/+ofZ+GJisMJG3fCX0bLwXO8aGcysSC1NFDhzGiEjkpV1nNQ1q3x2Fu1Z1UsXjB5c21isM7XghcNMZS2ZCs6lkkyBkUd4K5xx7pkUqPM3zJ2XSyqufMM637yrjheSa9sFzOsox4yB6ZYyOgwgXL8syqviuDlQpinbhPpPrOhZH13XuTh8LhRZF71HNgZAGnmDMTIat4c/3dMhBq7o0AMlRqQVnFyCqeI4O8oizTBb9sEka25HOXgXBgUfOwBFELZY8oz6nMCwTnmlmUYGZZFXMr4F2LkEoHrjXykDUj5FUVqiuDw522H+dNew7AGQCvE9FtqGoBrxDRMcyvMPCkygNPpKQhnOPFeEHYCBNBGC/aVCb21OeCOAww7tgAirQmkDZKi6FdRV5K9xotCqVP6kWdtyqGt/QJw2Xh7oKlG5s0PcTt+Yt2sCamcX81yUCgv+He+DKNlnyMF21774QHWQvNNe8/59t8Wl99NrHHVc/R65O278DIDtZ8jBcs7/0zJRhZQQratazXX7CLGO0G9s/azWa4Fji88/VFxAs2Pnj3oqvXc6tuY4+rAjtXS1biCTkNV330TpZsCOuR45LrXgpUnrU+ee1crTg67c5VC3cbd3zsXayZjXFwLEDvuOW9fzZwIFS7l4ISPCth5wuBiT3OK9MQtXvaZsBZhrQVoL8RWLvJudDIRJUSjZA2fZ16Sth+Mfz0y4Iw85sAjCKoF+5XtPX4VwD8rK6K9wMA9pn5IRH9GoD/umR8+hHo8piHUfv6EP79LuLnV8FE6NywOisPR1i8NjYPlUh1ClZxQj7oo33bumScND4Awd1tyMqaTee6UaSOKX7+oz3kZ5bBRCq96wNX5y3HHjupdxPHm2BniNXfjJF1ps34RVjd8lsZ/N0R0sXalE7bvBc7i33pnTHEzftKp2WlhxYkUomV18euTvt2qYzjVoLqVkm+t8fOJrH0tuXFucTKq2Ojp6rSKKVQxZ09LF2z9sTmXXee4o7VaQu93jma7x4YndYf5lj9jgqsCHYGU7hZjfuJw7txd2R0WkDry8wI7+0iW2tj5Tt9o9P6Y8W7GLvSTdG4bVPzmndde8PCewmCzZ7RacvzJslY/bZNzfPGGVZehcM72rU+5nAvcXK2F9+1vJgZK6+O7JtYAqvfiT/58XhOhYF59A8B3ARwHcBfA/Dv6cl1AfyXUOVBvgXgvyiMUoeRjDykJ5UxyOqr+r8wsMnJUxN/ykNEyZQ/zcN1Mzx1yNrEWyJbKMHgzJsGkXPcnmJZ1ocFAUtPZXyf6vupE7t/H6abH8rOF5D12T7Kp+GdrndUdUMdkFMGFnD04CcYe55kE/hIn0nr32xLusy7hkL3fhoZfawKAxPtzzHztv6bmflndBWBLzDzt0u/+0VdmeB5Zv5fD52ZpsF6hPFKKZXsZGR1CN/HwXMRws0BxDiH9MhJi+JGDf0NCwUSLwQOHEq+1kHa9F3eYel4vNiwCeBxDr83YQH2XH24DIfiyEiQ5T1BhZ7TPxEaf+Ik3EzcCRw9dbQSgifSAouYbBYKWsXAzYTCgcFJ677S6XZ2zbzLOu9w1ULCEGmYlglImDLcTFFhT4xzBHtj+Hs2CYAaNUffGy1P6PWBPVZKj9SxkYCsMb3BZVXP1c2rvqPTxguBemNpwIR42YWbSdo+wg+7ACudtQz2llU9R1dPWj448l3eReVFIowXS/YHIsdukofCmWdW9Ry9P2n55jkgIlXVsbB7ignbxhw62rHHUOl2ZfgUL2F7/JQML2Hk9dDoGF5aOn5Jhsjs7kY5Q+Ql67F0rZ8iU7VvzBu2lI6VV3z0z1j30UehYjGVaTIK5kl6TB6SA+uSB4DY72veUFApotjRgbReMqZ5hLRWrtVDGK4GEBq6NKsI5JFNpEjrJUgYQUhaWhapBPsCcZsQPeqpMMMoRNzWCyPy0DvXRLJkF4NsVpEVuiARhiueW1Mnsg+sDAUGx+bbBJKmh3HHffhNDV0i9I951ohDQH/dLmr2BXonfCSnFpXhqCowXAvMoo47HuKOnddw2UOuMbggSNkjig2XgP5xz6wcGQr0160BLat5GKyVNvPFAOMFG1wxXPWckqe9E26tqt5J73MON8MqdUlZgwEQ0PhQZ5zkEhCM5q0R2BfwezGCxzH8YUP9VjK4N1C/1/eysqXTxCQDUsJ7uI2wastiNG+p3xYJAWJ7H15V76IE1B5oXUUHoVOcqOB4ANVHtkK9SHXFtjQziBTtD2zFdJFkSt9KM5PM0OmVKpWPUkiWKmEgztG4a7NsAKB1a6TC5VgFwC9es4ULBYDFtzNTxT7Yi7HQL1U1f1Su+CbRvD10NpQFDU2LXILTDEtvDCHGGbzuAej4IpbfSMC+Covk7h4W3llQMhtlaN/ZQbreMf3p/iaqDXtKWnmtqEAPFce734c3UptHGOdYeTVx7g9YguIcQtCUDGofKrgZkeZKr3wtc9qXXxlC5jlEmiM4SLDySqKO7wRUNnPUD2JIlqAkQ/O2y3vxnSGCR/vIAIhxhuXXh0776rcy0DiFlAz/IMbKqzY9tDrOUH0EJX+WaN7sQ4Z2kS6+rXhRlkMyY+WVvj5Zad7fLsloDh39hAH/R2e2caYS2gtEPi50mOLzRPth/Z02yYDMP7P+pr2ccDCrHXCTFsq/yVUmzWfWPhGwXyQyzOs/U/5Pmv/T3B/gcBkd1fZPKP9vZL/2+UwYAOPJWE3MU+3O5xnth/X/rrbL/FB45sOwqr6b7bPm+kT5H8b/MPkAh8voiLd/bPk/4V16tBctMGWJNWQsdJ+wffI3kyePz3r8We3z5vbdGv+zaD/s89P0n3efPo4MJ9vnze+w/p+Z/GZ/DRzxRUvVCujqlZk3S1y/C5CAPGejIcuZHvTeHZVXemZDMyvdGGbQO7cgRyN4LzyvsIcLkkqPktc+gL+2gvz48rRgMwm89QG8Y6vIj5VcL4XBK83Bb38A78QG8uWWHb8YO8kg3/oA/nMnkS81px4QMUyQX3tf5XVeOuPOPWfAI3jbB8jvPQBdvQD2CN7mPvK1juHhPewif7wFXD3vFFAuyLu3Bbm7B75yTqXQjVLQWMOQNqqg2/dVTmkxfvkaAIibuv3iaXiP91SKoZQq6INI3R8A8nnlp/W2DyA7DWMwpPfuqFo3k/IvZHTtJuRoBHHlIjjwlEwjlfYGItAohXz7PXjnnoPsTJdWEcME+TsfwDt/VgEGlGUIKDiZ92/Au3ReuZgyCW+3B9lWvMT+ANmdu2r8ScQSAF63j+z2XYir58FhOe9ajWPuz5XzKrmgGL9of7yH/NEm6Mrzqn3yZfH2P58as6AjvWjZI5M2VSZiRqgTqLNmaNOZSr6w0PdBQWDqtDgQLZIReB681RWkqw1TWgSkUroo0HpKFM7kL1IJTxA4CpA1gikfnEgkBAmw7l8eX6XmecqQU41m9g/3h+rB9TykDVukWSQS/uN9JCcXIHohQEJbzgliVHNq0ohKCPIEsoatPmDA3XbHyicsBPKGcukIX8ArMm6aEQLfB0lG2owcQ2BBURAAkpE2QshwCewJhPd3IRdqEKNMFUXT90fxLNVEYiD0fXhLi0hXG1OWdTAQFLquLyCGMbB3gLRUN8jzCCABrkXOdZNUsEHFgz3Z7o0y5FUffpHmWAuRNZSxMetECB/1QP2RSVqXGopm6h6PIpAg5PVoZi0fc38a0UwQeLGnau5mTYVoUjxj9gfzvQlH3uVzcDrEYN2Gge1etBCUEIStlyoG4pN9wvaLpfIarYYD+TlaDbB/ppTQnKTw92wEUPdSpPJh++qGJSeXzAOfVTxsv1j4gHX/qJQqdkxBrYSP+9O7puZdTvsrkwqzs5sTDVxr5sGpCINjBczpAnYuVRwI1e0rVb1b69S8L1YA0tXtNNyMdTmESJaqBgFi/0xFQahWPKSLVTz6oQXlOyzk+0UFURt92NUpcCUI1U4L3UsRZOSBfUL3B45h//magtNhBm8sI637xoK+c0mXdCmex8WOKvkCFb+7c2UCopYZdPs+sqU6Dn7oDHrGBw+M1ioOhOrOJQUjG+p5dq82QZ6n86A9dF/QsETdAdKGj4MLJbiZVQ1RywD1R+h9acMBN9g9HyGPhMER270wAaH6fCntr+U7pWjGKyFGK3bj7p2M1PNLqlLhwZmKLTkiSMGxfp4hVAGgeTdBuBcrhzsBnRsWMhWSsXgtsZkRGbD4rk2/o8EIneuJeUtWuhmi3dJbr9VAUgJSa99IkbZCeIGAABA82oc8qY6/CqU+dbOAkpIrZTtTweFzonkMPCsAkPXTFiGSnRupDSpfXwQePDR964+zkg4EtG+n8PqxCWNsfZghWaqpJHoCOjfs7yvvP8aitOmH0V6GPBSgRh08Gk+lFLZuZxZNUDI6NzJQxkiOKzl0btgKD9zro1WCqK3uZKrkxmod4eNtiG4PYTOCGGeQFQ/NB5kN6WMJGtk0NZFKNO4r940pUCY8yOdPKljToYSn4UXDe7ugrG2gfYhZQbtKRnxaRc/VHym3GmnetS2Vnpgcb0MkEpXiGolQfxBDxBnyeoD05JICCgjti6GyK02mDklGZZdNbSnkjPCAzTMmEkbYl1aNixmA1GGKDH8kIVIba+CPVFkbYgaDHDjWeXTk37QiZ1CauylWZYSCxIaqhdsDRFtDGDRGKeEltt4OZawEVlBRi6c4csWaN6mjF5Vii0ly6YFj539iNryzRjDTuOCNFWrizGgXtvCjswIxvDhX15kq8DB/lCs/NdSb1h8q+fjbfYg4NyVKOEkg9/YR3t01hg0vkXbzYIY/VrwLYLFgkJmgEmZG2FMbFfvqoWu8vWU3zSSFP9A+7XGOyu1dBz6URyNwIJC3QoVmsZchutNVaXEkgLS0wUpGtJfC3+4rhMmCh36j+aMcwUDBvabH2hBJ7qQ3VrqpAp8jdT+inTFMap6Gfi3G8hKJcGds+QtA6ggoGXqI9lLQWG9mkhWkamqfo+qWfhFIheNcxJ2TlmdlJzXPQHiQWghbUvHvhYyYGbWHsZPKV3+YPDHFE/gcvGmlR0iWayjiWqVHTpKwDISFomlXIQOBYH/s9Bc5m8XJBNvf94y+VvBGURFKQ7D6/QSy6kN6KpuIcjiGGUcXKXS/GcQCBtZmdjthXuxu8bD44wxetw/Zsuj3VOiaDFML10RXsS6SXIppdjYNKc133kAHTfRVwAEAVcxbwm7tpGJ7Tby3Z4+6suIhOd6ekIcAZYzw/i6Q5wr98ljbLMRZ15kcb6tj7Mxf6DdSIAzKonNdesGCYZPUd3tAR8HsuDpjqa8g5xoL2c0a2/ks6OnD0Q+Jh5jSaZ9AR/5N2zsZqpAzTbsXI6RNmzq2fTU0+Y5ZzVNQpPe2FGJjq4Hdixb/Z7ga4KAEKzI+u4LRioUs2X0hckLMkKTwbj2CvzeGDJXeyWUrZGh17cF6gN7JcOablEmlYBmdluG8JfKqwNZLkfntJNzMwXMh0pansHlPLuDRb+9ANgvozdyJZ81Dga0vqVKXFEUY/o6LuP8Ta+ZhHB5z4WZ2n69geCxAulBB1gzx4Hd1MDyt9DmqVvHoq1VHr3/01ao5CVCjjp3L1vLbOxE50Cry1CpEmoO7u+DBEN0XKkg6tp3bLtzMzlVtCJrx8PaPh9g/UyrxcrwKEQYQW3sItoboXrbyFbHGDCMBDgNkVQ9bL1u9M14IsHfJYlP1TkSlmHUFBMA1G8a49ZItr8pC6/V645EVD1tftLr4eDFQ+nMx7xMVE//OpPTholQKEWHnC1VkFc+8NLavVj7/Om0BtVLoDA7cTJ6blCxAxSUvvR0jO7sO/90PQQd9LL6rdJg88lB7nIJLaWmVG5sAVh3e6ggLFBka6eUTBlN4+U03dW8KboZm76jEjOW3VCC9eSMUDz4zvJGcSv8qPPYiydF5f4RAp+2xT1h4P4YYKJ2WPULt/tBUKxcpK2iVwlKs4WYKqj0u6bBCoH3LhYhZesfCtnCWYfUVm+roxRIrr1toFR4OsVCq8lZG2gcA7/42kosbkFfPAB6hdTt11BM66EPk6nTgjSUWr8UmT3iSao9Sx6JaexSr1LwwAASw/k+3kS3UVEJ7xTMIkzSKEfQzLL5Tts5nqD4qp1Xa8iTqngA01NclGQvvpraCBAOL76UmNU8kEp3rWh0hQtjL4Y9K8t5MlA1Bj928mxkMaWZG63ZmeIuc0b6dHXo8PvJv2mB/PJ3aVFwTCdNWfsOVTfAizhHc2zEV98o1WQpIEcNbFulRut333AoHRdW+0sKcdCWp74rBy5ZQOPPn0tjz5qXmn8HvJwq1sYzKWPTXRpviQZil95d5T0GrTP62DNsipUGQLHiHWyMTbw3JEJm9DpHr62Aoe0GmdFAOFFpD2f6gOpXmpWWQtWaDu4l8AsZF672yXUe6VEO6VIf/eL/kdlPx37K7C6+fOLo2SVZuKU1eIh3ehQtIMVL5uMb/z+yWP9ElXco2l/JYIrF2FSaCP8od9S7opQaBkomMjeBJdOQXLYRw/IxZzXNyaE2FN22ON5AvLAHPQ9oOEJ9ZMTAgDjRIFBhcKcO7HF8bBo6ukVU9F26m5L9ln2am3hUPYB6Jmceeor+p+DbxwGbNCPFqzan0nk8UVGZfOAu9DL1S3OHwwQEApe8aXkkCyqRN69PuEbNJeZ5BISzGlrWSoc2z2S/F8U56pN5CiQL6NtfDmEbuKP1trmsOsZgu8VKmPBJITtqyHlKrGHRyA3nDRYNgIlsUWn+2qXZaxy0s2NLWejJyEDN+P4sX7AZePGNTumupWLXz/xPoyC/a3UsNA6HKROgdL+ESxTF6xz0Lh6KhVoxwaxX0jvtGYHHHx3DVagTpegdJy6ZV7T8XWN4ska00jeM7jwT2np/Ilw3sWMMVH8NVrasU96T0Nt0/F6iFO+MtkleEgnUp5h3YKuUA0DseYLRs5713LjRRREzAo99WR9YMEN7fB2t4lOLNkNZ97FyqQDaUn3K8rOBPAACeh/3zNYyXAyOj7sXA6vWeh52roQM38/C3lXJkOy3sXrDH2cFGiN4plSZJ1Qry48uIF9W8g70xxgu+46t2Sl1WFBTsvFzS/kbo6MuDk1UDoQoA21+MHL1z+6UaSBBkTUGrbr1U0mkXfXSvlHTak3re+jnoXowcuJmtLyp9udiYHn8lMostr/hObMB4yXd12lMVVf5TU/dyZPKuiQibL1dLJTrxVBCqh2b5zAMrJ6J/H8DPAMgB/D/M/Kf09z8H4I/r7/8DZv41/f2PQQGZewD+F2b+c08cGEA7Osa//cQfKgZ0jlPy8RbkaAR/Y93BHy4of/AI5PsQraba9Vv2JoEZ+f1HENUKaBYChJTIPrwHr90CLS5MWxKlRHb3gWrvtKbmhixHdv8hvMUOqDkjBzfNkN1/AG95GdSoTV9fmiG7dx8URfDW12a6kLjXR97dg39yQ1lxmcHDEahaUf0fPgYA+KeOu/2zXJWhSBPI/gDeiQ3bLqXS0ysR5OY2OM3gnVh3B9bzlJvbqlbR+trs9sfKeCDWVozMTTtK92d1WdUV8j2wJ3RBMXV/OEvhH98AAt/OseCT5cju3Ye3ugKqVW3f8j24dx/+2ipQrbjtRAoI/d59xb8IkuGSyrF3gHx7B/7xDXBV10Yq2n0P2Osh396Gf+K4qkCQWb8vewLY3Vf359RxsO+ZsYu/eXcf+f4BvHOnbV8AHPigNMO/vPe3sB8/nrl6n2bR/k4AfSg846v6u98D4OcB/D5mjololZk3iegyFJbx9wPYAPCPAVzQrN4H8Huh4FO/BeCnmPnak8ZuiyX+au33TzdICakDG8xuW4ZqkVLVSiFh6rRM9S/aw8D2lVL9LSXkeKzquIQzDCPz2if7B6GJ2pnZf04757mKWCKCiCJnfqzdOJxLcJqYWjFTPHStH9MuSw90qd6Ow788RV1fZnJ8c326vs8T24Enyx+YHl/Ps6h1Q1E0O71Ry+gwGVIUWZC4suur3D6Lf5qpWj6z+kt5uPx1/5nyB0y9qaKW0qQMvzH8v7Evd2Yu2o8LVv7vAvhzzBzr3xTw118D8Ev6+1tEdB1qAQPAdWa+CQAa+O1rAJ64aLlWweD3XoVIGUEvA4SCWol2M0Sv3QKIsPfD51HbTEzM6Wg5QO1RguDNm6B2Cwdf3kBlR1k105oP9gjhXgL/9RugUxsYnWiqGqpShZyFexn8YQr69jWIC2eRrDaMDhIvBIh2UxXk8J13IU5uqKRvoaBIWag6qpRIiG+9DfHcCaTH2oAAxouhctpLRrA9BK69D/H8aRP7nLY8RLvqQfeGGfDtt+A1m0hfPIu0qY67lft9eP0hel88hsb1fcj3byF/+SLGaxHCPRUUwZ6Cem29/hj5/YfIX76IpBOi8mgIMYzBlQDpQhXRrS3IrR3EP3gZ3ig3ilLSCuAPckSv3wInKYa/+xKCXmb0saTtI9pLEbx7H5CM4fc9p2rHSugQRYI/yBBcuwOqVjG+cMwYeZJ2gKCv5hm8eRNUrSK5sA5IZQXPap66z8zwX7+hili9eAFZzVfhjoLUXKGNSb/5FsSFM0iXa0hrvjLyGCMaIP7FG6CLZ5AtVJFVffi6RrAMhIox/8YbwOXnkSxq95n2/WYVD9UP95G/ex34wnmMl6vwR5nxWZv2925CvnRBRdEVARO+0usrd3Yhb32I7CsvgANhLPIyFKCcEd3ZQf7gEdLfdlkn/SveeSDgpRL8rX88d118XJ32AoAfIqLfJKL/j4i+T3//icHKHSINh1LR8KOCkNQV/i2IVK2YBpk2GQgkTWF0MA58xE1hjBhZrWjXPs16aIxP7BPGbQXXWlhkZT2C9AnSE/D3Y1AGFWRRGCk8z2ASJS0PSVMbgArcYm2gkp7AcEUYA5GsaqgTISA9NeZgzYP07XUUpS5JMsaLHpKWh6xTQXJiUcG2aEQN9gj9dQ8yVNetYFvsHP29IUTOyOsB8nYVeS1E/3gJQ8ojBA/3QKmEvx+jv+EpmFMikCdwcMqH1NeYVzz12RMgIlCzjv5x38pvycdwxTeGQrnYRNL21bwCgYPTyh7BRbB/o6au2VeGuP2zyjBYDr5gT409Wg0wOFa0E0ZrCkKVPSXf3QsBsrqWry+w+4KCUIUQSOs+di9YDKl4wcfBOR2+qktYmudAEPbPBKrsCpSRr/tCoLC1fEIeCHQvhyrzSBCyWoCdS6HhPV7SfnCh7mH/VAX946GZ9+6FUOFnaxluf6GiXiaa984XIm1Em78sPq6f1gewCOCrAL4PwC8T0dmPycshIvoTUHWAUInaaL+7j3SxaowEzbvWT4g8R+dmbNooZ7Rvab8iCdBghNaHFtYz2s0cy53/oIuolMHRupM47d7WPkRDZaeknQrCXupYCmkwArgFvxejimnLIXZ2QatNEJGFXwUgA88aC3XoW+eD6bIgnCTwt3poaMNPUSG+cyOG6I1N7PHiu5Z32B1j/dpDpQdCWci9YabCCXX/+iPrqw2GGZITC8ri6wsFQauJc6kgVUlHTcU5lt8q6V+7++h8sGgesMJPS5kED4agB1uIlnQ0GxhL12ykGgBQbwCSHXUvxjmW3p52dxTynPQB1x6MJsqCWN4kGcuv9XU5TuVmWX7T8q50U1MJHgAoZ4R7qdnsF99TZVdMWZDXSxC1OWPltbGpBO+NMqy8UQqn3ElR2bHzbN4ZO1k+C++V/NysIFTLrrxJmNlZ9HHftPcA/D2NvvhNqJf7Mj4FsPJyhYHAr2vDhjWZOxdUWFgLq3nh9pjYpcp+RreBnN/MajcLccK0DwBcVfqaGGeYGc+22IF/MHbKbDj9S4vc9UWrdhFFSDfaM/vOIxl64HbDXBslmSmDEW4OlCwnoURJbQjlFLZJetoQO0C9nahhc1xnRvjMhMGYPy4TTW+KgJq/7jeZITQ579lx3wxZ8YyXYIqe4GZ6Is2Jairf53nth7J++lk49H8B+D0AQEQXAIQAtgH8CoCfJKKIiM5AVc/7JpTh6TwRnSGiEMBP6t8+mQjYu9RCXIKs3DsbWbdMkcpUHMcC4YS6cb1qwtOIGePFQKVgacqPLZg0PyYFv1r24+aLDRPllIcC+89NOP6FOsbEaw2MlwLj3ii3p0s1JKsNxXvCD0k6SyUPBXonIyeowVwDKT29DKE6WA/BlSL8UqXumXDAmo+dLy+ahTI+0cL+uRrgEfJ6iKTjOzCyw2Ohw7t3wsqAPIHeKZsqJgM1TzP/eg3DkjwNjGwhok5LVT3XD+pgXef2EtSGG1kXjwyEUxlwktKmh7RVKo3SCi0elSAMV61riokwOqYqCDApHXO4atMTs4pnUSNJlT5JG75juyjkC1jo1+I6Rssl95xHDnRuHnnqmSpcbg1/CkK1mCcRIZko6VKGY51Hhy7aOWDlvwjgLBG9BeCXAPy0fuu+DeCXoQxM/wjAzzBzzswZgJ8F8GsA3gHwy/q3Tx47kwiG0mTXMBEq+9JCm0pGZU+auq6QjLBfirLJcoQDuwC8mBGMpH0zj9ywOn/MBmlRZfnYzBtiIBgVW/rE/9ARO9nE27pwygsy0K7lrCLWDx0xHLhWGfqOn5YYAKvoLn8vnnojEWM6+sq4cVj7F4UJdZzqO7m5M5ssIjVn+7/0Sm8cIsiS4ZUJLvyn5war5KGqjWvGE1Z3Y0HIKvbUMUkyIGSRMKcEE2Ai1O+TVin4goC4Y2v9FNCvZoOICEmpfGpaF0hrduLjtnDQKMYLQr0YWF3faEmYlcOBwGjZ+t+zqnDKrCQtz5ZZATBc8QysLAD0NzwTdMJCff7EscfM/FNzmv7QnN//AoBfmPH9P4SqQPDUxL5A0LM5k4DSGcoPWfODA1CSqeLFklDdKuk+41j9HupBCwaZDvhXzWKvB2+1bnjXNhObEMAS4mAIWtJ+1AyoPda8J3yGxIxwP5txdLNRMIVOJhIJbzihG2eMxoPEzFP5Ku2iKa4BOpKn/igBjRK1Ntkta0FSlREp5uaNcyx+cw/ZShMyFDZNTFN1K1HGNR2po/oC8AQ4ztC6Y8uGeIlE+3ZJ5+0P0LhvY5crXT3P4v7s7CLYaBnerTsxvFEpX3Y0NovQG+do38qdTc1eE6P1+hbStZbR6yvbY3Ca2Zf69dj5fee9gXJpMUOUS7pAxR6XdVpzXzW1b8cQ+0Oj0y68H8PvxaA4R7pSw+J7sdFpRZw7doBoL0W0Z3nVH8T2dAHY0jNQOu3i2yNTdJoyTOn9s+jIJwzM0kkI2tFNQLpYddqYyAbcT+is3iCFGKdIF2tP5D8ZzDAVejYv9niGvlLuWyxIihVmLk38bnI+kyRDAVn4hT+CfpUtNxyQcJcpQGLy1T09r6clJoKTsKaNUAWJUWpyV2eNOTc1MZydp+yMO0d2H0Ufn80AyBshMAur/mlYT8hzKsXPBJ483XSOdBgjJTl6JyJHh9i9GCqcn919QBB2rlR0ji0j2B1j77wuY0EC3GoYKBAmwuBUDfuXOkY4yXMrpqwFE2H3YqjcHVqI6foCmAjh5gB5KNB9IXLjVv0ScvwxV18GYI6s0lOhcXkkkNUDZB1301BhjBaSZKoS/InI0UP3zkYmNY9JVS4vV83rvhCZBzxrBOheqZlrHi0HTlhd77QNq2Mi7J6PTClH8oSCkylC9iJPQa0UG0y7iYPnLK/hWojRaukIvrZs9OUiPHB8rI68pn9Ts2l+WcXD7vnZqB8gYP/KAgYbJRiX5YoTVLF/JrSwLUQGILyIp94/40LCDE9ZQ9loOXBk0N8IjXwhCAenlZ5vXEIl24aMPEeeacN3noPxsmszGK7ZUFkiQv9kxchXeoTeidkJE2U60m9aDjy0bwxV3Ra9OFp3MuQVH2G7BUhG+1aqsiYIICmx9hvbSFcbAEvQYITGPevmCXq5sUYDCk4mrywCUIun9WGmUB200PydPuRGGxx5EBmjeU8774uTa0nvi3bnZ2eQBBoPFULE5M7MpNL+Go80Sv2kdRdAtZs5pVFq2zlonBlW9cfSVkHPGPVHFu7Ei3PUtuxDEPQl/JHlX+narBNiRm2rlPEiWfEu2jMF22LeDOMYldJ1B33pFGymwQjeuGneLtUd6ejuSK3VXaQSlb35ry1/JB192UukE9sd9kvZWaROJYUmSZIRDK29QZWasWPVHiUIukOkyzVAqBTP4vhblJ5xMq9KGgZpX7p5gzKmKrmXT4GTQAkslDELuZo/z6+MYmVx+E++h0SAdxCDPZvp4421IakIHiilSaWLVSsQEkCWwR/nRmgmJ7L4yThxqnR7Izd1jBKVI5u1VOxpAeNiawmVjVzThptCpwXUhlFkIhn+xUOUT+jEpXzayWsEgPBAlf0odNoikqrgGe2VPqfS0WPL8gBgIFwKGZT7AkBlJ7FFyHJ2xuI4UbyLg8cwh99P4PU0lEt/4KSlVXZKfnKWBm5GqTRw7BGT9WmDvl7g+uvgQIVhkr7mAvKlsFn4/dTau1KJ+v0YweMDJBtt+KPc0WmD7T7Q3QcWa2CPUN1OQSM7l8IeUahezXvKl8oAKJHGHlHIMxjAPCOV7UQFvuhFXX+YwO+noFxCMqP5YWytyZLRuh0fekw+2ouWgWxJ6awileowL6ENRQxAv2EEFNBW2UCka+FQxqCyfst6R5bqbRTsDCErgaNnmcBy1m+Nwjil/y92acpVvqlZiMUi1LmckHp+bPVXIoLQCdTIcvXbgq/6gQoohzJUKGwiTOtzesOgXIKy6btcXAPlDPMK0tdAsNZhIz+UbAX6t4X8ZilRrGVMJdgX8ggy8iHDOoJNFWFAqdSQNzBgaHY6+v7AnV8xtpqfNG/uclJFASdDuX2zF/IFs4GjIWlPN7Jds/dOKhlTJpEuN4ClOsBs6jgZ+ZZPDnYQFX8sWd3LdMYqK+ST5iACBENDCjHE/tDUNlaBNHpTTHL4j/eQ6NKu8+jQhIHvJRHRFoABlA/4e0XLv8XHPwpz+K04/mlmXpnVcKQXLQAQ0beZ+SvPxv/e0fd6Dr/Vx5+kI209fkbP6BlN07NF+4ye0eeMPg+L9q8+G/97Tt/rOfxWH9+hI6/TPqNn9Ixc+jy8aZ/RM3pGJXq2aJ/RM/qc0ZFdtET0Y0T0HhFdJ6I//RmNcZKI/hkRXSOit4noP9Tf/1kiuk9Er+l/P1Hq83N6Tu8R0Y9+SvO4TURv6rG+rb9bJKKvE9EH+v8F/T0R0f+k5/AGEX3pE459sXSdrxHRARH9yc9aBkT0i0S0qdM7i+8+8jUT0U/r339ARD/9Ccf/C0T0rh7j7xNRR3//HBGNSrL4K6U+X9b37rqe40fLsPg4xDr65Cj9g4JZvQHgLFSC/esALn8G46wD+JL+uwmFGHkZwJ8F8J/M+P1lPZcIwBk9R+9TmMdtAMsT3/03AP60/vtPA/jz+u+fAPCrUAE6XwXwm5+y3B8BOP1ZywDA7wTwJQBvfdxrhoI8uqn/X9B/L3yC8X8EgK///vOl8Z8r/26Czzf1nEjP8cc/6/VxVN+03w+N3sjMCVSi/dc+7UGY+SEzv6L/7kEl6D8JcO5r0GiTzHwLQBlt8tOmrwH4G/rvvwHgXyt9/zdZ0TcAdIhofUb/j0M/DOAGM985ZF6fWAbM/BsAujN4f5Rr/lEAX2fmLjPvAvg6gB/7uOMz86+zAmwAgG9AwSLNJT2HFjN/g9UK/pulOX9mdFQX7cdDb/wEpGFiXwbwm/qrn9XHpF8sjmmf4bwYwK8T0Xc0sB0ArDFzUVn6EYACFfyzlM1PQuFWF/TdlAHw0a/5s5zLH4N6cxZ0hoheJYU++kOled37jMafS0d10X5XiYgaAP5PAH+SmQ8A/GUA5wC8BOAhgP/uM57CDzLzlwD8OICfIQUQb0jv4p+pb05jd/0BAP+H/uq7LQOHvhvXPI+I6OcBZAD+tv7qIYBTzPwygP8IwN8hotb3Ym7A0V20T43e+EmJiAKoBfu3mfnvAQAzP2aFbSUB/DXY499nMi9mvq//3wTw9/V4j4tjr/6/AIT/rGTz4wBeYebHei7fVRlo+qjX/KnPhYj+CFQZnH9bbxzQqsCO/vs7UHr8BT1W+Qj9mT2nZTqqi/bjoTd+RNKWvr8O4B1m/u9L35d1xH8dQGFhnIc2+UnmUCeiZvE3lDHkLT1WYQ39aQD/oDSHP6wtql8FsF86Un4S+imUjsbfTRmU6KNe868B+BEiWtDH9x/R330sIlVv6k8B+APMPCx9v0JEnv77LNQ139RzOCCir+pn6Q+X5vzZ0Wdt6fq4/6Ashu9D7Wo//xmN8YNQR7A3ALym//0EgL8F4E39/a8AWC/1+Xk9p/fwKVgKoSzkr+t/bxfXCmAJwD8B8AFUTaRF/T0B+Et6Dm8C+MqnMIc6gB0A7dJ3n6kMoDaIhwBSKF3wj3+ca4bSPa/rf3/0E45/HUpHLp6Fv6J/+wf1vXkNwCsA/tUSn69AbWg3APxF6CjDz/LfszDGZ/SMPmd0VI/Hz+gZPaM59GzRPqNn9DmjZ4v2GT2jzxk9W7TP6Bl9zujZon1Gz+hzRs8W7TN6Rp8zerZon9Ez+pzR/w+kwL8RVwX3XAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#mask out all pixels too close to any masked position\n", "\n", "all_masks = numpy.logical_or(numpy.logical_or(mask0,mask1),mask2)\n", "print(all_masks.sum())\n", "big_mask = binary_dilation(all_masks, iterations=ksize//2+1+1)\n", "print(big_mask.sum())\n", "smooth2 = my_smooth.copy()\n", "smooth2[big_mask] = 0\n", "fig,ax = subplots()\n", "ax.imshow(smooth2)\n", "pass" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Display the profile of the smoothed image: the center is easy to measure thanks to the smoothness of the signal\n", "fig,ax = subplots(2)\n", "ax[0].plot(my_smooth[:,545])\n", "ax[1].plot(my_smooth[536,:])\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Peak picking\n", "\n", "We use the watershed module from *pyFAI* to retrieve all peak positions.\n", "Those regions are sieved out respectively for:\n", "\n", "* their size, it should be larger than the kernel itself\n", "* the peaks too close to masked regions are removed\n", "* the intensity of the peak\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of region segmented: 82126\n", "Number of large enough regions : 41333\n" ] } ], "source": [ "iw = InverseWatershed(my_smooth)\n", "iw.init()\n", "iw.merge_singleton()\n", "all_regions = set(iw.regions.values())\n", "\n", "regions = [i for i in all_regions if i.size>mini]\n", "\n", "print(\"Number of region segmented: %s\"%len(all_regions))\n", "print(\"Number of large enough regions : %s\"%len(regions))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of peaks not on masked areea : 30001\n" ] } ], "source": [ "#Remove peaks on masked region\n", "sieved_region = [i for i in regions if not big_mask[(i.index//nimg.shape[-1], i.index%nimg.shape[-1])]]\n", "print(\"Number of peaks not on masked areea : %s\"%len(sieved_region))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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0BYaBJMkwkCQZBpIkDANJEoaBJAnDQJIE/C9h61T4/FWCrgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Histogram of peak height:\n", "s = numpy.array([i.maxi for i in sieved_region])\n", "\n", "fig, ax = subplots()\n", "ax.hist(s, 100)\n", "pass" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of remaining peaks with I>0.1: 2075\n" ] } ], "source": [ "#sieve-out for peak intensity\n", "int_mini = 0.1\n", "peaks = [(i.index//nimg.shape[-1], i.index%nimg.shape[-1]) for i in sieved_region if (i.maxi)>int_mini]\n", "print(\"Number of remaining peaks with I>%s: %s\"%(int_mini, len(peaks)))\n", "\n", "peaks_raw = numpy.array(peaks)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refined peak coordinate:\n", "[(535.6201476156712, 15.513392269611359), (535.6664792001247, 44.58914265036583), (535.7595886290073, 74.15681365132332), (535.7363547980785, 103.36770540475845), (535.9463392719626, 132.95487748458982), (535.9079119861126, 162.5121414065361), (536.0669097527862, 191.71080508828163), (536.1445386707783, 221.22703151404858), (535.9652444124222, 250.5064669251442), (536.1711132824421, 280.03309703990817)]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Finally the peak positions are interpolated using a second order taylor expansion \n", "# in thevinicy of the maximum value of the signal:\n", "\n", "#Create bilinear interpolator\n", "bl = Bilinear(my_smooth)\n", "\n", "#Overlay raw peak coordinate and refined peak positions\n", "\n", "ref_peaks = [bl.local_maxi(p) for p in peaks]\n", "fig, ax = subplots()\n", "ax.imshow(img.clip(0,1000), interpolation=\"nearest\")\n", "peaks_ref = numpy.array(ref_peaks)\n", "ax.plot(peaks_raw[:,1], peaks_raw[:, 0], \".r\")\n", "ax.plot(peaks_ref[:,1],peaks_ref[:, 0], \".b\")\n", "ax.set_title(\"Extracted peak position (red: raw, blue: refined)\")\n", "print(\"Refined peak coordinate:\")\n", "print(ref_peaks[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this stage we have about 2000 peaks (with sub-pixel precision) which are visually distributed on all modules.\n", "Some modules have their peaks located along sub-module boundaries which are masked out, hence they have fewer ontrol point for the calculation.\n", "Let's assign each peak to a module identifier. This allows to print out the number of peaks per module:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of keypoint per module:\n", "Module id: 1 cp: 48\n", "Module id: 2 cp: 30\n", "Module id: 3 cp: 48\n", "Module id: 4 cp: 46\n", "Module id: 5 cp: 42\n", "Module id: 6 cp: 47\n", "Module id: 7 cp: 47\n", "Module id: 8 cp: 30\n", "Module id: 9 cp: 48\n", "Module id: 10 cp: 48\n", "Module id: 11 cp: 41\n", "Module id: 12 cp: 39\n", "Module id: 13 cp: 48\n", "Module id: 14 cp: 30\n", "Module id: 15 cp: 47\n", "Module id: 16 cp: 48\n", "Module id: 17 cp: 42\n", "Module id: 18 cp: 48\n", "Module id: 19 cp: 47\n", "Module id: 20 cp: 30\n", "Module id: 21 cp: 48\n", "Module id: 22 cp: 47\n", "Module id: 23 cp: 42\n", "Module id: 24 cp: 47\n", "Module id: 25 cp: 48\n", "Module id: 26 cp: 30\n", "Module id: 27 cp: 48\n", "Module id: 28 cp: 47\n", "Module id: 29 cp: 41\n", "Module id: 30 cp: 50\n", "Module id: 31 cp: 46\n", "Module id: 32 cp: 30\n", "Module id: 33 cp: 48\n", "Module id: 34 cp: 42\n", "Module id: 35 cp: 47\n", "Module id: 36 cp: 48\n", "Module id: 37 cp: 48\n", "Module id: 38 cp: 28\n", "Module id: 39 cp: 48\n", "Module id: 40 cp: 42\n", "Module id: 41 cp: 44\n", "Module id: 42 cp: 48\n", "Module id: 43 cp: 47\n", "Module id: 44 cp: 26\n", "Module id: 45 cp: 46\n", "Module id: 46 cp: 42\n", "Module id: 47 cp: 45\n", "Module id: 48 cp: 48\n" ] } ], "source": [ "yxi = numpy.array([i+(mid[round(i[0]),round(i[1])],) \n", " for i in ref_peaks], dtype=dt)\n", "print(\"Number of keypoint per module:\")\n", "for i in range(1,mid.max()+1):\n", " print(\"Module id:\",i, \"cp:\", (yxi[:][\"i\"] == i).sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid assignment\n", "\n", "The calibration is performed using a regular grid, the idea is to assign to each peak of coordinates (x,y) the integer value (X, Y) which correspond to the grid corrdinate system. \n", "\n", "The first step is to measure the grid pitch which correspond to the distance (in pixels) from one peak to the next. This is easily obtained from a pair-wise distribution function." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# pairwise distance calculation using scipy.spatial.distance_matrix\n", "\n", "dist = distance_matrix(peaks_ref, peaks_ref)\n", "\n", "fig, ax = subplots()\n", "ax.hist(dist.ravel(), 100, range=(0,100))\n", "ax.set_title(\"Pair-wise distribution function\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram of the pair-distribution function has a first peak at 0 and the second peak between 29 and 30. \n", "Let's start the fit with this value\n", "\n", "Two other parameters correspond to the offset, in pixel for the grid index (X,Y) = (0,0). \n", "The easiest is to measure the smallest *x* and *y* for the first module." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "offset for the first peak: 16.269793540239334 7.186804354190826\n" ] } ], "source": [ "#from pair-wise distribution histogram\n", "step = 29 \n", "#work with the first module and fit the peak positions\n", "first = yxi[yxi[:][\"i\"] == 1]\n", "y_min = first[:][\"y\"].min()\n", "x_min = first[:][\"x\"].min()\n", "print(\"offset for the first peak: \", x_min, y_min)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The grid looks very well aligned with the axes which makes this step easier but nothing garanties it is perfect, so the rotation of the grid has to be measured as well.\n", "\n", "The default rotation will be zero and will be fitted later on.\n", "\n", "Once the indexes *X,Y* determined for eack peak, one can fit the parameter to properly align the grid with the first module. Those 4 parameters are *step-size, x_min, y_min* and *angle*" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "peak id: 0 (36.49696946, 16.50531429, 1) Y:1 (Δ=0.011) X:0 (Δ=0.008)\n", "peak id: 1 (36.54493174, 45.66864574, 1) Y:1 (Δ=0.012) X:1 (Δ=0.014)\n", "peak id: 2 (36.57917181, 75.22501931, 1) Y:1 (Δ=0.014) X:2 (Δ=0.033)\n", "peak id: 3 (36.48521471, 104.38776881, 1) Y:1 (Δ=0.010) X:3 (Δ=0.039)\n", "peak id: 4 (36.5958997, 133.89308376, 1) Y:1 (Δ=0.014) X:4 (Δ=0.056)\n", "peak id: 5 (36.56109262, 163.54238695, 1) Y:1 (Δ=0.013) X:5 (Δ=0.078)\n", "peak id: 6 (36.62988734, 192.63348889, 1) Y:1 (Δ=0.015) X:6 (Δ=0.082)\n", "peak id: 7 (36.66130301, 222.22433692, 1) Y:1 (Δ=0.016) X:7 (Δ=0.102)\n", "peak id: 8 (183.49989897, 16.39247844, 1) Y:6 (Δ=0.080) X:0 (Δ=0.004)\n", "peak id: 9 (183.50560439, 45.46551961, 1) Y:6 (Δ=0.080) X:1 (Δ=0.007)\n", "peak id: 10 (183.60742423, 75.08415242, 1) Y:6 (Δ=0.083) X:2 (Δ=0.028)\n", "peak id: 11 (183.51583004, 104.62201929, 1) Y:6 (Δ=0.080) X:3 (Δ=0.047)\n", "peak id: 12 (183.66220078, 133.73585817, 1) Y:6 (Δ=0.085) X:4 (Δ=0.051)\n", "peak id: 13 (183.65553248, 163.30831155, 1) Y:6 (Δ=0.085) X:5 (Δ=0.070)\n", "peak id: 14 (183.60811904, 192.46339762, 1) Y:6 (Δ=0.083) X:6 (Δ=0.076)\n", "peak id: 15 (183.75545964, 222.06266521, 1) Y:6 (Δ=0.089) X:7 (Δ=0.096)\n", "peak id: 16 (124.89991033, 192.57832247, 1) Y:4 (Δ=0.059) X:6 (Δ=0.080)\n", "peak id: 17 (124.96431521, 222.11254385, 1) Y:4 (Δ=0.061) X:7 (Δ=0.098)\n", "peak id: 18 (124.69245848, 16.47663069, 1) Y:4 (Δ=0.052) X:0 (Δ=0.007)\n", "peak id: 19 (124.74490786, 45.56257215, 1) Y:4 (Δ=0.054) X:1 (Δ=0.010)\n", "peak id: 20 (124.81674041, 75.13362026, 1) Y:4 (Δ=0.056) X:2 (Δ=0.030)\n", "peak id: 21 (124.75223885, 104.64793801, 1) Y:4 (Δ=0.054) X:3 (Δ=0.048)\n", "peak id: 22 (124.84565204, 133.79748473, 1) Y:4 (Δ=0.057) X:4 (Δ=0.053)\n", "peak id: 23 (124.85729225, 163.3060154, 1) Y:4 (Δ=0.058) X:5 (Δ=0.070)\n", "peak id: 24 (154.37423909, 133.8660319, 1) Y:5 (Δ=0.075) X:4 (Δ=0.055)\n", "peak id: 25 (154.32582822, 192.64246738, 1) Y:5 (Δ=0.074) X:6 (Δ=0.082)\n", "peak id: 26 (154.46003968, 222.04596291, 1) Y:5 (Δ=0.078) X:7 (Δ=0.096)\n", "peak id: 27 (154.35255641, 163.24378996, 1) Y:5 (Δ=0.075) X:5 (Δ=0.068)\n", "peak id: 28 (65.94893547, 16.45467511, 1) Y:2 (Δ=0.026) X:0 (Δ=0.006)\n", "peak id: 29 (65.94483702, 45.61336857, 1) Y:2 (Δ=0.026) X:1 (Δ=0.012)\n", "peak id: 30 (66.03506869, 75.15414216, 1) Y:2 (Δ=0.029) X:2 (Δ=0.030)\n", "peak id: 31 (65.89957739, 104.38019937, 1) Y:2 (Δ=0.025) X:3 (Δ=0.038)\n", "peak id: 32 (66.12287057, 133.89461011, 1) Y:2 (Δ=0.032) X:4 (Δ=0.056)\n", "peak id: 33 (66.1012452, 163.39174998, 1) Y:2 (Δ=0.032) X:5 (Δ=0.073)\n", "peak id: 34 (66.10113759, 192.66102123, 1) Y:2 (Δ=0.032) X:6 (Δ=0.082)\n", "peak id: 35 (66.11095764, 222.20659751, 1) Y:2 (Δ=0.032) X:7 (Δ=0.101)\n", "peak id: 36 (7.25490889, 163.38282073, 1) Y:0 (Δ=0.002) X:5 (Δ=0.073)\n", "peak id: 37 (7.36717248, 192.76562056, 1) Y:0 (Δ=0.006) X:6 (Δ=0.086)\n", "peak id: 38 (7.37469381, 222.16684446, 1) Y:0 (Δ=0.006) X:7 (Δ=0.100)\n", "peak id: 39 (7.18680435, 16.41273034, 1) Y:0 (Δ=0.000) X:0 (Δ=0.005)\n", "peak id: 40 (7.23123039, 45.74501115, 1) Y:0 (Δ=0.002) X:1 (Δ=0.016)\n", "peak id: 41 (7.29059145, 75.19019249, 1) Y:0 (Δ=0.004) X:2 (Δ=0.032)\n", "peak id: 42 (7.19876912, 104.56766725, 1) Y:0 (Δ=0.000) X:3 (Δ=0.045)\n", "peak id: 43 (7.28363913, 134.01557775, 1) Y:0 (Δ=0.003) X:4 (Δ=0.060)\n", "peak id: 44 (154.25518942, 16.26979354, 1) Y:5 (Δ=0.071) X:0 (Δ=0.000)\n", "peak id: 45 (154.21079713, 45.57556251, 1) Y:5 (Δ=0.070) X:1 (Δ=0.011)\n", "peak id: 46 (154.28871083, 75.04928852, 1) Y:5 (Δ=0.072) X:2 (Δ=0.027)\n", "peak id: 47 (154.21604921, 104.4366582, 1) Y:5 (Δ=0.070) X:3 (Δ=0.040)\n" ] } ], "source": [ "#Assign each peak to an index\n", "indexed1 = numpy.zeros(len(first), dtype=dl)\n", "\n", "for i,v in enumerate(first):\n", " Y = int(round((v[\"y\"]-y_min)/step))\n", " X = int(round((v[\"x\"]-x_min)/step))\n", " indexed1[i][\"y\"] = v[\"y\"]\n", " indexed1[i][\"x\"] = v[\"x\"]\n", " indexed1[i][\"i\"] = v[\"i\"]\n", " indexed1[i][\"Y\"] = Y\n", " indexed1[i][\"X\"] = X\n", " print(\"peak id: %s %20s Y:%d (Δ=%.3f) X:%s (Δ=%.3f)\"%\n", " (i,v, Y, (v[\"y\"]-Y*step-y_min)/step, X, (v[\"x\"]-X*step-x_min)/step))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The error in positionning each of the pixel is less than 0.1 pixel which is already excellent and will allow a straight forward fit.\n", "\n", "The cost function for the first module is calculated as the sum of distances squared in pixel space.\n", "It uses 4 parameters which are step-size, x_min, y_min and angle" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 [121. 97.]\n", "2 [364.5 97. ]\n", "3 [615. 97.]\n", "4 [858.5 97. ]\n", "5 [1109. 97.]\n", "6 [1352.5 97. ]\n", "7 [121. 309.]\n", "8 [364.5 309. ]\n", "9 [615. 309.]\n", "10 [858.5 309. ]\n", "11 [1109. 309.]\n", "12 [1352.5 309. ]\n", "13 [121. 521.]\n", "14 [364.5 521. ]\n", "15 [615. 521.]\n", "16 [858.5 521. ]\n", "17 [1109. 521.]\n", "18 [1352.5 521. ]\n", "19 [121. 733.]\n", "20 [364.5 733. ]\n", "21 [615. 733.]\n", "22 [858.5 733. ]\n", "23 [1109. 733.]\n", "24 [1352.5 733. ]\n", "25 [121. 945.]\n", "26 [364.5 945. ]\n", "27 [615. 945.]\n", "28 [858.5 945. ]\n", "29 [1109. 945.]\n", "30 [1352.5 945. ]\n", "31 [ 121. 1157.]\n", "32 [ 364.5 1157. ]\n", "33 [ 615. 1157.]\n", "34 [ 858.5 1157. ]\n", "35 [1109. 1157.]\n", "36 [1352.5 1157. ]\n", "37 [ 121. 1369.]\n", "38 [ 364.5 1369. ]\n", "39 [ 615. 1369.]\n", "40 [ 858.5 1369. ]\n", "41 [1109. 1369.]\n", "42 [1352.5 1369. ]\n", "43 [ 121. 1581.]\n", "44 [ 364.5 1581. ]\n", "45 [ 615. 1581.]\n", "46 [ 858.5 1581. ]\n", "47 [1109. 1581.]\n", "48 [1352.5 1581. ]\n" ] } ], "source": [ "#Calculate the center of every single module for rotation around this center.\n", "centers = {i: numpy.array([[numpy.where(mid == i)[1].mean()], [numpy.where(mid == i)[0].mean()]]) for i in range(1, 49)}\n", "for k,v in centers.items():\n", " print(k,v.ravel())" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Define a rotation of a module around the center of the module ...\n", "\n", "def rotate(angle, xy, module):\n", " \"Perform the rotation of the xy points around the center of the given module\"\n", " rot = [[cos(angle),-sin(angle)],\n", " [sin(angle), cos(angle)]]\n", " center = centers[module]\n", " return numpy.dot(rot, xy - center) + center" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "guess1 = [step, y_min, x_min, 0]\n", "\n", "def cost1(param):\n", " \"\"\"contains: step, y_min, x_min, angle for the first module\n", " returns the sum of distance squared in pixel space\n", " \"\"\"\n", " step = param[0]\n", " y_min = param[1]\n", " x_min = param[2]\n", " angle = param[3]\n", " XY = numpy.vstack((indexed1[\"X\"], indexed1[\"Y\"]))\n", "# rot = [[cos(angle),-sin(angle)],\n", "# [sin(angle), cos(angle)]]\n", " xy_min = [[x_min], [y_min]]\n", " xy_guess = rotate(angle, step * XY + xy_min, module=1)\n", " delta = xy_guess - numpy.vstack((indexed1[\"x\"], indexed1[\"y\"]))\n", " return (delta*delta).sum()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before optimization [29, 7.186804354190826, 16.269793540239334, 0] cost= 250.36710826038234\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 0.6337541947713736\n", " x: [ 2.940e+01 7.242e+00 1.631e+01 8.769e-04]\n", " nit: 8\n", " jac: [-2.041e-05 1.267e-06 -3.614e-06 8.858e-04]\n", " nfev: 54\n", " njev: 8\n", "After optimization [2.93980816e+01 7.24220065e+00 1.63128833e+01 8.76927135e-04] cost= 0.6337541947713736\n", "Average displacement (pixels): 0.11490523221799033\n" ] } ], "source": [ "print(\"Before optimization\", guess1, \"cost=\", cost1(guess1))\n", "res1 = minimize(cost1, guess1, method = \"slsqp\")\n", "print(res1)\n", "print(\"After optimization\", res1.x, \"cost=\", cost1(res1.x))\n", "print(\"Average displacement (pixels): \",sqrt(cost1(res1.x)/len(indexed1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this step, the grid is perfectly aligned with the first module. \n", "This module is used as the reference one and all other are aligned along it, using this first fit:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cost1: 0.6337541947713736 for: 29.39808160538676 7.242200653196816 16.31288332397548 0.0008769271351917936\n", "6 suspicious peaks:\n", "[(1654.4202804 , 954.44135761, 46, 56, 32)\n", " (1624.68617365, 807.47743243, 46, 55, 27)\n", " (1595.5792897 , 954.49445057, 46, 54, 32)\n", " (1448.30209509, 748.8784325 , 40, 49, 25)\n", " (1448.66381988, 895.86545633, 40, 49, 30)\n", " (1448.84506877, 954.56920397, 40, 49, 32)]\n" ] } ], "source": [ "#retrieve the result of the first module fit:\n", "step, y_min, x_min, angle = res1.x\n", "indexed = numpy.zeros(yxi.shape, dtype=dl)\n", "\n", "# rot = [[cos(angle),-sin(angle)],\n", "# [sin(angle), cos(angle)]]\n", "# irot = [[cos(angle), sin(angle)],\n", "# [-sin(angle), cos(angle)]]\n", "\n", "print(\"cost1: \",cost1([step, y_min, x_min, angle]), \"for:\", step, y_min, x_min, angle)\n", "\n", "xy_min = numpy.array([[x_min], [y_min]])\n", "xy = numpy.vstack((yxi[\"x\"], yxi[\"y\"]))\n", "indexed[\"y\"] = yxi[\"y\"]\n", "indexed[\"x\"] = yxi[\"x\"]\n", "indexed[\"i\"] = yxi[\"i\"]\n", "XY_app = (rotate(-angle, xy, 1)-xy_min) / step\n", "XY_int = numpy.round((XY_app)).astype(\"int\")\n", "indexed[\"X\"] = XY_int[0]\n", "indexed[\"Y\"] = XY_int[1]\n", "xy_guess = rotate(angle, step * XY_int + xy_min, 1)\n", "\n", "thres = 1.2\n", "delta = abs(xy_guess - xy)\n", "print((delta>thres).sum(), \"suspicious peaks:\")\n", "suspicious = indexed[numpy.where(abs(delta>thres))[1]]\n", "print(suspicious)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = subplots()\n", "ax.imshow(img.clip(0,1000))\n", "ax.plot(indexed[\"x\"], indexed[\"y\"],\".g\")\n", "ax.plot(suspicious[\"x\"], suspicious[\"y\"],\".r\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only 6 peaks have an initial displacement of more than 1.2 pixel, all located in modules 40 and 46. \n", "The visual inspection confirms their localization is valid.\n", "\n", "There are 48 (half-)modules which have each of them 2 translations and one rotation. \n", "In addition to the step size, this represents 145 degrees of freedom for the fit.\n", "The first module is used to align the grid, all other modules are then aligned along this grid." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cost for module # 1 0.6337541947713736\n", "Cost for module # 2 1.814031740845587\n", "Cost for module # 3 1.850856505444776\n", "Cost for module # 4 4.910326141759959\n", "Cost for module # 5 1.774875962746997\n", "Cost for module # 6 7.482511251283387\n", "Cost for module # 7 14.440096861249252\n", "Cost for module # 8 5.219968115103426\n", "Cost for module # 9 23.40723741945188\n", "Cost for module # 10 5.689982568971483\n", "Cost for module # 11 4.1255753733515155\n", "Cost for module # 12 8.41082399918801\n", "Cost for module # 13 29.85982200505901\n", "Cost for module # 14 12.628453806617118\n", "Cost for module # 15 3.137710232167476\n", "Cost for module # 16 5.277310572657843\n", "Cost for module # 17 8.497330144659111\n", "Cost for module # 18 4.653150198656347\n", "Cost for module # 19 6.007096899926132\n", "Cost for module # 20 4.980267166442343\n", "Cost for module # 21 5.136968969923665\n", "Cost for module # 22 5.048722701949832\n", "Cost for module # 23 1.437311313914554\n", "Cost for module # 24 6.046287941225463\n", "Cost for module # 25 38.2544694695047\n", "Cost for module # 26 19.509797562237676\n", "Cost for module # 27 2.429708116461633\n", "Cost for module # 28 5.488598767604412\n", "Cost for module # 29 10.764109370557762\n", "Cost for module # 30 14.042157496330686\n", "Cost for module # 31 22.940123500334533\n", "Cost for module # 32 18.493734796047217\n", "Cost for module # 33 12.94176466236527\n", "Cost for module # 34 15.37170710195804\n", "Cost for module # 35 39.66702454255237\n", "Cost for module # 36 37.282798690813976\n", "Cost for module # 37 63.70070472406314\n", "Cost for module # 38 23.549520952586867\n", "Cost for module # 39 34.004286718779596\n", "Cost for module # 40 43.80371224984959\n", "Cost for module # 41 15.505216628655036\n", "Cost for module # 42 8.048820615847648\n", "Cost for module # 43 22.73536514363394\n", "Cost for module # 44 10.79602328937483\n", "Cost for module # 45 41.01968280858974\n", "Cost for module # 46 46.258945137444115\n", "Cost for module # 47 24.54657796466085\n", "Cost for module # 48 34.76959825199716\n" ] } ], "source": [ "def submodule_cost(param, module=1):\n", " \"\"\"contains: step, y_min_1, x_min_1, angle_1, y_min_2, x_min_2, angle_2, ...\n", " returns the sum of distance squared in pixel space\n", " \"\"\"\n", " \n", " step = param[0]\n", " y_min1 = param[1]\n", " x_min1 = param[2]\n", " angle1 = param[3]\n", " \n", " mask = indexed[\"i\"] == module\n", " substack = indexed[mask]\n", " \n", " XY = numpy.vstack((substack[\"X\"], substack[\"Y\"]))\n", "# rot1 = [[cos(angle1), -sin(angle1)],\n", "# [sin(angle1), cos(angle1)]]\n", " xy_min1 = numpy.array([[x_min1], [y_min1]])\n", " xy_guess1 = rotate(angle1, step * XY + xy_min1, module=1)\n", " #This is guessed spot position for module #1\n", " if module == 1:\n", " \"Not much to do for module 1\"\n", " delta = xy_guess1 - numpy.vstack((substack[\"x\"], substack[\"y\"]))\n", " else:\n", " \"perform the correction for given module\"\n", " y_min = param[(module-1)*3+1]\n", " x_min = param[(module-1)*3+2]\n", " angle = param[(module-1)*3+3] \n", "\n", "# rot = numpy.array([[cos(angle),-sin(angle)],\n", "# [sin(angle), cos(angle)]])\n", " xy_min = numpy.array([[x_min], [y_min]])\n", " xy_guess = rotate(angle, xy_guess1+xy_min, module)\n", " delta = xy_guess - numpy.vstack((substack[\"x\"], substack[\"y\"]))\n", "\n", " return (delta*delta).sum()\n", "\n", "guess145 = numpy.zeros(48*3+1)\n", "guess145[:4] = res1.x\n", "for i in range(1, 49):\n", " print(\"Cost for module #\",i, submodule_cost(guess145, i))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On retrieves that the modules 40 and 46 have large errors. Module 37 as well.\n", "\n", "The total cost funtion is hence the sum of all cost function for all modules:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "778.3949206496172" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def total_cost(param):\n", " \"\"\"contains: step, y_min_1, x_min_1, angle_1, ...\n", " returns the sum of distance squared in pixel space\n", " \"\"\"\n", " return sum(submodule_cost(param, module=i) for i in range(1,49))\n", "total_cost(guess145)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before optimization [2.93980816e+01 7.24220065e+00 1.63128833e+01 8.76927135e-04\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00] cost= 778.3949206496172\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 27.184268473044725\n", " x: [ 2.941e+01 7.212e+00 ... -9.059e-01 1.878e-03]\n", " nit: 86\n", " jac: [ 7.420e+00 1.049e-01 ... 7.767e-03 -1.168e-03]\n", " nfev: 12930\n", " njev: 86\n", "After optimization [ 2.94082894e+01 7.21157121e+00 1.62771708e+01 8.41394775e-04\n", " -1.52457198e-01 -1.98516610e-01 3.09924473e-04 1.20008473e-01\n", " -2.38772095e-01 9.58543174e-04] cost= 27.184268473044725\n", "CPU times: user 37.9 s, sys: 0 ns, total: 37.9 s\n", "Wall time: 37.9 s\n" ] } ], "source": [ "%%time\n", "print(\"Before optimization\", guess145[:10], \"cost=\", total_cost(guess145))\n", "res_all = minimize(total_cost, guess145, method = \"slsqp\")\n", "print(res_all)\n", "print(\"After optimization\", res_all.x[:10], \"cost=\", total_cost(res_all.x))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Module id: 1 cost: 0.684 Δx: 7.212, Δy: 16.277 rot: 0.048°\n", "Module id: 2 cost: 0.473 Δx: -0.152, Δy: -0.199 rot: 0.018°\n", "Module id: 3 cost: 0.650 Δx: 0.120, Δy: -0.239 rot: 0.055°\n", "Module id: 4 cost: 0.613 Δx: 0.280, Δy: -0.226 rot: 0.113°\n", "Module id: 5 cost: 0.566 Δx: -0.087, Δy: -0.466 rot: 0.020°\n", "Module id: 6 cost: 0.666 Δx: 0.300, Δy: -0.641 rot: 0.121°\n", "Module id: 7 cost: 0.696 Δx: -0.599, Δy: 0.078 rot: 0.079°\n", "Module id: 8 cost: 0.341 Δx: -0.433, Δy: -0.132 rot: 0.064°\n", "Module id: 9 cost: 0.566 Δx: -0.705, Δy: -0.411 rot: 0.053°\n", "Module id: 10 cost: 0.661 Δx: -0.219, Δy: -0.452 rot: 0.123°\n", "Module id: 11 cost: 0.616 Δx: 0.225, Δy: -0.263 rot: 0.029°\n", "Module id: 12 cost: 0.495 Δx: 0.329, Δy: -0.170 rot: 0.039°\n", "Module id: 13 cost: 0.763 Δx: -0.685, Δy: -0.566 rot: 0.068°\n", "Module id: 14 cost: 0.353 Δx: -0.513, Δy: -0.577 rot: 0.077°\n", "Module id: 15 cost: 0.645 Δx: -0.295, Δy: -0.329 rot: 0.057°\n", "Module id: 16 cost: 0.492 Δx: -0.027, Δy: -0.550 rot: 0.075°\n", "Module id: 17 cost: 0.440 Δx: -0.307, Δy: -0.759 rot: 0.027°\n", "Module id: 18 cost: 0.779 Δx: -0.043, Δy: -0.679 rot: 0.090°\n", "Module id: 19 cost: 0.748 Δx: -0.482, Δy: -0.221 rot: 0.043°\n", "Module id: 20 cost: 0.423 Δx: -0.221, Δy: -0.486 rot: 0.043°\n", "Module id: 21 cost: 0.520 Δx: -0.427, Δy: -0.406 rot: -0.015°\n", "Module id: 22 cost: 0.676 Δx: -0.247, Δy: -0.547 rot: 0.095°\n", "Module id: 23 cost: 0.503 Δx: -0.180, Δy: -0.284 rot: 0.073°\n", "Module id: 24 cost: 0.822 Δx: 0.113, Δy: -0.406 rot: 0.097°\n", "Module id: 25 cost: 0.575 Δx: -0.741, Δy: -0.786 rot: 0.056°\n", "Module id: 26 cost: 0.320 Δx: -0.400, Δy: -0.869 rot: 0.102°\n", "Module id: 27 cost: 0.642 Δx: -0.092, Δy: -0.223 rot: -0.028°\n", "Module id: 28 cost: 0.599 Δx: 0.049, Δy: -0.255 rot: 0.036°\n", "Module id: 29 cost: 0.498 Δx: -0.101, Δy: -0.842 rot: 0.034°\n", "Module id: 30 cost: 0.830 Δx: 0.161, Δy: -0.634 rot: 0.136°\n", "Module id: 31 cost: 0.687 Δx: -0.557, Δy: -0.699 rot: -0.041°\n", "Module id: 32 cost: 0.422 Δx: -0.678, Δy: -0.800 rot: 0.084°\n", "Module id: 33 cost: 0.616 Δx: -0.170, Δy: -0.679 rot: -0.034°\n", "Module id: 34 cost: 0.393 Δx: -0.040, Δy: -0.802 rot: 0.091°\n", "Module id: 35 cost: 0.447 Δx: -0.207, Δy: -1.287 rot: 0.039°\n", "Module id: 36 cost: 0.587 Δx: -0.055, Δy: -1.296 rot: 0.034°\n", "Module id: 37 cost: 0.603 Δx: -1.027, Δy: -1.032 rot: 0.000°\n", "Module id: 38 cost: 0.295 Δx: -0.934, Δy: -0.887 rot: -0.000°\n", "Module id: 39 cost: 0.558 Δx: -0.583, Δy: -1.038 rot: 0.008°\n", "Module id: 40 cost: 0.498 Δx: -0.260, Δy: -1.270 rot: 0.141°\n", "Module id: 41 cost: 0.468 Δx: -0.176, Δy: -0.925 rot: 0.021°\n", "Module id: 42 cost: 0.569 Δx: -0.218, Δy: -0.814 rot: 0.037°\n", "Module id: 43 cost: 0.633 Δx: -0.833, Δy: -0.651 rot: 0.059°\n", "Module id: 44 cost: 0.413 Δx: -0.630, Δy: -0.753 rot: 0.034°\n", "Module id: 45 cost: 0.671 Δx: -0.546, Δy: -1.160 rot: -0.018°\n", "Module id: 46 cost: 0.542 Δx: -0.381, Δy: -1.339 rot: 0.076°\n", "Module id: 47 cost: 0.537 Δx: -0.090, Δy: -1.003 rot: 0.068°\n", "Module id: 48 cost: 0.593 Δx: 0.239, Δy: -0.906 rot: 0.108°\n" ] } ], "source": [ "for i in range(1,49):\n", " print(\"Module id: %d cost: %.3f Δx: %.3f, Δy: %.3f rot: %.3f°\"%\n", " (i, submodule_cost(res_all.x, i), res_all.x[-2+i*3], res_all.x[-1+i*3], numpy.rad2deg(res_all.x[i*3])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analysis:\n", "Modules 40, 46 and 48 show large displacement but the fitting precedure allowed to reduce the residual cost to the same value as other modules.\n", "\n", "## Reconstruction of the pixel position\n", "\n", "The pixel position can be obtained from the *standard* Pilatus detector. \n", "Each module is then displaced according to the fitted values, except the first one which is left where it is." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def correct(x, y, dx, dy, angle, module):\n", " \"apply the correction dx, dy and angle to those pixels ...\"\n", " trans = numpy.array([[dx],\n", " [dy]])\n", " xy_guess = numpy.vstack((x.ravel(), \n", " y.ravel()))\n", " xy_cor = rotate(-angle, xy_guess, module) - trans\n", " xy_cor.shape = ((2,)+x.shape)\n", " return xy_cor[0], xy_cor[1]" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "pixel_coord = pyFAI.detector_factory(\"Pilatus2MCdTe\").get_pixel_corners()\n", "pixel_coord_raw = pixel_coord.copy()\n", "for i in range(2, 49):\n", " # Extract the pixel corners for one module\n", " module_idx = numpy.where(mid == i)\n", " one_module = pixel_coord_raw[module_idx]\n", " #retrieve the fitted values\n", " dy, dx, angle = res_all.x[-2+i*3:1+3*i]\n", " \n", " y = one_module[..., 1]/pilatus.pixel1\n", " x = one_module[..., 2]/pilatus.pixel2\n", " \n", " #apply the correction the other way around\n", " x_cor, y_cor = correct(x, y, dx, dy, angle, i)\n", " one_module[...,1] = y_cor * pilatus.pixel1 #y\n", " one_module[...,2] = x_cor * pilatus.pixel2 #x\n", " #Update the array\n", " pixel_coord_raw[module_idx] = one_module\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Update the detector and save it in HDF5" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "pilatus.set_pixel_corners(pixel_coord_raw)\n", "pilatus.mask = all_masks\n", "pilatus.save(\"Pilatus_ID15_raw.h5\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "displ = numpy.sqrt(((pixel_coord - pixel_coord_raw)**2).sum(axis=-1))\n", "displ /= pilatus.pixel1 #convert in pixel units\n", "fig, ax = subplots()\n", "ax.hist(displ.ravel(), 100)\n", "ax.set_title(\"Displacement of pixels versus the reference representation\")\n", "ax.set_xlabel(\"Error in pixel size (172µm)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "misaligned = numpy.vstack((pixel_coord_raw[..., 2].ravel(), #x\n", " pixel_coord_raw[..., 1].ravel())) #y\n", "\n", "reference = numpy.vstack((pixel_coord[..., 2].ravel(), #x\n", " pixel_coord[..., 1].ravel())) #y" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 713 ms, sys: 435 ms, total: 1.15 s\n", "Wall time: 230 ms\n" ] } ], "source": [ "#Kabsch alignment of the whole detector ... \n", "\n", "def kabsch(P, R):\n", " \"Align P on R\"\n", " centroid_P = P.mean(axis=0)\n", " centroid_R = R.mean(axis=0)\n", " centered_P = P - centroid_P\n", " centered_R = R - centroid_R\n", " C = numpy.dot(centered_P.T, centered_R)\n", " V, S, W = numpy.linalg.svd(C)\n", " d = (numpy.linalg.det(V) * numpy.linalg.det(W)) < 0.0\n", " if d:\n", " S[-1] = -S[-1]\n", " V[:, -1] = -V[:, -1]\n", " # Create Rotation matrix U\n", " U = numpy.dot(V, W)\n", " P = numpy.dot(centered_P, U)\n", " return P + centroid_R\n", " \n", "%time aligned = kabsch(misaligned.T, reference.T).T" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "displ = numpy.sqrt(((aligned-reference)**2).sum(axis=0))\n", "displ /= pilatus.pixel1 #convert in pixel units\n", "fig, ax = subplots()\n", "ax.hist(displ.ravel(), 100)\n", "ax.set_title(\"Displacement of pixels versus the reference representation\")\n", "ax.set_xlabel(\"Pixel size (172µm)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "pixel_coord_aligned = pixel_coord.copy()\n", "pixel_coord_aligned[...,1] = aligned[1,:].reshape(pixel_coord.shape[:-1])\n", "pixel_coord_aligned[...,2] = aligned[0,:].reshape(pixel_coord.shape[:-1])\n", "\n", "pilatus.set_pixel_corners(pixel_coord_aligned)\n", "pilatus.mask = all_masks\n", "pilatus.save(\"Pilatus_ID15_Kabsch.h5\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(1, 2, figsize=(8, 4))\n", "ax[0].imshow((pixel_coord_aligned[...,2].mean(axis=-1) - pixel_coord[...,2].mean(axis=-1))/pilatus.pixel2)\n", "ax[0].set_title(\"Displacement x (in pixel)\")\n", "ax[1].imshow((pixel_coord_aligned[...,1].mean(axis=-1) - pixel_coord[...,1].mean(axis=-1))/pilatus.pixel1)\n", "ax[1].set_title(\"Displacement y (in pixel)\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Validation of the result\n", "\n", "To validate the improvement obtained, one can perform the experiment calibration and the 2D integration of a reference compound, the 2D integration with either the reference from Dectris or this freshly refined detector.\n", "\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The geometry has been obtained from pyFAI\n", "geo = { \"dist\": 0.8001094657585498,\n", " \"poni1\": 0.14397714477803805,\n", " \"poni2\": 0.12758748978422835,\n", " \"rot1\": 0.0011165686147339689,\n", " \"rot2\": 0.0002214091645638961,\n", " \"rot3\": 0,\n", " \"detector\": \"Pilatus2MCdTe\"}\n", "ai_unc = AzimuthalIntegrator(**geo)\n", "geo[\"detector\"] = \"Pilatus_ID15_Kabsch.h5\"\n", "ai_cor = AzimuthalIntegrator(**geo)\n", "fig, ax = subplots(1, 2, figsize=(8,4))\n", "method = (\"pseudo\", \"histogram\", \"cython\")\n", "res_unc = ai_unc.integrate2d_ng(rings, 100, 100, radial_range=(7.9, 8.2), unit=\"2th_deg\", method=method, mask=all_masks)\n", "res_cor = ai_cor.integrate2d_ng(rings, 100, 100, radial_range=(7.9, 8.2), unit=\"2th_deg\", method=method, mask=all_masks)\n", "opts = {\"origin\":\"lower\",\n", " \"extent\": [res_unc.radial.min(), res_unc.radial.max(), -180, 180], \n", " \"aspect\":\"auto\",\n", " \"cmap\":\"inferno\"}\n", "ax[0].imshow(res_unc[0], **opts)\n", "ax[1].imshow(res_cor[0], **opts)\n", "ax[0].set_xlabel(res_unc.unit.label)\n", "ax[1].set_xlabel(res_cor.unit.label)\n", "ax[0].set_ylabel(r\"Azimuthal angle $\\chi$ ($^{o}$)\")\n", "ax[0].set_title(\"Uncorrected\")\n", "ax[1].set_title(\"Corrected\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "This tutorial presents the way to calibrate a module based detector using the Pilatus2M CdTe from ESRF-ID15.\n", "The HDF5 file generated is directly useable by any parts of pyFAI, the reader is invited in calibrating the rings images with the default definition and with this optimized definition and check the residual error is almost divided by a factor two.\n", "\n", "To come back on the precision of the localization of the pixel: not all the pixel are within the specifications provided by Dectris which claims the misaliment of the modules is within one pixel.\n", "\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total execution time: 79.739s\n" ] } ], "source": [ "print(f\"Total execution time: {time.perf_counter()-start_time:.3f}s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 4 }