{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Scene Segmentation with Random Forests\n", "*Neuro Data Design I: Fall 2021*\n", "\n", "\n", "This tutorial provides a walkthrough to applying a Random Forest model based on scikit image to perform scene segmentation on the ADE20K image dataset. \n", "\n", "\n", "**Contributors**\n", "- Narayani Wagle (nwagle1@jhu.edu)\n", "- Amy van Ee (avanee1@jhu.edu)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I. Preprocessing of Images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Accredited to Narayani Wagle*\n", "\n", "In this first section, we will import our images from the ADE20K dataset." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total # of images = 64\n", "Total # of labels = 64\n" ] } ], "source": [ "# ========================================================#\n", "# retrieve data\n", "\n", "import numpy as np\n", "import cv2\n", "import os\n", "import zipfile\n", "import matplotlib.pyplot as plt\n", "from functions.scene_segmentation_rf_tutorial_functions import load_images, get_dice\n", "\n", "# get zipped file downloaded from ADE20K\n", "path_to_zipfile = (\n", " \"C:/Users/Amy/Documents/Python/Neuro Data Design/ADE20K_2017_05_30_consistency.zip\"\n", ")\n", "\n", "# unzip\n", "directory_to_extract_to = \"./\"\n", "with zipfile.ZipFile(path_to_zipfile, \"r\") as zip_ref:\n", " zip_ref.extractall(directory_to_extract_to)\n", "\n", "# location of data\n", "dataloc = \"C:/Users/Amy/Documents/Python/Neuro Data Design/\"\n", "\n", "# extract images\n", "datadir = (\n", " dataloc\n", " + \"ADE20K_2017_05_30_consistency/images/consistencyanalysis/original_ade20k/\"\n", ")\n", "imgkeys = [im.split(\"_seg\")[0] for im in os.listdir(datadir) if \"_seg\" in im]\n", "lblpaths = [datadir + im for im in os.listdir(datadir) if \"_seg\" in im]\n", "imgpaths = [\n", " datadir + im\n", " for im in os.listdir(datadir)\n", " if \".jpg\" in im and im.split(\".jpg\")[0] in imgkeys\n", "]\n", "\n", "# sort and print information\n", "imgpaths.sort()\n", "lblpaths.sort()\n", "print(\"Total # of images =\", len(imgpaths))\n", "print(\"Total # of labels =\", len(lblpaths))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will know visualize a few sample images." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# VIEW SAMPLES\n", "fig, ax = plt.subplots(5, 2)\n", "for i in range(5):\n", " img = cv2.imread(imgpaths[i])\n", " lbl = cv2.imread(lblpaths[i])\n", " ax[i][0].imshow(img)\n", " ax[i][0].axis(\"off\")\n", " ax[i][1].imshow(lbl)\n", " ax[i][1].axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# view image and label shape\n", "print(\"Image size: \", img.shape, \", Label size: \", lbl.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We next define a function to flatten the images, as this may help in training our Random Forest and Neural Network models in the future when using Proglearn to ensure the correct dimensionality." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# load images\n", "\n", "# boolean to indicate flattening of images\n", "flatten_imgs = False\n", "\n", "# tuple for target dimensions of image\n", "dim = (64, 64)\n", "\n", "# load images as X and Y\n", "X, Y = load_images(dim, flatten_imgs)\n", "print(X.shape, X[0].shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Labels Analysis**\n", "\n", "Here we examine what colors in the labelled segmentation images mean." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# set this to the dimensions you want the images to be\n", "colors_per_img = np.array([[-1, -1, -1]])\n", "for img in Y:\n", " unique_colors_per_img = np.unique(img.reshape(-1, img[0].shape[1]), axis=0)\n", " colors_per_img = np.vstack((colors_per_img, unique_colors_per_img))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# identify unique (R,G,B) 3-tuples per image\n", "colors = np.unique(colors_per_img[1:, :], axis=0)\n", "print(\"Unique Colors in 64x64 images =\", colors.shape[0])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# identify unique colors in entire dataset\n", "color_img = dict()\n", "\n", "for color in colors:\n", " for img in Y:\n", " if color in img:\n", " ctup = (color[0], color[1], color[2])\n", " try:\n", " numimgs = color_img[ctup]\n", " color_img[ctup] = numimgs + 1\n", " except:\n", " color_img[ctup] = 1" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# identify how many colors (labels) are present only in 1 image (unique colors) and how many colors (labels) are not unique to objects\n", "nonuniquelabels = 0\n", "for c in color_img.keys():\n", " if color_img[c] > 1:\n", " nonuniquelabels += 1\n", "print(\"Total colors = \", len(color_img))\n", "print(\"Non-unique colors =\", nonuniquelabels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Re-Map Labels**\n", "\n", "We discovered in the analysis section that the segmentations are the colors corresponding to the labels, NOT labels themselves. This means that color labels are only relative to the image itself, not the dataset. For example, a tree in image 1 can be pink and a human in image 2 can be pink, but a tree in image 3 is not necessarily pink. We predict models might be performing a more unsupervised approach for dealing with this dataset.\n", "\n", "The following attempt below is to map each color value in the segmentations to an integer label in order to simplify model training." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# assign each color an int label\n", "for i, c in zip(range(len(color_img)), color_img.keys()):\n", " color_img[c] = i" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# loop through labels in dataset and change RGB pixel values into the integer label they map to\n", "for k in range(Y.shape[0]):\n", " lbl = Y[k]\n", " for j in range(lbl.shape[0]):\n", " dim1 = lbl[j]\n", " for i in range(dim1.shape[0]):\n", " color = dim1[i]\n", " ctup = (color[0], color[1], color[2])\n", " try:\n", " dim1[i] = color_img[ctup]\n", " except:\n", " continue\n", " lbl[j] = dim1\n", " Y[k] = lbl" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# VIEW HISTOGRAM SHOWING TOTAL NUMBER OF CLASSES ON x-AXIS - corresponds to pixels\n", "plt.hist(lbl.flatten())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II. Scene Segmentation: Scikit-Image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*This section is accredited to Amy van Ee*\n", "\n", "To test other methods of scene segmentation before we attempt an implementation of ProgLearn, we will use scikit-image. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Visualize an Example Image**\n", "\n", "We will choose the image of a palm tree on a beach from the ADE20K dataset to confirm that this method works." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# Plot the original image alongside the annotated image\n", "\n", "# set up figure\n", "fig, ax = plt.subplots(1, 2)\n", "fig.set_size_inches(10, 10)\n", "\n", "# read in images\n", "image = cv2.imread(imgpaths[9])\n", "label = cv2.imread(lblpaths[9])\n", "\n", "# show original image in left panel\n", "ax[0].imshow(image)\n", "ax[0].set_title(\"Original Image\")\n", "\n", "# show annotated image on right panel\n", "ax[1].imshow(label)\n", "ax[1].set_title(\"True Annotations\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# Show a histogram of the image\n", "\n", "# tuple to select colors of each channel line\n", "colors = (\"red\", \"green\", \"blue\")\n", "channel_ids = (0, 1, 2)\n", "\n", "# create the histogram plot, with three lines, one for\n", "# each color\n", "plt.xlim([0, 256])\n", "for channel_id, c in zip(channel_ids, colors):\n", " histogram, bin_edges = np.histogram(\n", " label[:, :, channel_id], bins=256, range=(0, 256)\n", " )\n", " plt.plot(bin_edges[0:-1], histogram, color=c)\n", "\n", "# label plot\n", "plt.xlabel(\"Color Value\")\n", "plt.ylabel(\"Pixel Count\")\n", "plt.title(\"Histogram of Annotated Images in RGB: %d labels\" % (np.unique(label).size))\n", "\n", "# show plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Visualize the Greyscale of the Image**\n", "\n", "Although the annotated image from the ADE20K dataset has three color channels (RGB) as shown in the histogram above, scikit-image produces an annotated image that has only one. Therefore, in using the provided functions in this package, we will convert to greyscale." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# Convert to greyscale\n", "\n", "from skimage.color import rgb2gray\n", "\n", "# convert original and labeled images to be grey\n", "image_grey = rgb2gray(image)\n", "label_grey = rgb2gray(label)\n", "label_grey = label_grey * 1000\n", "label_grey = label_grey.astype(int)\n", "\n", "# create figure\n", "fig, ax = plt.subplots(1, 2)\n", "fig.set_size_inches(10, 10)\n", "\n", "# show original greyscale image on left\n", "ax[0].imshow(image_grey, cmap=plt.cm.gray)\n", "ax[0].set_title(\"Original Image\")\n", "\n", "# show labeled greyscale image on right\n", "ax[1].imshow(label_grey, cmap=plt.cm.gray)\n", "ax[1].set_title(\"True Annotations\")\n", "\n", "# show plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Pixel Count')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# Show a histogram of the grey-scale image\n", "\n", "# plot histogram\n", "plt.hist(label_grey)\n", "\n", "# label axes\n", "plt.title(\n", " \"Histogram of Greyscale Annotated Image: %d Classes\" % (np.unique(label_grey).size)\n", ")\n", "plt.xlabel(\"Intensity\")\n", "plt.ylabel(\"Pixel Count\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Performing the Image Segmentation**\n", "\n", "After this prepration and analysis of the images, we will now attempt to perform scene segmentation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAEYCAYAAABIumL7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd5hkR3X2f9U5TZ6d3Z3NOUha5YgQAiGEhBAmI4LAGGOwzWdjMGBs/GGw+QjCYLIJQgSDECAMiCiCQKAcVlppd7V5tWly6ukc7vfH7XPndM2d1Uq70g7SfZ9nnum+oepU1e2ut99z6pRxHIcAAQIECBAgQIAAzQgdbwMCBAgQIECAAAFmIwKSFCBAgAABAgQI4IOAJAUIECBAgAABAvggIEkBAgQIECBAgAA+CEhSgAABAgQIECCADwKSFCBAgAABAgQI4IOAJD1JMMbsMcY89zjUe60x5t+f7Hr/VGCMeaYx5uEnoNylxhjHGBM51mU/DltuNsa86Sjuf8gYc+GxsyhAgAACY8wXjDHvO952BPDHMSVJx4sIBHh6whhzoTFm/2O8xzHGrJT3juPc4jjOmmNv3VMHjuOc4DjOzcfbjgBPPRhjzjfG3GqMGTfGjBhj/miMOfN423WkeKw/Qo0xbzDG/EEfcxznLY7jfPDYWxfgWOC4/8oNECDA7IQxJuI4TvV42xHgqQljTCtwI/BW4HogBjwTKB1PuwIE0HjC3G0NxvxHY8wnjDFjxphdxpjzGsf3GWMGjDGvV9e/wBhznzFmonH+/VZ5Vxlj9hpjho0x79OqlTEmZIx5jzFmZ+P89caYziO08/3GmO8aY75pjMkaYzYZY1YbY/6pYeM+Y8zz1PV/bozZ0rh2lzHmr9S5bmPMjY32jhhjbjHGTOtjY8w6Y8xuY8yVM9j0X416J4wx9xhjnmnZe70x5usNGx4yxpyhzp9qjLm3ce47QOIwbV9pjPld41fcUON6ObfWGHNTox0PG2Neoc51GWN+3LDvLmPMv+tfRw215q+NMdsbdnzQGLOi8YtxomF/TF1/uTFmY6PfbjXGbFDn9hhj3mmMeaBh53eMMQljTBr4GdBrjJls/PUaY84yxtzWKOuQMeYzUpcx5veNYu9vXP9KY6lRjbG5uXH/Q8aYK9S5a40xnzXG/KTRrjuMMStm6t8G3miMOdiw5Z2qrLgx5pONcwcbr+ONc9N+bRqlgD2aHcaYi40xWxv99RnAqHMrjDG/Me7nZMgY8z/GmHarv99tjHkAyBljIuYIP2uNcflm4/hY49mY+yj9E+Dpi9UAjuN823GcmuM4Bcdxfuk4zgMAxpg3Gve7dtQY8wtjzBK50RjzvMb30rgx5nON77E3Nc491rknboy52hjziDGm37jur2Tj3IXGmP3GmHc07jtkjPnzxrk3A68B3tX4Pvlx47h8PrLGmM3GmBc3jq8DvgCc27h+rHG8SY0yxvylMWaHcb97f2SM6VXnHGPMW4z73TrW+B7wPt8BngA4jnPM/oA9wHMbr98AVIE/B8LAvwOPAJ8F4sDzgCyQaVx/IXASLnHbAPQDf9Y4tx6YBM7H/bVxNVBRdf0dcDuwsFH2fwPfPkKb3w8UgUtwlbWvA7uBfwaiwF8Cu9X1LwBW4E48zwLywGmNc/8P90MQbfw9EzC6b4DTGv1w+WFsei3Q1bDnHUAfkLDsvazRr/8PuL1xLgbsBd7eqP9ljX769xnq+XajnSFcMnV+43ga2NcYuwhwKjAErG+cv67xl2qMzT7gD6pcB/gh0AqcgPvL8NfAcqAN2Ay8vnHtqcAAcHajPa9v9FVc9dudQC/QCWwB3qKemf1Wm04HzmnYvbRx/d9btq1U770yGn22A3hvoy+fg/uMrmmcvxYYBs5qlP8/wHUz9O3SRl3fbvTnScAgU8/sB3Cf2R5gDnAr8EH12fmDVZ5n9+HsALobNr+s0Z63434O39Q4vxK4GPdzMgf4PfBJ6zO8EVgEJH0+1zN+1oC/An6M+1yEG2PReiy/Y4K/p84f7vfDMPA14FKgQ517UeOzuK7xjP8LcGvjXDcwAbykce7vcL/n5Bl/A49t7vkE8CPc75eWxjP8/xrnLmyU9YHG5+ky3O/8jsb5a7G+X4GX435fhYBXAjlgvrLN/mx7ZeB+5wzhzhNx4NPA79W1Dq761g4sxv1Oef7xHsun8t+xfuj1l+kbgO3q3EmNAZ6rjg0Dp8xQ1ieBTzRe/yuK9DS+hMuqri3ARer8/MaHJnIENr8fuEm9fyEuIQs33rc07G6f4f7/Bf6u8foDuORgpc91e4B/A/YDFz7Gfh0FTlb2/kqdWw8UGq8vAA7SIGaNY7faH2J17uvAF4GF1vFXArdYx/4b+L+4XzoVGsShce7fmU6SnqHe3wO8W73/OI2JGfg8DXKgzj8MPEv122vVuY8CX2i8vhCLJPm08e+BH1i2zUSSnolLSEPq/LeB9zdeXwt8WZ27DNg6Q71LG3WttWz/SuP1TuAyde4SYI/67DwaSfK1A7iKBmluvDeNZ+5NM9j5Z8B91nP6Rp9n91E/a8AbG8/bhsfyfAd/T98/XBJ0beMZreKSlbm4KvFfqOtCuORkSeMZv02dM7g/1DRJOqK5p3FvDlihzp1L44dx4/uhgJpLcH/UndN4fS0zfL+q6zcCL1K2HY4kfQX4qDqXaXy+ljbeOzR+zDbeXw+853iP41P574le3davXhcAHMexj2UAjDFnG2N+a4wZNMaMA2/B/cUALivfJzc5jpPHfcgFS4AfNOTHMdwv8hruh+3x2DnkOE5N263svNQYc3tDCh3DnaDEzo/h/vr5ZUPifY9Vz1twfw3dfDhjjOte2tKQksdw1ZdudUmfep0HEsZdRdULHHAan54G9h6mqnfhfkncaVzX0hsbx5cAZ0t/Nmx4DTAPV32IoMbDei2w+9R33Bt1vcOqa1GjLTO1N8MMMK6r9EZjTJ8xZgL4EM19dzj0Avscx6mrY3uBBY/HlgZ03+xlql29NI+NPnckmMkO+7Pi6PfGmLnGmOuMMQca/fNNpveP33gKDvdZ+wbwC+A647oQP2qMiT6GNgV4msFxnC2O47zBcZyFwIm4z+8ncZ+z/1LP2Qjud9UC/J9xewHHkc49c3B/dN+j6vp547hg2GmOzXu076CrzFT4wFijXY/lO8j7XnAcZxJ3rjua76AAR4HZlALgW7i/IhY5jtOG67YSX+shXHkfgIa/uEvduw+41HGcdvWXcBznwLE00LgxI9/HdffNdRynHfip2Ok4TtZxnHc4jrMcuAL4B2PMRaqItwCLjTGfOEwdz8QlL6/AlXTbgXGm+uJwOAQssHzUi2e62HGcPsdx/tJxnF5cV8nnjBv3sg/4ndWfGcdx3oor71ZR44FLah4v9gH/YdWVchzn20dwr+Nz7PPAVmCV4zituK6zI/XZHwQWmeY4ssXA0TxHum8WN+qQupbMcC6H+8UNgDFm3mOo75Cus/EsaBs+hNtvJzX657VM7x+/fhXM+FlzHKfiOM6/OY6zHjgPuBz3V3+AAI8Kx3G24qoqJ+I+Z39lPWdJx3FuZfp8YGj+PnosGMIlTCeoetocxzlS4tH0WWnETX0J+Fugq/H9/SBTn7HDfbbA+l4wbuxlF0f3HRTgKDCbSFILMOI4TtEYcxbwanXue8ALG8F3MVyXk/5i/wLwHxLYZ4yZY4x5kZw0buDpG46BjTFcP/EgUDXGXIrr35Z6LjduMLTBJTY1QKsSWeD5wAXGmA/PUEcLLgkZBCLGmH/F9d0fCW5r3Pt/jDFRY8xLcONWfGGMebkxRr5cRnE/wHVcn/dqY8zrGuVEjTFnGmPWNRS2G4D3G2NSxpi1HN1E+CXgLQ0l0Rhj0sYN4m85gnv7gS5jTJs61oIbrzDZsO2tPvcsn6G8O3B/mb2r0eYLcd2v1x15c6bhfY1+OgE3RkKC478N/EvjWe3GdSl/s3HufuAEY8wpxpgE7vN+pPhJ496XNNTF/4OrAApacN3J48aYBcA/Psb2zPhZM8Y82xhzkjEmjDsGFZqf/wABPBh3ccg75DvIGLMIuBI35u0LwD81PjcYY9qMMS9v3PoT4CRjzJ81nvG/ofkZP2I0VOMvAZ8wxvQ06lpgjLnkCIuwv0/SuN+jg42y/hyX9OnrFxq1cMXCt4E/b3z247g/au5wHGfPEdoT4BhjNpGkvwY+YIzJ4k4Y18sJx3EeAt6GO1kdwv2SH2Bqqeh/4apQv2zcfztuIDCNh7Grceyo4DhOFnfSuR6XVLy6Ua9gFfCrhn23AZ9zHOe3VhljuIGzlxpj/HJj/AJX7t2GK7sWObz7Q5ddxg1mfAOuPP1KXEIzE84E7jDGTDba8XeO4+xqtPN5wKtwf9n0AR/BJYjg/kpqaxz/Bu4H+3Et23Uc527c4PjP4Pbpjob9R3Lv1kbduxrSdi/wTtxxyeJ++X3Huu39wNca17/CKq+MS4ouxf2F+TngqkY9jxe/w23Tr4GrHcf5ZeP4vwN3Aw8Am4B7G8dwHGcbbnzbr4DtwB84QjiOM4QbOPphXJl+FfBHdcm/4QaFjuNONod7Pvww42cNd6L6Hi5B2oLb9m88xvIDPH2QxX127jDG5HCfpQeBdziO8wPc75zrGm7hB3E/l/oZ/yjuM74e97P0eFMHvBv3M3p7o65fAUeaO+0rwPrG98n/Oo6zGTfm8jZcQnQSzZ+/3wAPAX3GmCG7MMdxfgW8D9djcQh3kdCrHlerAhwTyMqrPykYYzLAGK5LZfejXHs+8DeO4/gutw9w9DDGfASY5zjO64+3LQECBHh6oeEe3w+8xv5RGiDA0WI2KUmHhTHmhQ23RRo3JmgT7qqbw8JxnD8EBOnYoiGTb2i4x84C/gL4wfG2K0CAAE8PGGMuMca0N1xSEnd41N6CAAFs/MmQJNy8GQcbf6uAVzl/ijLYUwMtuG6aHK476+O4qQ8CBAgQ4MnAubhpNIZwXeR/5jhO4fC3BAjw2PGEuduMMc/HjV8I4+Z0mSlQOUCAAAECBAgQYNbhCSFJjdUt23ADlPcDdwFXNoLaAgQIECBAgAABZj2eqA1uzwJ2OI6zC8AYcx2uu8yXJGUyGWfu3Lk4joMxBpu4Sdofc5gtauQefa2Up9/b1/vBrx5dvjGGer3eVIa+R67xu3+m87btdpl2+x7tuJ/9+s/PDruMw9Ul5+SY3T77uNxzuPpmstt+b/eP3Sa7DUc67ofDoz17tg36/ZHep48fybPuZ5ff52emMbKP+ZVXdxxqdUMIh717dw85jjOHADMiFos5yWTyeJsRIECAw2BiYuKIv8ueKJK0gOZl6/uZWiYMeJsDvhmgu7ubz372s1SrVSIR1yTHcQiFQhhjCIVC3mv7SzwajUp50ybiWq3mvQ+FmsOvqtUqjuN4ZEdPcJFIhFgs1lSOXGeMIRwOU6/XqVar1OtTaWDq9bpnayQSIRKJEAqFqNfr1Go1r03hcJhIJEI4HG6aKKPRqHe//tOTrm6/nNOQNql+xnEcarUa1WrVs1nK0n9SXzgc9vpLjgsxlGNyjZRtT8B2v0q58mfbbrdPT+y6HD8yNBPJ0HZXq1UqlYo3FrqP7D62y5RxDIfDTX0s/WCMoVKpeGUBVCqVac+H7h/AGxOxS/qsVqt55eg+13VL/XafyLOn26PbXK1Wm9qsy9HjJGN7z54RvnHbbhZsGmbv3v84XPb2py30d1kikeAZz3jGcbYoQIAAh8PPfvazI/4ue6JI0qPCcZwv4u4bxpIlS5yJiQmq1apHFBzHaZpMNfnRk4NMKH4TbywWm6Zk6PL0BCLQk4tMiprkAJ59qi1Uq1VqtZp3T7lc9siQ4zhUKhWPCIXDYarVatNEJW0R2zSRsslavV73zsuEKGXIed1mfVyTDpk0pV+kD+W/lGNPujMRz8MpSJpM2RO8tkfabpMkeW23R5M73T677X4kSdoXCoVIJpO+/SRt0CRJEx9NhAFvvKQOIU+6b8S2Wq3W1Cf6T47b7ZH6dR3Sfnv8db/6PWPaFnmGyuWy94w6jkOt3vhsBEskZoT+Lmtrawt6KkCApxCeKJJ0gOatEBZymLTq8uVt/0KG6S4Vea8VG/uYn7oiKo5WGfRxud9Wq7SiIv+1q02Oh8NhbwLSJMXPFTSTSqLbrImIKFd+Li27v+x2yHW2aiXlCSGy1TqbZNgEFWgiGXoM/FQq3a828bH7QZNWu19soifX28RAj72ohlKGHm/9X9+v67GVNP0saoVG+lOIkxBkqVvu1/2p1VJ7fDRR0mqXlCMEV+oU23T/+T2nWtXTfSL2y/GZxiFAgAABni54okjSXcAqY8wyXHL0Kpq3GZkG/WtXJhH92u+XryYQelIR4mSrC/afrRjA1CRvq0uiEITDYcrlcpPLSiawSCRCpVJpIlbyF41Gpykcco19rd+fdoHYJMNWjmylx49ISRniVvQjMVoB0oRIyhUVzx4jKcPPFrHHJg82gdR9r//b7dTPjVZTdF2aJPmRbWMMpVKpiZxoUioEU4+dHntwlUNREuPxOIlEwntm9POkiZKthOlnQlQmm4jq8Q+FQl65toKnx8Dvx4V2qUqdtloWkKQAAQI83fGEkCTHcarGmL/F3WIjDFzjuFuL+KJer1MqlTySI1/Utsohx/XErF1D+oteJlB78tcKihyT/34kSurTk1kkEvFstVUXTZo0EdD12aREu1H0ZKlt0G43e7LUJEHb4hcr5KcU+fWRnsw1ybDts8vVbZfrbbeprsN2kck9fvbqOsU2iesRwmaTSD/So0ml2OXn9hJUKpWmNviNq5Ak/dzFYrFpREQ/a+I21WMqsBVMrdYNl0pkolESDVKuY5/scdX9qlUnuy3azpnilQIECBDg6YYnLCbJcZyfAj89wmu9L3tojuuwg331PRJDYQc6+ykAtmIEzQG0ulyZSOyJWcrXMRsCmVjj8XhTMG+pVPImMLlP6vYjPfqcJk+2SiPQ6onuIz3Z22qVdq1Jn9t2CMnScTMyJtq1ZKsqOj5Iq2D2GAp50eXLZK0Joe0ClTo1QdLB6FK27itNFm0S5aeg6bI0UfV7loSASTtsRSYej/vGOEnbbPJlj7+tAN03Oshn+m8mEw7x/oWXkWj0p9im1Ss7Pk36T6uSdttsIhVTCyMCBAgQ4OmG4xa4rSHEQyZeTSQEeiKzg09t5ce+Xk8gM9VvKyr6Xn2/XzySrZroX+ESl6InH5sM2KqVHVtlT1A2mZGJWb/3I1XaPaSDfm3Xj+5nKU+CkP1UJbteY1z3ot0/4XC46bh2r/rFXPnFSmn3kr1KzX4WtDokZdqkQPevn4rkp0Lq/nQcxyNpYmu1WqVQKHjEVf5EldNkSrdf/0iwY5BqtRp3DB/kJ85ved7q3QwU29g1Psa61jZvTJLJpGd7LBbz3MLynNkrQXW7bDIGLsELzfCZCRAgQICnA2YFSZIvcD2p6F/qeiK2VSNo/qK3J1c9ofu5bOxAb/tXvdh3OAVC7rPdUEL+BDb5E+KkiY7cp1189j1Sh62M2XbZ5Er3k3ZD2fFVdn/qNukyZcWe3TeO43iuJtulI8qfnzLhR0A0+dD3aMLiR5T8Yty0K2qmuv3UN61s6b4QgqmPiW12/UKKJcB6JgVH7CiXy01lbcqP8WDbd3l+Rx8AO3ZcyvpF7U116Vg5gRAuUbqkLdoV5+fWlh8sXpuD5W0BAgR4GmJWkCT71/5Mv9qr1arv6hyBfPlrV5l9zlYK5Jy2RU9cmqT4KT5+apZNVPzK13VLnJNtq01SbFKmj2uVxHbd+BEAm9hotca+H6bcNFKPkB57rMSGfD5/RK4k251mj5W+BvAUR79YI4EoO/YzpMfejwT7ESutXNrPhxzXfaljucQdqJ/XeDxOKBSiUqk0tdlPbZL+u3dsgAfarmddgyBNVOLMC2eIRqOUSiVGqxV+OraPy1sX0BKJenZFo1FisRjgxkzpHx4aM6mnTX1E4G4LECDA0w+zgiQB3i9dWdZs/6KHZreNvNd5kjRxknPQTBrsGBs/hQKmXGdSlt+EabtEbEXIhk08/FQufV6TCTt2yFYCtP32RCcTunbz6MndJmTaBrFTSJFfm3SfaBuExPgpWn4kSeqw47b83EN2LJNWPmZKCWD3jd2fNqmSsdHPkZQDU7Fz+tnStkpMml5tqRUjKdsmr9pFdtfwIR5odQlSpRwhGquyf7KDszJzuHrP7WRrk5SSh3j2CVv56vazeHvbs5rsktiiUqnk2eineOpYL3EJNy6aNuYBAgQI8HTBrCFJ+pe8jhGyyYdWF7QrRk/8oiTY9wtZsJUQWyGxFSw9eckvdFtZEmjXjK3gQHNOnsNlBPcjBxp2cLImlppIaIKn2y3lFotFr34dY6Tb4tcnNpGwla5IJDLNlaf7UuwQUqwnbF2W/V+3z0/Fmons6PGwlUtbXdLt1H1oj4NdvoynJmuFQsFLB6DHVsgL0PS8SrmhUIjbBvbxUPv3WdfZR3ukQDJR4pF8Jzu3rGVo7m85Z+19xEJTqlA8M0gul6O9vb3peRIFS8eg2T8U/OIAAwQIEOBYI5VKAe53ebFYPM7WPDpmDUmyVQz7V7octxUFmVAkP5FWMGSpvp8ipWOIdP32BKozUttqip8iYp/Xq59s4iOuFVEONHmxCZwdm6RtF3v1yjOpW2wUF4494Uv7/NpuK2l65ZpcY8dR6TGwyYtfX8v/R1Or5B5RZfSzYStn+rjub5sEajKklTobthvzcM+kjJkmx6JwythEIhGPaNtkT8q6d2LQI0gtpsglmfv5Q2k1IePQtfwRzuzZQ6UShRrEUi5RKldDPPzwwyxfuZLra7swoRB/t+A89uUn+dLQbzk7upZL565oWmU4U76kqfglf1U0QIAAAR4r5syZw3/+538Si8UYHR3lLW95i3eupaWFSqUy64jTrCFJOgBVJlu9MszPZSOTVblc9rZ/kHNyXNwy0DypHy7TtCYWeuLXSpWUJ8G4OuBcT+B+tuvJVmJTdNoBrZ7o/tD36z7Q8S9im62waPeU3CsTuFyv3VSSQVwrYFr90O2zg+RtsqVJoe2as8mOTYx1XUBTjI9WyPyIsB5Lv3L1tXYsma7XL47LHhubeOnXElAtz4mc0wQTpmKFNmaHuTf1P6zr6CNDnT9f/Uf+/d8v4M3vvJdv7O7mvHm7KNfC/O36X1Eaj7Gz3M3tEyswOOzdt4ubF47wrA33kK3E+cr2dgrdt3Lx2l3c2b+PM3NzaY3GvHr9iLDfMxsgQIAAR4sPfOADxGIxb75bv369d+7SSy9lcHCQu+++mx07dniLV443ZgVJ0sqHTEZ28kT7S7tSqUzbJNYvUNdvwtYqCUwFzepklU0reyyVQoiNTa7kXj/YLi9bPTDGeEkLxVWl77VJkp60tQvRVlOkH7TrS9ok5/wIgC5XYMcAyUQvttl16D6yyYWtJumxtl1iui12DJqc1yRH16vLtsdTPyPaHj93ol8Z9j32e628aRKvn3G7r3KVCjfkf82lC/ooj67gxWt+iTHwvvf9HoC/XPZ7bntgIZl6ha0bF3DwYAcL1g67bSHEtrPiPP/kOwkZaI8V2NFzC2f37AUgFS2z78AA3RE3X1cymSSVSnkB4+Bu0KpJnwk12h1wpgABAhwjpFIpQqEQV199ddPxer3O+vXr+djHPsbw8PBxsq4Zs4Ik6QnIDvr1U1dgamK0A39FUdGTph1gDc3L14WYyAozWbqvE+/J/ZoU2Eu69RJrm0zYhE23XcoUlUTap3dst2OzdD22i0STCyEllUrFU9bknPSX2KHdilpZ0n2ry9XX6jGxCZsmTrZ7R/eBJjn2Pnj28yH26ft0vJq98lBfI32qCZFNinUf2SRJEyx5r5faiwtT0lpIPVpFk/oqlQq1Wo1oNMqmyVFuMj/k5IUDAHQNL+He+9bzzPMPEI+7JCvq1Hj49jb+8IflRKNR1q3by6oNWSjBifMO0LY4j/Cag4U2zu7ZSzGfJpHKUXcM9+3YweJQmI72drq7uwmFQsTj8Sb1VJ7pQFEKECDAscSvfvUrrrzySqrVKtdee22Tuw3c79RHHnlk1qhIMEtIEsy8pN7eQ81WbvQEaKsTMlnZyotWAeR6HXsUCrn5fGxXms4ADs2TpHad+KkitutH36dXPcH0VVIzBT/LayGSfsHMYoeoVOKalBglDe2W0yRJ16XdlFK2Jna6Xk2atE22SmjHc2liMpMrSxM3KUv3m84HZCtL9rNkP4Oa/NkB8jZps4/p/tLPr5/yJTbLff87sZHnrd/hlZVd+Rt+s3MuZxbjxGIVPv/5Zbz+9fsoFqvkcjnK5TL9/QngBFLnGub0ZnEwdNQjjIaqLEqNUSlFeeepP+ZTW59DKlYm98yH+cPGRZwzEWLEwMp6nba2Ntra2ojH4972QJocux1GgAABAhwVvv/97/Pa174WoCmHoCASiXD55ZeTSqWYnJzki1/8ovddOWfOHK644gq2bNnCrbfe+qTZPGtIkp33yP41L69nIkT2ZCi/3DW0AqCXZduxOFJ2NBr1flnrHd31BCfB13KfTQB0G2z7bDIhipG8ljr1vmR+7RHovrFXus00udsqUK1W89QNfdweJ91GP5VFBy/bapIEMPsRJRkfe4xtt5w+JrBdg/qZsGOH9DhoVcleKSkE2q7Pz8Wo2ylqpiwekF9GErQt5FvqumdiiOUL73fbVo9iQq5y1LpwhFrNbdd1183jwQfhoYfacZxJANra2tizp4fi1iKrVu1l0aIOXvX6n/L13edSKMR5+4ZfEDau3StbBqEFblmb5KaRCsXoKM8pRLg83ev9MLB/qHjPFgECBAhwbBCJRPiLv/iLGc8/5znPAaCnp4dischHP/pR8vk8mzZtYmBg4MkyE5glJEnUECEumjTYMSK2EmRP4rYC4Ue2AE8pst1wAr0ySYhSrVZrCr7Vk6pOcumneAFNxEzbLiRIu2fEBu1e81OihERp9cU+LnXI/TpIvFAoNN2jx0TqsQmaDgD3I4RyjbTBvlaTDj8CrMmDrQDq+DL9H5hxPP2UJO32k7ptl6afmqXbaPeTtkfKshOe6nHRdvx8YhfPWzrkltEgSKVahNOqh2htLfLud59DNJrg7ru7cZw80WiUrq4ulixZQiqVYt++fdx1VxuHDvXS3/8ientbeNsbvu7VW6+HCIXdPmlN5mldWGB+aozdD80jlUp5iSnFnnq9TjQaJdRY3RZkSwoQIMDR4t/+7d+8BLdHgnPOOYd6vU5vb6937Oabb+aUU05h9+7d3H///U+EmU2YNSRJx/foiUpPkH6Kgq0aCbGw3SR+rhpbGdAB27bbRQeVl0qlpokRmhUWrVzIijCZeIRo+bnS/Oyz1RJpj26nJiJ+cUJ2P+j+lQzWMKW+NAXuqjp04kO/vrXde/Z5m9z5xS+JTTMpVH6xZrov9bX6vx2Yr/sZphM3HcyvSZseR7FFZ0u31bNCoUA0GvXUI7FTYpei0SgbC+OUO3YzUkoyWGhhtJrmnO7dJLaezoZnXEskUmf79hbi8QjFYomJiYkmolUsFimXyxjjxhRt29bK3r0x7rrrBQwPD9PR0cHzXjTI+KoI45U06zr6GS8nuPmedVy0f5RdiV2sWLGC1tZWyuWyp2BGIhHCkQbJC1hSgAABjhLLly+fNnc+GkKhEKtXr/beL1q0CICPf/zjx9S2mTArSJKGVo9ssuBHlOQamxhB86SpyzTGeGzWVg7EBh0/oid1cUv4KQayKk2rP6KQ6Uk2Fos1JaSUtojbzi9HlJ0YUu7R7bKDn8UuPxIk96dSqWmxSLoeO9+REBldvx/R06TGb9z0ffpcvV73skPbqqHtzrTj2MSlZatGOi5Kzuv3tmsSplINGGOIx+O+BFirWn7qps5y7gfvmnqdVW2D7M11sfvQPC5bu5FiJc6LTv4ZPT2HeNvbnkelEsFx3L5xHId4PE61WmVwcNBTBFOpFLlcrrFqLc327TA2FqZYjHHdVxcST9U4/d15ao7h1o2rOW1TkUhXmmq1SqVS8ZRTnRE8JLYH/rYAAQIcBa6++mq6urqOupxkMgnAu971Lt71rnexbdu2oy7zcJgVJGkmxQSmb4+hYQco20TKL45HkwitEGnFRBMeiTnyU230RA/Tt7AQtUArEdptpomZ4zhNsU2aIMrKN90feoWYHzmStutJXerXNgsxEuVHly9xNWKbHecjfWIrfoDnOpQ6/EiurWzZz4QdNO44TpOdtpootmj1R8oql8ueWqTdo4J4PD7tedR2SyyRXwC237MrtkSj0Wlb7kgZQp7PSfSQGnolPx7byWUn/5JEuErpd+dQveBrhEIOpVKEaDRGuZyjWq2SSqVYsGCBp9hJWZlMhuHhYbLZLIsXL6ZUKilCH+N5V+1kmHbuOrSMkzfVSKXTpNNpr+2yMMH6wLj/prUwQIAAAY4c+jv2WODqq69+wgkSzBKSZMez2GqSVjn8oCdD+7hMTvLeL4ZEEwudCVlPaFpNATz3iUzcssRekxxNqnROJ5noY7HYtASDOvGg2KJX1dkqkx0/Y5NKITgwfa8xUSCkb3TyznA43BS4Lq+FNEp/Sc6oWCzm9Y9W2TRZEFv0eOjx13bb77X6ZMdY6THUY6//JCDdViHlL5fLTQvmlv6WrVuEjMTj8aaxs1U4IWCRSMRzX8ViMW8s5RmKRCJe/57e1s1opcBwKc2C1DjpTJxIw9VVLpcZH3fddkJ6Dh486OU46u7uplqtMjQ0RCjkLukfGBigUqkQi8VIpVJE5hc51NNJqRKFvgwLe+cRiUTo6emht7eXRCJBLpcjlUoRj8enPpN1IbS+H70AAQIEOC6YiQ8ca8wKkgTT1RCYvlWJPq5VEptk6TJ1LJE9MepJ2g4W1vXasDNs+7nBbCXIL6haJm1x7QhJ0a4fHZQthEMrIDClBunl+Xa8j22Xju0xZnoaAbFLkxwpV8dUSdnadpgiZJrwSp1CGPxs02X6kSVodp/ZAdq6f+0Njm3FUj87OueS/UxIWzQREtVPyLI9LmKDXhWp+1n6YWJiwnOhPbOlh6v3r2LB6rtJd4VIJt09jtxl+YZYKkQkOkVeR0ZGSCaTtLS0kE6nKRaLHtGZmJjAGEN7ezvR3hInvGGSUj3KLx4+kY7OAr9qGeAF5VP5rtlNfeQ2kqWl/MPCZwFujJO49MJhfyIbIECAAE8HzBqSZCsifjEufiRJrzSzy9N5kmwXj70tia2y2CqHPYGLoiKwJ1h9ra126DxEsuecjgPRE7+QHz3harVGExshNLoeTQq0EqMne00aNcHQy9Y14ZQAZJ280g6atsmSPqbt0fbNRJLsa/TY2CsF7bJthcmuX+CXG0jKl/g1eaYk27uQR51m33Y9apev2FgulykUCsRiMWKxGPF4nGKx6D5PzlR81Y4dLcyZE+HEDSMs/vNl9C4uMDK2gN/+6ygU49RqNdrb2wE8V2A8HicejzM2NkYkEiGRSLD4z/LEwjW2ZXt4xvLtzE9NAHDvaB/P6jgAwIH8AX64rYfzexfRHotPkWaxPYjcDhAgwFFgy5YtLF682Dc/0uPBihUr2LhxI/l8/piUNxNmBUmSidd2J8mkaQfiwswTrFaD/CZHOa5XJGmyNdMScz8SJv/1pC1ERWzUhEZgL4uX+oV06HgovUlvOBz2JmQdCC5l+u1fZ7dJkzQdbyWTuZAASTgptoibUAc0S5ySDoiWerUtdl4lO3+V2Gj3vV8Mky7XHo+Zxl2320/x87tf/+k4KL2yTeK2SqVSU/4jrShJzJCUXa1WyWazjI6OMjIyQmdnJx0dHV6wOm1TJPM73zmBJcu2kHnRXDKhAg9P9LCybZB1r2jl/i9nSafTJJNJRkdHcRI5TDFNS0sLqVSK0dFR71na/qM6bVcZTmw/1NQvJzcIEsDdjyylHn2AwcjP6d++hlfH19Db20upsdlkoCMFCBDgaPC5z32Oc88995gEbwNceeWVGGO4/vrrn9BNcWcVSbJzJQnkF7k9ielgWClHExI7waOtFh3OHaZt02VrQiHH9aRoB4Lb9ek26dc6yFtyMwlJkfrC4bA36drL0zX50bb51eWnJNkkSStMMEVitBtrplxIWtURYmDXC0xTvewkk9r1qMfLj0QJibSP28+Z7gcpSz8b8qeJnJ0BXY5ptU6TXa1SaoVQrkkmk1QqFSYnJ9mzZw8HDhygs7OTdDqN06qeqwh8a+Ac2trL3Nm3lHo2TDk9QjgxFQO1Zs1BSmdlWLSmwrZbq+R+73g5lMbHx914prsr/PT+Gpd+PEo07FCtG8CwND3E/kInpVqYc5bsYG4yB8BkOcG9N7tZvYcK0UZ/ESBAgABHhRtuuIFkMkl3dzfPf/7zj7q8V73qVfziF7/giiuu4Prrrz8GFk7HrCJJ4jLwIzJ6AoPpWZkF9n0Ce4m/jtvRrj5dhrbP/pNr7ASGfpm8NVnSE6YuW0+4WuXRq9I0SRM3kMQK2bCJniYTfm3UBEZP+EL2dCC7dlkKodDxUrrv7fghPZZ69Zi9Sa/caxMlcTn6la3bapel1UK/fvIjwX6k1t6/zq8crfRFo1EvEDoUCpFIJEin00QiETo6Oti4cSPZbBaYytUEkCtm6XxFP23tZW47sJQPbPgR12y5AIBVK/Osfs0AO3eWeO2f7+OX1dOpOYYV5+Q4Y+VD3HDDJcydO5dQKMTevXvJ5XK0tLSw6bokyy+vEX4oz/952W1881urCF1YIx6GuckceyY7ePDgIoa3J5mslxgbGSBdSXt9HSBAgABHgx/84AcALFmyhFwux0tf+lLv3K233kpHRwfr1q17TGW+8Y1v5LzzzmPevHl86lOfOqb2wiwhSUCTMqJJiA5chmZlR9wJmljYy7b1JKnJhL3U3iZhepLUxEQmPpsk2Suu9KoqrbgIdHv0hKuJgY55shU2cb3F43FPbdI5mUQVEjKjCYqtbNgxNDYZ0qvU/K4X1UsrQxo2gZAy/Vac6b73Izta1RH7/ciy7t+ZXGkCIWw2SdbPjm3TTK46Id9yrbjR9KaxsmIuHA7T1dVFMpmkXq8zNjaGM68xvqfdx1zg1n3LuaL6O1Z0Dnr2zp1b4dLXH+SOwThtvXV4BKr1ENFQjQsu2MGcOSW+9rVXeyvrent7aW1tpbi9yMYPl6jVwvzfTSexY0c3Z3SVaD8JKvUQ6UiFsxbvhsVuPaVamM2bN+DszRAgQIAAxwqVSoXf//73HDp0iCVLljBv3jy+/OUv85rXvIbbbruNHTvcPSw/+MEP+v641XjmM58JwCWXuD8OBwcH+cEPfsDJJ5/Mj370o6O2ddaQJO1q0xOQrZJoNUTeQ7PLTo7bE6eeVDWpst0otrtMVC6/1XB2zhytNNgrvOx2SFlSvwS0SXCvXmpvT9A6HkbIko5d0vl8dNtnCp6WNskxIXeaQGoCB1P7s8kqL9u1JmX5jaF+rRUUm8TY7kzbfuk7+4Nkj71dr03m7L357OdHt9+uQ+/TJn0ci8VIJpPkcjlKpZJHeHUurHq9zvz58xkcHGT37t2Mj4/jrJnKJXLb/hVcGbudy5+9Hft74nuD55Cvx9mydzEhI+0z5PNx1qzZT6GQp1QqUa/XvWDubDbrbT2yfftcksuLDFcjtFMnGqozJzE5rc86T72d6wefQWjTdLUyQIAAAR4L/uVf/oWPfOQjDA4OEgqF2Lx5M5s2beK0007jX//1X7nxxhv5zW9+48UY2fPm4WCM4dRTT2Xfvn18/vOf9xT6o8WsIEm2e8cv+HomlUEmKF2Wnvj15OunQNj/ZeLXMSlyXhMwv6X40OwO0qqS3zE/lxvgTaiabGhXnG6jtF+CvmXFlK18ia26fbqP9J/OLaXt0GoZTA+2tsmVPcYatj0zxW/5jb8f+T3ce31ct9kmQTOpTPq1X9ny7GolSvJdGWO8GC/bPVmtVonFYpTLZaLRKIlEgvKBMEMr0zw8OI/UT5Oc/vZD3DewhNv2raDeWPk2WGoFYHt2DqtaXIUpEqpjcEgkShgD//RP13Lllad79Q8ODjI5OekldGtbZjjjrYaaA4Wa/9dAMlylVItAtB5EbgcIEOCosXTpUubPn0+pVOLgwYPe/HTfffdxzz33MDAw4K2q/sIXvsCb3vQmrr322iMqu1qtctVVV1GvuzsTeIthjhKzgiRB80RjxwdpYiPQJMFONKmXc+trYbprRM5rhUbK0AqLrL6TSc524UjZen8uP8ULplyLNtESdUFcUI7jNOVS0uREE8FarUapVPLy5+gl6jJJ2q5MvWWGTVLs7TQ0QdKxRZo86feSrkDa5PffJiK67zVh0fBTpR4L/EiRH+zAfO1es+/TZKtcLjeRsEql4m0f4jgOsVjMI7Xlctl75uPxOIlEgsnJSZbdP8Tt/StoPThKIm74Q/8KflFcQyJa4ZGhbuZHRlnSMkw8XGM0n+LO3FLOmreHsHGo1Q2Tk3FaWkq0tBRYvtzw93+/kX/4h9MYHHQ3z50/fz71eo13v+M+bsqfSqEW5dd71zE80MrcsSrRaIxUMkkoHMKEQlCKYTYXqNULj7vfAwQIEEDwsY99jFe+8pWAKyq0t7d7P8o7OzsZGRmhXC7ztre9rWkePhKMjY0dc3tnDUmCZkVJJip7YrNfy9J5ISQSO2MvM9dkS2CvrpLydF4gO/7Eb2LVZMuexP1UDiFc2vVnu7TsbT1swmK7fuQ6edjs1AOa6Ol2+K2G03mcbNXIVvL87BHiptus+9AeAx37o8fr0Vxvj6ZW+WEmcqRtmOlDqduh0x6Im1F+uaTTae+51GQW8EhsrVYjHo97/ZZMJmlrayMcDtMaT7LxWSlKI4bflVdwavd+ALZtX8nOvWlWbBgiEa7S2zLOvTuXsjPdTcg4LMsM89fvuoyvfvqHpFJVvvzl3wLwr/+6iQ9+cD2pVJiOUx1OfHGdjo4Kl6Q38evhE3jxyo3smddJ/49W0j40RCaTYfny5cyfP58tg0V2cDDY4DZAgABHjTe96U1N70OhEKOjoyQSCer1Oul02jsnqVfe9ra38elPf9rbENyG3rPzicCsIUniptKKh4btfoHmgGpbXfFz1ekytRqkJ2Jdvs5BZBMZe3L3IwLiSrJt8HPV6SXsQqSkLaKWSTsl4NmeqHXAtiY4uk6boIn6odsvriCtXsk53V867sgmAzrbtf1/JhVOj6u2x8/9dTh3qh/sMuz7bRtnctP6tUfGWdyakluqVCp598g5iTUDiEYHKJdr1GpV2tqSJLrj3BLNM2/eXl7Ss4+9uQ6WpEcB2DnRTSlS4QUnbiRq3PsrtTAX9W7hmrsuoKd7lN4Txlj7pgpf230u+VqMN6/6PWGnTq2e5C1vGeLSKx7mC9svIGTgfx45h/z2KF3rC1TqIXYNzuWMzm6iqVbvy6lUKnl5kgJ3W4AAAR4P0uk0iUTCez88PAxAW1sb73znO/nkJz9JKpWiWCzS19fXdG9XVxflctlLumxD5807ePDgE2L/rCBJ2k1lbyAq//0mSz1p2ffYcSe2680mRZqg6NxLevLXcT5yzm+i16RFw57IbWIh53RQuORG0g+JKBG2C1ErYvq1JnHanakVH90fM+2VZ/et3srDLz5J32P3gd+SfL/xmunXgZ877khh2+ZHlDRs8mUrTeJCk185I7lJRsfGvRigSCRCMpkkGo1SKpVobe0nGq9y37JxDtZaG6WMkU6UuHTOXi8QWwgSwN5sp0eQXrbwXr6/7zQ64zm2FnrYcOJuKvkIxVqUtkyBXD1BHbjxwAYWlfu4q3M1PfOzbN87h5CBB8d6WdkyQNd614V20+4TWHFLjEJoiM4FC2htbSUWi7lkWRTBQEkKECDADFi6dOmMq9Be+tKXct5553nv3/Oe93jk5pe//CVf+cpXAPif//kfvvvd7zbd+/nPf97b8UDv9CDz1v79+ykWiyxbtoy//uu/PraNamBWkCQNezKyJzI7fkVPupoY+cW3aNeQKDXazabdXdoW2wY7OFtUKZ1LSMcESf2Hy8UEeEqRdh3axEnsmkkJk7Jt95j0iZ2LyV6a7peGQfef/Vr3ke47raL5kVydZNEmi3qcbeLkl63btsMPdv/4HfMj1PazpomgjKcodwC/bBshs2g/xkyVnYqUKdciVB0Vfwas7RpldbT5l1O5HCYWm2pjtj9Dy9xJLpi/g7pjuCA2zPD2NYzft5ruZ27l9J59bB3roWgitMVc1eeeoUWsbe8nX4tzT301sWidsXqaHw+cTKa7TCZc5KdbN/Di9fdiDFy2YhO/3HI+5a37KZVKLF++nEwm426MKz8+ApYUIEAAC2vXrqWlpYV3vOMdTWrR4fDhD3/Y9/jChQs588wz2bp1K9lsllNOOWUa8dIryAE+9alPsW3bNt7xjnc8YbncZhVJsidcvyXXfm44+5gmTXKNPTEKIZFJ2s6rY9+v69MTu9yjiZAfObHbJ9Cqjl0e4LlpdFyS/JfgX53KwHYNAtPcftJuqd9xppbxiz16mxYJJvdLC2ATiJkIpt8428dsddCPOPmlU/C71q/8me7zO6bHV7tdbbIu/VSr1RjEYf6qHZzQcWhamX4oV8P0/XophYOGyclJt85cksyJFRY/b4CBB3ro/0WIrhfXmbusDHecyW+GUuTzeSIn7AFguJgiORZiMumqWHf1LWHn1pWsPb+fyWyGF668m+v2nEUsXCPT7frul7aMsDm8iD9uX8fZKx8mX4uRSaZZsWIFjuN4SUqj0ShInwYcKUCAABZe//rXP+bkj3545JFHWLBgAf/8z//MjTfeyIEDB7jqqquaSJLMRbt372bLli3AVKD2xz/+8aO2YSbMGpKkiYkd++FHjPSE5UeC5BrbzaSTJNpJAoUsaGj1RwczS/12PJDYqhmvVoHspfzSRpjKuKzboG3WiTVDoZCX1FKTF612aHt0VmxtjySa1LE1juN4sUuO07x3mZ8rTZNB6Re9tN9WkWwipMdV98fhCJgmpn5K1OFg3+d33iZnmhjaYyZux2KtSiTkjvnu2+IsO9cN5K7UQ0RDdYoPruayE29l1aqH+OAHX8zIYAfVsktASyWo1eqEw0VqG2M8+MB8yqUK5XKR6vUt1OZ0kUnXyecHqK/qZ+nJAxzKtxIZjhDaMZ++ZJif51Ms6Rhl+bqdAPT1t3LzA4tZs2wfu7t7m9oYCdd51r51/Hysi3K9yjMnqnR3d+M4bhB5IpFw2yj9E8QkBQgQ4AmCdqFdfvnlvtdILOemTZu45pprnjTbZgVJsl0rdhoAOWe7e+Q+eyWWVoF0+bay5Eey7Pf6te3C0tCkCfDyFmmlyHYJ2oTGL5u0nNOuMtnqQnJBzOQ2kr4Q+3Tf2CRDu470/m1+ioquS8q2FTR93u4v3a6ZiI6fu0/3r1xj/9cuU/3M6P7U19rkzQ86CN22Xcqp1WrcO2c/l7UNALDs3BITlTi37FxDwUR52Zp7SMQypKJhEuEqpckqkxP5phQWmmAX80UvlYPjOOQm89SqdWKrJ1j27AH6iy38ZuMGOhMFNpy3g8tT4wyXUnTF82QrccChVC2zceMS/vLMW9leX0DVCTNaTtGTyFIrtdDW0sLLaikmJyepp+uemijbA0kSVQATsKQAAQI8QVi2bNkRX3v66afT0dHBj370I7Zv3/4EWuViVpAkaHY72Yn59J9WTAT2pG+7m+x8RbYqIGXYSoZMsDqWSQc0+7kHNUHTrzXxsfMkSb02qdI2SLvD4TCJRKJpCxJRlGxbpV6dTVrstV1ndlv1MblH96H92q/vNGYiIH7H/dI32OUfriybAOoYr0eDH/GS//o5s93BVSDeknfrcQw/3XoyiUNt9JQi9D7rbgBW9+xmwYJtfP/7z2VkJEGxWPSInwR4w1QguKyUcxyHQqFAvV4n2V3EGEiEq7zgjHtoj03lL8pESlz/wCmMDsR5wbkP07tsjDlvzpJcUOeqyO18ded5dMTy/ODh07gyt5xoPEpbWxttbW1eJm7Jeq+fUbcDHrXrAgQI8DTClVdeyZIlS560+mQuW7x4MQsWLODWW299epEkmL6UXCZqTUb8XGRyTEiMdi2BfwD2TJH4mozZOYD0JqzQnFNH16/rFOjJVgiOvQ2LRPFrxULbHolEvIzack7eS/2iBPmRObuNknZA7Lezl/v1jb5fXvulX7Bjvfzq9yOmct6PDGm1zYY8K7Z92hZb/dPl6HHzI9Ba4RQ7YMqtGgE27FjOj/fPI1mCiwpRkrEYdyRKJMKuTJyOj5BITPLII+3k89MDwEWRkvGzVcdarcbALxPUnFZaFpXp7Cl6Nv527xqyW5KsfXiS/bs2cVNlDX9+6RjDTgvfe+QMXtD7AC9fcg8/2n8KvW2jhEf2USgs9IhRPB73yHYTYZY+C2KSAgQIoLBgwQJSqdSTVp/jTIV+hMNh3vKWt3Do0CH27NnzhNY7K0iSTNB2Xh6/eCTbbSbL9e3YG31OT0LyJ/5NPzVIEw5bkdCTrxAxTdJ0mXYbtUtLuwg1SRFlSOczArz38Xi8Kd+OjgWC5lQGmtzJMe3K1CvwtEInZei0CrZaZqs0tjvMbxWfVtj0/X7kU67X/S/jq/vUD7YrzY/c2WM/Uzl+/abddxKP5DgOS6JRFjsp6pE6lYSbx+rcapIfbl/PC0+8i5FQCMeBSqVMpTKVB0vqkfHNZDJUKhXK5TKFQoFisei5WJPJJPlbUsRf7K6K+93+VayP9/OV868ldUEFxzG85S0v4dDEVDty1Rg/ObgB5/791E4Ic+bcPfymbFh9R5ZlC9fS0dGB4zheziyxxXEc6rUnZsVIgAABAtj4/Oc/zx/+8Ac++tGPsmDBAt9rxBszZ86cI15RdzSYFSQJprtrZnKL+d0jk7cQLe0aE9eBTOBSlk5CJWXYLih7DzJNBLSSYC/1P5K2aregQFwesq2HJko6eFu3zd7Q145pkjr0xK4JTLVabcrErSd9m8jAdOJkEw2bjPqpN3KN7eKzy/QjSXb9um65x+7nmfpf32vfd7hx02TPTymr1+veFjH1eh1Tc5W/BQu28eUvP4edO+cSiYxTrVaJx+OkUilPydGJVGX1IuCpPalUyn3+xseBSXrSWe45sIqPfuU8/vHVH6ezc4CvfvU7vPVXr/PsufGBU7h8w0bSJy+kcOcoidM7OXPRbu4yyyjfsp2FuV5vQ14h4fL8V6qVae0LECDA0xtXXXUVz3jGM45pmd/61rf4xS9+AbhZtuWY3rge4Mc//jGhUIgrrriCq6++GoBXvOIV5PP5Y2qP4KhIkjFmD5AFakDVcZwzjDGdwHeApcAe4BWO44zOVEajnKZYHb0tCcyc/E8rPhJo7Kc0aLXJbzK3yZgmBo+mbtgkzm/S1ec0aZkpQF0nePRTbsRNJ4G1dsC0TVz0CjZti+M43lYaevWfEBghkjapsAmYn2vKvk9Ddqf3w+FIsbRZj4GfAgVM6xPdbr/XfqqSfb/dZu0O1jaFQiFisRjhcLhpo2BjoFKpA4ZkMonjOKTTaVpaWohEIpTLZSYnJykUCp6q1NraSltbm9e2fD5PtVohs7UFNgyyrqOPdR19/CK+geuu+2cikQhXXfWupj68vPshtj28kNVr9tNyVhuDvx+j4xntnLlwN788McZD3/kNq5YsZdWqVZ666BFyK9logAABAtiLo44F9HeMzA+vetWrSCQSfPnLXwbcH4sXX3wx11xzDb/+9a95znOe4/tD9VjiWChJz3YcZ0i9fw/wa8dxPmyMeU/j/bsfrRCJxdDkSFQgrSzoOCGZyO0gWoGeuHQ5ermhn7vN/tPEQF+rXUBC7ISQSX0zKWO2kmKnJ7Ana50HqVKpTHP3wFTgt5Sn46pguuolipX0oVZ57L4WO/R46fgg3X9+pFHHivllVNdB+/p5mGl7Ez3GAk2g/FQo6QO/+22XnB+5sq8RO8V+IRgwtUebbWO9XmdycpJIJEJnZycAuVyOyclJJicnKRaL3njEYjFSqRTpdJq2tjbi8TjlcJZFrzxEa0uJQi1CqRahP99GemgOLS0tVCoVvvrV/8e+5DjrF7t7vnV2ZPnGJf/LO295BbTDnAsMz567mZsOrud5Jz3MTWYNu7+7n8nJSdasWUNHR4eXAkD/ggsQIECAJxvFYpHXvva1AJxyyimsXLmSW2+9lZtvvplEIsHy5cuPaFHO48UT8Q34IuDCxuuvATfzKCRJ3D4SE2Gv2gL/VUb2pK6JjMAmCTZB0pOpJhU6RkdPulKOrWb5raizVRG/1ATQTG78VDVxfehypW6tSOk26YBsfa9WyYQkaQKm47Dkte12tIOXgaZr/GKC9LmZ4pV03+m+10TV7xmQv2JjnzG/c7btdp1avbP/dJ/brkAhttJ/8gyN1WukMIQs8i5jE4/HqdVqTExMMDY25o1FOBymVCpRq9W8uLNSqUS5XCaRSDDnhWO0tpTYPdnFxm1L+MAZP2RwaDWDpRClUMn77ERq7kd7ohLnwL1LObBgJ/922i95xx9fxMLeQX59aB2bPhPmzLdXuWzDFn7CerI/HmXfvn0YY+ju7iYcDnubRwar2wIECPBEYs6cObS1tTE+Pj7jNRs3bmTjxo1cdtll7N27lw996ENPuF1HS5Ic4JfG3YPhvx3H+SIw13EcSTncB8z1u9EY82bgzeB2jlZLZOK3XVI2EYDm7S1sNinKyUxKiN9kOJNypP/bq9rkXrFH6vZzRUk5WuGS+3QKAB1ULffO5CLUapTYJ9fbbbb7wSaKMg5a+bFVMFsB0gRGlynkTt9vb3vip/7pMbDbqI/rdtrtkve2mmdjJvKjr9dqkV2+Jqr1ep1yrcb/tu5m3vx9DE50sGrPSgo0SLpjCIdDpNNpWltbGRgYYGJignw+30RuU6kUpVLJSxEg5DUSiVD6eZj25VHmJ8cZWzTIpzc/m79ddQfFQxPk852eknl+OcXPt5wGxRgnPVLjf/7nLZx55lbWHmjlwYzDhq4DnPn2KZJ7ysoD/PqidRwolDDbD+A4Dh0dHd7qtsDdNjP0d9mTEUgaIMBTEatXr2bBggWHJUmCn/70p0+CRS6OliSd7zjOAWNMD3CTMWarPuk4jmP0JlbN574IfBFg5cqVjv2rXv4kmNV202hCpAmTfm/HJ2m3lrg07HNyv70EX67zc4XZgcf6Wj35apu1miH3StCsvRpPr6KzyYWfsmbDL55K9/dMyotezSb9phGLxZoIiiaXQhrEZWaf031gv7ZT0WuC1Bzj00xwJPGh3312PXb/6X6zr7H7UMMm8n31GosW7mF9Rx90H2DXnEOc3rjlDwOrSEem1KfR0VHK5bKXC6lYLBIKhUilUsRiMS/wW4L5a7Uaof4kO77azorXj3HqnH3kO6J8K3sCA6UEz5NAcWNIY7j84BKq1SqHnEMUi0W2bDmDSL3OxINjDJ09Rkc8x8ahRYzm0oyOpnn2SQ8zUMzQtzFG+NAh1856Y4lvwJFmhP4ua2trC3oqQIDHiN27d3PNNdewefPm423KNBwVSXIc50Dj/4Ax5gfAWUC/MWa+4ziHjDHzgYEjKGfa8nlxXWilwo6B8YM90WvCpOvQq8L8JtOZgsE0GfBbnWW7prQN0i6tVuiVebKaSdwuorj4rRjTCoatrPgpX1pZ0n/SrxLDZOdKEnXDjpkyxjTt9ab7TbsIdWoHW1nzewZsMmbbK+4fv3GzVS+bCOl6bKJtx0lp2Mqhts3u9wXRGJt3ncrIib+jM55necswckvIOMTaYkQiEUZHR6fZoGPsYrEY8Xi8KS1GNBqlpaWFWClD6BcHWf26YbZl57G+vY9HunsI980lFot54yn36vxHkUiEZ9e6uPmOc+k+9QF60lkGb1/EacMl7q2sorU/zKLYmBc7VTL++cQCBAgQ4Fhh27ZtbNq06Xib4YvHTZKMMWkg5DhOtvH6ecAHgB8Brwc+3Pj/wyMpT8cCwdQvdL+JbyblxE9VkQnOnvh1QOpMbh9bDbJVEzuwGdzUArbiZBMum+hJXfl83iNHsj2EBCOLaqNJpF22brutjNmkQtetSZRfu/2ImsSM2WRO3gth1GkVdFkzjb/tXrOzb9sql5+Kp/vCrx7pe+2O1Mft+zSxtUmo7Qp0HIfnhnq4adOzqJ34e7riecpbTyC8dCdn926hj1NJpVIMDw+TSCQ8cizEuFarUalUvCSPonqGw2GSySSpVIpUKknutLlsy0apO4Z7+xdz1oHlJDNJQqGQt52JrFxMJpOevZVKhVAoxIW0cuu9p7A3VOYZlRCmJc78A+741RekPbddrdrc/wECBAhwrHHqqady3nnnceuttx5vU6bhaJSkucAPGhNKBPiW4zg/N8bcBVxvjPkLYC/wikcrSKsc+pezVin8AoObtk1genC3JhL2xra6vJlcV1qlkPrkuA7S1fXr8zahs+ux1SC/OCk5Ly6ZmeKkdPulzVrpAP/Ade0K0yvy/FbyCbm0N8iV+CkdbC5qRiQS8VWm/NQdrarpfFC633QQvk2S7Fgnu480CbNj2A6n/vmpU7pP/GLhesspbtx8Ki884T461z7EGZl91Le28PDDizHGeMHY+keBtDkej3t9Is9tOBwmFou5x848QPfiETaPz+O23SvpKFU4VB/lzoK7aq67GuECp41yueytsKvVauTzeSZDht2xCGeEY5zrpKGW5v72EvujVU4oxVgenkpWWqvViOYjQGVG5TZAgABPL5x//vk861nPOqZl9vT0zJg88njjcZMkx3F2ASf7HB8GLnosZRljiMfj3mu9fFomW3uy91MPRIHRqoZcHwqFPDVGXBGaMAjkWlGabPVIJjNxN/kRLTvWSWzVOWjsOoUAic3a/SYrniQvkiYltqvNr28PRwaEOMRiMa/vw+Ew6XTaa2upVPLccLq9egz0nl/2NWKrtF1WdwmZknLK5bLXZj0+Wq3TG/pqsqwVJluh06qW7gM9tn6rGfVzp4mxfb+Ok6rX6wzHIgysv53XdPQxVEozUUlw9+QiRnYuJlpvI5cbwXEcL3moMcZb2ZlMJpvcjfF4nPb2dvL5PMPDw5TLZTobLrBVLQOs3DDoXRsLue3rL7bw81vP4RnVJKVSicnJSWq1GsV4jC2n5cilIgweTNDdF2J/b51zT3yQE1IT3NW/hND9J3F/qoiTrHNhqYUZvKMBAgR4GuKUU07hrW99K+l0+piX/eIXv5j9+/dz2223HfOyjwazIglKOBwmk8l4yfdkYrUnQH09NMcy2fE2Wp2yFSId4G3HmdjxNVKPrksTOhuSKFHKlUlVx0PZ7iypQytVmmjIUnFxcQnpEJec3zYmmpjIJC51CPz6RI5r908oFKJUKnmuRDmmSZq0UXJdyTkpVwee65grvQJR+sNeVaf/ZN86W3nSz4NNCrVaZkNs10qj3Te2gqZdb/V6nXK57NVZq9U4UC8wPz1BLFSjNzm1P0jnuY8w8L0Uk5PuZrWtra3k83kvU2wmkyEWi5HP56nVam78UeN9KBSit7cXYwz7f1SA3Fzmrh5l4cIBBgZ6yVeT0DkMQLaSwJnIs294EMeBvIG9pzmYzhyxGJzYuo/bs8s58cRdnJ2ZyvNaD8OWNTt47qJtGOCXW08hM9FDfi444Sc2YVuAAAFmPxKJxBNCkMDNpH3HHXc87vsjkQif+9znePOb33wMrZolJEmgXRh6EtXKDDTHm9hxM35xO7ZLStwYtstHEyY/BUkTMtu1JRBXidzrt8rKdvVp1cKO4dE26OSKQphisZg3geuJXBMRDa32aFVLt9FeFaj71o4R8yMeUqadCFRv7KttsAO7tZInRE0rWZrY6f7VrtqZ3JA2MZVjmrzqY3Kd9Leoh5K/SJQ2ifVxHIflhLhtaB49C7OkwiUKk2GcZIRsLsrYQIFcLofjOExMTHhjXavVyGazXkxRPB6nUChQKBS8fqjX66TTadrbO4ju6mBp+wgvOf8efrf3ZHbtO4e+1I9JJfLMT44TP3cz/3TSTXzluhdy56oUFy3cRdg4DBbTZMtxXnnCPU1jdqjQyqmd+4l113AcNzt4ui2Lc+44y50YQ/t6YHb9wAsQIMCTiLVr1/Ludz9qXujHDb8N1sUz5DhuPGUsFuOyyy7jqquu8i3DGMMNN9zQdOzzn/88N9100+O2a1aQJJkkYEoBgakJ0s/VIZOkuHn0hKbL9JsI9aQvE6MmRVqF0gqHn1olEJKjl6Fr4qHjYWyVRNqml8tL+7WCouuXNomSIddrBUf+7JxLYi9MPZhyrlKpeBO+rdhpYiKETseNaeVFspDrY0J+hADZ/QA0pXzQ425vO6PdaEKOtDvWJr1ayfOD/eHUNskHtF6ve67HfD5PLpfz+r9cLpNMJkmn08xpaSG6fyUTcx8hVqtwzyeXUEgdYGxfgSXzp1b9yfMi6piQL7HH3YKk6l0fj8dZunQpHR0dDder24+12gjVwiHm3H8q5rxfA/BgbiGjlQR3rkpx7sJdlEoRcqMx5szPMSeRY3jvHOKmSmaxqyTNT06QL8Wpbl3FCT072T2/wtnzdhMLVbl3aBHV0bhvvwUIEOCpjzlz5vDhD3/4Sa/3s5/9LD09PQwMDPDf//3fvO9973vUe+zvePeHZfvjtmHWkCSYyjwt5Ei7X3RWaFupsQmSHLNz22jFxnazaeg4FFu1sF1TMOVK8os3skmZEAhtq7h7bBejPenbxMWPpMk5TS61K09fY7dDyrGX4Oux0cf98lDZD6jtttLX2mMpapNWdaQeCSSWcxKzpV1uegzsZ+LRVC+bJMk5rXbpDOS5YpGRcol8Ps/E+ASlUon+1R2EFx9k5b7FtHcWqNbDTIYStPek6N8UoZgv48xzPAKUSCS8NqTTaZJJN4ZI0gOAm5I/l8uRyWSYN28e6XSa0dFRwuEww8MO2WyS5zznf3nOc/4XgF8cXMfWiV76aOH9D1/GuQt3MTGRpP9/5hJ2YlQWFYmGEpT6U2Sjk4RekSMUcsjd3kv9YDfVouGu6Om0X3EviRaXfO85OJfukey0/gkQIECAY4X29naWLFnSdOxDH/oQn/jEJ+jp6TkiguSHN7zhDbzhDW9oOvbtb3/7iO+fFSSpVqsxNjaG4zheQK9WQOyVTHqFk60saNVGL5vXJGWmiVy/nolkaTeVVidspcouX2ArUfoe7c6xyxB1x1aEbLu1a88+psmHVsvkT5NU2wXlRyi10iXExY4R06ve5JgOyNZuPCnTVttgSnbV5cuKPxlr/UzYz4hfrJIeU/1ew3Z7GmMYC8HNK3axpucAkVCdzsb509PbAdg5r4/9w93s2r+C5y/fROt5E6R3pSkWi56CVKlUvOSR4qLN5/NeOoBYLMbY2Bi5XI6uri4WLlzoueCi0SjxeJzbbltAOPwMzjlnt9c3hWoGQvCCpQ8QCTmMjacYuq6XKDFMyDC+K4rjVCkU+slms+z+9xC1WpVa6RDp9AStra2kUinK3zuRjlPHSJ6yC4CJiUBJChDg6YhTTjnlqJSYI8ULXvACXvCCFzzh9TxWzAqSVK/XKRQKTTliJDDZJjlyvUz8OgjbdpkJ/NQMmeA1yZB7NTRhsuv3U438oMueiXDIZC1tlnpgKv5IyvBLWCmEQ64XgiKTp3Zd2TFAotCIiiPvNRm0s2breuw2aNv1akEpG6ayoeutWOS97itdtuT+kePSL+K+064pO5bNfibssm0Cbdevy7jX5Dh78XZaoyXf8V7RMsSKliF2T3YRMpBZOULH/G4mJtwg7lQqRTKZZGRkxHvWtSom2bYBFi5cyKJFiwDo7++npaWFnp4eJiYmKBaL3HnnWnbufAaAGwAerhO7ZCfxdIXsLxdSHoozOTpOoTBKtVqlWCx6z77sDVculz03Z3f3KOk0tLbGWDjHYbjRpmCj2wABnp644IILeM5znnO8zThumBXffOJi0hma5de2HZSs43pk4tTlgH+wtb5GKxK2CqTv1+TIz11mr4gC/8SRmjhol5St1thuNrFFytUuKk18/FQQPfFrpUcvrZfr7b7Qddsqi+4T24Vnt13IkXaBhUKhpjxNtu26TTpXkt8KNU3e9PXadv18aeXMVthssixl2GSrXq9zoWnlB5vOJtzixvM4jXNVDGcs3sPchOuaWpZxKUYiWqF9lcOBnW7OqO7ubtra2hgcHGTLli3kcjk6OjqoVCoY427UWygUWLBgAcuWLaNQKDA0NOSRQjkvqmM2m22Kl6p8rZ1MJk0kEmVkeJiBgQHvMwVuckkd+C/P1rx5BV7/+odoa6sSj1epdMf4+cGTAIjHywQIEODph8997nNks1le9KIXHW9THhMOHjzoqfP79+/n3HPPpaWl5TGXMytIkkBP7AI7j5HtAtOTr0067JVlepKVCUnHAkl5Ur6Uq91QYsNM5dtEQcMvFkefs3+t+8Xw2AHItspjkwi7DNv1ZLdBkwVtp+2ulL6TczpQ3D6viapNBG1Ca//XxE7bo2OR5LW2z68eP4Jpuxztfpf3erzioRCvqiyhPrTIU2fy+TzDpRK7WyaZO98nfmc8TSyW9Vxpra2tzJkzh1KpxPDwsOduE2I5d+5cFixY4MY/5XJEo1ESiQSlUonBwUGSyaR3bnJykmKxCLgqlayaq1arjIyMUCqViMfjRCIRL3ZL2iXbmJRKJQoFh+FhN59YoR5jy/BCz/xYzF81CxAgwFMb1WqVG2+88U+OJEkYQzQaZfPmzfT19T2uDahnDUnSk5ZgJlePnoxhijjpidEYN6vxTC4WTRLsvEmaNNn36+Pa7eRXhw0hUfbqK33M7hNNIDTBmok4aYVEL4mfKb5IrtF/tgKlCZN2jdnZ0W2SJOOWTCabFAtbybHjiGwSOpMKZZMh7Wa02+mnOmmlUZMwW5HUhE8/E6GQSygkG3amWqW4Kc0Pdi+grWOIA+UOLl79IPOSWVJrJ2jd3komk2FgYIBwOExraysbNmygXC6ze/duCoUCxWKR9vZ25s+fT7VaZXJykkQi4SaDLBaJx+MeQXKJTcFzzUUiES92bWxszMvZJVnPJWGlDoDX/dDfH+Eb31hJZ3eMJW8OkShN/UDJZqdWbQYIEODpg1gsxtvf/vbjbcZjRldXl/e6ra2NNWvW8Itf/MLLS3ekmBUkSVxBEpchX+DaLWYH7OpYFh3obS871xOaPmZvcCuv7WN+7huBTaRs9cWGrUjYhMvO+qyVDx3L40ea/BQjvTTeVp7s4Ga7zTZJsvtTt0fXp7cGkUlZK3Z6zO2+eSzE1FaF9FjZ7fFzPdoKknZnavukL+x4N/1f2hyNRjmpFmN1PkLHmT/j9sIy5iVdVan9xCE6Ny0iko8yMjJCtVpl586drFy5koULF9Le3u7lXmpvb/cStnV2dmKM4dChQxhjSCQS3udFYrRqtRqpVIpIJEKxWCSZTHpbkohdOu6vXC57MX+SxV1SLExMpDGZMGtihabxSaWCPdwCBHg6IhQKsX79+uNtxlHjd7/7nae4PxbMCpIE0ze4tZULHcCtrxfFQrJ1z+QOssvxi2XS0L+2ddyK35/UAY+uJPmRMq0oyXGp0560NRGbiYD4tUtUAx33JSqDrlPuk37V5FSrKX5B7JrMSF1CavW2JdpWWwXStujxst1sWn3yU8vsPtft0gRHrrEJrpSvx8BWwuw6ZDud+6olDg2dxdLUMIValGS4Qs0xUHMDtI0xZLNZSqUSDzzwAENDQ95ebsuWLWPlypW0trZ6BKxcLtPZ2ent3TY8PEwsFvOysLe0tHir5eLxOMVisYkMx2IxEokElUrFU6Ckb6PRKMlMnFVvdBjaVuLgTRWqNb+VjNNTJAQIECDAnwJe9apX8YUvfIF6vc673/1uPvGJTxzxvbOCJMmXtfw6lolJu1Z0oDA0BxtrQiWwFRA/kqTfz7Ts3S4HaLpWT+JSzkxEyY9M6Ht122z1SJMZTQzFHt03tv06SeXhXIo2WbRVLTueSsca2bFkcl2lUqFQKHgkSAcL677Xder2aredXae2UfenTSTlOhszKYF2X9jtsvtSp6EYqFUZOHkv8xNZJspxfrbzBF6yeiN992bID4IxJVKpFOPj415bC4UC2WyWTCbDySefTG9vL8PDw4yPj1Mul4nH4yQSCc+fvmjRMG996zXccssqvv71s6nV6k395TiO56LL5/Me4UwmkwBekkppy/wrCvSuLbB4LYSSEcbvnK4ajY0lpx0LECDA0wN2KMyxgj3HPlFIJpO87W1vA2iab44Es4IkwdRu8hLjIROyuAw0ydGEyA7khukpALSKIseFZOitO+yJXkNPslKOVppmimPyu98Pfg+J7Q6y1RZts5ANnWfIJjbaVSl1SrZuUUm0/TIO9qox/domluLi00v+Rdmo1+ukUikv55GfC89uk/St2KDdeXKt7T4T2K5STbBsRUkTLW3HTC5WHfStSWebCVEdT1IIldg/2MFl6zZRKEcZvytJqHFvsVgknU4zODhIOp32FNCuri7PtTY2NuaNST6fp1QqMTIyQmdnibe97RsYA89+9sOMjaX58Y83EIvFcBx3q5NUKtX0GSmVSuRyOY9oyR58Du4mu7GOCMOlFBOVBKdcPMKBhXGgOVD7UR7fAAECPEVRLBb5q7/6K770pS8d87L7+vr4r//6L8466yxe8pKXHPPyNR5vGpNZQ5I0CdL7ttkERk/K0DxR2/BTVnR9fkRKJhed1NEmXZVKpclmPUnqPD9+sN1D2oWjA5aF1Ak58JvMdR/oLUL8Aq/lHr0nmiYi0t+676QMv73TtPtN2yzX6RxXQnYlR08ikZjmPrXHTY+pJqJ24LZui34etKvMjlmynw39jPiNna342f2nlStTrXLOQx3cmWjhgovuJR6qcuBnGXJDNTo7oo24nwna2tpYuHAh1WqVXC5HPB5nyZIlhEIhBgcHKRQKtLa2Eg6HyefzXm4lqDI+nqS9vUCpFAHa6OjoYHJyklwu5wVpC/GKx+Pkcjmq1SrpdJp4PE6tXuHEv0kwZ3GVez/baDOG225fDWdtZ9k6N3VBvholFalQrYRJPbYfXwECBHgKoVarMTo6SkdHxzEtNxwO097eTiqVOqbl2hgbG/MEgTlz5jyme2cNSZJ4C6BpV/eZXEMCTZ70a4F9vZ7k7PN+k65NDIwx3gqime6zA6p1jJEfufGL69FtA7x4Enkv2aZ1vaLkCEHReZwkUNferkTcMnpfNFGbRBWKxWJNhEkISyqVaiJyupyWlhbPpSlJQsvlMqVSiWKxSCKRIJlMkkwmvUSGQuCEhErfSluEfAn8FCLdr/afbpP0mdjr566U8bdX2+lFAxKHJH/GGNKZNPXFB5iTyAGw6PJJ0ufCxA/CVCYqRKNRCoUCyWSSer1OJpNhdHQUYwyjo6Pe8z86OjpNrZqcTHH11S/kzW++hXvuWcSvfrWWVCpEa2srkUhkWlA24KlW0WiUVCpF6+oiS1YXqdZDnPF/gGqJSeJcdd6tdCYn+f7+0wgZh/3DncxpzZLb1MGC1hECBAjw9MTIyAgf+tCH+NjHPnZMy+3p6eE973nPMS2zVCqxd+/epmNf+cpXePjhhwH4j//4j8dU3qwgSXoi1ETBLx7IjyzNFK8iE6qfa0dPttoOW2HQSoGdqVrqFBVIK19yr57ItYtI3yvX+mWblteibOk26sna7iNNoKRfNYmRuqVcTSx00LK9VYl2/0kcmc7QrV1/QpAkoZfevLVUKnmESWJuZEsa3Q4pV8iCEBEN2/Wm22pvGqz7vV6ve9uZCOGRFXnSZt1GKVc/f/F4nFKpRDabxRhDS0sLWysl1i6a+pCOlFN0dk1Smp+jlHfbWigUvBQV6XSajo4OjDHkcjkvhqtYLFKr1UgkEoTDYbJZd6VcqdTCpz716sZ+du7+cel0mra2No+0Sf9HIhG6u7u9viuVSrSlXNtvPria8+btJJWsUK8ahgfmccmyhzhx4R1AiIcGL+KW25exbyJEtTorvioCBAhwnJDNZnn44YdZs2bN8TZlRpTLZW666Sa+/OUvz3jNP//zPz+mMmfFN5+4geysynaciD152i40fQ00xyvZriitstjkSq+c04TDJjXaFvnTq/OkDdp9pl1e2r1nKz96qb92F2pb9TGbyABNQfBaAdGTvu4XsUmWg9urAu0YHV2XkCZZySb9J6u5xG5tkxASHQul3XS6f/VY2mTWJslaeRFbtM26jXJO4nTkOdQrAHW8lq5LbJAxj8VixONx1ofD/HDzqTzcOcBIJcEr196F44DJtpFI4Lkbi8Ui2WyWfD5Pa2ur55YsFArE4/Gm9omSKGMwOjpKa2urR7hyuZznTot1VggtdNMMhIyhNRJhbixPcUeF9IoiiSVVHCIUx+Nsdeazvvcgw6UMuS2n89Mt53irHsPhMPFoBahRLD6xcniAAAFmN/r6+rjhhhv4p3/6p+NtyjQ4jsNPfvIT8vk83/rWt45p2bOCJMH0yU+O+S2B13+2sqNf+ykbmij5xascLtZJlB4d7GzbLRO/TaY0wdJ2atVCjttuN3Gj2ce0zUJStD3yXtuiNw22lRH9J2RG/9nB0UIUdNZysdXOvC0r2kQt0m5AnffKHmvpZ/lv57fSJFIrRtouO2ZKK2k2WdIkCvACoqU87eaEqQUAbW1t3sKDSCTCiwrzeeBAiuLJdxBqDFvri7cyfN0qjDEkk0nS6TSlUonJyUk6OzubyHS5XPZIlxBK7eIrFAokEgnS6TS1Wo3JyUmq1SqdS+N0XbGNWHj6CrXUhsaz0/jYpxJFrooO8eXNJ1AZ6+ECol4/T42198ROKy9AgABPL+zdu5fbb7+dc84557jZ8NBDDwHuXpZ79uzxjv/oRz96QuqbNSTJVklkwrXjdbQqpAmF7XY63J+UbwcN20RJXttqC9BUvyZWlUqlKR7Jzgxul2Vv8CrX6X4QMqIVFp0mwCYItqtNSJhW0eyVcrZLaiY1T7sTtXtRK2lyXPogEomQTCY9smSTJHG3aVJnj5Nre422trcCUK2uY2Li74ApRc4mMPL86MB3GWMdA+c4jkdGpI/EPShlalKr+17aKnFqyWQSx3HYOjFG9qR7OLF9AIChUprueI70hv0M97V6Sl1rayvRaJSuri5PvQqHw17Z8Xi84VareSqd47hxYpOTk96YSLxZLZElFq7RV2jl1zvW0RPKEgo7hFI1zu7dzcaBxaRiJVa0DRLNZtiy+2LONw0VMzqlStqfA3eHugABAjyd0dfXx7XXXksoFOKss8560ut/+OGHvVV22WyW4eHhR7nj6DFrSJKt2sgxDdu1po9rJUBP6EJydDZrTTzkOpngNTHTLixtSzwen0ZW7Lrt2CGZ7DVZ0XFRdh06bgmm72EnioNca0/cuq2i3oiK5Efu7MSMOmBY+stezeeXXFKvQJMydTJJm8hGo1Hi8XhToLHtRpX3XV0vJha7u9Evv8NxDBMTb2sinPp6ewy0603aJMeHh4f5+dA+dps8sUiUyzqWsbal3XOL6XGSOrTrVO+JlsvluK08wvM7DgKwY3wOD/Uv4EWrN3LBBfcw8vDp7NqVplAoEIlEvKX5Q0NDXvJHUbxEmZTAdUkEKVuTTE5OesTJcRxGHgoTmt9L76kHecbS7QwOtXFF12a2/v50bt9zJmdVYuweKPD7lsU8N9RGKBGmVHKX+8diMY/k1Wo1BmpVtiXqOMYBEyhJAQIcS5x77rkAjI+Ps3nz5uNszZGjr6+PL33pSyQSCTZs2PCk1DkyMsJHPvIRstksBw8efFLqFMwKkiSTpU0ENKHR1+rcRnYgrZ8iZa9Q0sd0biGZiPQEqON87KBm7coCf3eQtkMrRlrJkmv93HdShihU2ga/pIaaDOqVbKI26BV4jtMcEK7jm/zifHQ/y1J+sdsmlfbGs7perQhqtUsTGB2H5b6vE43eq/o6SySyp6ksfb+Mh9gqGCwW+M/tv6NQK+I4der1Rv+aIqeecC/PSmQBwx9H5/Ot3auJhMKEQpByUrwqs5QEoWkkVMdwjY+Pc8cje+D0Q2zLzqFaDRO571Qivf0A5KJhotEikKa1tZVKpcLo6KjnCpQ+l89DuVz2AreLxaJHrMLhMMlkklB7gZ4XjBCOOR6PaW93Sc/SlhGWtozww751dE92cF4tRTwepyM/zrgT4ufLc5y95C7+4eRf87GNF7EoVKfy8EUMVsvcnBonsmSAYigKiXbMVNcHCBDgKBEKhWhvbwem/wD+U8Dg4CATExNPeD31ep23vvWt1Go1hoaGnvD6/DArSJJM6DqORqcDsAOmbUKk3VB6wteuG9tlpXc/FzeQrtfOyA1Tio0sJdcrwOQae78yP0VE4kr0EntxQ9nkSGyQAGg7tkpW3YG7Yk+vVtPl6EBpXa7OFi39q4mPrdIJqtUqxWLRi8ERlUYHGGsVSmyUvtXErlQqNSkxM8UqDQxspKdnQ6Ofz2V8/ENNz5FNaLXSJm6sD2z7Hhev+b3vc1h3oCs6yUQlxYauA2zoOuCdK9XCfH3fGoqT7nYhJhRieWkBzw53eM9QLpdzf+Xk8yScKpPlBHO3nc0Sp8qhvhZGlye5Y3g58daI97xNTk5Sr9fJ5XLesyzPhSiNoZCbbkGemUwmg+M49Pf3cd7f1kkkqkxUEhRr7vX9ZXfF3vzkBDXHMJFLsSqR9Ehz//wW5p+/mfNbhxgupbji13/J5es28kC2i20dO+mdM8oL5++mWjccKrRxU0ea+qz4pggQ4KmBer3OTTfdBDx6ouGnM9zvuf4juvYb3/iGN1c89NBDfOhDU/PDP/7jP/Kd73yHRx555DHbMCu++ux4Dwn+1bEpfsqMJiiazAg50fl29D2idOi8QPo+qc9WNjT50nXabiitymhFRLdBVBRRWyRQV6tkOthYVjvJca0maTeStl+THJ1cUdpqjPFcLXb/6n6Re+w4MA1xq4krUsbPL2ZK959f0LZ2WWrVq1Zr59ChvQ0bAMLAVGZprexJ/0rdstfZ4tACdma7WdEy9atkQ/t+HMdhRWaQhalxHAceGFvAWNndisMxIe4dWcxFS5sl8cFimq/uW4lJqoD6FodKLs5pm5aTisaYF3YYn5zk1ArceXAZFy/bzKveeDP/7z3nUy4vbCK+kmtJZ0XX6RXa2tq8VAmlUol0OkOoPk7YOHTECnz3oROY80CIl730N9SdMDf95HKi4RBnVOpEajVMKEQpGqW24RFWtLrtb48VuHj1g2QiZda29bGuvY+waayODDksSo/xypPv5sYTzoQ/EiBAgGME/cPxWKGtrY1rrrlmxvNvfetbvTieo1Wwrr76arq7u1m7du1RlXO0CIfDXHvttWQyGW/uOPPMM/n+97/vXRMKhTjnnHOo1Wq89rWvfUzlzwqSBFOTtHYniaJgX6NdHfafrSr51QPNk49ePQRTK5zktdznlwJAXmu3kZ6s7eukLL3CTlZTiZtFYoh0rJEOahYSqVch6f6Re3Rsle0etGOTdP9L32v3j6002TFd0WjUm8BFhZN6xAZ7hZ9NPKV8W8XSbazVdH/Wm+7RhEqXL1ujVKtV3rriXD69JcLuRT9lWeswy9MDnNO2h4985C38MdxFLBZjfHycbDbr7af23vdex6mL97On0EU06hLvg/k26k4vl666f9ozVnfg7oGlTBbcvdYq/d2cN5DGcUSRFKVyaj82rZAKqYvFYt7Gt7lcjmg06iXldDNopwjH3bZOVOLM7Rijcm6E6/edwafP/Q5m7hCvfe1/snXrKn7yk5czd24PB6s1MrEijgMT43Ha2ku0xwoU82FiyRoT2QR7flil+/wwC5e5BPrAZDuRRyp2MwMECDCL0NbWxmc+85mmOdPGF7/4RcD1eLzxjW/0jksKFFv1fzQ80SqYMYZMJsPk5CSZTMbzYAhSqRSf/OQnaWlpmXaf3Q/hcJi/+Iu/8FanHylmBUlyHKdpNZEOiPWblG1SoKEnG3uVmL5Xx8OI6qTdZJpYyH1iixAUPSnb8UiatNmuJ+120wOpA8fFdSYBzZpEaFt02w4Hm3zIPTp4XCtXWg2zFTFNYuWcECUhSclkclrMl+5Lqce2R8qRe8WVN1PAud8YCcmVD7zY+WBxghsGrueUVXtoixVZGB/jgtYB4vESL37xdXzpSy+jpaUFx3FIJpPeB/QjH3kNqVSK9vYkb3rTp6jXHebFiqyf20/eiREO1YnG3C+WP976Mna1D3DW3D1ev+YXRnlgaCErMm4yyN/1ryKVSjI56eZMkuddxkK2F5G+1CRJ+r6lpYVMpoXhzWHmbzhAa7TEBb07AKjWQ3zw7kv5r1d8lq0Hl9PSO8Q//MOHMAYeHFjAp3deiDHQ1ohdKpbC7PhqB5FwmG2bHiE7liP9hzSh13XTe/4ED+xdTMv4Y/tiCRAgwJOHefPm8alPfYr3vve9XH311Y96fSwW45vf/Kb3/tZbb2VsbIzh4WFuu+02wA3Q1vG9xwOhUIgvfelLfOhDH+KDH/wgt99+O5///OdJp9OA60br6el5Qm2YNSRJFAzbdQXTd3fXREEvJ9cTqL7GVlFscqHJgE2ObIVKT9gwtYJLt0Pus+23V8JpEiCZnSXrs5QjK79sFUaXr49rWzSpsftH/uv8S9rFqOvR5ESIhw7A1n1RLBYJhULeKqxYLOYRPU2WbEJmq4FCluR+ieHRcVt6nPX4ybhr1+I9owN85sDPuPKErd69L112D7/4xTtYvPh/+b//90RaWyeIx+Ok02lvnOPxOIcOHWqsIGvjc5/7O3K5HMYYli/fSiZToK2twJo1uwiFwrzyOV/my195CTv7V9HR3k682xA+cSPnzNvt1Xuw0M745Bh9B6qkUinS6XTTfnaSUiCfz3v9Vi6XPeIkpHRiYoLcjWHK96/ECVfIlydY/4ZRHOCBgcW8+jd/QUcm5ypYRcN/nHgDe/d3N8YahofSJNIl/vcd++htdd2kpbzr7mvJtBArdQJucGYqmfP55AYIEOB4Y9WqVVx55ZVEo9EjIkh+OO+887zXr3vd6wD40Ic+xJ133nlMbHy8cByHgwcP8sEPfhBwt1h6+ctfzuWXX/64ylu7di3ZbJaf/exnR3zPrCJJIvNpJchvmwp9jT6uCYG9ws2+RyZpga0e2WTHVoTEbl23kDzdLrHDjhnSxyQWSVxS9p5jfi477c6aiQTZKpxWkqQsreRolU27+uSYdn9psudnn5AvIVWysk7HCtkqlbZXx+jEYjEvD5G4Hf2C3PWqQzku23R895F7OHPpHjaPzWV9ez91B3bsPpOLL/4EN9zwMlauXER/fz+HDh1i7ty5zJ8/n1qtRqE8yUnP2c3O26MY00OopUDVGSVW7GLr1uXQPYyZaONXvzqdeDzOO97zOZ73qt/wX//6OvLlCNWxGC0DF5HqiFOZM0xh8a2c2rmH+0bn0Nc3SSKRoLe3l46ODhKJhBcML0RTxk7US3HP1Wo1RkZGKBaLDA4miEQizDndVXv25Lo4Z812lrdM5RDJV6P81W+vIn0HtL9qhGotxMA35zIyOkx1LEY1NbUaMZVKkUqlmsa1UpkVXxUBAgSw8IxnPIOPfOQjvPWtb+XCCy88ZuW+973v5WUve9kTEjt1pHAch9tvv50VK1YA0N7eflT2yD5xj4VMzopvPnG3iYIiE50ENmuFwe9eTQBsxUYTHLleXF0wRYJ0IkLbjefnKtLlaHJjq1ZAE9GxFSCdsFC77nQAt3bvSRnSNj8FTfeHEA6pT7fPGNO0Gs4uQ6tkug80udHl2sf0cVmdZyuFeky18iPvJVZL9myzFTg/cizB7I7jkMvlGBoa4vyRGN9lCRet2kzdMSzKtzNR6IAl9zBv3hhtbSdy4MABJiYmaGtra6hXURJXbCGcjrBs5R5qW3qInX0PvaZO388dor1F5p9ykGxumKFvLeHEMx7gmn3nEI/UWPvybYw+dCK1uX1UB+ZTHJ9DqrKQS9eOsWz+Nm7sXsv+/VkeeeQRCoUCixYtoqOjg2w2S7FYJJ1Oe/FH8Xjc6ytxyeXzeY/IFwoFN35p3O3LVS2D1B3YvSXCPZ/Msv7cOstf28ozNmznRk6mwwyDgdbWNsDQ1jbsEdd0Ok1LSwvGGMYnxulqjE0+P7VwIECAALMH1157LQD79u171Gt/+tOf8rznPc8LDXk0vPjFL+a73/3u0Zh3VAiFQrzmNa/x3i9atIhFixY9qTbMGpIkuWZgavK39w+DqQnUnmT9SILtDtLnbfeOJjc2KdKkQpdlkwSYTojkv9/9UreoLXp7DGjeQ07HZNkKykyETpdjq0zy2iaHunwZC/1aSJxWb7QCpd2mNnmRdmhi6+c+s917elNb2yVnkzext1AoUCgUyGazjIyM8EeGuGjVFrriBbIbV3KwJ8UZZ3yLG/adzEPZHpyl+0nsSlAo5smcNkau1E8pkac7XaRUCxPvqOGcfReleoR4uErihDEy8yco1cK0pAssu+RBDi6IETIOE5UErV1FEs+8j5BxqK7ay2T/AkL71yKZq+fOncfixR3s2rWrifSWy2Xy+bwXpC0kuqWlxUs6WavVmJiYaEr9kEgkGNtW4+4fVpmzLsofPtxPIesGW9/1yyiPPFLkwn9KcsXJG4mYOoXJFCtWrKBcLpNMJhkdHSWbzbp7v8Vi5PN5hofzLG9sR1KvHd/YhAABAhweV1555aNek0od2R6M1113HaOjo01zy9MVs4IkwZSqAs0ZpCWIVwdKa/VGw3aDafKj1Qt7wj3cH9Ck8Bhjmli4HcgsaQd0MLIfidJt0mRC94WQJ4mNsftL169jtWzYq8V0GfYyUD9Xoj7n5170W1Fmp0GYKdbJHhPtjrPbCUxzv9qrGe2xdxyHm0w/J55zF53xPLVqmNZTtuMY+OGhE6g5hvSSfqLL6owXumhNGxaePkilNkK8Zqg5hoFSC4tSY8TCNW7cvYFLlj5E15IRAPbkOlmaHmHOukGGcvO5Zf8qzpi3B4DhUpo/7lzLeSu20jVvP4WeA/wy387Liin6+/tpa1vCqaeeSiwWo6WlhVKpxPj4uJcOQhROvRmxPGutra1Nm+AKQZ28vcChm7JESJDJTJ2f3Ffnt/+R48Sr0lCPUr2ll66lDj09PbS0tDAyMsLo6Cj9/f1MTk4yMjKCmSgDbdOe4QABAvxp4sILL+QjH/kIb3/72/nMZz7DP/zDP0y75pvf/CY33nhj0yqypzNmDUnSy9Y16bAJjv7Tk7xf8K/93i8oW9xa9vJ9272nbbAVF73xqV8gua3k2CRM6tTJEHUMkx1TJMf94pDs+B5jjLdJq93HgOcG87NrJrejVo7EJSp5p8QlJKvKYGoLFT/XnSaTukwNm/zJWNoqVCQSoVAoeHE1AD8aPcjiU1yCBBCONJPCm/etYWC4jRecuJGOk/OAQ6EWIRmuQhjuG1xEZ8INWh4ppRgZasMsdW0ZLKZ5qG8BS1eMsCU3n2Itwp5DPZzduwuAPzx4Mq/OL+CusYXc2dLPmasfhFiOa3c9g0cO7CWdaGPNmjXeHmyZTMZLQVAsFr2Ad0kHIMHrkjerrc0lMBMTE+RyOYrFIqVSyVOWdJ6rSCQCY7DpvxyMqdHSMkiktpO5c+d6e8XNmTOHZcuWsW3bNg4cOOBGd3sISFKAALMZ7373u/n4xz9+2Gve//73s3HjRg4ePMj+/ft9kyv29fUFBElhVpIkPYlKALBNkvSEbt9n7+EFzW4wTSQktkUvVdcxSnqClrp07JFtSywWa6rDDqoWMuQXBO4XSK7t8lNXREUQaGVLbPZzwck5TUj83Hg22dPn9Yo1IXBit853pV2JopLZypMeKx0vZttVr9enkVo5JwHejuNQKBT442g/A8u2kqlFmajEeaB/CeFwlXPn72K4lGaiEsfsbeUrL/oqH3v4eZw6Zz8A2Uocwq6qeXCog65FLom5bc9a1tXTpCKuWrh9ZC6Oytv0+82ncmW+l98/soZ5bSOsHM3Q0t3CMysVzs4mueWP7ew6YSvnzttNLBNi58M7qdVq9Pb2cujQIcLhMJlMhtHRUVpbW73gddkAWIK1BwcHKZVKdHZ20traSiwWI5VKUavVyGazOI7j5VcSpFIpb3uTQqHAxMQEfX193jXGGNLpNNFolA0bNjB//nwOOfcC7j5Jtfqf3tYJAQI8nbBz507+9m//ls985jNNx7/5zW/ym9/8BoCxsTEA9u7dC8CePXueTBP/JDErSJJMnOJusydev9gbmJrktepjq01+9+kJX2Je9FJ4IUkyEQsR0W4+TTz0pG6rIn7uIK1YaYVHBzfr2CuxU8qwCZNuv44RslUlW3mSvtbH/FQv3Ye6TL3th62S6e1TZDm/Vq908LvtlvOL6xLMpEbV63UvmFkykM9xwiTqVQ5NdFB68ELOq4S5dam7CdlwPs3kb9ZxXjTM+jmHSG2aSpZ498ASepJZ+ofm8LLxldxQTZBdsI8lo4vIMkUWnG2rifYeAmDr6FzOfKSb1tYQFx06mcE9JRbF3TQC1WqVWrXK355zEx8ZXQpALtdBNjvIzp076erqoq2tjbGxMSqVCplMhu7ubgqFgrfNy+joKHv37mVkZMRLByB919nZ6eV3KhaLTExMUC6Xm8i1BLmL+1qOS1npdJpwOMyBAweoVqu0t7cTbVlMtUGS8CHZAQIEmF3wiyPK5XKMjIwc87r+/u//njVr1hzzcmcbZg1JkuXemkjYbhX7v9x7uFgigV/si9wvJEVWUonCZG9+K8TFDiT2U7dmcvHZxEjH78jydrnHzitkExY79sYmHZpQ6L7W12iyYtujCZGUo8vSrkGtEs3krpM+F/efX512agabFNoxatpVKS4/uWdZSxuJA+dQr9dpj0TIFrJNz92p7Z10t7Xxv//7ZVo7fw64e7Rd3LaV7om1TAydSK1c5uWsZnTHGhbEYwxUy/x27zrqtTAXxdp5YCjCPe2jjDyymHUNN1cmEqE9HPXiimSz2pDyIjp1WLBgAZOTkwwMDHDRRReRzWbp6+sjm80yOjrqfSYAJicnGR4eJhKJ0NPT46mWlUqF4eFhb+PbaDRKKpXy1CdR9cRNJ30ogeGSyTYWi9He3k6tVuPgwYMcOnSInpNriEYpCmmAAAFmL3K5HC9+8YsBN/fR0qVLH1NOoMcCvbPCUxmzgiTB9IlcL+H3u04TIZuYCGySpCd8P8Kk90ATO/QWHfZO9nZ6AtsOHe9kuwE1OREbhCTp8nTAum23lGWrOH5q1EyESIip9Jet6milaqb+1XXaSpRN1HQZNsGVY3ZgvP6vg7r1+Ml9QqLknnnpjEc04vE4xcbmr6PFNIsXLiQMJBJzWLj3cn46cR/UQryzZy/7959DImooOw7tLS10NGxcFk4zv/hcnHqdUEuVubUMY/u6SVSr1DNuLJT0XTwedwPvY1Eeyo3yo0OrWNPjKk/hUJzWzg7i8Tjj4+Ps27eP7u5u2traKBQKTfsQRaNRyuUyXV1dXs6pcrnsqY/Sj5LfSLJ0S1ySxITl83lKpZI3BrJvn2yDIrmoJJlmrTbskaSweep/GQYI8FTCrbfeyq233nq8zfiTx6wgSUIghJlq15mecG1Xkj3x2pOtVizkmPzplXRa9dETt9wjCoWoJOI60gRAKz2a2MifX+C3LYvKJKVdfH5EQtcBzWRQl+unKulVcLbSI+UJEfFbnq/r0O3XY2dvZutXh26XjLf0k+0C9FO17PN6zEUlqdfrrrKTcYlSqVSi7aFOfhVex8KRtURbQxSLRTKZDKvmzuO14+dBvU7fnjNobXXJhpAS6ZdoNEq6MVZCPpINJbRer3tkQ9q9K5/l1rkbWbJ8gOc2NtUd3Z6iNd7hEbt8Ps/3v/99li9fTi6Xo6enh2g0ysjICMlkkkQiQWdnJwsWLGB4eJixsTFCoRCTk5Pec1wsFj3lSeKXCoWC15fSr+KaM8YwPj7O5OQkQ0NDjI2NkclkWLx4MZOTk1QqFeZ2OnQ0xq3mBCkAAgQI8PTDrCBJQBNJ8nOJ6f8zqRF2zJBe3TMTKbBjXuzytR22wmIrOH4rs+S8TpDoR140KZL3em8z2Y5CJlbJ0j1TG3Qdojro1WeyKk3vkafvE7VLnxP7NTnS/a/VLts9aCtUup/t8dVja//perRaJUpfsVhsCliWzYOLxSK1Wo1TwhkK90RYtbKLeDzu3VutVmnPZKY9T7FYzHNXyRiGQiEvI7XjTCVClTEMhUKUjOHO3DgHl/6R58x1gyQjxThvOPFXfP23ryB94onUajVuv/12QqEQ+XyePXv2EIlEGB4epl6vUywWmTdvHhMT7nYpy5Yt8wjfwMAAlUrFI1ESVyeuNrtfw+EwbW1t3nNUKpVIpVIkk0kGBgbo7+9ndHSUUqnkZf+emMh6JClQkgIECPB0xKOSJGPMNcDlwIDjOCc2jnUC3wGWAnuAVziOM2rcWfG/gMuAPPAGx3HuPRJD9CSqjzXqa4o/mUldkV/NtsKir9UTur5W6vMjCHZMjigLti26ToFeHi/kBKaCumdqqy5fu8psu+3AcL+4Ik0gNTHR7dTv9WpBW7ERsqDL9hs7rSDZJGkmhUjuEZfQo0ETAWDatjb2uEosTj6fJ5/Pe4qKTaBtV6+O+xLSJcH9ev+5Wq1GCbinMMG2jrtYueQgp6fGyI7MZ+me+Vxw/o8Y3L+Y4eEIo6N9nqszFouxdu1a0uk0e/fu5dChQ6TTacrlMn19fbS2thIOh3nkkUeo1+u0tLSwcOFCxsfHGR8fp1Qq0dLS4m366KdqhsNhj0xls1kKhYK3b1w8HvdiuoQozZs3jw4Vh1SpHb+tCQIECDC7sHr1aubNm3e8zXhScCRK0rXAZ4Cvq2PvAX7tOM6HjTHvabx/N3ApsKrxdzbw+cb/R4VeDSXwczdpVUfe64leLw0X95hNEHQ5mgDJJKlz+khdWgHxK0/KkFVEAk0IZoph0vfqa3UAs96vRp+zV/GJ7bq+WCzW1B7pV01s9PUCm3xpcmaTOX3vTOVoQmITJrs+v+N+ZFef9yO2miBFIhFSqRS5XM5zl8nqM12fHjtjTNMyeW2TxDoJCZ50atyQupW1i/fyrMQE1XqEwsBSureczlDhD+Ryg4TDvYyMZBkerlMqlUin0wwODpJKpVi4cCGhkOsCHB8fbxor2YNOP/etra1Eo1GvnHg8TqFQ8GKN7NWV8mwkEgnvmFybTCY9JaxcLjMyMkImG2W+tJdgdVuAAAFcJBIJTyx4quNRSZLjOL83xiy1Dr8IuLDx+mvAzbgk6UXA1x13xrndGNNujJnvOM6hw9UhX/ra3Sa/fu2AZT0RawVA4lk0eRDC4kdqtKvKnkykXk2MdNJKWarvl+9IVjTZE7W083Dt1wqXn7ph95F2fUk9fmpcqVTyJkCtZOmJXq61yaitIgnkvPSVjrvSK8xstc/PhWa3Qz58duC9HLOVRR1DZV8vdQgpkkSLtVqNcrnskQz9PNgkVpNPvcpR4oDGSwV+V5sg37uLC5ZsplaLUhpZSvuW06iVoVyt0NbmkE5X2L0bHCfuBXYvXLiwaXPnBQsWkM/neeCBB8hkMnR0dExLtTA+Pk69XvfiiySpZD6fZ2JiwluZKYHsehVKvV4nnU6TTCYZHh6mVCoRCoW8IPNEIuE9M9lsaao/QwFJChAggIu2tjaSyeTxNuNJweONSZqriE8fMLfxegGgd9nb3zg2jSQZY94MvBmgq6trmttFJnR71dhMRKlRpq+x2n0k19l5fGxiI9DkylZopGwNUSc0obETH9rqk0xgdu4guVb+S+CwnrhnUmW0wiQTsO0aBJqIhZANnYNHl28TMulHIRB5xyFfq2Ech64GWVTj7d1nkyOJ+ZHyZdNd22VoE0M/1XGm50CT2JaWlmnqmx4HPX6i8IktmiwXi0UmKyV+2vUwZy57iEykRL7QyuJtL8Qph8lVcpRKRbq7t3L55Tfx8MMr+PGPT2JwsM7+/fu8PhcFcdeuXdTrdUZHRwmFQnR0uKvfisWip2hJPFqlUiGXy+E4Du3t7UQiEXK5HOVymWq16mXn1gsBqtUquVzOe36KxSLJZJK2tjYmJycZGxvznt+Ojg7S6RLgJtIM9m6bGfq7LJFIHGdrAgR4YnHOOefwute9jp6enuNtypOCow7cdhzHMcY85j0LHMf5IvBFgKVLlzozERAdDwLNy75tNUiV7es+0ec1cdLqhNRhK1p66bldhrwXFUXH9WiVQ0/MtnqlSYJW1vQ5PeFp95etQNmKjwQoy3lNrvSecLqfdX/rlXG63fV63SNtI4UCnxn/Hl3tg+wfXMR/LHpp0zjqPynf7ittg46rstUdv/b7kSQ9XkJ4hGhK0slIJOLF5Ojnys50LnXICrJSrcYN9T5qcw/wrKUPUatFYWAdyQcWsnv+nYR7J5m/+wLS6S46Omp0dAzR37+O/n6HiYkJzy22fft2lixZQiaTYfv27YyMjHgb2ra0tJDNZslmsySTSW+zW7GrXC5TKBSIxWKeuy2TyZDL5ZraIc9RuVwmk8mQSCQ8guU4jpfcUwgvQDqdpiUTY4okBRm3Z4L+Lmtrawv2bwnwlEZnZ+fThiDB4ydJ/eJGM8bMBwYaxw8Ai9R1CxvHHhX2xKaDlfU1Qjz09X4ZuoWI+BEsoMklZCskfqvGbBIlk7RN1GyVRJMSTfBkEtN26i1YbDVNJnnpF73pqXYL2e20+9iOYdIkQPe92KlVME10arUalXqdj++4hZ5wK9srj/Dc9fcDMJTN4Bg3ikWu1VuT6L3khCRp0mvHFtn9pftSE2R9TI+nttuY5sB76VtdpibrxpimPdOKxSLZQoHvJTdz3uq7SYar5IopQjefTlvrIlgyTHj1dgD2V35H24Nn0tYmSt6UDb29vUQiESYnJz3pOhqNkslkvDxFkspAsugmk0mMMUxMTOA4DplMhnA47GXXjkQitLa2Mj4+TqVS8VIYyHMpK/BKpRK5XI5SqeT1S0dHB3PnzuXAgQOeSlZt4kWBuy1AgABPPzxekvQj4PXAhxv/f6iO/60x5jrcgO3xR4tHgqm4GTs2RCZHP7eY3CckRBMnmfj88u0INOmx42+AJhKi7RR3lEy2mlxAs/vKL/7GT/XRZE5iSDTZ0iTIntilLdAc0C1uGZjKEG4TLk0QtY16laCQmNbWVk8BEffMN/dvZc2KnzBYzJDKtqoBNezcsYOWTIZUKkUsFvMyQEt8lKgc2j1h95UmUbKqTKcvsMdTl6FJnY4nEsIjwewynlKG33gbY9xEjOUy19f2UO7YwzMW7AAnTKLvDMzWdoZHx9g3vofWzhwhIFeNUY9PMj4+TrXBNvKdbZz0zhH2/i5DdNd8stksPT09FAoFBgYGvHQDsViMnp6epvQDLS0tRKNRJiYmSKVSnltNbBbCk0wmWbx4sRe3JCqia0fV63cZj2g06vXFxMQEiUTCJUjVKvl8eVr/BggQIMDTCUeSAuDbuEHa3caY/cD/xSVH1xtj/gLYC7yicflPcZf/78BNAfDnR2KEH5nQx4Uo6NgRW73RLjGt6Eg5WqHxU4hsV5Ofu86PVNmqhnYbHW7SlXJs0ue3Ma29Ck2rLuCfTFKf0wqRVqzkWts+fVz6vVQquTE4k5OEQiFGc5Ns4z4uiRZpjRZZlhmiWo0TibjBvjt27mTxwoU4zlS+J8nL4+e2FHXs0Z4JKct2c+p+8BtPm2TrMu2Ve3q8Hcchn88Ti8f5enUTp639I+lImVIlQdsDzyVciNCaqPGSv/wOCxbs4O7hxdw6tAoHiEQjEAoBDptGe+nrLpMMOay+ZIydX+hmcnKSeDxOR0cHmUyG8fFxjDHeKrbJyUkcx6GtrY18Ps/cuXPp6OhgbGysqY1yvfRPMpn0Ar7L5bKXUkESbUombtnoVlIaxGIxMpkMINu/TK2oNOGAJAUI8HSADj/I5/PH2ZrjjyNZ3XblDKcu8rnWAf7msRohKoeO29ETXqNsX/ebVne0IuCXmFL/STl+AduaiGkb5HrV3qbjQkC0G8xup+3eEleTJgGijGm1yIa2214FpsmXn1vKJghyzO4DUcpKpZLnLhsdHWV4eJifTh7gjJMe9q6vV1p4+eKH+EHfYgCWLl1KKB7zXDuyS70kwbT7R5MhO+Bbt0OTN9tFJv/tFYwwpazZz5UdOG7/OY7DULXCjyubOHPNH4maOl39zyc61M5EfhcnnHgT5557N5OTLYyPd+Cg+zBEKp1mJF3hpkPrCYdcGwd3dJHPlrxVZkKCJPYoEol4xEVW4glZlVgmiSUTBUlWpUmCyZaWFqrVKkNDQ1QqFU85EoVVlDlNynUck3tcKaRqTAIEeKohkUjQ2uqq4ZJ9fmxsbNoP0Kcy0uk0mUyGv//7v2fdunUAvOxlL2tKP/N0xKzIuC0TsqyskYnOjrexl8cL5Ho7mFcvb7fJg0CvaLKv1WqQnqx1PiOYcrH5Tfw2CQlZk40u13Yj6RQImijYq/WEWNkr+KRfhOzo43Yf+pEq3ZeO42b9LpVK7Dy0i/5V+1kby9NSK3BeYg8LFw2zu68VWAzG4X9CO9iXrXNJtURiIENXwlU3ZMd7vVGt1KP3mrPJsK0O6v6332vVSK9OlGs0EdP3SL9Kf1YqFb5T2k5i4WbObB8gaupkHnwWXa0T9Cy9n9Nf+k3Gx1vZt28hv/rVCzl0aCHPesNXm2wKLRwnu3iEiUqCh0Z6OX/+Tir3Z6jVKt4qPhlTiSMKhULs37/fW5Y/Pj7OokWLvBilnp4e8vn8tHEXN6rYLuqRxCUJUZTYKiFUss0O4GXkzmazTV+OM3D1AAH+5JFIJLjiiit46UtfCsDXvvY1LrnkEr7+9a8zMTHB9u3bj7OFTyxSqRSLFi3i4osv5rnPfe7xNmfWYVaQJFmBJa/1RGa7RPSfnlh1LI+UIyTJT5WS9zp+xSYQmjDoiVaTJK2CaeXCz7Vnt0PbZBNBXYZts03aNDmUsvWqMYn78VO2Zjouk60b5/JbCoXzSSQS5Ks5bl2+nwuXbqVYjHLHNWu4q7qB5z73Ln788yQn/wOcNm8vwx1DLKpFeWikk8SiURbd3QtAe3u7L4GxiYxN+OS1qCr6uO0m1eOlV6iJGib9I30n7RTSIX/fKW9j3fpbaI8VKZUTxB84j/mZP3LppT8hm02zZcuJbN16Evffv5pqtcqqVQ8RCk2xiUzrCNUT/ki2kiA/HqdQiDW1QZb2y5J+UQ8jkQgjIyNe/JYxhmw2SzgcJp1ON6lL8Xjc+3EBLrGWLUok+DsWcxW9fD7vrepLJBJefBZMJZWUDXptmT1IARDgqYhEIsELX/hCjyABvP71rwfgXe96F47j8MlPfhKAXC7Hpk2bjoeZTwii0ShnnnkmS5cu5RWveMW083feeeeMnoynE2YFSZKJQmKLBPLr/nCQycEO6BUFxU81kTr1f5iuTMgx7bKD5jgfea/jfPQkbbvtNKmxYa+y04RAXgsp81PF/OKLRKHQJEQTC33M7pNIJEIm82O6u9/P8PAbGB//ax4sjrJydR84MPDtZUTqUKfOd7+7kr1792K+18opLy/RGi3RV2hh3bJ+AH66fQGL8lUvPkaTFzvmShMVO15IVBGbKPr1n19qBx2ULn0iq8DEpnA4zNcnNrFu3S1kImU69/0Zy1N/JNfzWy688Pf85jensH9/mocfvoCWDZOE0kUqQw7PfO6v+UN+GQATlQSZSJnxSpIdm1fwP6/6JFf87G8BqFSqQJjW1lYcx/HigsT+TCbDokWL2L9/P8VisbGP2gTRaJSWlhYKhYK3Qk9yOFWrVcrlcpMyKuRJnheJT0omk97KOCGJ4oqs1WrE4/GGwlQCCtOerQAB/lRx8skn8+CDD3pu5q6uLl72spfNeL0xhre//e0Ui0W+853vPGVIUigU4iUveQlXXjlTNA189rOfbYoTfbpiVpAkWXIsS5kF9lYlM02MtuIik41e3WYrN/aycT1Zy8Q50woquV7q10v9dflaDdH2+ylidnCxjr+ySZYmTLpcO+5KoJUG+7+9Ia+2170vAhiqVYdsqcTWuXt4TmqUaLVOcWJKESmVSkSjUc5ftpmx+koiIYd5ySwAg8U085048+bNI51OewHF9tiIcqj3QrOzd9t9ol/rJJR2v0lb9cpB/YwJeatWq3x17H5Wrf4tmUiZlh0Xc8aqW1iz5vs4Tp1vfet87rhjA7VajZbnbid5wijOuhjhn63g+6MnE4u4Xyq/27mW2KShYzTOq+Y9hBbr3FVnKVKplOdOE/VnYmKCcrlMKpWio6OD/v5+SqUSra2tlEol9u7dS3t7O11dXYRC7ka7AOPj4+TzeY88ydYjQpwymQzFYpFCoUAul6NQKGCM8X5cVKsuga1UKsyZM4d4PE4sOrV3m602Bgjwp4iZfqAeDrVajV/96le+m5f/KeKqq64iHo/zghe84Hib8ieBWUGSoJncyHubDNiuGU2YtHtOExGBjjmRXD0w3f2l67dJkdhn59mRMmdyG+mAWCFAmlwJNOHTCpLjOE2uEVv9kdgRHRDtpzTZE53tVtSYIh6bGRt7H4cOncc9fXtY2DWEAZ6X2s2u1CkMDg66y+NLJd72tr1cccV+9pVy3Dq0HMcxjFXS3LNrJa9IdTF37lxaWlqmxVRpwqn7TY+LHUtkx3rZCpvdLq0c2QqWuOCi0ShfHrmXVat+QyZSpn338xnfAQsu/AXG1PjhD1/LPfd00nL2KNWyQ/uyHMOlFOlImbkv2tLUf6lyiA0bJ+npSTM5uZ7Nm8/BhJq3mBF1yHEcCoWCl6gyl8vR2trKvHnzmJiYANxtACYmJti/fz+hkJsRWwhzpjtE27kFdv7cwSk73sa7kjizXC5Tr7vbkTiO470X9UpUXIBCoUC1WnWDyetDU/0XbEsS4CmAx6IE3XDDDeTzeRzHYf/+/bzqVa/ixz/+8RNo3ZODSy+99FG3FPnKV75CLpfzPXfvvfdy5513ctZZZz0R5s06zBqSZBMeOxbJvk4mQ73Ply5DKy72MnuYyh1krwzT9fst0bcnbZtg2fFBNsROe7K2y5S6daJMvxgdx2nO8yPk0m6PVqn0yj9R2zRpE7t7ej5Ja+s3qVaXUSqdxPaRfpLzytQdQ5g6J5zwCKXSdn74w3kUi0VOPXWYeLzOtz96Ek5njdbnROgrtrI/38b3W7ZRGRzi2YVlnNfe06QE+o2xvRLRtk0TLZss+qmGfm5K6Stxlf73wJ2sXOkSpK59L4DBNp73vM+SSk1yzTWvpr9/HW1n7qbz9IOerQPZFn7z8HpevuFuALZOzCUZKjM/30Vvb2vj1+ccbr31BbDAdT3Onz9Jf7aTbDbrLcXX+aMqlQp9fX20t7cTCrkb8GazWTKZDIsXL2bBggVTba5X6HrRAZKZCrHeOLuubfHaJq5JIWLiUsxkMh4xswm4PDuxWIxg8W+ApxIuvfRSbrnlFiYnJ71jh1OVtm7d6m003d7eTjQapbOzk5GRkSfc1icK//RP/9S0y8JM2Lhx44yr2vr6+vjSl75EPB7n5JNPPtYmzjrMCpJkjPF+/erAbSE6NhHRCoHf6i+B/QHwi8nRZfrF5fhl3/bbY02Xo4mOnnz0vm4i3Yr9OnBcypfl2powaOIjxEGu0fdq1cU+B3hEScf/iLIgfX/gwMtJJn/HgQP/wGjeYcfc+7gwPcqc2ASLFx3gla8cBCr09xc466wxlizJ8773XcyePXNIdhtWPWuQ+ckJ3nTG773+uXtwMfPHX8yCRLKJ/Nn9oV2GEnPjJ5X7Ba3bZFL+ZFm9Tb5qtRq/yQ6yaNkttETKdOy9jPBQJ2ee8yVWrbqPz33uFeza1U0mUyDZW6FYi3Co0MayzDAL0mOcv+pX3LDnVLo7s+zevJ51pTaeHU5Qa6uRy+UaeaZacHBJUjzu9rdsNQJTrsJKpcLk5CS1Wo3W1lZ6e3uJxWIcOnSIsbExjxDLkv96uEgyU6HuGNrmlUinS1QqLd5KONnENxwOe+44+Vyl02nvh4I8m0Iaa7UaibhK9Mljc1EECDDbYBMkgOHhYb7xjW9w6qmnMjo6yjOf+UwAvvrVrzZdm81m+drXvkYikfC2C/pTw3vf+15OP/30aSusbXziE5/g4MGDh71mcHDwT7IPHg9mBUmS1W0yaerJbqZl/3KfTXjsGCA7742OXwGmla2XgWs32eFiMvSkLK4LIS/6V70mNNotpometkUrXUJq9ANuB7br2B6YisHxC2AXglAoFJpWdsn9btndOE6MQqGLiWqdtoyrLbxy2d2EjUM0WuC66xbyu9918/vfd7B27STvfe9vcRyDMTBaSbI514sDbB5fAMDoeCc9yRRRlfVbb7liE0w5rpUnfa1WovwC2W3yqwmBEMdypcJ99a08N56jPraE6HA3p5z6TVav/iPG1CmVeqhWa4yMDLMAcDDcsns1y066jYlKgnmdE1y2Ncd9287i1R1ziLVFvdxSxWKRXC7Haafdxa+Nm0Nq7143h1E6nSafz3vJ2yqViteOYrHI0NAQra2tzJ07l0Qiwf79+xkcHKSvr48FCxbgOA7pZW5gdd0xREJ1Pv7x71Ovh/iXf/lrkskkufwk5ZK7ylNyVE1MTFAsFunp6SGZTDI6OuoFbAOe208ImduZMz7+AQL8ScAmSOK2fuCBB0gmk/zZn/2Zd+41r3kNH/vYxzx3d61WY3h4mJGRkSNSYmYjOjs7Z4yrchyH73//+3zve9/z3PGHw6tf/WrOOeecJ8JMAD7ykY/wN3/zN94PueOJWUGSYGqVjlYP/Fxdh5NHbcIkZWoFRYiP/KK2l37bK61sdxhMBTvbSoXUqesXd5akI5iJ2BkztaeYtN8miFplEYIlQbdaOdLnxB47TkrHUekyRdWJRCIsWvROUqlNnHTSS9g1+r9T9qoZs1CoU69HCIfjvOlNZ/Dtb99JZ6e7ncWcSJYLUw8TCjk8PD6PiWoSoiU+U7yR9bXTeGH3imn7uwlhFgjRkb7RRE4rQVqJ0wRK7hdyKmqZtLtcqXBt6X6eue4u6k6IzoOrWbXq+6xc82vqdbjmmjdhzALaLr+P9NxR6jk3li0+afjjgRWUJ9MsGXkhpXyRpcYh2tictlCtcDA7we0rhkm2l7jbWczCDlemLxXqxKJRL4BabCkWiziO4/1gGB0dZc+ePSxZsoTe3l6WL19G3SkwPu4qeI4T4cK/rjFRSTBUSrMsPUQi4SpT7/vAl/j8pmezuLPA4CPtDHy/g1p1ioDWajVGR0epVqtN6QBkpV+pVAIltwcpAAL8qeN1r3sdP/rRjzwXmqRH+exnP+tuWt1IgwHuD4r3vve9Td/Tsq3RjTfeyLXXXvsnkWQxFArxpje9iUsuuWRGBaler3PTTTfxzW9+84jKkzjGph9Rxxj/+I//yPve9z6y2Sz/+Z//+YTW9WiYNSTJb1sKPZn5kaSZXGTy2g7y1nE5epKVuA9NyjRpEMzErrWLR++TphUhmeRttciOkZFr9DYrWomyiZJMbLZCJNfIMV2XPOji0tN9qwmFMRkgTK2WxpiZf4EI8vkSl166jnK57ClYJ5xQ48//fIDCI3kSZ0S4eIkb4Hwov5dPjfZQKsc4LX82Z7Z0k47Gmn7p+MWL6Xgru35NZjXhlffafWuMoVKtcs3kDlau20Q6UqZ7cAGvedm7uHtgEZ/bfiEj+7sJ7Z9HrHc/c5YMUK0bIgmX7J679GFe3DrO1j0vp7uri/TCtJuHqV7nvyfuJdm7j9jiKpd07yOicieND8QoDESItNS9lWapVIpSqcTQkBsoLVuHyH55O3bs4NDAPq746DzO7E1w1fLb2Xxfgk9/70TiySRbRuYRC9eo1UJks1GiKbju4Bkk2ovsnuxi2eJhaifFOHCnq0a2trqxUgcOHGB8fJxly5aRTqfJ5XJeH5VKJSL68xhISQH+xCFxf4Le3l6uvvpqb26wYX//O467x+jFF1/MxRdfzKc//Wn+8Ic/PCm2P1ZITrXLLruMyy67zPeaet3d+mjTpk18/vOff9Qyly9fzuWXX86nPvWpo7ZPYiLFVludC4VC/Md//Afvec97eNe73sUHPvABAC/H25OJWUGSZBKzSZLtgtHHbWLkt9pNM31NQuScLkMHNcNULJJN0uzX8t62G/Amam2n2Oq3NYedk0KTGls5sd1S+hpNeGzCpomYHbuj6zTGMDz8MUKhErt2/TXFYghSzeM2ORkmm3Uf2GKxSL1enxZbtmtXhg99aA7hcJg/qz3C8150iG2FeTgOzE+5UvbubD9fGunh1MFzOatrLq3KHrvfJa7I/vLSr221UStM0sZqrcZX89toXb6dWNjt9/CizRQKUX59aD0m4jBn8SDDzwqTdEOJ+EP/Si6c72bfzU7OYde+F5BJx4jFYl6M0Ld3bmX5SZtYlnFVo1w+xpnRYQoTcdatfZBrr19Lvd5KLpfzUickk258lsRdSfxULBajs7OTXC5H79kl2ufVyFdjfHnbM3jx4rs5+41RhkpJnte7mZv71xCJ1Imm4Ks7z6NQi7J1dB7371/CspOHOe2cbUxsWUUsVqW7u0Z/f4bR0RQTExP09/d7WzLIc1Mul5uGu7CwDg8QIMCfLK6//nrvdSQS4ZOf/CSpVMpT1R8rOjo6WLDADSM4dOjQ4yrjicKqVav48Ic/7HvOcRwOHDjAxMQE733ve4+ovHnz5rFr1y4+9alPkclkaGlpOSr7KpUKn/vc5wBYuHAhF198se9173znO3n/+9/Pxz72MQYHB1m3bh2vf/3rve+rJwOzgiRBs5IkEyzM7GazSZO90kmrJX7EQJMgm4j4qVAaegL3W3WllSEhan6ExP6lIttDaBKkiY7t9tOvNcnxO6ZzE2kypbOH6wBwadvY2JtIJB6hUpnn1VkohNiyOcOdd7Zxww2LAMf7laY3T5UYLWH+P/zuEhKhKhs29NFphlixZpIv3nEJy+YNs6xlmN2T/XxxaC6njp3P6W1dtKo0DTrAXfed/VyIIqifDdtNGgqFuCa/meSincyJTxIzVar1EBd1beW3vz0DZ4Fhf76dyWKCUxbsh14HMAyNtnKwvdXd4HZgNW3dbV5c18TEBHeMj3JTbYLn1916zuneydK64cFNl3HJRZ/l+uvP5P775xONQrlc9jKAS36wtrY27/lpa2ujpaWFZDLJnDlz6F40DtT5/eAqnjN3G1/66Qa6zg4zWMrwzOEBYA1g+OLD51M1YUbKac5MPsJGZwkAnZ3jvPzlD9DbO8Lq1X18/euXUCjMp1KpMDg4SKFQoKWlxQvylrxNAKZeI7d/dv5iDhDgaFCpVCgWi4/r3te+9rW89rWvBeBjH/sYd99997E07XEhHA6zfv16lixZ4nt+y5YtVCoV/vVf//WIyjvxxBOJx+P81V/9FW9+85sBuOCCC7joomlbtz5u7N+/n69+9aszns9kMrz85S/ny1/+Mlu2bOG6667j5S9/OYVCgWw2y7Jly7yUPk8EZgVJqtVqTE5OUiqVvOBSmL4Xmq0e2eTFJgf2yjhNeuwgZT8yZN+j1Sp9zFa3YGoy16vjtN06fkgfE7u0IiXl2NnIdbulHtvVVq1WOZDNctfoAKVSkROSrSzMtHD32Aj5eoXzu+bx/9k77/A4qqv/f2Z7L1p1ySoucrcxNsXGBmN6CS2UEEJIKPklIfBCEkh4k5AQCGn0vCEkvEAooffebQPuxrh3y2pWl7b33ZnfH6s7Hq1XLsQkJq++z6NnV1Pu3LkzO/c753zPOQ6rdZBWCcBm24DRuI2Skr9iNrfR6L8OBkrhPfd8Gff/TzU6nQ6rVUcsFlOzOScSCdxuN2azGaPRiN1uV+uBORwO3n13Bs8/HyKbzfL00+9zw5xXuOa6q/Cc6qd+VD/1jn4S2W3c3ziRbyfm4jFbVGInzl9LnLWuRIPBQCKRUGueKUouvF3k/hHjrDeZkD1tjHT2AeCzxHDqE3y6aBrvvz+Dsm9tAkXC15VhjVTF1OJdZGQdlqiVxtVHk9BnON9cpGqIJElicXcXbyhpppa1sXDjBCqmL2FlXx2ji1vpNZtp6ptEXV0flZVlBIO5fEXOcj32SZDJJojuMFCiLyEYDBIIBPB6vYwdO5ZAIMD27duxWa1AlFRGRyxjpHhm7lpE4wb+eMdkfNfpwQ0ZSc+SddV8p3gBH/ZOVu+RTdu8nDl2A3V1OfH9N7/5DgbDHF57rVLVagUCAWw2Wy6RpLYYsCKj59B5Sx7GMD4PRo0ahdVqZePGjUDuOfJ5CVI+brjhBr7+9a//2zNUWywWbr311kHLtmzZgtfrpbS0lDvuuIO+vr79bu/mm2/GZDLR3d2tLtu1axctLS3U1NQctH7vDcXFxbz99tuUlZXR29vL6tWrMRqNuN1uli5dysknn8zcuXO/MN3SIUGSxNu4yPirFRPnExOxPF80rbUYCLJRSLcivmtJUj6Jybc85fdDqy/K315M5IWiCPJJnNYFpO1DfukMgXwLVD7B0p6/JEnsCod4t7WJLbYPGVPSAcDz/hK6G0cypWEVTmOC23ZOpDY1BrPFwkibh5nuYuz29ZSW3oPDsdu/UmJrJtBRAUBLZQPpdFCtIRaPx9U6ZNlslkAggM/nU6O7rFYrHo8Ht9uNXq+ns7OTnp4eXnppJCd8tZPRX9tBf2S3+dSiz1Ds8dO5K4zbZB4yl5OW2IrrbbVaVcG+w+EgmUzS3d1NKJQjZh6Ph6KiIsbGDiPg6meCtwuLLsXp7k3c8c6lpNMpRCjX+UcvRdLJ/GbpuaSiXi6UanFajaq1JxwOk0qliMfjrLcFcchmrpnxHle8dSWRjBkDMh+HKugsXsPznZVcNHE5o0f3s6WpFPdh/RRNj6kZuuW5STa+ZqDzrdzvIBgM0tnZqf4+wpEwoON432Y+WjuCkw5vBWDzowE86Sw77ttF98nVpP0Zsh/s5H7XVDoqyogdYSGRNSBVeekIO6jTZD+6+OKP2bz5v+ns7KG1tVW1NAo9mSTtFrL+p2QbHsb/PdTV1REOhznmmGPo6Ohg06ZNyLLM66+/zplnnnnQjnPOOefwwgsvHLT2DhaCwSCfffYZkiSpOqD9wVlnnVXwd79mzRpWrVr1LyNJAkajEZ/PR19fHytWrGDGjBkYjUb6+/u/UFfnIUGShCAukUio4eAChSw3+cQmX4+Tb/URGEqYnb+ddvv8/YS1plA4vpacaS1FWlecFvnnqY2ayx+ffN1Q/jG0JTx0Oh2xTJpfNr9AzKhwSkkbJZYoybSVisodhEvacBpzE+Ap45bjT+Wy0DalLLzbdBQ+nZ6zs/XMLB6J17sci6Wd5m1nMdIfpamoh+pK/0BdN8egavGJRAK9Xk9xcTE2mw1JkrDb7UCuOKTRaFTLaCSTSV55eyQ9R9QgecHhjrMr5ubDxvEk0yZMUSOTzClVO6bVcWnTKQg3pEiUaLVa1Ug5s9lMZ2cnGzZsIBQK4XA4gIFyNfEYkBvPy0ctIpMycOyxS3n33cNQFAmjLktXxIVjl5nTuspxOMpxu9yDCG5fXx8dHR2ERnXTFB7LpVMWsWZFAzqDjE5SsBgzNCfNtMU8eE0xnm2eQXSMgbrjdmG2ZAilLbyycRqpoIETD9vAhK8E8U2xseNNE9HterZt24bL5cLj8XDMrO0EKGPjBh99i/z4J1nZGSgivXkzGZsLXShO8pmdanmVrD2LvrePeKSB1zYexlcmrGaRbiqHZz/ErN/9tnveeR/w978frRbCtdlse0RE6nQ6SkpK9vh9DGMYXwYI1/aSJUtobm5WX5Bffvnlg0qSLrjgAkpKSnjggQcOWpsHA0ceeSTvvfceK1as2K/tzzrrLKqrq5k7d646JzmdTs4//3xWrlzJ6aefTkNDw+fuj6IofPjhh59rX5PJxOGHH05dXR0ATU1NzJs3j5dffpnzzz9/yAi+fwaHBEmCwfmJtMRCSxD2RpDyB0crwhb/a11YgkyIdVpoCYvom9hHiMzzXXTaPoj9tX0t5B7KJ2hagpUfmZZP6Aq1re2/ooDBGOe0ETvwmWOUSlnmFLXwUdhNRrf73CwKFBHDH3RTU+yncsK7ZBQ9H0S8PLGilKsn7eSEke3MmnUnm97+AW2Z3YVVDQaDmrBQfIpyGkajEbPZrEZuBYNBkskkDoeDQCBAPB7HrTOjyFKuXIcEReYYF45foU7iC1sbcHfNpMLlxu3O/aXTaZUQasu8CF2PqHgv0jwEAgGam5uRZRmPx4PVakWRJNZWN+FI21EU+HvjTK4as4iTT14FKKxor6a2vp9HW47iqA0RpLSCw5F7k9G6a1sTCVpHBFgSHst4w06UBR2sbqqn3ttM+2Q3DkOSrriLd1dPweGIc8qEddhqUiRkA8s31LG9q4xQxok+K/PhBw3MmruTshEhjv6uzObn3cS3mkgWdeE8RqJ2TIJACDZvBt3qbt66qwilowmSWRTr7qzZgjhms1kMXd1Uf7yE8GFjWeIZyfEjtvLh0mOY0bCRkpJeJAkmTVqBLB+JxWLBYrGg0+lUbZLRLKyc/EuFksMYxsGESIw4Y8YMpk2bxosvvviFhO9LksS8efOQJGm/osW+KPT19fHqq6/y7W9/+4D3Peusszj//PP3+L1brVbOPfdcZs2axciRI//pPq5fv/5z7xuNRikpKaGhoYHKykpeeeUVVq9evddCxf8MDhmSJNwpgjDkR4Vp3S1aS4vIRVTILZVv1ck/nlbYm79/viVI+6etRC+gnTzFZKX9FO1orVDa9dp2tH0TYyH2F8fUjkO+yF2WZVb3dTDS24vPHMOtS/C1MYuQJPg6kJF1fNg1lsO9zRRbYsiyRGenj6bEVFb0jMZo7aLB3c1oVzfPdE4mKWdxd11GJr37wSJKWghyJEkSVVVVVFRUUFFRofZJG+0Wi8WIRCK7dQBJC1v/7qT6xAAN43rpTrjV9tOyjljMQqCnB3Mml+jQ5XJhsVgG5T+SJGnQ9RDHFRmn+/v76e3tRafTqXmJAGSbgUpriNaYh0prLm+K3Z7i2BPW0dZqQ0aH1x5lV6iKkW6Tep+Je2JHJMxzRgUlWc9E807MH+5kedCNyRShOKkQf8LMJyXVKC2dzHCtwC9XsGalj5g+g8tkw9OZZmRoE4nSYppGVNFr9PHBB3akSplzpnzKpAv7iQZM2D0KoLAmlBNi6kTuq639quVQvFiIe0IEAOj1emzxBH0ZPel0jtzubDLy6fwzuOaa53G5otx33zdUC24mkyESiVBcXExpaSkZdwpox2pNUVa2+9oMYxj/LowdO5YrrrhiyPXJZJJf/OIXg5YdddRRTJw4Ea/Xy0svvfSF5jdSFIU5c+Zgs9m48847v7Dj7A3JZJK3334bnU7HZZddxvPPP79fNetOPfVULrzwQtXing+73X5QCNKTTz75T+0fCoXUJJ/19fWcccYZnHrqqQW9QQcDhwxJEpaffDeZNlKskNtKJGksZF3RkgsB0a5w0+S70gS0bjvxvzZiLl84nd+3/PIa2nMYyhpUyGKWbwHLP4/8/7PZLMv9nax1vsAkXweJvlKunfUUGzdO4513TiAQCBIOh5HlLG9Kk3G53Oj1MX75y39QLi+gKJXgs8++TcWRz7MlG2ViUQev9UyhtruIWNw/cMI5E7Y4nsFgwOfzMXLkSBwOhzppC+uOIDGyLA8ce/e4W1NF/NfRL7EuOYLuhJtw2szOqI9tHRXoswrvVnUzpU+HLWhDp9Ph8/kGWenEtRBWHpEtVgi2Q6GQeo90dXWh1+uxWCyUr/KzqqKWI87ZSTptoq/PxX33XYTtjDYsrty5FVsi6O3FOJ1ONaBAXPdV0TAKEg+c8QgbXjMwP16DwaBJKRHJYOkJY7N5KDWXUSzLtO/yE+rsRPF60RcXYzEY8MaTuLY1sm7MSMJWO/jhpdUzmDthIxZzhq6wk464m2NKGwGwW+0E4nFVd5XJZNRyI+LYwmWt1+vprSgj7nUDOSKYng668d20hF1MckVZujRCNNqr3q/ZbJYtW7YQCAQYXWob+K1kuf32J/nznxnGMP6tsFqtQ0ZuQe5Z/Ne//pXGxkZ+//vfA/DZZ59RU1NDaWnpAYmWPw9isRjXX389o0aN4pprruFPf/rTF3q8fESjUX7605+STCZ5/fXXmT9/vqr33Rc8Hs+QBOlg4pxzzvmnLW2LFy/G6/UyatQoysvL973DAO6//36uvPLKAzrWIUGSxINd6Eq0xCY/JF3r+sqv5SXIRX46gHzB81B90K4TE7nQvohjivYLkTedTqfmyymUeqCQ1Uq7nTZRYiF3nbavhcToAJ8Gu1nveZlJvnaiPZXccPRTNDaO4ZlnTqGtrYtwLEAoECESjg6IdDvQ6/Vs2nQWRxwB11//GqNHL6ex8duMd2/g/UiIcV7YzIdU+kKEcJLJ5q6X2+2mt7cXq9VKaWkpZrOZnp4eNXW/TqfDZrOh1+tVUmWxWNR6ZrFYjGwWXn75Zk6/6Lcs66vHaUwyxdPOFM/u2kHvNU7k6EglyWSSZDKJ0WhUCXW+GD4Wi6lFXNPpNGazmaKiIvXaxONxIpEI4WAQj8lAVtFhNqX49d3nkA2YMGAglZZwGZNEMmZGenMuOnFfmkwmdiUTLAgFmOYOcdLIDWzWHaaeZyQSIRwOq9FhKhkcCOXv6+sjHA5TVFREdXU1Foslt/3GrSQGzsFkMNA8X0Kx2kgGItz3+2d5sOcEusNOHNtiWMrL6e3t3cPSqCWLYmziRgMoCvLAy3M8awQTvBuayOTqDh5++BWOPGo0ZrMVaeD6ZDIZenp6sHWYGUWuDMvDD/8IuK3gb2cYw/hXoLa2lhtuuGGv20iShMfjYdq0aVx77bXcd999pFIpXnjhBTVcH3IvySJPz8GEzWbj5z//OTfeeCNr1/57EosJK4uIWN1fFJqfvgjsLdx/fyF0ZoqicOutt9Lf389dd921T03SlVdeOaiyxf7g4KucPgfEpGa1WrFYLFitVux2u/oGLyZEo9GorrPZbFgsFrXulSBNQrQrEvNpy1bA4LIkJpNJnXC1REiQNjHRiPa0WZy13/N1Rfn14kQf8v8ymYxaJ0tbwFVYCLRaH7FenIO2/yK3zdpIv0qQEr21/PSYx+nr8/Hww+fT0tJB0tHHEf8d5fAbjehNu61UOp2OYDDJwoUxbr11KtmswqhR/0tz83ROcobRRcYwztvJLqMLSadg0CtYrRKVlZV4PB4qKiqw2Wx0dXXR2dmpRrxFIhFCoRDhcBhFUfB4PNTU1ODz+SgtLaWkpASfz81ll/2MYnOES0YsZrSja9C9saa3mqLQSNKpFIlEgkgkoo6DIE1iLGVZVklaKBQiGo0iyzJlZWUoikJvby8dHR2qe8nqD7KtqZa0rMN7Sq6uk4JCOG3ho7YxtGwdT7nFqmp0LBYLyWSS97tzUWc3n/IwkgTXXLOaSZOaSKdziSFF31wuF3a7nVAopJb/sFgsxGIx/H4/oVBIrQcVDARIBQKYMhnMioIza8QZVrCndPjsSX4/7UXC94eJtfbidrspKysbpEMSJEnkqVKJezYLkkRjewWf7BrFE0tn0RwuQpJAVqAn6+Cih0Zw2l0lTDuii9/+to3ych9Go0I8nhsTCYX/+q9hgjSMfx88Hg+///3v9zvMW5IkjjnmGJ5++mnOOussAB577DG1JEk2m+X73/+++vJ2sJBIJHjmmWd45ZVXePrpp/fqGjyUcOKJJ1JSUsKKFSu+8KSYBytNwmuvvcbvfvc7vvvd7/KHP/xhkBtVzKH5uP/++w8owg8OEUuS9oTytT4iXbk2cksQCVG4tZB4O98llm8p0laEL2S12duPR1uQNZ91F6r9pnUdim0KsfV8S5b2U2h7tLomrUXJZDLxWmw9p9blLDD1HaMAiUjERiwWx1QWYMKlCZCgvDLJ+JMlYpuMFI0yoGQlnNk0V121hvvuO4H//u+xnHLeeqobnuWtd87HljoM/3iZ8d4ddCccSBI8+GA7v/zlSMrKykin0wSDQTW6DXJMX/RX1MkT5zFx4sQBYhbEaDSSzOr5tLWCj4ITsVkyxDJGPu2qJd5azjFBDw5JwlqVSyOQTCYJh8ODLIaCJESjUYLBIHa7XU3M2N/fT3d39yB9mtfrxWw2EwgEsDQ56R9jx2HO4PVmkAYi3oo2jGFucRkulwuXy6Xebz3pFO93dzLDGWdKWdvAdYOf/3wZP/tZOdu361XLkdFoVFMipNNpbDYbJpNJFZdHIhGCwaBaYNZkMqlRgHa7HY/Hg9FoJBi04vUmkFMtdHbmiLPFYlHr0CWTSZU4p1Ip9Z42mUz42jrIlhQj222sX1VH0mxCUST0ksIDm2eTlszYXRIej8wJv3JzXMVmfL5+LJYILy9TABeKItHfbwb2bbIfxjC+CHg8nv22cAi3vtudi0Y999xzaWlpYfXq1YO2C4fD/OQnP+Huu+8+aP20Wq3ccsst6nfxMn+w8jF9kZg3bx7PPvssHo/nn4pe2xfsdvsBWbj2BqPRyGOPPQbkOMJPfvITVTKwfft2zjrrLCKRiPrcveKKKw5YK3ZIkCQhABbuNi3yQ/+1rgRhoRGTglaLJISr2tw6Wreb1iVWqHSI1oWVD20up3x3nnbfQsLwfBegtj/5yRLz+yIsWNr9hHAZ4GLPDBb2bWaKr53jzvwtgaiT9z47lprJ3WSOipNW9MxvHsuZI9cx+6I04bSOtJI7jxHWfgx2K1//2VJ6kw42BCvZ1FdOcOxOQi/pKJadGGeDQbc7SabNZiMejxOLxVCUXISVsLyJCKtMJoOzEoon6LCY+8AQJOsKYXM6sQDlVa38z5Z5GPUyeqPCgtYGsn1Znjzv7zzz+EksXV9OcXGxmtDM4XCotX5ENJYgSkKf09raSl9fHxUVFWSzWRKJhGplEeLyTCaT0yxlcnolpzPCuVe9yVvB8YTTRiwGIw6HA4vFokbqJZJJHtyUqz033bSacNhId7eV0tIY0agZWTar18JgMKgJUrPZLE6nE4fDgdfrJRaLqdbJSCRCJBLBYrEgSRLJZJJoNEo4HFa1Rj/60XE89dRrPP30Kk48cSaZTEYlpYKsAyrJSiQS6vEsej3ezdtzei2DgbVHTyeWzL14JLGwsruGJn8xF479lJ0RH++1jyPu7qXMJDPhOB3bIjmL05VXzgPeGvI3MYxhfFEYM2YMt92225IZDofVOoeF4Pf7eeqpp/j+978PwOuvv74HQRI42K6lfHfPaaedRnNzM6+++upBPc7ejl9XV0csFlPzrO0LFotFTfHh8Xi+8Npon4eo7A+MRiPd3d3odDpeeuklJk+ejN/v569//SuTJ0/msMMO44knnlA1qvuLQ4IkiWSSwvqg1VVo8+Row/rFd+EW01pWtG4urXVIK67WCrYLaZsK1Ts7UAylhypElMQx9zZG2s/848iyzKfBdsrqwshKLoLtsZajMU1uQwfoZB1LdoylRMqSzOrpT+UEeqt7qym25dwq28PlmA25G6g/aWNjXyXHVG5H+upOMstGoyhQZIqhKLvPIRKJEI1GGXeqG2uRnh3vZpATuUk4Go1S1KBn3o02DHoZkIEU0DvwRy61oazjo45RtAW8nBb8mF99azEAW7duYdu2MH6/n2AwSG1trerOEpYTbdoIg8FAUVGRaqHxeDwqqRRuWkXJ1S0SaQMi0bAYRN6JjMVozOIiQVInqa7e/v5+ommF/3l3G+2jFTDC0TPXs2JFFffcM4mTT97Etm2V+P0mFCWNXq9jypQW+vsTLF/uUGuzCWuWeAiJnEZChC3csLFYTCU82u0lSaKkpIRQKDSg58qqUXzCcipSJIg3V/EGJY5Xs30Xa6QR9HeliSl2WnpHossqREblttkYytWi2hndfX/FE2aUzCHxqBjG/0Gce+65rFq1Sv1/9erVvPPOO/vc76c//ek+t/m8z/ahIPLAAbnnRjS6l60PPqxWK3fddRctLS3cc889NDY27nOfcePGcdFFFwFw8sknf9Fd/MKQyWR45plnuPjii9Vl7733HkuXLmXp0qWcdNJJ+yVgz8ch8eQT7q14PE46nVY1NmLy0AqZtS4ysY34ri1SK9rUkhEtGRIus3xyVMialP+pzYgtlmsJmnZbLSHSEpx8YXkhApXfdy200XHCYrZJv4EzrGGUjtE8kTGh1+dcVzZDmr6kndGJqcyyeHl83Qjihjg62cCkZDnB0fOptgXIAm9sOZxM3EJpyMXxBi/vJizMHbme5MydyM2T0NWuR5JgRXIEkUiOXE29ysWEY7JAluo5Vno365GQCOyCTDqLQS+zI1zMsp2jcenCZNI6EnEJixUczjSJsJGi6ghTK3fhqd79kNHqtpxOJzU1NVitVtUqJNxZOp0Ok8lEKpWioqICs9mM3+9Xr7HNZqO6ujonut61i0AgoBKsiGN3zZ8sOvRkcRqTtMRi9PX1YbFYaO/q4cnVUVJ6HaYQJH3w3saJVLd1YTab2bHDTl1dJ1OmxAauu8KVV35GOGzgj39sYMmSikFaCCHuj8fj2Gw2lRiJBJiCAAoClEqleOutSr7ylV2ceWY/H3+cq1UUDodVDZy4V0TbmUyGcDis6viAXPqFhR8Q+TDDtm99k6wp9/OXJYm310/GZMsQjtpIZ/SYjWmmjGihxtWPv9vNCROivPX6fv6ghzGMg4g//OEPX1jbn8eS1NbWxqZNm5g0aRIVFRXq8vz6YRs2bGDLli3/dB8/D2pqajj33HP3abFxOBzMmDFjyPWKorBmzRpMJhMTJkw4aP2bMmXKQRW2i7kiX5Rtt9uZMWMGxcXFnH/++axatYrFixcfUNuHBEmC3dFqWu2REOPmJ24EBpEirVVJECxt6LzYV2thKhSBJo6VzWZVk5x2G20U21BWokJkppB7Tfun7V+h9TBYk5W/PpvN8o/urcwcm/tBKuU70CsSH7ePwmFOUefspbXpWK6uGYcsy/xMX65aHQLxGA8EvVTYgqxrnMEV2QnEExEUo4Kk15OOuElmDRhNCcz9PlK1uTzVYSxqnxzlekBma6iUSluAiim5saudBvG4EZAZ5eylv8zOf43+kCOqmnj2WS9nnRXAZFJ4991pLO8bQw9Grj37AwAWLy4iGKymrm4EkyZNYuzYsciyjNlsHjQu4kchrCdCsyRJkiq2drlcFBUVqa66srIyQqEQnZ2duJJp+mIOKqwhTLosnXEnuyJeDF09bAmEMRgMbOsKkzJUkfQqJH0w2drGeVWfcNvDxzB5cgff/nYTdXUhzb0Mjzwygssvb+WSS1pZsWKEen8KbVkymcTpdKqFbUW6BG0kXSKRIBqNEo1GueeeOs4+u5WvfnUFixaNorS0FKPRqEbzifvWYrGohEyY/jOZDMlkkr6+Pk47zU+sbjzzjQZsreBoy9I/Wc+uztLchRUvDYrEhy1erH0KRYsiVJ+xu5zJMIbxfxnpdJrFixfz2WefMWLECE4//XTcbjfPPvssl1566aBtN2zY8IULobVIpVK8/PLLzJw5k48//nif2xcVFQ3KOr5161a6unYHzyiKwvLly3G5XAeNJEmSxNy5cw8aSRIEKR+dnZ1YrVZGjx5NWVkZ69at22f0WyEcMiRJax2CwSeenxcn332m3V9LkoQrTkxOAoUyaBdyreUTKbFvIQuSlrBo28l3BULhnE756/NDMbVJKoWlTE0dIMs0m3cyyZybyLKKxPztU0npM1S7gmzdchLfL52oio8FIdPr9Xhtdr4WOYNlO7q52ltNNBwmKsu8m+yj2+fnxAmr0aMgLzmS/o4MMw+P0qXPsunFXFh/LBbjw1+GOOOeGkb7uvmovQFDFFyWOEmzjgZvF+m0gtOQRNLL/Piz8znt1Re54vxmLBaFG27w8Yc/fMap0mcArF1r5cUXq+joqESWRzNt2gSqq6tVApFPliFnIenq6qKjo4NoNIrNZqOyspJ0Ok1fX58qjrZYLNTV1WG1Wuns7MRgMOB0Oln5iY5JZ+cE72+uOYz6tb14/b10DIy1P5QGdxVph4IkKzx/+X2EAkbOPLOD8vIMdXUh/vpXL+3tRdjtdqLRGAsWOLn88lZ0Op0ajSnLsqpnczqdqpbL7XbjcrlU65bQmfX09BCPxzEajcTjuWtrtSY588zFPPHEBNXNZjabSaVS+P1+NepREKP4QE4lRVE4++ww118fYGkgwfz3FGKVEvHygQSZWVD0ICnw26Mf40+LTqPdVEK0QkfiDBevfDITWLp/P+ZhDONLAIvFwiWXXLLXbf7yl78MmoDr6ur4yle+wmWXXcZDDz3Eyy+/TGtrK1arlcWLFw/SAXV3d//LLUnpdJq3336bhoYGli9fvtdthQV+wYIFzJ07F4DGxsZ/Khv2vxLaQCaBRCLBCy+8QDgcZsSIEdjtdjZt2sSOHTsGle46EBwyJEmIfbURbFoxs4CWoBQqD6LNb6QVZmutD4VcZeJPCI5F22IbbWoA7b75ZEa4CPN1UfnWIq0+Suxf6Fy1AnExTrIsD3IzPt23kxMn7PbZf9R4GN9UZpHKSmxpjnCWp1jV4AhyJNo0GAzU2Z1Um61qf16QWjh85mccZY6SzurpfW0UJQYnl1zyJyoru3nkka+zc3uSeLx1IIN2iiW/jnD0LxwcW7mVxbtGMdNfRG8gwgbTVCyWIIonjMklY9MneePlEi4+fReQ5cILcy67zk4d//VfpUAxGzeC252lsjLMpk2b6O3tpa6uDqfTqYbzCwtST08PbW1thEIhgsEgpaWllJWVqVYjl8uF3+8nHo/T19dHcXEx1dXVpFIp2traKC8vRxfZ/WAr6+unOqWQtVjU8dJJuWtgCkDMIfGjV7/Oz2Z9TCJxFJK0BIAlS2ysW+fG4/EMWHKy3HLLRG64YQuXXrqFf7x6JAGjGavdQnU2rRImSZKIxWLY7XYmTEhRXr6St9+eQTAYVFMHaH8HZrPMaadtJ5NJ8pe/1KnlWTKZDNFoVNUgCVItxOCnnRbhxhv7ydhc3PjixaAHXSKDsasPmz3O+PEZ9FKW78/6gKNqGpk1Yju7kiXct+x0lnaPYtZlTSx4c68/4WEM40sDvV7Pz372s31GcS1evHhQpPPq1atZuXIlgEqIPv30U3X9/Pnzv4DeHhj6+/v529/+ts/t7HY7V199teqO3xui0SjvvvvuQdUsWa1Wjj322P3Sl+VDGCPy9cSyLNPe3o7FYsHj8XDccceRyWTYtm2bOm9+KYXbAloLSn5SyELbCQIkrERaYiTIhZZ4aN1z+W1pv2sj6rTtirbyLVHiu9Z9ls9WC7Wt3VYQNO1+hfRU+VYoSZLoyIaYNFDvbP726VxpPB67NSd+r3F7VOuFdtzEucXjcXVMstksj0U3cOT0lTgMSbI9DpT1k/EoVoqKimhquoG6uv/ipJM+ZufOc/H7/aRSKUzeDLN/ZcXtSaGTYHb1Dp7qO5qLlLGcarCzffMagsEm+uxFFPuD/PS/26mszD14jjgiJ6Tz+WQuuyzGTTfp0OlyAsh0Os22bdvo7u5W/c19fX3U1dXhcrno6emhqamJZDJJfX09VmsuTYAIF45Go4wfPx6DwUBlZeUgEu5yuZCkXFZwg363liAWN5HJhNVtSkpKsMRgVx+4t2ZIFhv4oGki9a2VdHfoWL26Gq+3jd/9rpNvfctMJGLFarUSiURYuVKHzZahtLSXtSPHkHbljlO+sxU5HBlIEyBx220vDmQCVzAaYwSDKZ59doTqShP32/e+N5O//nUJVmuWs85qIRrNEAzqaW7WsWCBW42QE/eKsCDNmhXmtMsdfO+NC9gUKgcU0EkoG7cTfPcNdN4sT2zoHnS/rlo1kXHjdvGPrz9AT9RBiT3C7RcN/dsdxjC+TMhmszz66KP85je/OaD9IpEImzdvHrTstttuU7M+JxIJbrvttv2OLPsikEqlaGpq2ud2er2e+vr6QcvmzJlDf3+/Wu9OIJvN0t09+BmxN7S1tbFhwwZOOeWUguuNRiOXXHLJ585TJeb+QlahsrIy5syZwzvvvMOuXbsGieeF9exAcEiQJC0Z0JKYvfkP84mSIBDCeqPNjC0GRZs8EXZbnQr1Q1uCIt91Jkx2hXRNWsIj+qAN3ddavrRuRG2fhroBtPtp+zrPXsPi9pHEIj6+a5uH3WAcFC2ntVZprWDiU7T7sb+b+nGrcRkTnFS6gYbR/TzdVEN7yD4gLq5Cp1Ow23vp6+tTs6SfcksVNjdsD5egl2RiGTMevxV0DIiRi6iunsdEt5seew/LltUwefL9FBX1q+fm99t49NFZOJ1hnE4nBoMBu92uXjuhsxGJwGKxmEoiysvLqaysxOFwkEqlVFF0S0uLKoAuLi6muLgYv9+vuriEm8pVtLuYY5HPR6XspL+/XyWXY6s8fNYdIVpuxNyrEKs28lKPlblGGa93NDrdZsrL2zGZJNLpNF6vl3A4zM6dGa6+uoF77tmGslSPlAHFAGmTCYfVislk4ve/fwSnc3AOlbPPXsmpp67iN7+ZxKpVxcTjcTKZNH/8425rocUic8klu1AUyGbhl788krVr3XR2dqq5xYpqDLjOnsX8UDXzPwRZp0PKAgaQEhnMKxbjraxEr9dx1VWlXHddO7///Uz0ej3JpIGKimnccMOLfPzxNWzc2A/cN+TvcRjDOFTxta99jW3btg2y+ACDtDeF8MMf/nC/JvHbb7+diooKuru7URSFWOzLq9+z2+1DJuzs7u7mzTff5PTTTy+4PpvN8pe//AWPx8Ps2bMJh8NDHiedTvOb3/wGWZZJpVLqcQ0Gw15Lo4ho5r25zILBIO+8846abFhAW7rpQHBIkCQorP/JJyn52wtyoXW3adtJp9ODiIJwTUiSpGYr1h6nUKSZdrn4LpJY5rvOtNtqyZ5w3eVbkLR/gOr7zncV5vdF+6koCoc7fdSlzsfpMGDMI1va8RJ9EaRJURQ1GioajdKXSWAzpMgmzEzy5d6EUqlcrbVoNEpXV3Kg7SyhkJ9AIJCblK0+4lkji5fV8Id5L1FVEuF3f0nin5SrDRcKhdDrJWbPfpN0egw7d87i7bfv5rzzruHRR39FNJrCbDYzfXqKqqpOurq61EzZ5eXlOBwOstksfr+fWCxGR0cHfX19FBUVUVtbi9vtVsXQ0WiUdDqN3++nsbFRjT6JxWKqLkhYBYuLizGbzZQXOUhkDZh1Gco8PiaUeOno6KCxsZGuri7S6TTnTHDzysY0kbCOeFrGNCKJtd+J2Wwmk5FRFHjxxR2ccooNnc6nprGIx9MYjQMkWgYFUAwGvF4v8XgYmy1JKGTh5rvOp22UF5s+yf9e9BBOZ5rf/OYzrr32KDZtMpHNSthsuftj2zYLV101ha99LUZ4TA0ftEzgmBO20ZAIEYlY0Oth0aK1nPP4D1kTqRyUV18ZCP6wbmkkO5B6Q5ZlFi/WsW7dSByOxEBEnB693sNjj/0Qi8V+wH78YQzjUIE2DYYW+xLx/vGPf+Tyyy/fZyLIWCzGjh07/qk+/jsQCAS47rrruOeeewYtj0Qi6lyphSA0Q0EEz3R2dvLss8+SSqW46667ADj77LMZOXLkIIKSSCTUOS4czr0cO53Ogm0LecL+QCTYPVg45EjSUCY07eBqdUDa5JKFiIVgnloNCKC6JvKJ1r4E1YX6pP3UapaG0hrt74SjPa62b2Kd9jy9AyxZS4Dyk2gWGkdhLckVQUxhBXSSnkxGj8GQ5Rvf+Ad33vktwmEHP7j2XlqjXuzFSX7xiw+59tpaLJY4XZtiNByVZfzkPu6/fRTPPPIOjz32DPAMTU1OfvCDacya1cgRR7QBHwAj6O4ezzvvPEZ5OYMSf+r1erq7u3G73TidTkpKSqitrUWSJHp7e+np6VETMQoiIsZc6Nq0ZWqKiorw+XyEQiGSySR2u10951GjRhGPx6lyuXhsy+EoUoZvmItw2OyMHj0as9msFsRMRMOcOsrMe00ZpEiaRmMxk8duxLzcxR/+MJZf/KKL6dP9mM1xtR9ms5HSUj3qb1tcdp2E0Rjnv//7L4DEL3/5NT4trWaX3wPA+9sncvrYtej18D//swyAiy+ezUUXHc0LLyxhzJgE8+cvJ5oyMeWBy0CS2BoqY+0dP8Ogk1nUOprTHrqRxlSpeq1NrVGk5e9j93rJhMOEm5oxGAxqlFwymVSLh4rfTE7kbySblVEU/37ds8MYxqGGVCrFVVddRVdXl5o3yOVyce+996pyA2F91UKv1/Poo49yxRVXqN4AQZicTifpdPpLkUl7bxAJbUXCXIDLL7+chx9+mP7+/kHbCuNCISQSCf6cVwFbBJAAvPTSS1x00UUUFxdjsVgwmUzcd999NDY2ctddd6k57JqbmykuLh5kTTpQDdHBxiFDkoQbCwZrfQppksQ2MNhioiUNwlpQyBoDu6PF8nMvAWoEmZaUaK1M+dFn+QJrLbES7RVyp2nPNd9Fp10v1uWPTf545OuiJEka5BoU0I5DLBZTcw4pykBNtLSVTz6Zx8yZC3j88ePZsSPOr379CvdvnQuShKLAVNdOFixYy+r+KuZ3melJOBht7uHWJwdnZa6ujvKTnzTS0mJDHLax8WN27IhSVzeG6upqVcOTSCQoKyujpqaGzs5O0um0+uORZZnS0lK1RIhIPgqohWxFGD2gCvdMJhNFRUX09fWhKLuzgkuSRNbkoGmXH7k3xumuUdiMEp5SsxqmX1lZSVlZGYFAQD3eRVNN2B2dbClfzZMbj+KkSY3UJUdis60E/Lz55nZOPbUaRckyZkwvv/vdDhYs8JCVRcET0Ek6vv/9B7FYcm87d9/9dzZ3l3Puk9dRbgpzVGkXwWAxNlsQozH3gHj66U8G7h8d0WgJBkOSW947FXVQFdi808lV7/wXQWl3rinh4pPXL8bc70eJRClyuxl3xBGUl5fj9XqJRCL4/X41HUHOathFW1sbTqcTl6ufa665n1//eo/bbhjDOOTx9NNP8/TTTw9a9stf/pI77riD/v5+6urquOSSSwY9dyGnbXG5XDz77LPIssyKFSvUkiP/6iSRXxTa2tr4xje+wYknnsgPfvADdXkgEBgkR5FlmfLy8iFdbQ8++CDhcBiHw6FWPtDCYrHw1FNPEYvF+N73vofRaCQSifDoo4/i8/nQ6XRqTU1Jkr5QYuT1eg9o+0OCJGlFy/nWm70hn0xplwvLgliXTx5Ejav85eK7liQN5drLJ1mClMCeof+ChOWfm7bfwpqi1R2JbbT5gLShj/luRu1xtXqoQlYvRVGw2+1qagCfwUIkY6LI0c/aprGMaNvEVVe9SzIzl4dbjsHjDbG8q44GbxfLkqM5nkbmd4wlIpvZubOIH9c9QzoNIp9XOi2xcGE169eP4brrPlDPc/bsT/jggyQdHb2MHj2aiRMnqiVAfD6fmsYhkUjQ19enFj4W4fSyLKtuQnE+2WwWs9msmoTdbjdVVVXodDoqKytz2bUjEVXn9D9vbaIpojUdpzhthITL5cZms6mWFchFLJrNZlUHlc06mdQb5qKxK3hmyxFQB9LWEznJ8Bknj1rPuHH9ZDIJ/ud/ciZ4u92R6+fAZc/3+cuyjnh3FRclFDzGCp557tekYjG+8pW/MWpUrgxKS0sVJpMVRSliwYLrKC1dxQs7yxDMy5DKcOG7N+X+l1FdbIpOwdzUjbW7B6vLxciRI1X9liTlcjGJpJRms5lIJKK64ILBIOFwmKuv/jMGw555SIYxjC8LKisrcTqdNDY2kk6nufHGG7nxxhv53//9XxobG/nlL3+p/r4Fbr75ZlyunF4xGAxy6623AjkrktlsJp1OE4vF/u2WjoOBQCBAd3c3paW7rc+ZTEa1HCmKQigUGmp3gCEJEuQsTXa7HavVyv33319wft+bu+1g4sorr+T666/f7+0PCZIEhV1X+RP6vgRX+fsWskjlW4PEOi3h0NaE0x5T/K91qQnyo3X7iTa1Qm9BvLSut3xNlNYSlN9n0bYgT/mic9HvQuc+lO9dknKFWJPJJIqicLTDy2M7j8bVsADnxC3siss0zS8lfawejy7E4rYxnGztZmnEy+Sidp5ccTihiISzPEXUbOaam6Zy/VXbqK62Yzab6exMcscdo5k+XaKpyUddXR9bt3q5554pBINuIpHdmp+GhgY8Hg8Gg4GysjLMZjMbNmygpaUFp9NJaWkpkUhETbEgiIvwPwsiKFIdCEuSsEY5HA56e3sxm83oLQ6aIimMwQzWxgD9RxeRKIGXYhJvfdDCVUenGVVRhMFgIJlMYjQa8Xg8wG7XaTA4nQndAW4+8mVe3Hw0rzRP5pXmyRRnQ1x18QKuPPIjdZxtNlsuT+PA/3qDftB99dzqo7npk/PABmQT6FNxflH1GVbrbhfXQw99jdmzowQC84hEAjzZaQK9hKkfUkWQMQ+U60nmSLoxGMPw5qvEgkHMTie6gXu2r6+PUCikBjSYTCa1Fp7JZFJ1fG63m1gsRjweZ9OmUcyYsUZzBsMYxpcHtbW1XHXVVYwZM4aHH36Y999/n2w2y29/+1v1xauQyPjXQ5hO0+k0VquVRCLxH0GQAFauXInJZOKyyy4jGo2STCYJhUIqaZFlGbvdvs92hhKtizlT5IbLhzAu5GfM/iJwoLmrDgmSJAZNaDn2laE0nywVssxoo9jE8r0JoQu1rSUdWiKl1TZpSVChRIdaS5NWSK61Fmlz2hQiciJaS+uSy3climNptUjayDUxJvljJfqUzWYxGAyMUYrxp2x4THE+WlVHuNRDhS7J0o56Jm8dh9FxNP3yLoLT+wkrlWQ/SZA+W8ex9dv56LrD+P2iaejXDky4mTSZmVkWSLDmxTGcWLGaXcuNdHYWodfrVJPrihUraG9vp6GhgZqaGjVD9oQJE9i1axcdHR24XC7cbrfa70wmM8iVKMZREKhUKjUoNYTb7aarq4tAIICjKOd7N/UlCR7mIlIPSJBx5sbmwaUdXDNbwmnOJbAUeYdkWcbn8xGJRHC73ezcOY1xkc08/427mf2LXxMxWOgtdvHbZWexflcN9573xMB9NOBGHrgd5ayMMAE19hXzp09OGHTPZPUSvqkbaGpSWLq0ntNOa+Goo5Yyb95SFi8OsX79aLa4PRjCUP/UVpovaCBRKmEPpajftAE5GCAajdI78AAPh8OqG9dut5NMJtHpdDgcDvWh5fV6VdKkHdtgMMgzz8zD75eAzxjGML5sOO644xgzZgyQ09ssXLhwUJ4dLUGaOnUqdXV1zJ8/f0jLSSKR+NJrkQph8eLFTJ8+nZ07d6rRxOFwGL1ez/Tp0/dIC5CPQqJuYRwwmUzodDpV/9jb20txcbG6ndZI8UXjQIsNHxIkCQaTk0LutqFIzVDLhmq3EPLJBAwWQBeyPmnbLCT8znfR5WuWtPsUsp5pdVKCFGhdd0PlYtJ+5qcm0C4Tyw0Gg1rGY2cqTkfV+0xy9GGLp9m1tpSqy8NsCpRxhN+PIaPgcDiYnaplQ3gLU3y7SJxpw2aII0sKx9dthbpc26H0npWkNwVHs+0DBWu0W82ObrPZ1GRf3d3d1NfXM27cOGpqaigqKsJoNLJ582a2b99OQ0ODWnoGBkfqiT+xTJyrsLiJ0FK9Xq/+mP2H2YhVKpiCScau+4xdk6fRX2om6VV4sbmRo+QsJSUljBgxgmg0ik6nG1RfraKiIqd7MmR5/vq7+OrPf4K5V0+kRuHtpslkZB39vSZeesmHjRRhjxkpraD09fHWWzOon9XIN1773uBrmM5FoK381MyiV8fQG3Iy7vAAp5++iGxWR1dXP3pzH1mdE1MK+qbVkPCBISFzXHcHiseNvaqSzZs309nZSSaTQafT4fV6mTBhAqNGjSIajZJK5SIKe3t76e7uVjUWWsKuKAqRSAS9Xs/rrx/DMEkaxpcNEyZMYOLEier/zz//fMESFgIiwOfLFs156aWX8vjjj39h7ZtMJubMmTPk+mOPPZYXX3xxj+VaQTigakfz52UhpzgUsU+SJEnSw8CZQLeiKJMGlv0KuAroGdjsvxVFeXNg3U3AFUAWuFZRlANKpznUzanVKhWyJGmJwd6IVCHSVIj8aC0U+e1q3WNa0bhWO1QIQ0Wn5f+vFWtrS7Vo8zwVIlTiXPIJ3VBib7HOZDKRSCSYH97IhJp+MimJLf/wEkw5qSJMMmMk0j6R0cUlOJ1OxmWsdDfNZp30MRX2IJG0DaOUxW3a/XblMibo7zQRDQKKgrVIYkppO8Yrylj3v8W42vuxWq2UlpaiKApNTU309vaSzWaJRqMkEglGjRqllhKJRCJs2LCBSZMm7ZFktFC6eRHRKFyUmUxGdXcWOS3YiyIEymyUKGHKVq9lzEgrt573GA+sn8vGiI8NsSIm1a2kpH8Mm1rMrG9LIBn1HDvBg9Wa+0F7K7fjqdpKd9SJxZ5igm0pa9PHYApJxCv0nP6XHzGjYwkL58tUliwndvgR1EeCZMMRamraWdQ8NtfZLJgzMlmdhCxLKIDHB41HnIVs1PGNV2dy77Qumpt7WLeujqXFThSdhD4OvUdZMMpZZu36kK2bc9oyYS0S901FRQVHHnkko0aNwuv1IsuyWrtOkD2xLJFIqONqMplUl+MwhvFlw5gxY/jWt75FbW2tumzBggV7JUnr1q1j3bp1/4ruHVSccsopPPnkk6qF7PNg9uzZTJ48mZ07dw5aLkkSDQ0Ne81Ovn379oLLhadCWPVF2L/P51O3EUXMxTxWKNLw34n9sST9Hfgf4LG85XcrinKHdoEkSROArwETgUrgfUmSGhRF2eeVy5/I860ge7MC7Y+1KH9doe0K6ZeG2jefQAmIRFf5FiOtdqnQMbUkUJAlrRtP+ydE5fmkayiX3d7Gob+/H6/Xy9ZwEGftBlzGJLaOEEubPUy8zk9a1uEP2TjW5VQtMSaTiZPMI9nU6WVNKBeSb3c46NPp2GFqZEz1JiptQTxlKTKKmdX3ZZDSRuq/bmP84V1wZRmbHynF3B1ElmW8Xi+VlZVqfbVwOMyGDRtQFIXKykqKioqwWCz09fWxefNm6uvr8Xg8JBIJ1b2mKIpqbYM9ox7FtQgEAuj1ekZUm9iVhhnxZgwj3Fx//WtUVfVx/6QtyIrETz+4gGc2HokOGUtnL4aQjni5woIOrQneACu+u/vfkYCsYG+VsHTB9rIyuoPTIboAWZap3bgOu89HSqdj7NgWVmypzl0PBcxpmaRRT3ZAsuYpNSAbdSBDQGdj0+ZJbN60lcpKiZARDBGwdmWIVRu4aMIyou1drO3LWbqcTieBQACr1cqYMWMYMWKEGuHX1dWFy+VCr9cTj8cxm82UlJTg9/vp6emhpKQERVEIh3PFfa1Wq5p3ahjD+DJB5FH7v4Cbb75ZJUgGg4GqqioADj/8cGbOnAnAfffdR1tb25BtVFdXs27dOlpbWwct/+53v0t1dfVej79ly5aCL+LaiMFcUtzBBFXMUcFgEEmSVKH8oYR9kiRFUT6SJKluP9s7G3haUZQksFOSpO3AkcCS/TiO+llIJ1ToAmi3y7c05buxCu2Tf+yhrEz50LL1fLG1No2BligVcrEJa5E4jtCN5GuItIVRhRZJW8hXu61oRzuOhT7F9m63m0wmw4eRzYyv8ZNOS3z4tyL0ej0OT5Kd4WKODLhxO3MRUaIPFouFw61W6s1WNmzYgDNtYOTIkZgsdSxtnsQCw2fUV+xkZHkvJ/9WobNNYtODSRQsjD+8i+4LxhC6p5eOjg5MJhPFxcVqkVcxMa9fv56enh4mTpyIoijU1tayfv16duzYwYgRIygpKSGTyZBIJHKCbI2oXTuO2rIs7e3tbNoVZkPMjFQLb5smMtfRRlVVH01NpSxfPpYLL/yYyZ1r2NFuR5liZzV1UJ67R6YVtXLmuPW5cdZnMOhz1rOnny6jPVBOaPRIorV6pDSQhYTFgi6VIpPJ0NnZid1uV/t1/uTl3L/sRGQj1Ab8pC02NhfbMcSynDN+FXe+ciqRIhsNskQ0Eh8o8mtAJysgg2NNL4Fx5TyxeSaTTQY8nl6sVivxeByXy0VdXR3V1dXE43GamppIDfRDlG8xmUw4nU48Hg/ZbFYt5yIid6LRqOoW/VfpBYYxjIOBuro6rrjiikHL7rjjDjXv2X8aRP4n2B2QA1BaWqpagG699VZVaP6d73xn0P6zZ8/mK1/5Cm+88cYgy/GPf/zjQdqhfwaFistq571DFf+MJukHkiR9E1gJ/EjJZZurYnCp8LaBZfsFrZtoX6kAhtLZaNftr4VJYCgB+IFAaynK74M2HL9QNNzeROViTEQb2v3zLUb5Oh2tiD1/jN1uNx9t3oS9Zj1uU4KqWD8bHZNJxgayfwNOazWlJbmIs2w2qwp7jUajGrYpMmAXFxdzhNvLdOkENnVFeKdjETVluxhb1UX5LdDenLvlRhX1sGR8DeZNLSSTSSoqKrBYLDl32IAW6ZNPPmH79u3Y7XaKioooKipi/PjxNDY20tbWhtVqxW63qwRIS5LEOStKLmFmX18fPT09GAxGlndbMCUVfKuz9M7Qs8hVgaLAiBE9VFb28eKLNfzjiUqgnbu/vYybHjyJuWcHGFvayakN6wbGcfc1f/jhI0h9GsUW28BT//0sL22fyV9XzAUkjGtXowxogkTelZwgVGGE28+s5u0EUgojjEakeBRXPMy5x36Gy5xg2c9u5ePmMQQ+u4rNm3IRaZFIGGw5c/Rxh69m6cIpbDu5knVlRzDZvZiy4mK2bdtGUVERLpeL3t5e2tra1Gi2VCpFb28v/f39lJSUqKVcJEnCZrPR0dGB2WxGknKi/lQqpZLXYQzjywKj0agGegiI3D//VzBp0iROOukk9X/xEqQoCk899dSgbfV6PZ988gmrV68etFxE9X6REHOg0+nEZrPtY+t/PT4vSfoLcCu5OfRW4E7g8gNpQJKk7wDfgd0XQkuO9kVq8l1zQxGLz/sGvDdylB81p7UW5bsN8wmL2EeQHSGsFfsUipITuiHt+QlWXii1QP65i/BLbT8Fkejs7KQ/3ovFkHvD2CyXM+bqHnY8stvsaTQY1TcQm82mWhqEzqeqqorOzk6ampqQJImysjIMBgMTZJkG5UQaexO80fMx1cWdTKztAKDaHmDGhXrWPDMCY9aIw+HA5XJhsVhUt97hhx/O8uXL6ezsxGKxYLfbKSsrw+Px0NzczObNm6mtrWXEiBFEIpE9iLU4f+Hzttvt2BwO5F4Za1+C0BgjSHDNrPfo6LDygx/MZe7cfq65Zhk7dxo44ogA4xoCvPiH55AkiMUMXHTReVRUdHDvvbuNo9/+9gq+9S1xP8CPK95k/p+s+KNR9JEwstPJmDFjCI4ay3tWA25/lEwmd728ugymLOgtFlKpFA6/nw9eq8drbuD447cTWHUWfr+VcHgXOl2Ik77+Nn998RpMMnzy8Uh2fa0CxQDWbe2EAwH8A7qu/v5+4vE4FotFTfHQ09Oj3ksGg4FIJEImkyGZTKo6ALPZrGYmt1pzxXqdTuc/pXX4T4f2WWax7BmwMIx/LUpKStScRgKFrBj/idDpdDQ0NJDNZlm/fj3vvfcep512GgB//vOfufjii7n//vv5+c9/Pmge0r5Mfx4B9VD13mDoaEDxYisK5x6q1urPRZIURVErA0qS9CDw+sC/u4ARmk2rB5YVauNvwN8AampqFKfTicViUSOHxA2dSqVIJpOk02k1Nw6g5qjQipsLXVxthmutric/0aQW+0PStNaggfNRy2qI44rtxDpBZrQWMK3PVgiMCxFFrSut0PL8EiRasiW0OlrXnjh2JpPhY6WJY2y5kE+7PUVa1jP6ygBGvXjrKlcTLIrQ+mw2q46/z+ejrKyMnTt3Ul9fry53OBxEo1HGWe1MMJ7J0h1NLK1axNEVOdNwvasPLoLVr1Qgt7QwraFBTSYp8iVNmjSJzs5OFEVh27ZtuRB+hwOfz0cqlaK7uxu73a6ahMVYxmIxNYLLbDbj8XhwOBz0+wPk4g0kFGNurL4zaz5Gvcztty/h/ferSSb1OBxm7HYdkpQjPooCF154InV1vdx111ICATMmUxabLYMkQTxuRpb12Gy5PCF1JaBEFGS7nVQ6TXFJCZ9YDWQMECux8+Ofn8v//s8/uPPOR/je9y5X3VyQI3UPPDCRhx46jMMP95DN9qHT9fK73/2d0x/+MVJWwrMmwa6LxpAskbBsaUOe/w7xAdepEF93dXWpFj6dTkdfXx9er1clQL29vciyjMvlwmq1MmLECJxOJ+FwmEQiQSAQIBaLUVZW9n/qDfxAoX2Wud3u//yZ+BCH0+nc4/l97733Diku/k+C1Wrl+uuv54477lBD7yGnB8pms/z5z3/mpz/9qTpnNDU18be//Y3DDjuMM844gzlz5gwqPRKJRPZacFbgxhtv5Fe/+tV+PyccDgc2m42TTjqJe++9F7vd/i9JJPl58LlIkiRJFYqidAz8ey6wfuD7q8CTkiTdRU64PQZYvq/2dDqdOgkLUbKWZIj8CrC7xIckSapWYqgcRbA7MaRW31OoptlezrWgFSifxIh+aL/nty9Yu9gm/zM/y7Ygi6LfWitJoTf7fOG5ljQWIpPZbJbmkJ+y2nYchhShbguW4jTvNE3ilLrcJTXoZCLRqFrLS5A4YcHKZDJYLBaqqqpobm5mzZo1zJ49G4vFouZeEmH3h/lKMTQfzVIFjq7cTZTM56dp9hfz6vJmjkdhbGWVeh4mkwlZlmltbaW5uRmTycTRRx/N5MmTAdi2bRtbtmxRE7yJtyKRKkCv16sVpjOZDN09uYDMlM9IolhCnwWdlBu3ceMCjBsX4L33RjB+fJDp03sHjW91dTd//vMqmptdXHfdPE48sZmrr/6Mnh4TDz98GoHAOK666gnq69v44Q/f509/OooV0Tq6po6lJe9abaysIyvnUkwKd5e2Jp3Iz5RIJHA627nhhifo7PQRTZjRpSE40UKyGMbEdrDtrbdzKf31elVjJJLBJZNJenp61N+PSMYpciWJQs/RaJRoNEp1dTV9fX3s3LlT/Q02NTVRV1e3x/02jGEcarBYLPz2t78dtEyQ/f8r0Ov1eL1eampqOOGEXA62Z599lo6ODq688kr6+/spKysjGo3yt7/9DYDVq1ezfft2zj333EEpEx555BF+8IMfHFQrT2lpKVdffTWRSIR7772XoqKiQzqCdp92NUmSniInvB4rSVKbJElXAH+QJGmdJElrgeOB6wEURdkAPAtsBN4Grt6fyDYBrXVD/AGDJjxBGkSUlZiEtRFkIuTQYrFgs9mw2WxqUT1BRETiPGG10JKvgfPe409LxkRftXl5gEGaHfEp/rQETftdnLtwYWm31ZI88V20LTQj6XRa3Vd8iu+iCKNIuS8mw1AoRCgUoqe/D52Uq2If682J/Yy9WT5tqyOZ1dMft2MasOYBantakpZOpyktLaW+vp729nZWrVo1yLwqSJnD4WBCSRlTm45gaftIdX2lNcTMykbGnrKWT2qXsah5B/F4HKPRqGaB7unpob+/n7a2Nvr7+/H7/ZhMJqqqqkin0yxZsoQPPviArVu3kkqlBr1BZTIZtZxJWzR3fWPlOmQzXFlbo5IkgZNOauXYY/dMnPbd7zYBYLFkmDSpg4oKP52ddu68cyIff5yLALv77nP49NNynn56NLfeupBgQ92gNvTx3Geo1MF3XryStWtLSCaTRKPRgZInWTUM1mazkU6nufLKpzAYMvzud18n2SuRtUKyGOa4NzGx5yU1IaTZbKa0tJTS0lLsdrvalrhGsizT399PX18f4XBYta6Kz1QqRSAQwOfzUVNTg9VqVX9PgUBgbz/dYQzjkMUrr7zypQzr/7zwer1ceOGFhMNhtm7dytatW4lGo4wYMYKFCxfyxhtvADkyVVNTA+QK/p5xxhmDCBLANddcg6Ioe6QFyMe+1mvxne98B0mScDqd/PjHP+bYY4/dQy5yKGF/otsuLrD4ob1s/xvgNwfSCUVRCETiSNnUIPFtvo5GPNC14mdhTdJaYrREBlDJlSAPolZZvthZG35fyNKzL592ITeddp9895z22NrttaJxrauwkN6mkEUr3/qlHSPRrhhHfzyOXpc7fnFxGBlwWeP8buL7/GjBN6lLlVBm361r0WbzFmMdj8exWq2MHz+enTt3snz5coqKihg3bpw67iLjqk6nY1xRCfrWo1kGTC9vwjBwfJ8hSkVliM8MKVavC3G8rRSf3oDNZiORSKhlSfr7+9m0aRNut5uKigqcTifr169HlmXMZjPHHLOD1tbjVY2TGPMnPmpmW0TJ+c4GXg/GewaLO9vaTCxfnivGe/TRUSoqdpcd+PjjMqZN66esLMatty4D4Mknx7J2bTnRaO6B5HQ6uf32o7j22lWYTBn0BgVDFDImMAUhpQkU2RIoZ8mSSo4+egeLFtUNIupms5mJE9spKtqOwZDik0/qicViTEq1sqlsEvXuXs6zvcHN75disQTV0itGo5FYLEYoFCIYDGI0GrFYLCqhTiQSWAb0T9lslmQyqb40SFIuFLe0tJSxY8disVhobm7GarX+n9BzDOPLj2w2y5IlS9Sw99bW1r2Gvf8no7GxcVDU27x585g7d676rNy4cSNjx46lpaWFhoYGpk2bVrCdTCbDpk2bqK+vH/JYGzdu3K9nxKRJkwZ5OHp7e3n77bcH5U061HBIZNwOJWQeXtrDBeMNmI27dTvC3aRNqKiN8lIURdVfCJKktSoVIi35JCU/U7YWYhttkkdgD7KSb2nK76f4X1jE8smGaF+QwHx3oJY0ao+fr03Sfi9k/dojq7iisHZEF6d4ukglDZRUhehNOrFYZBa8dwJnyNV4vd5BQm1BuERNM0G2QqEQbrebUaNG0dLSwtKlS7HZbFRUVKjXMJ1OqxaS6S4XnpCblztaKa1dzWHFbWQzVjBGmFbaSmBOL4u7KwluqmZCMoFOp1MjttxuNyUlJRQXF6sEKhQKYTabOeqoj5k+/RNSqUa2b7+QoqIiFEXhjc862RZJYwxlUPQywbEGDEmZUZWPDrrm69fbuOWWGmbPDjFtWlxdLklw7bWbBm27bZuDzz5zqmMjxsJstvHAA9PZts1JMqkHBUoXp+k7YnCE2LdLF/O9C1eTTutwONKsWTOCefNa2L69AptN4vzzl1JaGuDVV0fz3HPT0RsS+CfX0pny0NntxhU6DKOxB4vFgtVqRZZl2tvbicfjqpZPp9OpVj+LxaJqE/r6+pBlGaczl/9KUXIFLEUEnM1mo7a2Vt1fq1MYxjAOVaTTaf72t7+pxGjbtm2sXbv239yrz4/zzz+f559/fr+3P++88wounzp1KitWrODII4/k5Zdfpre3V52rTjzxRCorK4ds02Qycfrpp+/1uGeccQZ2u51UKsUnn3yyx/opU6bg8/mYNWvWoMSSixcvPiQj2rQ4JEhSJiETB/rCCbzWvWeYzg+x15IVbSi4NudQIQIkosq0bjrRjoCWjORHThXKcK1FoeXCvZdP9LR/wsWYHyWXb0HSHmeo5WKZ1u2i1TlFsll8xX70kkKN3s+utJP2qJsGpZ+mpknU1OzWMhUq96Eld+l0mmAwSHl5OUcddRQLFixg5cqVzJkzB7fbTSqVUgupCtdPvcPND50eNgdrWSa/zhhvF9aB/ntMcWZX7yBS3sqKlnrMnTYOq6tj6tSppFIpNepKO0b9/f0cc8xS9HqZmTPfwePpIynZCabMfNo8m6DLgiTrkA06DNkst05+mvENnyGGrqPDyccfT8DnM3PKKX7q6nIuxoceGsell25Fp1O4//6p6HS5HVpbrWzfXorJlLPKaMm9Xm/jtddGwdEKigH6jjCSzXsWPLBzLub/DQARvvGNDUyf3sW0aZ20tLRgMMhs3FjPq6+O5+OPq0imFHZW1dJHEcYApD0S7zhPwDNyBbr168hmsyQSCXp7czoqm82m9ieVSqHT6bBarRgMBnw+H9FolP7+ftVqJSxQImdSe3s7breb0aNH09PTQ0dHB8MYxpcB4nn10ksv/bu78k/jggsuwOfz8de//nWf237/+99n7ty5PP/883sU7J06dSpTp07FZrNxzjnnoCgK06dPP6h9nTt3rqpRXb16NbNnz2br1q0YjUZOPPHEPVIyJJNJFi1aRGlp6UHtx8HGIUGSKGCmy7eiCJIiJm1BArQEQxvKKPYTbeQnccwXRIuitVpSpu2HliRpI+UERB/zs2Frv2tD9fNNk6I/wi2i7bsk7S6Cqx2fQq7AfAuT9ly12qhMJoMxnaans5hUaQu7jLnIgh2dZdx87KO8lzQRDFarZLLQmItoPlmWVReOy+WioaGBlpYW1qxZQ0NDAw6HQy1eHIvFBgnzjUYjY4x29L2n8XF7D8bq5dS6+igy5YSWDkOK4+q38PEFY/hkp54Sfz8JfwCbzUY2m8Xr9WK1WonFYgSyGW783Ux+/OPNSHqJ326dxpK2XGFLqyHF7IotJFNGbMYUvzjpJeq9ucRyiYSRhx46jVBIz65dLsaNs+Hz+YFWnnjiaD74oILmZh+gsHFjBSaTCbPZjNVqpb7eQiQSoauri87OTiKRCKNGjaKiooJ4PI6js5vA6N3Zaif3BdnscJE2S5jTGT76aBTxeIhYTMe55zbzu9/NY/bsVhTFwRtvTGHnzgiKIrPL56OvsghjCLwbMgTGGUi7JQKzjsDR2U42EFRLiIgIUW2QgCjkaTab8fl8uN1uksmk+uf1etX7IxaLYTQa2bZtG263G5fLdVCFm8MYxhcFs9nMTTfdRE1NDVOnTmXJkiW8884BVcY6pPCb3/wGo9HIr371q31uO3nyZB566KFBLjYtJkyYAOSycH9RMBgMHH300YwaNYqqqirq6+vR6XR7EKQvEw4NkjQA3YDgeii9jYBWwzOUdkhLZgrtIyaRfEIBgyPHCrWf71IbdA4agqW1uOS7zLSWHe15CdHuUG63IccuL3dT/vaCaMHumlyZTIapLR4215QzpSiXqSEdteL1hvH5IvT3Z1UrlCBwQhQvxk+IysX5iXxFRx11FF1dXWzdulWdaIUFSfRXWDkymQxlkp6LHSPo6q/g49ZOWkYsZYSzH585hk6C42q2kR2xnfktDQQkDyf2A52d+P1+IpEIQYcd/7xj+RD48Omv5I4hyVx1+ALkYBJnfy9jHHGWLZvA5Zd/RM0AQXrqqeu56KJ7mDt3LffffzoQZcaMdUybtoV33z2TdevqicdbaW4eRSQSIZvNqCH0iqKouh+Hw6HeG5lMhr6+PgKBAKXxOIrBSLCuDH1Sxt3RyYX1NrbJEu6ONpIGA5JkYsGCStat8xGPlxEM1qHXm+nrS6jXzdDXi5QdTdol0X2MAX0cFF2usK3HaKIrmVQF3OJa2Gw2jEYjXq9XdUkKom4ymZg4cSK9vb10dXWpGbdF5Fsmk6Grq0sV+8fju12PwxjGoYpkMsmzzz7Lr371Kw477DBaWvLjSr9cCIVySWQXLFhAaWkpX//614fcVlEUTj75ZB544IFBy48//nhGjhw5xF4HHyKgBnIi8i87DimStD9kIF9cna+KL7SvlrRo28nXFuWLpocSa2utNvn9FlFdhciX+J6vX9Ku05I6bebofSHfgqTtnza1gGhTiNidiSTrW0aoJMnuCLNhwzFs2zZXjQbMP+f80imiXfG/oig4nU6mT5/O+vXr2bp1K1OnTlU1ScInLc5Xm4isXG/kAtcIWjuKWNzSRfOIVYz2dOMyJtFLCvNqt5CtkfiotYFYm49jOsyccsKbVMxL88vF8MOj36LW3cvf/34Yv77+PVzJBG++OYVLL12LJEnMmtWM3b473PTssx8kkTDwl78cRTweZ8qUHVx88VLeeedwPvqohnA4jtvtxmq1qgVgLRaLKggXUYQmk4nRo0cTCoWIRCJEIhEkSSIei+Fd8ymWvmqMvT1EzBaiDgdjnU5CFgtdHR10d3cPJCF0YbNBIGDC5XJiNOZIrU6no0xS+M7sF/jVkvMByFrBEMsyecM6AgPbxONxNRGkTqfDbrdTWlrKyJEjiUQibN68mUAgQDQaVd/sRNRjJBLJtTsQOZlKpVAUhXg8TjqdHk6SOIwvDdrbc5Gpy5cv58knn/w39+bzoaamhhtvvJEHHniATCZDLBbjnHPOAWDlypWk02lmzpzJY489phLBG2+8kccff3xQOzNnzuT4448/5DSFqVSK22+//d/djf3CIUWS9kZitOv3pdUpRBgKHauQ1kgg3501VD/zMZR1SvtdHE/rHhTt5pfWANRElHs7l/xz0h4vn+AI600qlUICJnaXqG2lUmZWrvw2Xq9D7Y82ki3fjZl/buJY2WyW8ePH09HRQXNzMxUVFVRVVe1BRoUrT5vaQFEUyo0mvmqqoaernPfbWpEqNjG1uA2rIY1eUji+ZguxSiMrO+vojtVzQkVOVH3GmNXUefo45ZZ1mEwysgxXXPERen0uzYHZnOGBB77KBRd8QHFxAKMxyjnnHI8kRTAak6TTEazWDJGIRCajV4XhkHtLFdY4bY2+bDaLxWKhpKQEj8fDjh078Pv9KEouu7XX6yWxbRsGiwXZaFIj81wuF8FgkGg0itFoHFQhWyTiTGcyRN0udjWM57Mlu4Xf1nQKxzvv0hqNEg6HiUQi6n2STCZxuVw4nU58Pp+aRdtqtRKJRFSLUiwWUzVMkUiEeDyu9lek0Ojs7KSjo+NfUp5gGMM4GOju7uaCCy5QAym+TPjud79LS0sLjY2NuN1ubr75Zm6++WYkSVKt16lUitdff5033nhD1bDedNNN3HbbbaRSqUHtiVQ3hyLC4fAh2zctDimSBHtGhQnsywWn3V/7OdS22sl6KCJTaJ/84+QTLa3VZl/Hz9ddiXbzRd/aDOT7i6H6qrUoqUk8ga2hEhpcPYS6vHSGeqmvd6qJB0WB2L2RJG2/BXEwGo1MmTKFZDJJa2sr9fX1g6xj2tQG2v+17sxig5GL9PWE+2p5tXMnlGzn6IpGjDoZmyHNsdXb2BQoY3tvTvz30ks3kO2Da6/9BZDrZzot8eGHk3j66SlYrQ4gzdtvH8NDD73P+ecfjtEokcmEcTp1QIJMRofJ5FC1OIFAQM1f5Xa78Xg8KIpCMpnE7/erOrJ4PI7NZqOmpgaLxcKuXbtU0XRZWRk+n49YLEZLSwu9vb2MHTsWgyGX4kCSchGDoqCsrCh0WcxsPWwGCa8FFLB2QLwcTEqGX42/l1seyUX3OZ1OVXidTCapqqrC5XLh8XhUwmOz2WhoaGD69OnqNWxtbVVLk+RciVlGjx5NUVER0WhUfYCJ3FjDGMaXBaKM0pcJIkP2VVddpS6TJIlbbrmF2267jZtuumnQ9loJSX4CTdj9AnqooqSkhKuuuopHH3103xv/G3HIkSTYs9BsPlk4EBFpoe33RbQKrd/fYwqCl++2y28rP4O29rj5x9dGpBVCvh6pkHBb6+YD1BIvRqORMS43b2+ZwZu2IPMSDmKxELFYDIfDMahkSiHdVyHyKtygoVCI8vJyxo8fz9atW2ltbaW8vFytUK0lxFq3m9bFJ9yORlnmUsMYIn01PNVTyqxJK7AP1JuzGVK88tI4qIJw2IwuEeYXv7iKP/zhfpqaHPz3f0/BbDZz6aUrCASqOOKITTz00Hh+8IPp6PUmQGb8+D7+8pcNpFIG3nzzSFasmIZenyEUCqk5hQwGA16vF5fLhd/vJxaLIUmSmqiyp6cH/UDWa2FFEin9RfFGYWESWbW9Xq/6dmg0GjEajQRDIT5yFdNfkwvLtXRLGMNgCsgkiyRSZgO/e/IIrNbOQW/Ldrsdj8dDWVmZWlpEXAuXy0VZWRlOp1O1JkLO7L1r1y6VoIk0FQAZnUSmopzUtu10damViIYxjGF8ATjttNOYNWvWHvOF2WzmRz/6Eb/73e/UZaKigclkIh6PDyJMOp0Op9PJhAkTOPnkk/9l/T8QGI3GLwVBgkONJA3hRtPqcrSh9zCYTedD6yIqhEJan0IkJX/9UGLqvS3LbyN/3YFon/bVXiENlICw2AjxtXCvfDVlx6g3EimJEDCa93ADik+tzkksyyeEkiSpbp9kMkl5eTmBQIDW1laVLIhrmu9qFJF32uugJccOs5mvJyfz8HIrlooOjqvdgj9hp8wboQPo6+vDw+6+jxwZ4emnFwPQ3W3EbG4kkXDyi198jNGY5fLLJ6DXJ7n33kY2b7azc2cDixcfh81mVvU7wqKWK3FiorS0l9bWOMFgUM1RJATs8Xgcl2s7Pp+Bujobev00gsEgOp2OWCxGPB7H6XRSUlJCOp3G5XIR8xWRCIVItbQSj8f5tLSKUJEZcy+Y/RK6jISUylDkDlFjD9NudtF15Fyck/uRsmlqdq3CF+umo8OLweBQr6/Vas2VYhnQPJnNuXMSaSiEVWzDhg1ks1nq6+sZNWoUyWSSuKKwZeJUMk4jpuJKlIXvF7z3hjGMYRwcvPbaa4wYMWJIYmM0GtVw+VmzZtHb28vkyZP54IMPCAQC7Nq1C51Ox/jx47n00kv/lV0/YKTTaZ588klKSkro7e09YE/JvxKHBEnSzv2ZrEx3Qoc8MGhFVhmnafckWSjEvdDn4PaHttjkb5ffxlDtHShJOlAXnJaQaAvnDoV9tZkvsIacNUkUhhXbiELDipJLZ5BPikS0m9btVgiJRAKr1aq6m+rq6ti1axe9vb2YTKZBmbDzBeraCC1thF8wkWXRll4+awuT1llQpDoeG1cGvUYMcQVssCsYwGyyEIslWbXKx+GH9+H3m9m61cPrr/uoq5Npa5vC8cevw+EI89BDG8lmJd54o4w77xzDyJEjqa42EIlEiEajaqqBKVPakOUUtbUZTjjhI7LZqYRCITo73fT15fQCxcXFjB/fwjXXrMJgUIjF7Lzyylg2b64iGAySyWQoLi7GYrGoLq0+j4eN9dWAhMflobumgrTdhikA1i4JazyMnIxg7VtDWg7zwn1LSWb0/HHx6ewMlLC+u5otrpMotkVQYlnmRFYQMXpo2jWSsqxCLBYjkUiodeAymQwOh4NgMIjL5cLn86HT6SgpKWHKlCmUl5ezZft2WmfOJmM3YohAamI9ruwJsGXLXu/BYQxjGF8MjEYjRx11FGeeeeYe6wQhevzxxzEajXzta1/brzYzmQzNzc2MGjVqyG02bdqkzgUNDQ2fr/MFYDKZuO6661i2bBkffPDBHtoxs9l8QB6jLxKHBEmC3EQcMXexuLWCvoSsLjfpYGqJwiiPAbtRGTSZwp7ko5BuJp8Q5QudtcSkULtaDEV28slNvnVlX27CoYiX+F8rns4/B+1x9vVd274kSTgcDtVtpK19lx+tlk+KhOVEKzTXlpLRkhtFUYjKJtb4bVRbIkhSh5rfSFidRKi5YjBjt9txWXN6GFUsrTdx3/s7yep1MDA8kiJh3JTL0Jg1KyArrKuqwbVtK8lonLvvnsTjjy8kGDTxyiuj2bKljNZWJ9lslqamowA477yFBAJxnnlmOhUVdsxmM/F4nEAgQDweH8gSu42LL/4Ig0EmnTbS1DSFn/wkZ5369NNy1qzJCZ5tNhtnnPExBkNunG22KHPmvMLatZep7jWLxcJRR7VRXNzL2x81sKqqHCkrgQKB8aPQpdMU7WzBEbJQnu4lFujB7/djdjhwOIoASMUNHJXcwgzTJk4s1vNeYAYJrGww1PK87RQUJKiDDinGTHkD5uW5LOexWIxwOEw4HCYejxOPx6murmbatGlYLBbsdjt+v59QZTlppxFrh4QpAEkf0NQz5L07jN1wuVz/7i4M40uK0aNHq7XU8mG325k7dy6bN29m3LhxBbfZX+vRsmXLkGWZRCLBkiVLOP744wGorq5mxIgR6nbLly+no6ODbDbL1q1b+elPf3qAZ7R3xONxnnrqqYLrnE6n+mJut9sP6nEPFIcIScph/rYK9DqZi47eyKgyP7GkmYfnH86KLgPrelNMKDZglBTG+fSYDdIe1gct8omJdsJWdS4DRXO1uo58AlYoUmxvpEMsLyTsLrTt/pI3ca6FSMjeyJc4X+05aZFMJgeF5GvJmIg0A1QCJLbV9lVEponxEy49kUDyzU/bWdaVSw65OWvgbGOc7u5uFEXB5XJRW1tLNtuN0fs+97x3PNDDd48uo9RtU/PzpJUMEjKgy5keZYXTp32KJOtYtqGB3qQDSw8kynTMPmMjZQY/0WiC118fyZlnNjJrVhvNzbVqtJogg3//+zT6+vqorHRRWlpKMpkkEAio98ecOZ9x1lnLMRhkZFnHwoVn8tlnoznqqDDHHruV6dM7mT69c8jxdzoDjBu3nNWrp6DT6Zg6fSuGcQmSOonN/koyCT21m5rIprOkLFmkplZmTejEUOJk3TqHKpi22WwUFeUeFr29Zh54YBIGg2FAlyBjMqX5xjEfscZUy2fN40kUKwSMNt6SjsB+VIKJnVFOqF9PX5+TTKYeRVFYsWIFXq+XsWPHEggE6O3txTPdzVapjPGeTuaVbWFraxUrdjTgy4wY8hyHsRslJSVcdtll9Pf389prr/27uzOMQxQ6nY4LLriAd955h7PPPhuAcePGDUmAIPesFdFsnxcffvgher2et956S132yiuvUF1dTTQaVQsBz5kzh3feeYef/OQnvPPOO8TjcRYtWsQxxxwzqL2FCxfS19fHmWeeeVAj1bQZw8XckpM7HDhhEmlMIEe+DtRCdUiQJJczgc2Q4Dtnvcu5xyzFadsdSTNz0grW7xzN/e/OZlVXboA29cuM9RmZUmIATci9IARaF5MgCLIs0x7O0hyWNWQgo64zG3TMqLJhGJjg86PM8onO3nyoQ7n39oV9WZrEOWrPa6h99lfHNNT/WlG1NoGk9vjiUySJFIlABWmSJIl31nSzrCuGlJZRjDqMwAnHL8GoX6eWF/F4POj1CVL6Lu5573j0isyRM/6Gz5UeVKbl7HM28cGnU5BlHYeN3sn4ul10dRVzzlHLuOulM1niq8IhJ/nGmcswG7Ikk3o2bcpZX6ZN66Go6ONBZtwnn5xHMulScwpFIhESiYTq3jzzzE2cccY6HnlkLFdcsRGDQaGkpB2droZ02sDCheMwm6OsWlWPzWblnHMW8fbbR3DBBQvR63PXJ5k00NlpI5FM0uS081HXNLp6ctYGuzHBzya+xrvLqjAYDMRDceom9PO9721FlvXcfnsdO3d6sdlsyHKWK65YSCRi5LHHJqIoiiqAF4RvzcJSkskAk2wbsdng08AEIrUKUSwsL7ewXZ7Ojcd9wJEVO8hkMixZ4qC9vZ1gMIjZ3MvcK23ct30iU8pauND0MtvWe3DKKaABq3lo1+owdqO/v59zzz2XSCSyh3vimWee+T9bbPX/EtxuN1deeSVbtmzh9ddfL7jND3/4Q4488kg14rQQXnzxxUEvSeeccw4ej4eVK1cyY8aMA+7X22+/zaJFixg7diwXXnghzz77rLouFouxbt06NUCjs7NTTcy5efNmLrjgAvV5o0VZWRlvvfUWvb29XHnllXvofNesWYPJZGL8+PGDlmcymSGtSPkQhEm8fDudTmKxmBoNOBRSqRSRSEStrSmOe6CQDgXBVFmZVenoSLC3nIlZ6hnzrwAAhdZJREFUWSKT1bN041hu+8dF9IUduE0StS6YVqKnMQQZeyN9fdWUlzXS0TEOWZFznjwJsopEczCLApjyjqMAaRnK7HrOHmtHjzyoDEe+yy4/2izfVVbIqpVPlPbmWivU1lB6Ja11Kf+4gtiJXEeFiNveNF6C6Ggj2wQxElYmUeRW3HyisGp/fz9toT4WdA2UvZcVrKR4+MbnGVmzCaMxVvA6d/R7MBsyFLkiBdcPhe19JZz8j59w7ZHvct3R7+6xXlYkdNLg8WlqKiOV0vHb357C6NEWLrjgBdauLeXllw/j9NM3c9ZZ63A4Umzb5uahhxr47W9XIMs6enrKcLn6CIct6PUZHnnkSKZN6+HYY7fQ3u7jjTdm8/3vv0A4bOO6v36LxpgP2SfTJnvRKTIz4s38+tLnqS71Y5LSXHbZxVRWVg5ExAU544yldHfHeOihcvT6YlwuFzfc8A7jxvXxk58cTVtbpeq+Ew8BEe2SSqVUF2pfJA1VlfR7GojU7T73MluQP5/6KJZQgF//+hR0ughX/HA131t6HTXWLmo//ZCeNhOJhBvFUUJf2Qw869qZv+iOTxVFOfCn8/8hlJSUKD/84Q8LrmtublZ/b8899xw6nY4jjjjiX9zDYRxMXHXVVdTX1w9apk0sOxQpbmho4P77799jubbiRFtb2yArSmVlJf39/SQSCYqKigbtd/XVV+814etbb73FkiVL1KjWkSNHMnv2bF5//XVmzpzJG2+8MWj7Cy+8kFdffZVEIoHZbOaWW24Zsu3m5mbuvvtu7rzzzj20s36/f4+yJIqicOeddw5ZPmVvEFHQYm4SpKy4uFgdt2w2S39//6B5KR8PPfTQfj/LDgmSNHmyXpk5cy7FxcV4PLmaUr29fYTDIVwuNz/72QJKSgZPmm8tP5z7Xz2dXX1FuGwxQjEbbnsUpzWBTicjy3qE1ikHiZqSXm668HWctiSKkvPaPPHET7nwwjv5w4M/4cPWLBaDRL3bwJxaK0b9nvXXtMh3YxXSN2lJx4GQpHw3XD5x2lvx3nzkuyT31U/tcQtFtmmtdaKqvHBb9vX10d3dza5d27n51oVc8YerCWYcOHVRnr3tj5R5Q3vt696QTktceOEkAMrKSpFlhdNO286557YgKxJXvfZt5jdN4L9nv8rhFc0A9PQ4efqVOSy11+CMRpjatgyDTuKWWxZRWhpDUXLbmEwSHk+IeNzAiy9OYOXKKXzvewtpaGgFoKPDyh//OJu77npvj34Fg2aeeWYO55yznAcfnMva0BhKjuuiK+zh06469Mi4LDG+O2M+F4xawf8+eDbf+tab+HxBrrnmJJLJWqqrq8lmswP5inrx+4M0Nfmx2WwUFxdTVOTnnnveZMsWDz/60Uw1x1U0GiWbzaplUYRZWRQdttls2L12ugwOWsx1RGs1v4mB62mOp/nqkZ/y5PqZTNi8Aloi6HQ6UqkUMb2DSM0xeNZ1MX/R74dJ0j5QUlKiCPdJIYjfot/v5/nnn8dms+FyuZg2bdqg7VatWsWECRNYuXIlxxxzzAG7CIZxcOHxeArmIioqKuL222+nq6sLnU7HXXfdxZ133rnP9hRFURO5aiFkDkMFxQy1vKamBqPRyI9+9CP8fj8PPvgg48eP5ytfyZVoCoVC6rPhnnvuIZ1OU11dzcknn8xzzz1HXV0dp556Km+99Rbr16/H7XYTDAYB9iBJS5cu5a233uKCCy5g0qTc87i3txefz7df96miKHR0dHDbbbftc9v9hcFgoKysDMhFznV3d+91+y8dSZoxQ1IWLDAgSTp0Ool33x3Bn/5US39/f07E6wKdDmw2E08//aG6nyTBy4uO4tUlRzBlZBPXnPPGHtYCSUIlRNpTFdcymbRiMsVJJq0s3dTAX147g20dxVQ79ZzZYEev02E06AdZbGDPpJdaK1M+CrnbCpGSfEKltQ5pEy/mu9vyrU/57RbKs7SvUif5lqN8K5SYhLds2UI0GsXr9WI0Gtm1axetra1EoxFqa2Pcc+98ugNuit0hjPo9f+CiWUmCzZvd3HTTYWQyuUlfr9fhcrmorKwiHA7R1dXNjh19+Hw9/PSnQT75pIJrrlmDySTz5z/PpbV9PB+5SumyOYc8r6nd/dx28T8YP76ZG244F4ejgl/96n527TLxxz/Wcs8920indWQyBszmjOo2UxSIxYxkMjruuGMWv/71fLXf//jHLN57r56I28L20hGEnA6cpjil9hCTXe1M6A1xxeWvqfdcImHEZEojSfD971+F0+nBaDQSCAQIh8Nqcsq2trZcXbuyMsrKSnn44Ufp7zfzjW8cj9VqRafTEQwGSafTOBwOVWPndDpVkiNcoZIkYXW4aFNK6CzxEasCUz9IMqTcoBjB3N5G7dotOAdq00UiEQJZE4HKoyja0MsHH98+TJL2Ab1er3z729/er23FW73BYMDp3H3Pvv3222zbto0LLrhALeOTSCR47733OOKII2hsbGTWrFnq9q+//jp+v5958+bx0UcfqULcYRxcDKWHiUajANTW1qq/m71VSBgKQht7oHOy3W5XLTgiMjmZTDJ16lQuvvhiAJ566imOO+44Kisrufnmm5FlmZ///OeYTCY1R9qiRYt4//33C0aaaUnS/Pnzee6557jiiiuYPn06v/3tb7nuuusKuuOGQiqV4rrrrjug89wX9Ho9paWldHV17TXyGr6EJMliMSnh8O4MqbnJRGK3JUhSlycSer7//XOZPVvPVVc9vUdbP/3pObS2SmQyGSZNKuOqq17k1VdnM3XqZh59dBapVAqTycRPf/oqI0b0k81K6uSl1ysoCry6+Eh+/cRFSANS4UqrjvMmezAZczeilnTkkwfh2tLiQEjSUO42IYLOD5vPb6uQdUnbTiGrVCHxeCGNklaHlCuA2snGjWtJJBIUFxerk/a99z6BySTMxIXvr5wVVOK002ZhNmf42982cO21JxIIhJFlGY/Ho2a6rqurw2QyDZTuaOWvf30Tg0FBliWWLTuWBQtmEwwm2LWrg7Qs47daMJrNuFxOUqk0sVSWHbW1ZC0S0/0hbrvkUcaObubSS8/AYCihoWEkyWSKZctWcOGFMt/85gdIkjzI/asokEgY+OY3zySTUSgpKWLu3GaOPnUd33rycnoiDpI2K8ZMhrJYgtmZALf/6h4UBZYtq2DjxiIuv3zDHuMQjxv5+c+vUeuuCZFhNpvF7/eTSqVwu92MHDmSoiIjt9xyD21tJdx559cJhULs2rWLeDyuRqc5nU7KyspIJBLE43G13AjsThxpczpxjjuJPsOANioeItb8ATZFonggJYDRaCQajdKb1JEcNRfX2i4WLh62JO0LkiQp2t/O2LFjmTlz5pDbF3pZ0RaBzl+uzUxfaHtZlonH4zz33HOUlJTsYaEaxueDeK5Pnz6dI444gnA4TEtLCwsXLqS6uvpzkSIB8Wz/vFnCHQ7HkC+9Op2OM888k+3bt7N161ZkWeYXv/jFoLqcAu+//z7vvz90PrTS0lJ++MMfks1mefnll6mtrWX69Onccsst+P1+7rrrrv3O8K0oCoFAgJ/97Gf7f6L7gX3phQW+dCTJaDQq1dXVQO4H//WvJ7nppt2myN1dVAAFl0tM5Hu2lX86Q1mSrrpqHH/4w3auvfZYyspqKS5OcNNNT5HJ6EiljCzdPIbHXp7Hlk1VJIt318wy6mDeKBf1XtMgomI17CZJueMW1jPtzb1VyCIk9tGSpHxrknZ/bZkPsawQmdOuKyQ017Yv1qXTaeLxOP3hOK9simE2RXnylj/iy9MPFbouqZREMqkfaBu++c2xBIMlWK1WbDYbJpOJ/v5+4vE4ZrMZnU5HJBJBURQ1l5PP50Ov12OxNHH55dtYubKeSy9diMkk87OfNbBiRRXFxWWqz1qn0xGNRnPXqbyMjePGIOt1lCoh3rriTr535WxSKRtTpkzB4XCwbds2Ro8eTTAY5Ljj3mDevLWqJSkWM/PNH3yNdosNKeCn0mKgedJ4eg1mHMYEFWk/qZCJR77zNx79ywXo9TI///nfNNdw97jE40ZkOTcO119/CYlEztrjdrvJZDL09/eTTqfV+0kkkbNa4fe//xPt7SXcffdlhMNhenp6SKVSA+NiweVyqfeJzZaLDvT7/WSzWYLBIC0tLQP5nMazceNGTj75ZEKhEIsWLaKiooKSkhK6u7tVsWNIsRCrm4NrdQcLl/5xmCTtA5Ik7fcD1Wg0ctFFF/3TxxQWxKGe5SLtA+yekIfdd4MhahXmo6amBpPJxO23305bWxsvv/wy48eP54UXXjjoffg8liRJktSC1nvD1772NaZMmcK9997L1VdfPaTg+dlnn2XVqlVAziolhONlZWX8v//3/1AUhU8++QS9Xk9HRwdz5syhrq5uv/urRTAY3KPUyr8KXzqSZDablfr6erUyvc1mU02biqKoFclzpCTEG290IkmCFIjMz4KwSOh0ElBIyJwrclpWlsFqLXzeW7ZU8+yz8zjhhE+ZOmU7f7j1qxhr0hTXhlBkiVc+PpHuyJ43ZKULThmXJR51oCgSer0Bi9mM1aTHbtwdOq8tjJqPoQhT/rpCyHcH7j7nfZc9ybdKibEWWixR5T6TybBy9Vrea7WQMed+ZNd+5TW+dXrO9dTTY6WoKDHIepRK6ejpsfD++yU8+eRY9UEkxsFgMJDJZNQirYqiqBmp3W73HtmjQ6EQRqMRg8FAf38/xx23jiuuaMRuz3L33d9mwwYdnZ2d6PV6VcAcj8exl5bRaJ9CyiMRL1dwxtOc2NsLiqKWGjEYDKRSKXp6eigtlTjnnGdwOjtoD3m57tFLafQUDWKAVkOK88av5FtTP2ZU0b7zCIXDZqJREw88MJedO71ks1m1Rprb7VaL3Pr9fpLJJF6vVzWFWywWfL4O7rzzXdrafPzmNxeoRYoFoRLFLPV6vZrVXNRmE1aGzs5OJEmiuLgYRVGw2+3E43FCoRANDQ1IksTWrVtxOp2kUinCko025wScqzv4aJgk7RMHQpIOFs4991zKy8sLWiLynzNvvfUWU6ZMUV8khpHDrFmz+H//7/8Buei0fBLR09NDR0cHDzzwwBfel71pkgTEM9xqte6X9cbpdHLFFVdQXl6+x7pUKkUoFMJms7Fw4UI1DcAPfvADHnjgAfR6Pd/85je57bbbyGazeDweTj755EEu38+DLwtJOiRSAMDu5ISSJKkm42QyqfpMRVh2Oq1n3rxqtcaUMDWK7cWEajAY1MlDiOGi0SjpdJq//72DOXPiBfsxdmwbv/jFY+r/t/z+yUHrv3XKh7y3airJ1G7rUm/IyaPvzuOR5UZgcLsSMKfeSYPPhNdmLHhDF3LP5a/bG0n6Z94KxeRZKO2BXq/HbDYjyzJ+v59MJkN7FDJmE/bWJNERZjKZ3efz7LMT+OY31+F0ppBlWLvWSVeXi3vvnaJadvR6PSaTKScKjsXUwqraFAIWi0X1rUPuoaXT6WhrayMajZLJZLDb7RgMBt58cyQOh46LLmqkqqqLFStyeZBqamqYMmUKsizT0vIZrQY3upCEZ22cpM9C2GKgNxKh1OlUa9Sl02n1jfuII97EUdLON/78XTabK8GbO0fHTgnZCHMOX8+1J77N+OKOfY5xOGymo8PNe+81sHRp3UAitwg2mw2v10sqlcLv92M0GgeNvSjPMmpUHwZDhl/9agHptERjoxtJklSLm9AceTweSkpKaG9vV8dVRIGk02mSyaQ6ptFoFKPRSDqdxmq1UlpaSmlpKf39/ZSWlmK323P7h3MT6b4e2sP490HU2jMYDINq7JlMpj2SW5522mnq90LCYS3yK8r/p8Jms9HT08Mvf/lLysrKuOyyy6irq6OpqYlsNks6nea+++77l/Vnf57nRqPxgLJSCyJdCF1dXbzxxhuMHj2a2bNnc9ppp9HS0kJ7ezvXX389kiQRCoWoqqpi9OjRnHXWWQd0PvlQFIUdO3aoWq5DHYcESRIJCSVJUvPxZLNZkskkgEqSLBYLJpNJLcyayWTUbNHAoP2Ei8loNA4SsWazWVassHPYYUmczpxl6Z13PAOTgERZWZrp0wuHpwNYzSnOmrlij+WnHvEZje27b0JZ1rF+4wl8vK2Ej3aGWdQEZ0/wMKbEtse+e7MYfVFm8X3leQLU8HJFUdQxzGTigItYuREUhYmjWtT9rr76U5YuLSeTMRAMJrnttlEDZU5251iSJEm1GGYyGRKJBNlsFqPROKhUSSQSUS0jmUwGi8WCw+Ggra2NVCpFPB6nvLycmpoaFi4sY8aMIBde+CYvvHAckpSzNNntdiorLZx6aj/3vWZnRwK6jrMgGxQatjUT7+8nIkn09/ertdSghdETevlHxxTeWnkJmHPnZm2XsPgDmCMZfOYM0yPh/SRIJl55ZQLvvjtpwFIVJRqNotfrSSaTOJ1O1Y0pxl6MUzweZ/r0Hq6/fiVOZ1pt7+67p+D1JrDZbJjNZnV7YYEtKiqit7eXSCTnBs1ms6rLRWQGF+VJ0uk0sVgMs9lMe3u7mo1bkiRKSkoIkc7x/kPA4jyMwmhsbKSnpwdFUViwYIG6vKSkhMMOOwyA8vJyHA7HIOuRcGMPhWAwqG4v3C7/iaipqWHatGk0Nzdz4YUXkslk+PTTT3n66af/LRO5iBQeytsgrPvCFb8vZLNZtm3bRm1tbUHx+YgRI7jgggt466232LJlCy6Xi5UrV5JIJOjv71drfA6V2uJAsGbNGiZNmsTChQv59NNP/+n2/hU4ZEiSyIKsTVooLBywO5NzIdIghKaCIIlSFmazWdVWRKNRUqkUBoOBhx8uI5MxUFqaI0l33VVCMpmrMTZ6dIrzzguj0+k49tggI0cm9+sc6su7qS8fHHZ40ozVXBH28OxbV/L88hG8sjHAORMlRvksBbVHAnuLfDvY0FqqtKkChH88FouRTCaJRqMEg0Hs9AFlKEYdJ9WvodiUC+lftmwETU0Szz03Fr3eS2trKyaTUW3HZMppuEKh0KBcIIqSKwqbSOQm/VziRJlIJKKKGbu7u1UTuNBfhMNhUqkUFRUVGI1Gli4dQV2dn/POa+fZZ8cjywnq6t7G7x/NhAlvElv5/wgbFBS9wsnJbsimCRuNxGIxdu3awSmnrCGTyWC1buWnn51PU19uArF2SDQ4Oqi2NbJ5VRivx0NNhY2pU7fuc2zjcROvvz6dV1+tRqdLqYRduMO0Y202m1UNkSD3iUSC8vIQBoPMU0+V87Wv5TJ72+1Rpk7tZc2aMZjNZjUCKpPJ0NvbSygUwu/3DyrOK9x2YlsR9SaurSBOiURCtdY5HA7isZSImxjGIYqVK1cWXN7T08N77+VSVowePVolRVOnTt2nhgUYlIvH7/cjyzKx2NAvkF9GiN/ZkiVLGDduHM3NzSxZsoTOzqGz6P8rICzJ+ZAkSSVG+7qGsiyTSqXIZrO88847JJNJPB4P8+bNGyQ07+/vZ/Xq1fh8PsrLy3nxxRepqqqiuLiYxx9/nHnz5mGz5bSb/yw6OjqYOHEil1566TBJ+jzQJikUk4eYNGw2m6pLSSaTauHUXKh4TrQoHvyw22ebTqeJRqOq3kVMGg8+6MBms6HX64nHQ6RSKcxmM1u3GrjjjhKMRiMffWRkzJjcD+kHP2jBYtntcmhvt/Lyy/XIssycOR1MnRoseE4uZ4CLz3iYEb6vcfdbY3l5g5+zJ3gY5bMM6ufevov/92b92ZtbbiiCpRVnawXhIimhNvfRrl27MBgkLvnqR3zb+xEvvnkCsVYnjz8+jbq6Ltatq2PjxpyLx+uVMZlM6sQty7JqFYrFYqp7CFB/rOl0Gp1Op9Y3s1gsJJNJurq6iEQipFIpJElSC7MK/VB7ezt6vZ7XXy/nlFO2cNFF23C7UwMlRVrYvj2X9bhJ9qEY4ZbD3sa/egLNA2Gz6XSCCy5YyDHH5PIqPf7J4TQlizH3gq0zyTGV6xhfvIUrL1/Dm29WIEkePvnkaGIxmba2ESQSFkaP3pY3rvDUUzMJhyUWLRqFTpdSXwSEZki8CUYiEWKxmJocUuv+TKfTvPXWGBIJE6+95iIa9fGNb2zmO9/ZwIQJASQpw7JlI9U6R6Kt/v5+9X7X1scTliOR2yqRSAx6wYBcCn9x/M7OTpq7w1BXg8U2bEn6MmP79u1s374dgEAgoP7uLBZLwYSWn332mWqJnDNnDkVFRepv8MviJtkfeDwe9fvmzZvZvHnzv68zGmifx8CgYJRMJlMwOg1Qw/9h93wqIKyMvb29XHzxxYM8MHV1dYwaNYrly5fT1dVFXV0dZrOZ888/n2OPPfagvaSfeuqpQM66ddZZZ/HRRx8xZcoUPvroo4PS/heBQ4IkiQe1uBDiIa3T6UgkEipJElXpxXrhshGuICFSFW2JCUcbMSAixcRnOp1WJ2ij0ai2n0wmmT/fyNKlVqxWKzt2KMhyEkmSqKyUuO66Hg4/vBdFUSgtzd2Uv/99Ge3tOT3UHXdsVzW+dns/s49+BkX5Gve83cArGwN8ZZxLtShpI9G0EG6uA0EhIjVUmL/4rjXtislZvIEIKxxAeXkJc+ZsJZk0EZ2xhtc6jqSjo4qmpuIBcXFG3VeY9oWVKJvNUlRURFFREQ6HQw13t9vtKIpCT08P0WhU1UBZLBbV7y4si6FQaFAKAvEntGcPP3wYN964hFNPbVbPb8KE9QCcO+5T/rT8JBR3nLPPfoknnjibQMBGLCbT3DwSaKatzcNDi44HK3iWf4LXKBNIuPm07XCiYTc/+tECMplO6utjBIMOnn9+Hum0gbPPjtPQ0MY//nE0gYALSZJYsaJigBDmit8K4imuhdAICc2DCFAwmUyqBiB379hZvLgBtzvD/PlFXHnlBo49th2AsWM7WLCgQjW/x2IxQqGQOpmJN07hZoaczkTUpYvH46rlrrOzU9VmGQwGzGZzruDwwDhazMMk6T8FWiIgXhqPOipX8Hnjxo00NzfT3t6uapJisRinnHKKqiVsbm6mtrb239L3gwmdTrfXLNX/bmhfIBVFGRTBKF5wzGbzHmRJzJtD4ZNPPiEUCmG1WrnsssvweDwqWayoqOCiiy6ioaHhCx0bvV7PzJkzWbVqFZMnT/6XkqQPPvjggLY/JEiSsByJyVAIToV7QEyE8Xh8kPJfWI48Ho86oQtSJP4XkVCCAAl2brfbCQQCxGIxnE6nOlnA7mzFkiQN6HAyfPCBCVk2DFivDGQyCr/+dU6T8uCDXt5+u5TGRjPpdI7hX3bZaB57bLt6jnZ7H8fO+gep1Lf48wf1vLY5xJljFUb5LIPOHYbOxv15xzY/1D+/Xe2YaQlIMpkkFAoRjUbx+XxqqGc4bOKDDyrVqLdQKKRup9fricViuFwu1ZIhXGqhUIiysjJkWVYzRQthqdaCEY/H6evrw+Vy4Xa7icViqsA4Ho/j8/nUY2rrl23YUMQttxwPpPn97+ez4LOJ/O8rJxNLmnPVaSoUfrXwPC6sX06VS0c8biaRSLBz5zhgPh82jqbFWkFJVw9VDj06nVEds8WLvTQ3z8Rmi/P7368mkTBRW9vNxx9P4O9/n4PJFKa11YmiWAbISUq1BoqIPJPJRCKRQJIkfD6fGmkm7nG/34/ValVzHNlsNvXeVhSZG298Tr1mmzYV8fzzOSuZKAUTDocJBoN7RLppXyosFov6vaenB6fTSTabJRQKYTKZCAaDJJNJ1Xpn9lYSZ9jj9p+KTCbDunXraG3NZZbX5tUSaGxs5PXXX+fMM8/E5/OpLzL/Ca63/c3r8++AeE6bTCbS6bRaAkpoOIX7Pn+f/cnZtHbtWjWMv76+Xk1FMWLECEaM+OKLWadSKf7+979zxhln8Nxzz+17h4MIca/vLw4JkiQsPaJQp9lsVt1pgqxks1kCgYC6nbA0iQe7ePAL1i1caaJgqcViQa/Xq2RATFrZbFZ13QgBqzZMXbidRO6ZHJGx8M47ZaxeXY7RaCQc1hMOK1itEiZTToDe2Ljn0NpsAU454W8ceYSbK+74Ma9sDmPVRziqwsJRo72qqFlbn0ZE9eVbgrQWKPEpTKtCv6XdVpy7sBSI89NasUTYayKRUCddUXvHbrdxxhnXEYtZ+POfL6W1NYKiBIlGo7ncSf396kRrs9nUkhjpdFp9WxUWq66uLjVLrMjWLUL6xQNY+NNzGdddNDc3q9eiq6uLsrIyVcAvciHZbDZWruzHYrHw/Ru+ziJ5Oop4Bspg6ldIueDZnUfywrn389ojZw+4o6LIisR77VMBmBiMoB/oUyqVIhqNIkkSzc3FWK0mbr55GpMm9XHhha9y7rn9nHaaifvvn00iIZFORwYRdqvVOigs32q1cvXV7/PII4ep7kez2YzT6USWZaZNa+Lb3/5MJc7at0ePZ7ebIxYz0NVlQaeT1RcIEdEGuSy5ufI+vZhMJoqKitSABpHyYOvWrSQSCXp6elSLajKZVFMtGAwGlIwRY+XgAj/D+M9COp2mp2fvKSxEJJyw7GqrtH9ZIXLzfRkgrMJivhKRbdq8cgeKbDZLS0sLHR0drF27lhNOOIF58+Yd7K4XhNFo5Fvf+hbhcHifJUQONi688ML9Lq4LhwhJEiQkmUyqbgLh/sovxyE+E4nEoPw9oh0B4bc1Go3qg1+bbFHoMoRLTuScEUQCdru7xH6CKOVcSgqtrUbMZgm9XkKv1w1i8Lvde7n/Bccxm2OUl8R4/Ge3cMmPr6M35mRBJoZer2dKlWUQGdNOlCL6L9fW4PptAsJyIUiWOA+tzkurQ9L6trWuSXENXC6X6hL6znd+jckU5cYbryQSyY1lb28v8XhczeMjwvvFnzbyQlybUCikkk+RkkEIiTOZjDrJC61ZNBpVI66Edkb0U1gKnU7nQBRdLvpRURTWJ9xEGgpP7Z6eMJMqm3guEcdkcvGLX/yNZW0jWdQ9nlPLN+LtKkOWFTUIwGAwoNfr8Xg8OJ1O+vszvPFGitdeO5evfnUzZ5+9iRtueB8RJS/LEueffyImkxmDQU8oFESv1+NyufjOdz7h8MN3MXlyR8GAMb1ewWAYOtxeUaCtzcuf/nQ8sVgvyWRSjQoUQQ8mk4l4PK5a5+x2OzabDaPRqEYsms1m3G63ql9IJBLqS0YikVAzfTscDpJAOLzvKJph/GdDvLg2NjYSCoVUIW9vb+/nqq7+70Rtbe0XFgzzRUFocGG3lSk/NYeiKAesGUun0/j9fl566SVeffVVvve979HQ0KCu35um9b777uOSSy7B5/Ptsf7TTz/liSee2Oux/x15GkXQzP7ikEgmabFYlJqaGlWkLR76IsxfS46ElURoK4SrQkzQgvBks1msVqvqvkmlUqrGRVgphIVFaESEH1eb2VrcIILIGQyGQYnYtNYcg8GgXgBJSvLRRytoarLzyCNjuOWW1Xuc94qlo7npR5cRGmlBdkh8fZqHUptZtZYJy45IEleoLIn2DUJL6kS+KWGJEhFlWnebIIliuZgkhWUv/v/bO/M4O8oq/X/fqrsvfW+v6SydHegkLCFhh5E1CCib2wgjKDLIzIg6/tDRGUfHbWYUwW1cRhwVURQHRWHUyL7KFnYIJCFAtu70vt3uu1fV74+679vvrdzudEKWDtbzST7dXbeWU2/Vrfepc55zTi6nvAzhsMU//dOXGR0N86lPfYBYLMbLL7+sukTL48mfxWKROXPmkM/nGR0dVeG1cFiQSEQplUz6+vormq4WyuWySvsPBoNqHLPZrCJEkUhEZWFFo1FVWygejzNjxgy6urpce+rq6G4+iO2LxztPRzNZGl5cS8g0uPaT93DLr06muztBfX0DM2dFWLuoi/s3L+Ge9/0nz9w/g5tvXkYkEiEcDpNOp8nn82SzWbLZrEqNbmhoIB6PMTQ0yKc+9TCHH96vrkMoVCt9F8plg8997iQ+/OFnmTEjW3U9HMfhyScX8YMfHMvg4ADRaIxYzA0xGoZJJBKujIVFoVCkp6dHjYUMU0ubR0ZGVFkAGW6WejMZ7uvp6aFYLBKLxTAMQ52ffg3teBN2+yrqnuvigUev8YtJ7gT7o5jkvkA0GuXiiy/Gtm1eeeUVHnnkEcC9Zx944AF+9atf8elPf5qrrrpKJdFMZ4RCIWbNmrW/zZgy5MvPrkAvLbIr8L54f/3rX6+53g033MCzzz47KdmcDvyiFg64YpK6B0N6UaQWSIbFYFyDFAwGVTXmQqGg0sJ1TZNMeZZeKV2gLD+PRCLK4yIzqwC1nQx1yNCJ7kmShEDXSEnBeCAQQN7P8+ePKYKUzZqYpkOxaFIqGSw6eAv/8vmbuPlXp7I2NJcnezfwriXzsO0IhcJ4LQwhBFuGikCJQJ2JYxhYVhnbGg/FefVMtmPj2I770wHTMBCGQFTUJQ4OQQTzorGqm1wnYdK7UywW+dSnrsUwHEzTob7eolgUSucl01Ul8dQ9QqFQSI2r44zw6U+/zCmnDHDppQvZvDlIKBSpSntPJBKqHL58c43H4yrkKjO0dE+j1E4NDg4Sb2rk1RXLyITHmy2GRkvMe/pZrErG1zVfOY1wOIxluZmPL/UGuD+whA+tuI/t62azevUxlMv9jI6OVmVFlkolRkdHFTnPZDKuuNlx+MxnlivNUW9vN/ffvxHDcFuPuBXgXVx//Uq6uhZy/fUnUygUGBgYoL6+nnA4zODgYOUajuI4gnLZIpMZU0RUerekHeAW2jRNk6GhIeVZlVl0s2fPpq6ujq6uLnp7e9V9MjQ0pDKcpBdQXvdUKqV0Yxs3buT1vhESuNXqffxlwy3MuoW+vj6WLl1KIpFg06ZNvOUtbwHg+9//Phs2bCAQCPDJT35S3aPTET/+8Y/56le/+obChvL5uCuNXfcVyuXybhEk2DGxZ2eNaKcrEdpTmDYkSU6UknBI3ZD0jkiyI8MD0gukC9ik3kiGlTKZjPImyWXSYyQnWr1isfRiyIKV8o1ahngkievt7VWeI927I8MdhmHQ3r5jtdpf/aoN07R55pnZrF+frmR/ZfnhD2/kn/77o6zb1sq2xX/gguNHeOqpS1jXYdI7ZrFloMRrI0WKc0oEWkaZhLjvEhxbMGekgZVGGgfphTIqBKlIc6X/l/slcA8ajxf4+Md/yVe+croaF0lUZPhO9g2TIVTpsTr77F5WrnRLJXz5y9u54orDse2k0obJ8dXLBEjdkezDJrUTujdPVqwOp9NsO/ZQipEAhyW2snmwiWXrtxHMF7DjcforXq1isUgymVTZknlnBGhmUXiEO35/AanUWFVbD0kCpd5NXncYL4Saz+cZHh4mFAoxd+58Pv7xlcTjcdVmR3o73aKYY2zatIlcLsfw8DADAwOk02lFKKWGSGrq5D0lQ4/yvtQJvHxQ6W1vpP5MF3Fns1kyGbeJ8Lx584hEIkSjUZU5GIlEFNGVXlx3f3vmnvNx4GJ0dJSOjg6ampp4+OGHd/jctm2Vzv35z3+eb3/724yMjDA0NLTvjd0Jent7ufrqq/ne976325qYp59+ms2bN3POOeeoMNiehvT0T6VopMSbRVQ/XTAtSBJUZ1jJcJGss1Mul5XeR9aBkCJe6U2QngaZUl0sFpXGSE5q+mSn11aSk5CcUKR3SdfxyO2FECSTSYAqr5ckC5ZlcdxxGb75zep6G93dQTZtCnDvva0VMuDexMVike/+11LGnokRmlvmhvvPYN3WdZRLW1mzpR4EWGkLceoYkVgJI+DQWIwiHFdMqzlG5b/xCU3IzwUOjlpXfjwQztMd7eb35QlEmyMRjnRS2AGD7z38dkJ1Q6zrb8V2DOa8tZcZRpqy7Y5PZ4eJMdBPNDQuCpehSSkAv+GGOkyzjRUrhrnuuiUceyxEIgWKxQyZjMWaNVFVVLK5uVl5RST5yOVyZDIZtV953YLBIFYoRM9Jh5MPh/ns8t+zNN7BN795suslqdTXktmKUuQdj8fJWmWenR0mKMqIYTftPZ/PK7Ig0/IzmYzKipT3luuNGq83FAqFqK+vZ+7cuSSTSUWQLMtSoTF5L8r71LZttm/fTn9/P42NjcpTFggESCaTNDQ0KHIoC/rJdF3pyZJhZCnglF6ugQFXxC61ReCGLxOJBI7jkEqlFOmTyQ6hUIjOzk76+vro7+/HCSTV987HXyZmzZqlipTOmzePbdu2TbhuoVDguuuu4wc/+AFf+9rXWL16NTfccMO+M3aKuPbaa/n617/OJZdcwnXXXbdb+zj22GNV6YS9galW1NYhX9p87DlMG5Ik33zlZKPrhQBFePT6R7lcjmw2q9aTE5DUU0hSJN/gdRG39DzJ1Eqpc3L1JG6sTL5JS02P1I+0tEQ47bRebNtR+3j44Si9vW421HHHdWPbcMcdDZx99gAAjz2W4o9/TCNEgZNOGqG5uVSxtcw7Lsjy4Q9C7OUByiubePTVQ7DiDuLkEcyoRShgI4RDNBvhAquNheH6KjG3ngqqT77yLUSOh4T01uXDcK/ZQQHtS1VhUsOiyGBTlmcbsuAIni8cguhzEIa7zmO5eZSdNKJUCd/NdigdViYUyFJXl8N2bDYYAXAcbGcWwrIIAD+3DH6+BsTJAmtGDimpKpcFpfkhhO1QDpj0BgIc1DtK4YUBMplOpT1TdYYcgZM+xCWv8Sj9K5JkgxE+tfRenrp1BQ+OHYoQBeVZlFor3SsYCod5dIbJQCnOlbMf5al7jsK23TCszKbM5XIqy03eN/J+kFXcpW5JfiYzJQElaJdaOJkwEAqFiEQipNNptmzZwujoqCqgadu2ajBrWZYK8cllkkTJGlP6/anXYpIEX2YSyvCHDKfJsLMsYqk32JUZo+O1Ug4skauPPYf58+fT2dnJfffdR0tLy6Qk6fLLL+faa6/dh9btHrq7u1X5g2w2y+bN47XV5s6dW7N9x2QYGxtTJUpisWoJw+5Afqd3Fbq21seewbQgSSIUpu689xIKQUuzA1o2o1TRVJz+6A9rh2p3ioEAQ4DtYMs3XwcwwKh4p5R3SH5W+Vx6XICKdkd7exbjWh4BmAF4sak6nBatM2ktGDgO/OhVhz/8pExfb5Cfd7gCxlzOJHW+63na2mDRrRXne+5+Qf9xJuUjoph1w1glg3DCbQcRzUaIWEHeWbeEgyJ1aoKUZBCo8n7pYRJdeK43EJY/A4EA78kk1HpybOQYPFrqoMfOYjk2uWyWIw9/iMZIlucGZvPYwCLM0/pxnPHrETHdbQuV22pcujmedagrW7biESJWenEWK/8fq2uhlJxD8vT5mHaJt5fv5PbbF1BMLcaqnwlmpc9byCFjOFzY8CjP3T6PgYFh5V2RXh5AVauVdZoiiQSbCmk+cNhDvH5rG+CSCNn4VRLLQCCgagfJvmbxeFyFsZKVJrmyeKYk7tFoVOkWpK4oHA4zOjqKYRgkk0kMw2BwcFDVT5KtYPTSBjLk19jYyODgIN3d3TQ2NpJOp9W+ZVgzEAio2l+JRKKqQKcs2KnrvvRSETLBQQihdFJOooUeqnVVPt48CIfDHHbYYVXLNm7cWBUie+SRRwgEAhx99NHMnj2bxx57jC1b3J6NF110kaqfZhgGn/rUpwC31cXdd9+tqnxPR8hn3UknnaS+B52dnVWeGF1vunTp0h328fzzzzM8PMzQ0BCJRILR0VFVAb+5uZn29naSySSvvvpqVfPhySCf77tKtGTWt489i2lBkuItEerf6TL3A6Xg/QAesZ6n5EYGoA0Ga2xbSyoYmJ9RFyMYhcRojFNDbRyfmu0W1mS8l49eQVyvTj6uHxknQzCeeQfjwm75WTQareqZJwmTEILzjRblwXnllVdoL/ewfPF3APjd60fwu9ePVPYbwuGE2Rtpiu6aWNNxoK9vIYnkVtava2b5crea9A/Wnkx/PUTr3S99wQny0+3vwTnPJLQ5SLTTJvHkNsozUwwvjQMGs5JDHH3hM5UefQnuuedddHd3q4lfkoXh4WFXXC4ENKdpiIzRo7mpdVKVz+cVadJLKEQiEVpbW1XoLxAIVDWpLZfLZDIZ4vG4yvBLJBJV2XuO49DX10c2m1WhrlwuR6lUUpWzpTZuaGhI6bFisRh1dXUkEgm1niynUFdXp0iyDLnJ+mIjIyPKYxoKhVTPNl0wXy6XladpdHSUrOkSWZ8i7Rri8TgrV67c5e3kd3AipFIp2tvb6ejoIBQKqesrsSuhFunZXLBgQdXyQCCwg+g6EAjQ2tqKZVkcfPDBqgjsjBkzqlp7fP/73wfcUh9PP/30lG3Z1yiXy/z85z/nsssuo1Qqcdxxx2FZFnfffTePP/64qgslSZLeb1FHX18fRx11lPLqrl69WonBW1tbiUajvPbaa3R0dLBs2TI1VqtXr67qjQcoDaTUS/qYHpgWV2J2OsPftD2+v82YEmw7wLZtR40/zGTtImTavaWWK++TAKGl6iuflKiefBpFhERuAT3WGEfXtaoMu1KpRCQSUZO0Xu9Jhlvk321t/0QgMITjhOjs/E9mz7666qHb13c5mcyxKgOtsbFRTdx6lqAM0wWDQXp7exkYGODJJw/HMD7H4Yd/kQsWPMcFC557A+P4IyxrJpZVItx2PqWSyTYzxcI2Nzx53pzn+OpDf8fimWtJxAb4wtPnkpzlUmh7viD/XJz8whYyTUEQgnC5zAdPf5T6aLayf0FT0238/OfnqDi9aZoqNV6GwSQikYjKVJNeJNn3T4671EjZttuLTup8JOGUmqNEIqHE5JJUSRE7oEJjPT09bNu2TZVBAFRj5kAgoKpnp9NpFUpraGhgxowZxONx5WlqamqisbGR3t5ecjm3DUpPT48qV9Df36/CZtL2SCSi2vik02mi0agKuzU0NDA0NERnZydDVh6SjHtmfUyKxYsX8+1vf5tgMKiu6a5A9/7WgtS9Se9iPp/nG9/4hvJS7Ip2TN5TXkJUX19PfX39DuvLEHIwGFRVmdevX8/69eunfMzphLvuuouOjg5gPHO6r69vh/F473vfq37v7Oyks7OTo45ys8eXLVvG7NmzlXYolUoxOjrK73//e7Zs2UJXV5ciseVymXe/+92sXr1avdx4Ia+H/mwyDOOAKnz5ZsO0IEnRQImPLbt3f5sxJTiOYGTuSxVuJDyZZjKU5f6ulu7k7x2PMZ7OLwRs2/Y/zJ79dwgx7mfbcZ/u7+HwJoSwcBxBMvlBwuFNVftOJrdhWUkcx2HLlptUqxVApfHrgnVZeLOjo4NiscjKlaumNEaFwhOUy1aFOPyZaHQNxeKnKRYLlQfAQYyOFmluPovu7rsJBLazcOElah+GgI8d9WvC4RFMs8jssX/mD6/ZBAM9/Ko0QHil+yAzCyb5oQh/d8i91EezbNz4P7z8ch99fZu59NIf8L73lfn1r9+jRPlSpxaPxxlMuaLkUMAilUpVFaoEVNNZWS5CtgwZGBhgYGBAeWGkd2ZwcJBYLKaIZyaTUS1D9KxNuZ/Ozk71hi4rjkejUZUVp1dJj0ajtLa20tzcrPquySw4QIXYJMGRtamkC16SPBlulCUeZCanzHqTRHJsbMx9kAdTVfekj8lRV1fH6aefXrXs9ttv56677tprx+zq6pr2dYl2BxdddJH6Ltx88828733vq/r8/vvvf0PhPMuyeOGFF9Tfy5cv5x3veMcO6zU1NanfZ82apXpT1sL8+fOxLIvW1taq5XfddRebN2/mZz/7mSJNE4XG5MuUji1btjB37tydnpOPPY9pQZIOJAjhkEpNLFzcG1i06F0YxjBTqVM3MvIgltWC42RpaFixw+fBYA/BYE9lv+fQ1/cchhFWehjZnkLvj9fS0kJ7ezvPPvsEhx3211X7y2avZHj4HyplFYqq51s63aj0NYXCiQSDxxOJxDHNusob6VaWLLkQw3idxsbLef311XR336tIxKxZ3yUeHy8db2fnskJkScYW0R4cY315kF6zzD32iyRmjLEp6JKF+fM/wR13/CubN8f5938/n8985jY++cmvAYL/+7/lzJrVz/Llm/jbr72PF1pncVCqi3cue5xs63q+9a2LVK2rUCikyNGmTZuIx+Pq7Vrqf2RmmTsOWVWraHh4WC2T7UGkB0cmJUgvUGNjo+pFJ0sTSK+WDIWOjo6qNiHJZFJpkKQXUbaQkckOMpMvHA4Ti8UUUZP1k2RG6OjoqKpmLvvFyT55qsRCJbnGJ0lTw+uvv8773//+qmXyek2E1tZW3vOe9/D0009jGAbLly/fy1buP9xwww1cdNFFhMPhna7rtgxyX/6uvPLKHeoRnXfeeUqCcP311++yHicSifChD31I/S296ZNBfodr4Xvf+x7/8A//gGmaVcQK4B3veAeWZfGTn/xk0v2ffvrpLFu2DID/+Z//Ud67bDa7U6IkhFC6KB97DjslSUKINuBGYAauzPl6x3G+JYRoAH4FzAc2Ae9xHGdQuHf1t4BzgCzwAcdxdhqczuXqefzxT3LKKf9SSWGfXAUxPLyUZ565lrlzf4sQIbZvv1CFoWS6vkz11ytOuwJUoXQqQoBVKcrohprcAoDyy2kYAsMwMU0D03SHS3ZoNwyBEEaVlkeGxaROyNX6uPvUG+i6/8cFsY4DllWuFLW8gWTyC+pcTXNoZ8OnkEyersZOF1XXwtDQ/WSzJYQoV9Z3qvRO0vMQCASYNWsWTzxh8dRTP+TYY9/N8PCRrF//TQwjSLmcVZ6PYDCCYdTxzDPPqF5lbimHAPn8kNLzlEolnnrqxxxzzNk8+ugPyeW2KHLS1nYzsdivlJ2OIypvyxGGh4cJCMFR0RkkEgkuXfAwX+vM8vzgHG5/9QjqOj/JyMhmymWL/v45fO97f81VV92M4zi8611uleD33/x3PNm8iJnBIX5+4X/TGMvSEM3ywQ/+kmuvfau6hoODgxSLRRobG0mlUjQ0NBAOh1Wz3oGBfi69dBNdXWFWr27BslzhfHd3N6VSiWw2S2trq2oqm0wmVfVumcovizvKWlKZTEaVpRgdHVXi6nK5zNDQUFUrmf7+fkzTJJFIEI/HsW1b7UsWW21oaCCTydDZ2alE5zK8VigUGBsbo6enR2mhZAagLG+QszJe9Z2PSWBZliLJ4HonVq2a3Psqn1snnnii+vvNBJ1gf+hDH5qwqWxvby9dXV3Mnz9flVmRtcC+853vTHqM3Ul7z+fz3HzzzXzwgx/c5W1r4corr6y5/N5776WtrY3Fixfv9NrKWmk33HDDDrWOstks69a5pWWam5tVEd2FCxeyefNmLMvikEMOUaF4H3sGU/EklYGrHcd5WgiRBJ4SQtwFfAC4x3GcrwghPg18GvgUcDZwUOX/scD3Kz8nhOMIgsEcJ5/8GUqlCB0dZ/Hyyy7D14s2ulV/RWWSMAiFbDo736dlZ4H7XTEBk3LZxrIEhgGl0ngxSHAwjJAiQ4GA+6Utl+2qL/R43zb3v2lS6cHVXJUJpv8sl2VfNYFpZnEc2UAWQIqiTRzHoLHxBAyjv+Zlsaxd6y/jhW2H2bjxz5XzKqGHBh3HraDs1sgZFxvrITYZdrEsi76+Pmx7hG996wcI4Qozg0GTtrb7se31bN16JZFIjFCohG2bOM4oS5bMoVgsUS6P96OTkJ6qUCjJ2rWPEQxmsaw8pgmGkUOILELYlfOI8PTTNxGNNpJImKrh7tDQkEtiXj2FDx56E1cPz+IzT7yDus5+zkEoglwuH82nv3M8a7Z2MHfe65QC83m00EJgFOKvN/HE/T/jnHMupKcnyX/8x6kMDfWQTqepq6tTmqzm5mZVD0n2ihsdHeXkk7dw0UWvY9uwaZPDxo1thMNurSW9tpfsa5RIJAgGg0o4XldXV1XzCVwhqBRsj46OMjg4SF1dnSpLkM1mGRsbU6LreDyuQmt1dXXEYjFGR0epr6+nXC6TSqUwDIOenh4l7g+Hw7S0tKiQm2EYDA8Pq33KruOZTAaSYaJUa+p8TIyZM2dy1VVX8bvf/W6H8NDOcCCTI5nY4MUzzzzDfffdtx8smhyyx6PMBpbfjYkI3FRQa1vLsjjppJMA+OlPf6pesCfC6tWrWb169U6PpTckfu2119Tv69ev3+12K88++yzJZJJFixbt1vZvVuyUJDmOsx3YXvk9I4R4GZgNnA+cUlntp8D9uCTpfOBGx/3GPCaESAshZlb2UxODg/N56KF/Z8mSa3n00X+tCIhRXiF5A5fLlvJ26I1n9Yysip3KkyP/lttIEiCFy3pbBp0g6PuW0Bvfyp/yc0kyxitFb2Hu3DMmHdtCoRnHmaEdw93v0NCF9PT8Q1U3eRgnbXrBMDlG0j6d6Agxpj53teRyPGwsy1YkQG6rt4eRf8usjdNOuxTDkOcfIBR6nZkz/w2AYHAGmcy5zJlzBR0d/878+ZdiGEVKpUZef/3mSlHGgvJQRKNGxa5SZVmp4nV6iaamK7GsOKXSTBwHNm36FoHAQpJJ17YZM2aonkRSm9O98QMQWoNdNtgeLHGLHaJpxkyEIXjJCLDRLsKcZjZZzciSUKE8nLu0QY19MCiYP1+webNFPJ6gra2NxsZG4vE4nZ2d9Pf3Kw2QLBT5+ONRbrghwObNNi++2ExjY5xwOKzCVTKTpa6uTrnyZSFK2WR25syZShAuK8wLIVSGjEwnzmQyilhJd7+scyQJYT6fV2+QsmaLLPUQDrs9AWVFeVl0MpFIEIvFGBkZUd4k2TOxWCxSVxF8mwfwBL6vkUgkdpkgTXfsbHL/8Y9/fECln3/84x8nn8/zrW99i1/+8pe0t7eTy+VUi5XR0VHi8XhV2xKZ0TcVyHD8s88+q/rcTXe8mcO8bwS7pEkSQswHjgQeB2ZoxKcLNxwHLoHaqm22rbKsiiQJIT4EfAhcYVyx2MCaNZ8nHDbl56oqtiQ4soikLmzWyZAkSnKC15fp9YH09WG8u7X8rFb7CV2rMx6aM6rIkeM4imwtXvyRqrErFtPk8zOrlq1d+zUsK6X2JW129zVclcovQzawY28dqO65pp+zHDcZRpmIVMr/OkGUehivFqBYnMv27dfQ0vIFAoEeWlq+QUvLNygUDmbBgvdRKCzBtkGIEgcfvHOht4RlxchmD2N4+O0MDPyNIomWNZ5+L5cJ4XqL/ljczGbLDW8YOYhvshmZazASkpqHIoExaHi+jCiDOZKlMDOJFRas63+MxvhxbNnSxLx5fXz5yz/nxRdncuuts9V1lt6Y7du3UygUVOHI5uZmbNvmpZcOQgjBwoUDdHa6RS8bGhoYGRnBNE1VADKZTJLL5SgUCsyZM0eJsvv7+5GVvWWZACGEan1jmibxeJxUKkU2myUej6sx0FvqyPFpbm6mvr4ex3GUx8pxHObNm6fKADQ3N5NKpdQkIGvDSAImxzmVSlGXSnHgTH37B/qzbMaMGTtZ+8CDZVnceuutgPusHBgY2M8W7Vl0dHTQ0dHBYYcdRmenW4Lk9ttvZ9WqVdx6661YlkUsFuNd73rXlPfZ09PDn/70p71l8qSQWXN66Rcfu48pj6AQIgH8BvhHx3FGdA+L4ziO2MXu147jXA9cD7B48WJHCkV18iEJh5zoK9tVLdMJgyQRFXvVZKp/Jver97jynGctWxURktC9XPp6rmjvETo6/pr29s8DUCzWs3nz++nsvGCHfQpRVj225Bh4U/0lWRzXSVWTQi8B9K6nr6uPrSSTkpB6z0VqhOrqHqnYCS++2MbSpVmCwRJbtlxLff1tRKMbABgY+Az19d+lt/cL5PM2weAIs2Z9Xu0zFHplh2w791gBhoffQqEwn+7uj1VIQLZqvGVRRtM0eaK4jS5rlHWFQXrDIzg2OGUBgwEaHx7APq2JfBNK1maFoffoADhQtzFGtLuE0+Km2a9du44HHzyLyy67D9M0qa8f5R3veIDbb4ehoYQSUieTSYLBIE1NTQghyOfzRKNRmpubVbirsbGRlpaWqj6DwWBQEdy+vj4ymYxK2R8eHmZ4eJiRkREikYgqSyBT8xsaGlS172w2q66hDLnF43Hq6uooFotkMhlWrOgnnTaJxxPcf389xWJRHVuGCaV3LBaLkU6nVXXtUqmEEEKdr9QnhSVJ8j1JE0J/lrW3t7/pFO6maXLJJZewceNGuru7DxjPyM5gmibz589n06ZNALzwwgtV2W633HKL+j2bzXLjjTdWbd/a2rqDd2nDhg17z+ApQtZ4CoVCpNNpnyi9QUxp9IQQQVyCdJPjOLdWFnfLMJoQYiYguwR2AG3a5nMqyyaEjA0XCgVFFiR5keEfPezm9aRUh5jGvScy8wGoIgQ6Gaicn/qpb697pPTPpY5DerHq658jkXhVrbN48fUYRhnLCtPVdS7Z7Fy2bz+/IvSuDgnqxEU/L68IXXqqdGKke4MkanmK5HH0cwDUficKV1qWRTp9BzNmfBnDyGNZgvXrZ1Muj7Js2aeIxw8jEBiku/ufKBQOwjAMOju/qCo/C9HE9u3fqbThWE9r6zUUi7OJRF5RGXbDw+8jmbyF0dEVFAqNKnSkj4E8h9Fynl9nX+B56cAMQ3E0yEhnEhAQgbG/aQIBsYKgNRCmWCqqekMjzQnG2gKEB1yC3NbWRn9/P7Yd5Sc/eTtuvaIOLrlkDWeffT8bN7aybt1y6uoOYfHixcqDMzo6qkiEEIL+/n5KpZJqUhsIBGhsbCSXy6mWMLqeSF7XsbExlfkWi8VIpVIEAgFKpRJNTU00N7vat46ODvXdkJ6+uro6li1zOP74TvJ5N7vtssu6aGqysG0ol9u48UaXRAkh1P5lpXBAhddmz57NnDlz3F5tFc2SLAVRkOHIkN8P6i8RTz/9NLKB9UMPPbS/zXnDOOyww3jppZd46qmnOOqoozj33HO588476evrIxKJqLpJO8Ps2bNZtWoVra2tvPjii7S3t2OaJnfccQfPPvvs3j2JKaJYLDI0NEQqldrlHnD7Gxs3blQZoTLbb39hKtltAvgR8LLjOF/XProdeD/wlcrP27TlVwkhbsYVbA9PpkcCiEb7lRg1GAwqkqRri8a1NaLKq6OTJp1UyLBZ5RyqiJRcV34m/8diA8ybd2vlbylwriYuUO2VEkJQX/8MyeSrar1XX/1bIIxtR9i+/bzKPqr1S9IGnQjoOiMvefJu4w2V6cu8HiadCHnDc3o3ex3yOI2NPycQGK6s63D22c/yzW++kxUrbiIc3lJZ+6t0df0LlnWQCnfK/bnXbx0tLV/BtsN0dX2CXO4JDj74v9iy5XzK5U9QX59izpxrKRabgBz9/W9zCarj8ExuC2NOkbJt8efSFnqdMaySwfC2Ot7emMYoRugIuxN6NLoZ0ywzM1nm3JnvppDLu2+/pRypVIq77QDPJUfJLAwQHXS1I4ZhKO3QwMAAPT3wxz+meNe7/syRR/6ZZ58d4v77m4hGUyoTTVa3dssbFMhmszQ3NzNz5kwKhQKFQkEREhnmLBQK6j6WdYzkm14qlaKxsVFVvE4kEjQ0NNDS0qKOdfHFLxAMOoTDPYp0LV6cY8WKceH/D3/YwOBgkKuv7ubqq7cSDKb50Y9QBAugpaVF9ZJrbW1VTTRlqK2/v181zjUMg5PPHeC2DUcQDfsk6S8B69evr+rN9tRTT1W9KB7oOOmkk1i/fj333nuvqpS9YsUK7rzzThYsWIDjOCrkNhFmz57NGWecoWoh6fPBqlWraGhoYHh4mKeeemqvn8/OUCy6L4myqv4bEabvTfT09PD666+rv1955RVFknK5nCre+UaxO161qWxxInAJ8IIQ4tnKsn/BJUf/K4S4HNgMvKfy2R9x0/834pYAuGxnB4hEhjniiO/xzDNv5eijf61S5qWQ2Z38RRV5Ge9l78LNVKsmCO7NW+1pkeugVcOWv4dCozQ0PDOFIalGZ+fZbNr0N2p//f1vwTBCFbu8hKGa5LjrjAvBx8sDjIcX9e2qz9nZgSTqOhWdsHiPJ4/lJX4Scl+9vR9j9uxP0N19NbNm/WvFs+Fwxx3H8da3PgZAIvEoM2f+G11d1+A48zBNUxMNb6W19Ys4TpTOzqsZG5vDn/+8mTvuOJpCYT4HHfQyTU1vZ2SklWBsO1/c1slw7naWBRewyRriFXucBIQxeY+5jEguhN1ssKJ1RiU1/38JhR6mvn4NgcAYjgPDw+vJZL5HNBrl5JNPJh6P8y7T5IRf/IxSnUN4yBVihsNhgsEgAwMDqpdac/MgmzYdyrp1Z3HMMbcSi92EbUexLIPrrz9ZZYVFIhEaGxtVVpkQQtUjkn30ZKru0NAQJ574KsuWvUa5XKZUKvOd7xylwmGyhpEUWZfLZQYGBnj72x8kkejl8MO3YJqTR3La2/OVkg5gWYIXXwxiWZZqWyJrI8ViMZLJJKFQiGw2qypyl8tl9bdt24TDYdavM8GAUvjAehPdX9BbhOxPDA0N7VZWWXd397Q5h72BO+64oyrCAG46/fz587FtmzPPPJPVq1dP2GdtxowZnHnmmVXas8MPP1z9bpomxxxzDLlcDsMwWLNmzW7Z2d7erqrkv1HPlEwWKZfL1NfX7xBJ2dfQvVqZTIY///nPZDIZpbuUL28Ap5566h4ldnpUZaqYSnbbw0xctOh074JKVtuHd8kKYP78+6mvX09Dw74t1KhjdHQOjzzidrCWhEwnaBLei5bPz6RYbFCeGp181AqPeb033otW6yLq2qFaYbZaHi8vefIulyTKq2WSxMq2bUZGjqJQ+B6zZn0dcIjFilxyycP86lenMmNGCwsWmBjGMMnkvcye/WEcJ8brr/8I2zZwnB7mzLkK246xdetn6e9PsblzI0++/BwvPpfBOH07JMuIEohXADOFI8AqO3TyKiaCVYFFvCWy0BUwB8M0pxsxDENpfaLRm4lGv49p9mvnD3V19zI4WFbVpAcGBsjn85wQa+TPRj9jSwSNM2ZgFQqUy2X6+/uJxWIcfPAWzjzzToQwyefTRKMjHHxwb2Vc4GMf66KvL8WNN64ilUrR2tqqqnD39PRQLpcJBoNks1lGRkaIx+MYhsHKla/xtrc9RTo9XvtkzpzH+a//uoienn5yuZxqaeI4Dief/ARHHPEas2f3Ew6X+dKXTmFoaJjrrtuRxH/3uw2cfPIYt92W5nOf68IwoFyGu+4KEgqV1D0g66rU19cTDAbp6upSD898Ps/Q0JDqPydrKb36fI7I4q2IwP4RoR5oiMVi/OY3v+HUU0/lD3/4w36zo1gsVqWJ+3Chp8v/7//+L+95z3uIxWKceOKJKnv0vPPO45ZbbtmBLDY0NHDeeeepkh6TIRqNcvjhh9PT08PmzZunbN+iRYtoaWkhmUzyzDPPvOFK6pJo6QVopWbJW/ByVyAjNhITlYDQIQv1SuTzef70pz9hmiYnnHACW7dupbOzs6r46tq1azn33HN3204vdscrOi0UXQMDrRSLWZ555p2cfvq39vrxnn/+anp7D0Fe0/GQV4hCoakqW62W4Nmb+u8ud3+vJQivpffRQ19eIXqtzDypf/GGCb0ib6/4Wq4ryZVXgyTX8Wq+9FIAs2ZdQzz+DEK4Ibe2tn42bRrkpptm8u53d7Jypdt3LxJxezgtWnQuzz9/E0uWvBcR6GFd9yo29Qd5rON57o1ugfNaMM9z+XUxG6CcCxIIl4lES+SHwpR6w9x32TcpDH8Z2z6dSCRScRcfiWE0MDZ2P4FAgEKhwMDAW0inj6auzp3E16z5DitXfhwhcjQ1nc+LL/67qladSCS46ogliFc38HBfD9lSCbNcpq+vT71dJpN50mk3vJhKVWfxGAYsXNjN3Lm9BIMR/vSn93LooXdz5JEP8etfn8f27YtIp9OYpsnmzZvZvn07HR0dpFIpEolMFUECuPXWs5gxYybFoqUa3QKcdNILnHXWk0Sj4w/IK69cg22Ph7weeSTEgw+G+fSnM7z3vcPE4zaf+EQP8biNbcMVVxxDKNSttEWyFpMsnwCosF5vb6/K8JQtF6LRKJFIhFgsxrYX72Ok5NdJmgqCwSCrVq0iHo/vsYf7f//3f++R/fhw8cEPfpBAIFAlxJbNax944AEWLFjAxRdfjG3b/PCHP6xqU7QzgmTbNq+//jqLFi2isbFRka+pap22bNmi1pUlFf7qr/5qt/VgUrqSTqcJh8OV5BQ3+7W7u1vpJ3cVck6qlXFdywbpWQdUxf9bbrkF0zQ588wzicVibN26lXw+r877/PPPn1Jl9r2NaUGSyuUgv/vdNWSzgl/+8ns7hKTGCYYbvtI9I3rauruOSxjOPfcDeENyEkuXfhdZ5BHAsiLcc8+NCCEIhUwMw6wiMl4i4g1fyePq2Xlez41OjrxhNykQ17P1JFPXNUmypYWsnSSF19VjtGPtJjfsFaBYLGDbDvPnf4x4fPJ4eV/f/6On5504jsOGDV/niCPOwTSzyrZoNMJzz71GT08Df//3baTTf0MudyLBYJClS8/gyCPfxnDZ4bw/fJJS0ADuhSRYRYNcdxRh2gQjZTLdCRzLwCjb/M+7v88hzb2EAjnCAQs7+VFkXwz3lEaAbaRS8wDB4OBbePHFv8MwrsA0LwccTLOB55+/g8MPfzuDg7/g0EPjqj5TOp0mEvkw87YdysOYbNy4kRl1dSpV3s0urH7TkGFcx4GLLz6ZX/ziAYaHm3noofdyxBHPc9JJfyAQKHPJJTdx++2fwzBmMTIyojRJiUSChQtf4pxzHtxhjD/2sVv5xCfqiEajWJbFtm3bCIVCbNoUIp1u4fnnW3nsMbdh5m23PUk47Nq2dq3gne8MEQhEqa93+NCH3DYEra1lHAcuvfStdHe75QpkFl4ikVAeo7GxMRWCS6fTSlAei8U4//wchxxS5Fe/auTTn36am25axHe/u576+gK7UCbmLxZSVA8ordsbxcc//vEJP7v11lt3yVPhA2666SY+8pGP1PzsxBNPrHrZ/MhHPsJ3v/tdrrrqqimFaV566SWle8lkMgwNDdXUwZxxxhmUSiUeeOCBquWy1IyORx99dErnNRmkXrenp4empiZM06S5ublqHdn+qKmpacLWKzD+Qi0TdLzhSy+8n8tMZcuyeMc73qHCb8uXL+ewww4D4LbbbiORSChP2P6E2JmLbF9g7ty5zpe//GWVMq1nN9UiAbqIW/eSyM9dMmPvsBzcm+WYY75MU9OzHivczwcGjuf55/8Ny2IHkqQLyKu2rOFx8oawJHRvkNdj5T0/PbNLCmz18gXecJnXJnfsikSjD7F48Sd1K5josruVrh1A35+D4wiEsBRhsG3B6tX1fOlLc6mb04R94RGIdIxQMEgk0okQDluzbj+10e44tuWeXykbxLENDNvh7w69jw8e9wB/e+Vb+MVP7yFslti+/SSGhxewZEl1uq3jwP/+7/f467/+h4rtwYpdNsPD/0mp9DcYhqikus9HiCxu5XUvbG587gS+8OCFnLO1i9kNDTQ0NFAo5GloeIGLL/4xhjE+OD/+8ZVccMHNfOELF7Bp0yCtrU3U1aVob9/OBz5wC6ZpYduCO+/8R3p6lgOwbds2Nm/eTF9fX6U+UpbTTlvLFVe8hFcOkM0G+NjHPkBvby/d3d2qKW1dXYJy2SKTGa10lG8AcvzkJ09w2GEJwuFYpXGtRTweo76+nt/+dhMf/dgyekbqaG1tZWxsjG3btlKXjNHQ2EhPTw9jY6NEIxEcIJlI8POb1mFo1Tvc66xfc3f57KYBopHSU47j7BkF5ZsU7e3tzvXXX7/PjufN9i2VSnzrW643/s0kuNahP+ve85737LTx63333Vclov7oRz9KOBxm7dq1KnNqIgKka0IlvPrODRs2qPCQzA5ta2vj1VdfrXo5lp/Lc9CvW0dHR1X5galg+fLlbNq0aUINWSQSUSLycDg8KeGQvSfT6bTyqk0GvUuAhKzPNFV4x3Wqn00V2WxWhVD7+/vVT9u2Wb169ZSfZdOKJOXz+arB92p8dM+Rzva9Qmc99KRvpy+X4ST3eDne8pZLKvsq0919Mhs2fATbDqt9Aop06Sn5ekhLCKHirvJL4Q3Tyf0AVR4koIr86J4y+SWTJEnfr6yr5A3pBQLDmGYvBx/8DhwngGXF1fG3bv02AwPLdiCgQlgk0n8gFn8JgNHIU3zuhbPpK8Sw7SiGkatcsfEK4QIYs8KEjRIntWwkIGxsO6DWe+H1OazfMl4m/4xZ6/n2O3/Lww9fy+bNbkr7rFmzmDvXpq3tP8lmLyGV+geEyOI4CSAEDAE2UF/5/Tgc52Ec5xfAVQiRxTDG374KhTggMAyHYHDHHkY3Pncin3/gQv5jwcEEi0Xi8Sjbt/+eyy77ftV6uVyAT37yOLZvD5FOJwkEgkAD0WgUwzA45ZQOTjvtNv7v/1axbt0KHMdhbGyMwcFBBgYGVGHGUqnE2NgYl176Kueeu0XtXwi48MITqa9vIpfLsX37dnp6eiiVStTV1ZFKpVQPNdmLUHmByiXqZzQSjcaIRMLYts1YNk+g7QxIN+xwzm8URxS3c8OPv+aTpJ1gX5OkyfDaa6/x29/+9g3rWqYLIpEI8+fP54ILLpjS+vrLba3Pnn/+efV3Op1mzpw5O6y3du3aHUJJTU1NzJw5k61bt+5U5L5582ZeeeUVjjjiCJqbm3n44YfJ5/OcdtppPPzww6rCt8TLL79cFZo77bTTquY2r1fmySefrGmDHhrMZDJEIpFpEbp6o5iM+Hd1dU15P7tCkqZFuM0L/ab0VreGaiHyROE2Paw10X7H9T4R7rvvFoQQtLQ8xvLl/0Y+P5etWy+qSbDk7zpBgWpvl34s2VxXj+HqRFASw2KxuEOMVxd616qrJCdhSfqi0U6EKNPe/i7AIJttI5tdyZYtn1V1ewAsa1SVWxi2cmStIn8oPcazfRZwSMXyQ0gYAc6Z9RxB0yUbthOmr/edlC2LaKSDurrnEdic0bKJpfUZTNPg6ad/QqEgiMfjfGhlPenTn6Wu7grApqfnPxkY+ApHHhlm5Up3PMd7851MLGYDZRznGmz72zjO6ZjmKqATx3kGIU6nULiXfH6EbPY0hocfpaHhOtLpeyrjAqtX/weGEaWpqcTxx/8/hBgnJgBzU67Ie3V2hIsbWmhIv8JZZ7kEqVyOksulCYWG+NnP2snl4Ic/fJiGhiKlksGXvvReNm/O09fXx8jITH7/+0vJZDIkEp0uUamUsTBNk1AopBrWFotF/vu/Z3LddXXq3oxGo5RKowwNZarqhEmylU6niSWSiPoQPT2CuQcFMc0AY6U4/bFDwRA4gKSu8sucb3AoJXfv5SfSC6mNZcBBlG3ESA4ELPirmTvd1sf0wsKFCznllFO466679rcpbwgNDQ3EYrFdbvUiS1k0NDSoF0yp0fOGk4aGhqac1WdZFp2dnVNaf968ecybN0/9Lfu4ATsQJIAlS5awZMmSmvsaGxvj6ad32iuehoYGSqWSIg2yEK60Xc4t06XIpLce4USQdZ/2NabHKFEtUtZ1P3qISycWOvnRRc/yc6gmTLWOJdeRy0wzRyKxiUKhkUKhZacxaK8LVk5+Xjv0G1PPIJN/e2sZ6etLkii9V7IdhVzPTSd326UkEus55JBPEAgMMzR0GMViHS+99KUKCclrBMmizxqjaMBz9rPcp3WMvrDtaVrDNo5dj2n2smrm07SEFiNEFMN4hGJxFT3JVSqbQaW8dwj6LLcC7axZw0QiEUUATXMVxeJ3MYwx6usvVvof+dDK5/NVGizLej+GcRlCSD3QPVrbl4cplbLkcjlVUTqX+1ey2c+oitUnnxxUqf22vRQhrsSy7IqezeTkec/zTyf8gWseeRub+3r56+X3cpQD5XKMzs7Tef31lTQ2Psb73/+w0vv09h6CYZh86lO/4VvfOofR0YhqNyJLB+TzeUZGRgiFQoyOjtLb26uum2VZijzJmHxDQwOhUIienh6yIk6gYR51cYfGBvc6RaJRBo0jKUXimA1aRdbKC2Gss0i21SSzSKBJ7LBDELcLJM0ytm1QLEYwhIXDeOaikDsSAse2EEaZMTPA2FyD3Ez3sSAsaH7S4tDyCEcd34OPAwu5XI7BwcH9bcZuY9asWQQCAS6++OJd3lbXbK5bt47W1lYSiQSbN2+mVCqxYMGC3bZrf41pIpGoSaweeOABlfQRCoU466yz6O3tVeRY9p+Lx+P09fWpiMXOtEd7A/Pnz2fLli1Vff6KxeJOewPuT0w7kqSHznTi5M3m8oa5dNTS9dQiUJW1mTnzfoSAaLSLOXP+wKuvXk5392m4IZ7qOkZ65pf+f8fQ1bhNcmLSe7R5PV76OUlmLSdX0zRVNpf8G1DiN8MwaGh4noMP/k+Ghw/HssK8+OKnsG0HKBMKhRh28vSG1mEYcbaUO7hteBSn4oU/s/Uljm16jdlRi8PqDqVQOI1C4V3E4z8iGJxBofBVDKMF07yCXO6/aGoKK9ev3kMsEAiowoRefRacBxgYhiAcDivCJ4RQWRfeMfaOo9xXJBJRHpdanjXQmwEfRKl0pyImoVCIcPhrXLnyOgKGxTcffRtfe+pk7u2cy9sWbuTkBotTTvk8mzadzCuvHM/ixX+mo2MRL7zwGcLhIGef/U4uu+whhoYuIxKJcNBBOfr68sRi3QQCfdx6q6CvbwQhBLlcTjWWjUQiJFP1lBqXEHACgEPBDCCAZAvEmuaq1h/ycTGMAwJCQ2WMos3AEQFKifH7fOjgABhglB1m2DncC+owR2T5+VXfZf26j2PbNg0NzzJnzm92+M719f0nth0mlxtg3ryvkC0G+cfbLqFrJIWD4OWRmXSdFKMnH8O+d+0O2/uYvsjlcjzyyCM8+eST+9uU3cLChQs577zzdkm4OzQ0pL7/xWKxKvziDcXohQsPdLS0tFAsFuns7KRYLPKLX/wCcOvAtbW1sX37dtVvTz5XwS2eKwti7g3IIro6lixZwoYNG1QZgqmgvb2ddevWAeM6K4lkMkkgEODll19WxLi9vZ1SqcTo6OgeOY9pQ5Jg3CNUK7utljBZ/vR6hmqF2vTtHMdhzpw7CIWGAIeDDvopQkChUM8rr1xBd/eZmOaOnqFamW56KEy3Rf8vt5UeIm8DXUk49Ow4SSLksYPBIPl8Xk300n0aCARoaHiChQv/i6GhI3nttY9iWXFCIRhziqwt91AoWdxVWMeYM+7SXNmwmYvnP0EicCFHpNux7YMplVoZG3PTY5PJEI7zMQqFcZtKpR8Qi417gOS5R6NRdV6A0uLo5EWOgbwushK1dIPLc/UK470kWJJCST50gilTS/U+b/IeCAaDaptC4ZOEQhEuO2KADy7/Z779xBnc8tLRfPHPqzisZSuXFVZw8owsg4ONlMtBBgdbcBxBJpPniSeOo739ef7qrx4mEAhwyCFb6e4uMX/+EDNnjmGas3mtM8rdT59DwAwjggGsssXgfIOueBojE8ScoGNspKeI1FBnZ5mMzhMV/byBFNLPKQdpjAiCwS5s2yJoOFyyZBt/dcTdJJPV3p5DD/1K5d48mFLpE5imgWXZmOZNGMZ2mpr+ufr4gVa+e0EDpmlg2w6vDgzwtfsT3N8RYslbZ8I3atvtY/pAZkJlMpkphWamI9rb2znjjDMmJUhjY2OYpkk+n1eC4a6urh30Q38JkOE5+RyWmDt3LnPnzuXuu+8GXC/O+vXr1XjZtk02m1VC7YULF5LP52ltbaWhoYEHH3xwt8TY0qslowQ6fvSjH+10H0uXLiWVSgHQ29vLMccco+xIJpPMmjWucW1qaiIYDFa9BB977LEUi0X6+/tr7n9XMS2E2/PmzXOuueYa8vm80uDoeiO9ho9kwlLnIwXN+iSta5hM0ySR2Mbcubeq4wkhaG19iFBoFMeBl1/+KEIIisUUXV0nqO30sN94KMhSE7XsMyeEUF4VaZskOvJ4MC68k+ExbwabV+wtt5fd6OXNAO4XAiCdfozuul+zduAwRjLHIIghhIFNmcfyz9BVdN2pM0JZPn5wB43hXgxxGAtiC4lHozjO5VjW+A0tiYv8wkkxfTQarSKMethPEr1aPeL0+0v/TBdVjmfiUZPY6iRJ14Dpf9fSg+ljqx9XEiiX6P4PjmNRLJX59lND3Plank1DzbQl8kRDGYRwx7tYTDA0lMBxLGKxMZLJ6ppHEpZtsmnrDMIDAlF5abNDkJ2969+zeNHgtLm9mOYYhmFyaNMQfzVrK4YxxIIFE3sIbPvb6O8/jjMf2z5Dnb9h3I4QO4bPbHsmtn3ODjq80VKR7OAQs2bN8oXbO8H+EG7LisXwxqsz728sXbqUU045ZYfGsTrGxsbo7OxEFkh9swjT9zTy+Tzr169XbVY+8IEP0N/fzx//+Mcqj5IkSW1tbRQKBZqbm0mlUqxZs0b1pKyFbDZLsVikrq6u6lm7KwLqZDLJCSecAMDIyAiZTIbFixeTSLgu84GBgb1CfD/60Y8eeMJtr8eglgdCLofxxrfSE7Fo0S+pq3OzsgxDVskGEITDI6RS66uOt27dRygUWjEMk8HB4xWpMYxCVbgLxkXegPLwSK+QJEvyJpFiOJ3Q6QSvVoVrPTSoV7uWrSHi8Tj9uRHuszczZhSwbBsjbxAK91DOvch9W06pnNV4/ziAuqDF1478Ne11XSSMY7EKX61UYJ6DbddTKgWwrGpvlS4yHxgYIJPJKOGf3hBXL9OgE0l57pOlb+qhTy+hmWx9/fp7//Z68XR49y29cO7xr3DPCYtPHPcYHz9uFdc8/C62jqQwzHFXcU93spK5GMYUUZIUMEwTQ0DZsimX3FCXZYMTdRjzZCUHs2V+d9HX+d3Tq9jW08KSpWuJhN39l8oma544FMNYTDyeIBQKMrvlZd678kGa65/BNHfM0Bsfm/cB79WX4DhvpbqEA6r0gDs2F1DruSMEmGY1Ybdtm2QoTG1K6GNfo7u7mwcfrK65tXXr1l1+45+OaG9v59BDD91BUOw4Dps2bVJ/6wVRfUyMwcFBOjs7Wb58OT09Pdx9990qW1aH9PysX+/OkfpYAzusL/WmIyMjVbKJnWHp0qU7lBeQ/SvBffFPp9Oq/+V0wbQgSfX121m16p920A2NQ++z5sJdV2AY7qQYjXYRDNZ+lA8NHcLDD/9X1dtxJjObcjlQERfnq0I1tm0r75QeXpPeHakVkkUdA4GASrGUDytJNGT4UBKuUChUswSAJFpSkCyPK4/1u/wLrGE7YUeSE4uAXYBcKyuCfVy9+H7mt71KobAICBIKvUZ/32+Jhs8n5IQwacEWMygUbEUSMpmMKlkgm55Ku8rlMrlcThUjrCU8nyqx2R1M9KWbypexFibSsekeMMs6AtP8PJ895bNqu9de+xJtbd/g8cdvolgMkc/nKZVKNDZu4Mgjf1DlXZTHGMiabMymeO31D2EIg1KxyFEz72Fg2wJS25eSFvWktsaAIiMjwxQLFssNk4su+qoio5FIH8HgMKXSjQixTNla7R1zcJyZwAwPQbRrjv9Ux86r/ZuuTTHfrLjnnnsmLBC5vzJ89jaam5uZO3cuuVyOLVu2YBgGCxcuJBAI8Morr/ikaDfQ3NzMCSecQCqVoqura6eNeyeCl7BIz52c03ZG0I8//njlGaw1Z0xn0TZME5IUCJSor39jVWOfffYq+vqOQlbLlp4mAMsKUCwmgXHdk1u9uqTctXrGlQzd6fWL5L4kMZK9w/SwkZwopeepXC6rdg866ZEkRXqk3ErP4+1M3NBfkVwuh+M4rFr1b9y7eRmi+2C+s/JXHJzsQ4gSvb1LeOyxi8nlwrw4cgwt6S+SSr2C48Dw8FoSsTYVt3dtHa/UrYfwdP2T1EkJIZgxY4ZqAivX1wXoErtLXGphT+7Lu19vATdJikulkhI2GsY7saxTaGz8OqnUb2lru45AYIRjjnkfjiPJFphmkVCotjCwoQEWOYLivM/iFu50eP31Y7DCjVx66Vc9BM3BrRTuEI9Xe4zK5R9hGO9GCFmvy6Zc3jEr0nHKO3gna8EbqtzZeOn37HQIyx8I6Onp4Tvf+c4b2kcul9vh7f3NjHQ6zfLly9UzRsoWHMdh3bp108qrcCAhEAgobY8kNCeccAKPP/541f3V1tbG+eefP+F+isUiegh5Z+n66XRalWvo6+tjeHh4B+nFgYRpoklqc6655osUi0XVemM85bt2lpreYM9dP4issCzDRtIrpL/py0lCdj2XLDgYDCryIrcLhUJVmXZyUjUMg2g0qjwvsg6OFF6Hw2HlFcpms1XpqDJEKF3Ksp5OMOh2bI/H4wQCATKZDMPDwxxzzD/T1PQCnbkUf/Pny1lev5VvHnULudxKurp+DoSRGWKxmEEyeSSl0hqKxTqVFad7pGC8n0+pVCIUCqkHk9c2cL8grrfNHU9Z+buWUF1iZ/fUG5nIdzbJT3RsnZjo60qvXTQaVd2yS6US4bAgHr8EIf6EZa3FNI8BJg57eVvgVHs9wXFMwMEwbLVs4r7RV1Mu/yu2HcQwglXhXml3LW2W/LmniKYuru/t7fU1SVNAKpVyTjzxxP1txrTF3/7t36qJG9zny4YNGybUIk6H+enNAD3D2luLT88o98IwDA499FDlPRoZGeGhhx5ixowZHHWU+yjYsGHDDt4k3fs8Ha/hAahJMrDtCI5j4jghQGDbssGq/LxaHB0MCgKBcQ+NYZRx22YINalHIhF1cfXwgeM4ZDIZ9fYtbxBZzFGG0PQQm4RcpmeeSTG2Hl6TBEvW7pF/u7aWMM0IoZBDMBjQNEER8vkxikWHdDpKa2sbyaSJEBAvPsLC6H2MFNtwnF9jmkkaGtwCfzKG299fYnDwzwSDEArlFVmzbVvdxKZpUigUFGGTy6UXTa6v61L0Ok26vsqbhfhGsScneC90jZmeQSkz8eQ9I0mu+4D+P0qlEoFAEMsaUOOmX898Ps/o6CjFYpFyuczY2Bj5/BgrVpyqjm1Zb8O2TyQY/BelBXKc53Gc+VXnPv7QMjEMEMLZgRB529hI7IkJRfeKyr/lvicLrfrwsSuQL6Mwnq1aC9Nxcj1Q4a0r6MVEY21ZVlVlckDVmHr55ZfVthNln78ZMC1IkuO4RQl1PY+cjHRiI9fVCysCKlQmJy7p8dHF0np5AXCJhWEYSvita1P0SVMXjEvPjNyn7kmRtkrb5LnIooYgHwgjHH74Z9my5XKWLPkcweDU4rFCHE0o++88bfdwf8dRFNd+Gsd5VBG6fD5PLpcjmUwyZ84cWlpasCxLue7D4XCVwFySBJlKq2cUSuhtWLyTsneinqon6Y14id4IvDokuUxeN+k91HVZ7j1mYVl2pexApOr+GR0dVSmvg4ODhMNhmpqaicXmUSgMKNJlGA5COBSLf6/uK9drqleDH7+f5ENHD9Pqmif9oVTrvCbDZOt4v2fesfLhw4tIxC2qGo1Gp3SP3HzzzVxxxRVKQCzFwj6mLyZ6ZryZiNBkmBYkybIshoaGKJVcjZCcuKSoWH9Qy4leTg6SFLli10iVJ0RqevSwnZzws9msIjvyvyRBemq/Dm/RQj2jS5Km0dFRVURLpsnLsE48Psqpp95MOv0C6fQ/TmlsurvrKBRMvvGNd9B+8IusW5zilleXsuDFFxHauIyMjJDP52lsbGRkZITOzk5l38KFC6mvr8c0TRU+k3bLMdbPQdfv6F4l3VOmF3OE6TWZ6kRXRy3SDbLXXUDpzeR5y9IH+npyv6FQiLq6OgqFAolEgra2NrWtJMUyxCnvLf0NWh5P92rpRFW3T56H18Oj/z4RWfJ6obyCde/11l8WdJ3TdLiuPqYXkskkF154IY899hjnnHPOLnds99bQ8eFjOmJakCTbtpVHQ38r0cXEMjQktT9eAiUnczkRSWIky65blqUE2lIwHQqFqjQ7eijJ6xmR28tJRS8DUC6Xyefzla7s7ueFQkFNMlJ4uGTJelpatu7S2DzwQDuPP76C+fO38p5LH+KmBz/Mgz2LWFeCs02HbDarvCDRaJRQKERvby/bt28nkUgwc+bMqtIDepq+PGf9M117JUmlHGNdyyTH3KtL0q+HTlZ2xdshoW8vf3r36yUTtbbxrqsLuL0eSrkffZy80MdDj7176zLpy3WCpY+JvA4StUK7clvd66XrxnRSJcdZ/pQ6OTl28nrn83nGxsbUvqSnUT+2nrgw3TNQfOx7tLe3k8/nWb58+ZQyp2bNmqWI1MjIyJuq6rWPNy+mBUmC6rdk/Y1Xkho5Ics3cF0TBNXhMDl5yUlFnyDk71IgLQmPrseRHisY9wbodnhrJQkhVEVnIcbbbITDYcLhsCrSWCodxmuvNZFKrcUwDGbMuBPTnDx98m1vSzJ//igrVtzJ4wNtCAGlbJAtIYeBgWECleNFo1Hi8TixWIxUKsXMmTNpbm4mFospO/QJVNfoyHHU263oE6vcRv9ZKxzjJRR7QiMzlZ+7ss3Otq+1rz2JicbNGz7Tia28Lt7inbW8TZJMye10r5gU6cvvUrlcZnR0VBF6XZSvv0yEw+E9Vr3Wx5sHa9asYc2aNervww8/fFLtWkNDA5FIhMHBQcbGxqivrz+ge8v5+MvAtCBJpmkSi8XUxKBno+meIT0cAOPp+N5MN2+hQxgv2CgnG6+rV3qVvDobGd6T2We6xkknG3L/8q1cnpe3CGNPz9ls334m8+bdjrfgn0SptJJc7nRKpSLd3WdxxBF/SyBQwqhkUJmGRSkQZE26mUtb6kkmk6RSKZWBFo1GmTlzpsoikR4gvQCmHBPdu6FnFOp1ouRYeImSjr+U+PSehP5iMBFp8v7u3U6ilrdOr/sl73tdoC+9s5lMRoVSpbBfeigNwyCVSvmeJB+T4rjjjuMtb3nLlAT+HR0dNDU17TSV3IeP6YBpQZKgesLWe5rJflumaVa9Ges9v6Q4WveCyAe+HqrQSwno5QFgnFzJN3AZppDbSA+V3F8kElHESeqPJGRIxHGcqj5mgCb+noPj1H6gCDFMIPAaUEaIAlu2fISFCz/HkY1bMfIO8ZljWJ0GHbbBrPnzqItEVc0m2VOtUCiQyWSqMu1075C0Q28vIj1muhbJG07bmT5lOmmTpju8+javXkiuo9c/8mqWdjbOlmUxOjqqNHhye8uyKBaLarmu6SuVSlWeJW8FZB8+vBgaGuKPf/zjDssXLFjAsmXLqpbNmTNnhzCzDx/TFdPm6ad7eeSEr4cegCqdkpzkZT0jqT3Sw2N6AUQJL5GC8aKOun5Dn4y8ISf9OPIzub9cLlclwPVqQ2RIb/v2oymXr8MwZC84V8cUDIZobn6I1tZfAxAKbWDr1u/R23sjM2ZcxO/f+iPedsffUTcrw2i3wy87uvnP008hn89XZfHJ30OhUFUYTdque8m8RQjluXm1PN7J3Kvb0n/6JGnnmMhT5/1cz5iU11W+JHjJlfd+lTW45Hcnk8koLRKM10KS5SJkyYpoNFoVvtZfAnz48EJ2afdi8+bNKoV81apVNDU1kU6ncRyH1157bV+a6MPHbmFakCQ5metvFjpp0cNEel0b+RDXCZac1GUoTnp0vG/juvhY7l9OKN7mtnIb/b9XjCuX6d3mdaImiZicrEzTJJdbSSAQUL1z0uk0gUCA0dHjGR62SaVuZWDgMsrlesbGZgOCxkg/t53+BBfcdyzJmaMcWh/DNE3i8biacGU5BXk82ZxWTrBQLdzWJ2tdfOwlTzsjPlPV+vhwUUvHpXt4CoWCekEolUpK2xYIBJSmTi/roIef9RCwvNcDgYAiV6B7NS21Hz1ELAusBoPBSRuO+vAxETKZDJlMhtNPP32HRqmjo7Ur1vvwMZ0wLUgS7PgWrLcKkQ95mb3l9WzowlY5CejhJaBqwveKZCWBkJk++uSlazn0t3c9RKVXapYhOt37JbfzhgllP6JwOExdXR2ZTKYivP4TyeQf6O7+d7LZt1XsFaxbdydLlpzOjMRd3HhiiPetOZR0NEg+n1c94WSbDf38AoGAqpekn4Muatd1K/r46JlgXvjapDcG3QskPZ6y3lUmkyGXyylCLdeR12ZgYKCK1HvF1np4TYaE5fWXXqFEIkE6nVYtdmKxGKFQiNHRUTKZjGpbk0wm/ZCbj93GSSedxIoVK6oyQYUQLFu2jGKxyCuvvLIfrfPhY3JMiyefJCiZTEZ5fSQpkXWT5EQgw2tyQojFYlXaIqm3yOVyimjJzC5d0B0KhZSXKRaLKUKlt+eQ6wJV2UZSsxEOh1VjW/2NXp6TEOOlAAKBAIlEQumYpGhW6peGh4cr4UMLxxlFiCL5fJhcbtwex2ll7dqnSSa7qGu+CDiUUOQODONQVfVbCFFVL8pxHNU7R4rTpXcrl8upsdHJoZ7tJgmXHAtdp+XNjtMhx9FLsvTsK318a+lxamEqeqhd3W4qn+8uaoUh9WPpmjZdLxaNRolGo0oTFA6HVUhZEidJxoeHh+nv71c1umS9MfmSIVvoSE9TLBYjFouRTqdJp9PKKyXtjMVitLS0VJXV8MOnPnYXelNvHdITumjRIhV681+yfEw3TAuSJCdpmTov/8sHtzeLTKYzS0IliZG+LkB9fb16a9arR0vypRMfqPZm6aE2GK8JBK7nR05EkphI++Vkp5MReRxJ3PQMJj0U6E5gd9Haeg1dXVeTybwVw3An1bGxMYLBIKFQinI5Rbbr28TM5/lt1xinNv4MCpdWhVi8hQn1DMCJxMLez/SwoxxbuWyiSVP3ztXS2Uwk/PaO95sFO9NvyRYnkohIkqOHxbzeStk0WRL2kZERRkZGKBQKOI5DY2Mj8XhcZY0mk8mqEhAwnnkpyb0381G31RfZ+thdrFy5kmOOOWbSdRKJBIcffjg9PT1s3759H1nmw8fUMC1IknwQ15rgde8PVGuIdE+G3tVYTjxyQtfFzN40d/2nboOe0u8VcsvikPIY0hNWLBarCgzKfetVwvX6TZJAyfMzjBKBQB+2Hce2E1WhL50AWZZFeWwFl8/YxH91hnhuuMgSo6i8EHqqt0ztlnboJNL7dud9i/Oet1xHL+gooYfo9L+9v3uPoZOjN+NbpJcs6veg1N3piQOFQoF8Pl/l3ZPXS4ZppYBbegYTiQSpVIpIJLKDZs8l1uONmmtd41oEWf9bv/4+fEwVwWCwqmK9Dx8HIqYNSSoWi8q7o+t+xvtfGSoEJsMGQJXgVBIdqc8oFosqTCHfunXNjh6i0wmV/hlQ5dmSb/s6EdMJj15GQBfSyvChl0SNV7suk06vprX1+3R3/z2Dg+8iGBxveaKn+BuGQSwWY74zA9gMogfL6qNcTuI4jioIKM9NF7nrhHIy8iKXeSdJb9hIJwC1PFO19u3NgHuzepGg9rlLoiTvd73+lu5dkmFT7/XT7yl97HVS5b0W3hcLqG70O5GH7816XXzsXQSDQVauXMlJJ520S9sEg8GqEL8PH/sb04IkwbjmR09j9+p89Ie+V4iti5FlyEKGHHSRsiQQMg1aJyrycz3MJ8manJRkmrQkQjIzSKZQy8a20osDVKVv64RMJzCRSD9z5nyekZHTGBh4/w6hsVrC6kL+SGAzifgdREqHkc2eVuWJk3boP2t5f7zLvURnZ6G1WpPsZB6LWuRI/v5m81h4PaESQrhZh7r3RicseokK7zjpKf56eFPXknnrhMn1daKlE2CdOHtJr37P+fAxFTQ2NnLKKafs0jb19fVks1n6+vr2jlE+fOwGpgVJ8j7EpYdGPuRrpa/Lh30+n1dhBj2rTZ8kCoVC1du3YRgqU05OSNIGKSasFSaRBKhYLFZlieltSgAV4tA7ysuJTid+473ksrS0/IpSqZHh4VMUWdDf+ovFIrFYTGUnuSE/t/dRPt+OLeYrr5mXGHq9QRORHn39ybwLEpMRo1repcnIkXf7Nwu85EL3DHnHbiKi6i3HoJNtL7HUXyBq7U+uM5Gd3us2lfvAhw8doVBohwKSU0E2m1UZvz58TBdMG5Lk7cAuiYd86Ov9x2QqtCRL+mShE5JaISd9e/2tXUIPoUnCpIfPdI+XDGHIUJokYt7zqeUlgHFBruOM0tJyPaOjS+nuPptgcNw+3asm921ZFjYOP+hcC8D3/nwM1xy9iHgsUNWBXp8M9TT/WhPeZCRqIjI0kXfBS7JqbTsRUXqzoZbgudZ562RWbqeTIqhOPpiMYOk6tlpjK6+Jfp3kfnT79N99T5KPqSISiXD00Ufv8najo6OMjY3tBYt8+Nh9TAuSpIe5AoGASo3XvUmSUOgVsYUYbyarEyS5XTgcVqE3PTQmSY+ETmT0Sc0rVpZ/S0Kke770UJ+udZL2yHo2UlMk/weDJvPmfZFSKc22bR9W5MvrxdKLapasMv/40m8YipXJDYV5ri/K717ZyPuWHwGMhy6ljkufVL0iXT0kI8M0ejq4JKn6RKxPwuOaKrNq+WQhOv3nnsTO9j2Zp6pWVfU9YeNkx6wVktTJi0Qtz5AXXlu92rGp2OgNeXrDeD587AyBQICzzjprl7cbGxvzm936mJaYFiTJMAxVA0Zmiwkh1DIJ6Z3RvTIS3olAZYFV6gdJ4iHrvsi/dWG49ABJ4iOPCTtOorpew+uF8b6dy+PqnidJrAzDpKHhYYrFVjKZo1XKvxwXuQ9ZL0qIDGv4D4ZiS8n2R8n2xgiVBafOn19liyQueuq/hNeDIe3TPVe6Dsq7rT6pyn3oYSG9bMBEIbi9MfF6w4X6Mb3ellrb6vCShT1t50THrYXJPD0T7Xeq69U6fq0QqE+UfEwFhmGwcOHCXdoml8uxdetWlTXsw8d0wrQgSTCeTSYnbRnCksv1DDP9zVqGzvTWJJL0yG1rtS7RCYH8THpGZEq/fmxdS6STF/mmLcXb0lOkV9bWw3T68W3bZunSd2DbUTZs+LESf+v2yuO4BQRt5s+/gMe2zgOWYpcNIpbBjeedw/yGxiqCoI+DF7UIpiRSeqHIWpOsN8wjx0X3gOkVx3Xsi7CaXp5gV8mY99ymawhwOtvm4y8bl19++ZTXtSyLDRs2uN5xP6PNxzTFtCBJurhaNtOUnhad2Hh/ylCQXl/JS4K8OiW5vuwV5w0Z6eE4WZFbr4ckj+m133ucWvoj3cbxfXfiOEEMY646viQe+gTvkqYS9/Q28N+vnMzSSDMfPvZMZqUaiEUiQLV2xVsIEiYXUetj4yVQtchGLS1LrWw5r2dnb3ok5HWo5VHaGWqttyteHh8+fEAqldql9WUyjA8f0xXTgiTBuLcEqOo9prfYkO5YXU8jdUdekSugmnfKMJ1OhOR+vZ4qPUylZ8XJdXW9ka4tsm1bFQHUQ2u6V0xuN37O8nyCVeelp2e741Bm3rxjuLOrjS+88HaWxGbz2QXnkgjHVCaeHg70Zgbq4TYvgdCJhVzfO45yv/r28jheTZJ+HWsdb1/B97b48LFvUav1SC3IZ83atWv3skU+fLxxTAuSJITsTeYo0bAe9vHqIryZXzA+qXsze6QmSZIaOXHq5EivjVQsFlVWna5Zkv8lAdLDf3K5DK3JUJ0uItd7wUnS1N5+FkKUWbv2AaBMNBrd4bxNc5TZs9/GHV2H8MUXTqU9Opt/W3Q+ddFE1blIMuStWC7Hzfu3tEX+7SVak10r+VMnWXKZ928de0vjM5mdu7q+13vke5N8+Jga/t//+387XceyLF5++eWa4XgfPqYjpgVJgmoPCFDlvdEhw1FS86OHy/QKxOASHt37o2fGwY7kAMaLQOpESSdGepjP285ElijQvTJyP5IA1iouKEN/+ufuuXbT2noFd3Yt5ktrT2RpfBb/tuh8UrEEQFUWnE7Y9HOR5zmRWFfPZNN1SLXIkBd66NFxHGWPTvL2tRfJGyrUf06V8PhiZR8+9jyKxSKvvvqqT5B8HFDYKUkSQrQBNwIzAAe43nGcbwkhPg9cAfRWVv0Xx3H+WNnmn4HLAQv4qOM4d+zsOJLM6AJroIqY6P8rx1GTc63l0oM0Ua8xb+0jSbJk2rzct/QOScIj7ZTkSYrHg8Eg4XBYLdf7vkkSJ5eN2yIUUakqPyA28o1tv2Zwy8msG0tzWHIOn198AfFQBNM0lbdKCr29Wi39b2/4S/+plz2YSLNUK/Qmt9fbsNTKbtuX2JnQfE/sb0/uY0+P0RvRX00Gnyz6eKPI5/Ns3rzZ1yD5OOAwFU9SGbjacZynhRBJ4CkhxF2Vz77hOM61+spCiKXAe4FlwCzgbiHEwY7jTPj6oHt0JFnRw26StMh1A4EA0WhUEZKxsTGVVaZ7UyKRyA5FKWU1bK/2R3qd9Kwy6Snyekt0LZLuTZFkTRKvUChENBpV2igh3LpOgUCAZPJeDKNAJnMetm0B46Gza17/Iy+WenGCTQAsCs/gS+3vJCwC6hhybLzkyJuVJsmZtN9LNHWPj7dSt8xS07PWdAKkXxOvaHtvkZP9FarzisL3FiHZnW339JjoRNonSD6mgvb29gnvw1wux7Zt28jn8/vYKh8+3jh2SpIcx9kObK/8nhFCvAzMnmST84GbHVeV/LoQYiNwDPDoJMeo8vro6aBSdO0NC002KctsN6nTkXogGJ/YZTNFGPegeL1WugdJzxiTLVEKhYJK/ZfenFKpVBX6kwRNHlt6merrr8Uwxujq+iIg+PGWJ7k/tw7btBGmQ6kcoDAQppQJ8tnzLyCEqbw1us06KaxFfrykSSekktzooU059vrYyP3rmq5aHiYdb2TinmxinuyzvUmgJvNS7S17JxvfvQn9nvGSah8+auHMM8+csCr70NAQ2Wx2H1vkw8eewS5pkoQQ84EjgceBE4GrhBCXAk/iepsGcQnUY9pm26hBqoQQHwI+BFBXV6eW6x3RvSnpcmKWMW0pstbrCuk1jrw6J917pDcB1b1HelhMn6T08gLhcJh8Pq8IhSRNjuNUETKg6hje8ynaJr/seJHfj72ICLjEyMqGKBdM8gMRTFvw83PPpSUar/Ji6GUOdA+SPEf9PHXbdcG7XFe7HlW2eUmndzv971rYH2Lm3T3mrnhsaonPJyIQb3QM9pcgvFbY1W9LMjH0Z1mkUo7Dh4vR0VEymcz+NsOHj93GlEmSECIB/Ab4R8dxRoQQ3we+hKtT+hJwHfDBqe7PcZzrgesBDj004sD4m7Nt29iOTTYMQjgEAgLDqJAbLASCoF1GOIJyuUTICBEMhNyAlS0wMDCFSTgUxjBsDGM8bb9yLq7HxxYECGA448095X8ZmnMMByfkYJpgGJU2HY5FyShRNsvgFDGLBYyyuw/ZsgQYbwsiTAwMDMfAsAUO8OAr7fxg87sR5gtYJZNSVxj7tQiFBoEdgoAD/3PW2cxPpao8ZTqp01ut6LomfRx1zZa0SZ6f16sk9VheD4kcE52I6T8nuL5TvRX2O3Zmay2P0VRCijvzwExl+/0B73H3F1k7UKA/y1Kp1IFz4+9lZLNZOjo6/DCbjwMaUyJJQoggLkG6yXGcWwEcx+nWPv8h8PvKnx1Am7b5nMqyiY0IlVhyzu+4445VBAImtiFYMzuPk9jDWRD6s17veOJ4fkrsVY3hYS452hqh2BemlBTQ6n7y/kPmcdKcQxDYbOjrxTRMItEIOA5C9lZzHMoV8rNDFpvjYNsODg6C8fYuteY6fT3DrFQfR2A741mDhmEgEDiVARKVgXR2GLBxvJEJfnfFzoaY3Nsxkb2CyUmAECAPq4/BVLjDZMOws+33BEcSAubWpTB3wRPkvaf0nz4mx5w5c/a3CdMCvlDbx5sFU8luE8CPgJcdx/m6tnxmRa8EcCHwYuX324FfCCG+jivcPgh4YrJjbB1q4N87T4PDLNyEOHeCKGyJQfZN+hbrQPMTQwzUxRlbVn2OP12/mZ+u37yfDPPxZsNMM879V/7tlImSJMd6CNYbRvZRG95+k3+JKJVKvPrqq1VZtT58HKiYiifpROAS4AUhxLOVZf8CXCSEWI7rf9kEXAngOM5aIcT/Ai/hZsZ9eLLMNoDyiEnhyXjVMrPX4fiuAeoaQoRCISWEliEfWQAyYAYwA5XeasLAsi2lSTJN0/3cNBGGJ+PLNDHNAIGgqyeyLRsEBMzxNH3LtigWipStsqrNJMNchhAYFa2PrmlStpkBJf4uW2VwQBjjmWOHHvoZDvnYOv71qm/zp+dGsYPGTvwZPnzsOqyEwYnHzWKgv3/K2+gZfJZlEQwGGRgY2ItWvnlgGAbf//73+fu///v9bcp+QzAYZOnSperv7du309vbO8kWPnxMX4jp4EYXQvQCY0Df/rZlF9HEgWczHJh2H4g2w5vL7nmO4zTvD2MOFPjPsn2OA9HuA9FmeHPZPeVn2bQgSQBCiCcdxzlqf9uxKzgQbYYD0+4D0Wbw7f5LxIE4dgeizXBg2n0g2gx/uXb7eb0+fPjw4cOHDx814JMkHz58+PDhw4ePGphOJOn6/W3AbuBAtBkOTLsPRJvBt/svEQfi2B2INsOBafeBaDP8hdo9bTRJPnz48OHDhw8f0wnTyZPkw4cPHz58+PAxbeCTJB8+fPjw4cOHjxrY7yRJCHGWEGK9EGKjEOLT+9ueySCE2CSEeEEI8awQ4snKsgYhxF1CiFcqP+ungZ0/FkL0CCFe1JbVtFO4+HZl/J8XQqyYRjZ/XgjRURnvZ4UQ52if/XPF5vVCiLfuJ5vbhBD3CSFeEkKsFUJ8rLJ8uo/1RHZP6/Ge7vCfZXvFTv9Ztm9s9p9lE0H2+9of/wETeBVYiNtN7Tlg6f60aSf2bgKaPMuuAT5d+f3TwFengZ1vAVYAL+7MTuAcYDVuZ7vjgMenkc2fBz5RY92llXslDCyo3EPmfrB5JrCi8nsS2FCxbbqP9UR2T+vxns7//WfZXrPTf5btG5v9Z9kE//e3J+kYYKPjOK85jlMEbgbO38827SrOB35a+f2nwAX7zxQXjuM8CHj7SExk5/nAjY6Lx4C0EGLmPjFUwwQ2T4TzgZsdxyk4jvM6sBH3XtqncBxnu+M4T1d+zwAvA7OZ/mM9kd0TYVqM9zSH/yzbC/CfZfsG/rNsYuxvkjQb2Kr9vY3JT3B/wwHuFEI8JYT4UGXZDGe80W8XMGP/mLZTTGTndL8GV1XcuT/W3P/TzmYhxHzgSOBxDqCx9tgNB8h4T0McaGPkP8v2PQ6I75b/LKvG/iZJBxpOchxnBXA28GEhxFv0Dx3XnzftayocKHYC3wcWAcuB7cB1+9WaCSCESAC/Af7RcZwR/bPpPNY17D4gxtvHHoH/LNu3OCC+W/6zbEfsb5LUAbRpf8+pLJuWcByno/KzB/gtrpuuW7oZKz979p+Fk2IiO6ftNXAcp9txHMtxHBv4IeNu0WljsxAiiPvlvMlxnFsri6f9WNey+0AY72mMA2qM/GfZvsWB8N3yn2W1sb9J0hrgICHEAiFECHgvcPt+tqkmhBBxIURS/g6cCbyIa+/7K6u9H7ht/1i4U0xk5+3ApZVsheOAYc29ul/hiXFfiDve4Nr8XiFEWAixADgIeGI/2CeAHwEvO47zde2jaT3WE9k93cd7msN/lu07TOvvVy1M9++W/yybBG9UXf5G/+Oq5Dfgqsw/s7/tmcTOhbiq+OeAtdJWoBG4B3gFuBtomAa2/hLXxVjCjblePpGduNkJ362M/wvAUdPI5p9VbHq+cnPP1Nb/TMXm9cDZ+8nmk3Ddz88Dz1b+n3MAjPVEdk/r8Z7u//1n2V6x1X+W7Rub/WfZBP/9tiQ+fPjw4cOHDx81sL/DbT58+PDhw4cPH9MSPkny4cOHDx8+fPioAZ8k+fDhw4cPHz581IBPknz48OHDhw8fPmrAJ0k+fPjw4cOHDx814JMkHz58+PDhw4ePGvBJkg8fPnz48OHDRw38fyIiVfTX4YnfAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# Use scikit-image to perform Image Segmentation\n", "\n", "# import packages\n", "from skimage import segmentation, feature, future\n", "from sklearn.ensemble import RandomForestClassifier\n", "from functools import partial\n", "\n", "# prepare parameters for scikit-image\n", "sigma_min = 1\n", "sigma_max = 16\n", "features_func = partial(\n", " feature.multiscale_basic_features,\n", " intensity=True,\n", " edges=False,\n", " texture=True,\n", " sigma_min=sigma_min,\n", " sigma_max=sigma_max,\n", " multichannel=True,\n", ")\n", "\n", "# obtain features from image\n", "features = features_func(image_grey)\n", "\n", "# define random forest\n", "clf = RandomForestClassifier(n_estimators=50, n_jobs=-1, max_depth=10, max_samples=0.05)\n", "\n", "# fit forest to features from original image and labeled image\n", "clf = future.fit_segmenter(label_grey, features, clf)\n", "\n", "# predict labels after training\n", "result = future.predict_segmenter(features, clf)\n", "\n", "# plot results\n", "fig, ax = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(9, 4))\n", "ax[0].imshow(segmentation.mark_boundaries(image_grey, result, mode=\"thick\"))\n", "ax[0].contour(label_grey)\n", "ax[0].set_title(\"Image, mask and segmentation boundaries\")\n", "ax[1].imshow(result, cmap=plt.cm.gray)\n", "ax[1].set_title(\"Segmentation\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Analyzing Accuracy**\n", "\n", "We will next analyze the performance of scikit-image by computing the accuracy. We will do so by comparing the result from scene segmentation and the true annotated image." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Adapted Rand error: 0.18644213646152585\n", "Adapted Rand precision: 0.9420672471418936\n", "Adapted Rand recall: 0.7159003801164245\n", "False Splits: 0.5293584404585733\n", "False Merges: 0.9911335294007754\n", "Dice Coefficient: 0.828704833984375\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# Analyze the accuracy by looking at\n", "# precision, recall, false splits, false merges, dice score\n", "\n", "from skimage.metrics import adapted_rand_error, variation_of_information\n", "\n", "# calculate error, precision, recall, splits, merges, dice\n", "error, precision, recall = adapted_rand_error(label_grey, result)\n", "splits, merges = variation_of_information(label_grey, result)\n", "dice = get_dice(label_grey, result)\n", "\n", "# print results\n", "print(f\"Adapted Rand error: {error}\")\n", "print(f\"Adapted Rand precision: {precision}\")\n", "print(f\"Adapted Rand recall: {recall}\")\n", "print(f\"False Splits: {splits}\")\n", "print(f\"False Merges: {merges}\")\n", "print(f\"Dice Coefficient: {dice}\")\n", "\n", "# create figure to show results\n", "fig, axes = plt.subplots(2, 1, figsize=(6, 6), constrained_layout=True)\n", "ax = axes.ravel()\n", "\n", "# plot merges and splits\n", "ax[0].scatter(merges, splits)\n", "ax[0].set_xlabel(\"False Merges (bits)\")\n", "ax[0].set_ylabel(\"False Splits (bits)\")\n", "ax[0].set_title(\"Split Variation of Information\")\n", "\n", "# plot preicision and recall\n", "ax[1].scatter(precision, recall)\n", "ax[1].set_xlabel(\"Precision\")\n", "ax[1].set_ylabel(\"Recall\")\n", "ax[1].set_title(\"Adapted Random precision vs. recall\")\n", "ax[1].set_xlim(0, 1)\n", "ax[1].set_ylim(0, 1)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Evidently, it appears that scikit-image did a relatively good job of scene segmentation. Thus, we proceed to apply it to a larger dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Performing Scene Segmentation on entire dataset**\n", "\n", "Next, we will try to perform scene segmentation on the entire dataset. However, it was found that the ADE20K dataset had some original images and annotated images with differing dimensionalities. Scikit-image, however, requires equivalent dimensionalities of the images to function. Therefore, we selectively chose images whose original and annotated versions had the same dimensions. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Amy\\AppData\\Local\\Temp/ipykernel_64032/721989578.py:3: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n", " images_grey = np.array([rgb2gray(cv2.imread(imgpath)) for imgpath in imgpaths])\n", "C:\\Users\\Amy\\AppData\\Local\\Temp/ipykernel_64032/721989578.py:4: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n", " labels_grey = np.array([(rgb2gray(cv2.imread(lblpath))*1000).astype(int) for lblpath in lblpaths])\n" ] } ], "source": [ "# ========================================================#\n", "# convert all images to greyscale\n", "images_grey = np.array([rgb2gray(cv2.imread(imgpath)) for imgpath in imgpaths])\n", "labels_grey = np.array(\n", " [(rgb2gray(cv2.imread(lblpath)) * 1000).astype(int) for lblpath in lblpaths]\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# identify images with matching dimensions between image and label\n", "images_grey_match = images_grey[\n", " [images_grey[i].shape == labels_grey[i].shape for i in np.arange(len(images_grey))]\n", "]\n", "labels_grey_match = labels_grey[\n", " [images_grey[i].shape == labels_grey[i].shape for i in np.arange(len(images_grey))]\n", "]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# perform scene segmentation on all images\n", "\n", "# initialize arrays\n", "error_list = np.zeros(len(images_grey_match))\n", "precision_list = np.zeros(len(images_grey_match))\n", "recall_list = np.zeros(len(images_grey_match))\n", "splits_list = np.zeros(len(images_grey_match))\n", "merges_list = np.zeros(len(images_grey_match))\n", "dice_list = np.zeros(len(images_grey_match))\n", "result_list = np.zeros(len(images_grey_match), dtype=object)\n", "\n", "# loop through each image and determine values\n", "for i in np.arange(len(images_grey_match)):\n", " # use classifier\n", " features = features_func(images_grey_match[i])\n", " result = future.predict_segmenter(features, clf)\n", "\n", " # assess\n", " error, precision, recall = adapted_rand_error(labels_grey_match[i], result)\n", " splits, merges = variation_of_information(labels_grey_match[i], result)\n", " dice = get_dice(labels_grey_match[i], result)\n", "\n", " # add to list\n", " error_list[i] = error\n", " precision_list[i] = precision\n", " recall_list[i] = recall\n", " splits_list[i] = splits\n", " merges_list[i] = merges\n", " dice_list[i] = dice\n", " result_list[i] = result" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Histogram of Dice Coefficients')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# analyze results\n", "\n", "# create figure\n", "fig, axes = plt.subplots(3, 1, figsize=(6, 6), constrained_layout=True)\n", "ax = axes.ravel()\n", "\n", "# plot merges, splits\n", "ax[0].scatter(merges_list, splits_list)\n", "ax[0].set_xlabel(\"False Merges (bits)\")\n", "ax[0].set_ylabel(\"False Splits (bits)\")\n", "ax[0].set_title(\"Split Variation of Information\")\n", "\n", "# plot precision, recall\n", "ax[1].scatter(precision_list, recall_list)\n", "ax[1].set_xlabel(\"Precision\")\n", "ax[1].set_ylabel(\"Recall\")\n", "ax[1].set_title(\"Adapted Random precision vs. recall\")\n", "ax[1].set_xlim(0, 1)\n", "ax[1].set_ylim(0, 1)\n", "\n", "# plot dice coefficients\n", "ax[2].hist(dice_list)\n", "ax[2].set_xlabel(\"Dice Coefficient\")\n", "ax[2].set_ylabel(\"Frequency\")\n", "ax[2].set_title(\"Histogram of Dice Coefficients\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the results, it appears that scikit-image is only able to fit to one specific image at a time, and therefore only the image with the palm tree had high accuracy values, whereas the other images did not. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Looking at a Poorly Segmented Example**" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# see low accuracy since had only trained on one image which has high dice coefficient\n", "\n", "### original ###\n", "\n", "# create figure\n", "fig, ax = plt.subplots(1, 2)\n", "fig.set_size_inches(10, 10)\n", "\n", "# plot original image in left panel\n", "ax[0].imshow(images_grey_match[1], cmap=plt.cm.gray)\n", "ax[0].set_title(\"Original Image\")\n", "\n", "# plot labeled image in right panel\n", "ax[1].imshow(labels_grey_match[1], cmap=plt.cm.gray)\n", "ax[1].set_title(\"True Annotations\")\n", "plt.show()\n", "\n", "### segmented ###\n", "\n", "# create figure\n", "fig, ax = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(9, 4))\n", "\n", "# plot original image with predicted outline in left panel\n", "ax[0].imshow(\n", " segmentation.mark_boundaries(images_grey_match[1], result_list[1], mode=\"thick\")\n", ")\n", "ax[0].contour(labels_grey_match[1])\n", "ax[0].set_title(\"Image, mask and segmentation boundaries\")\n", "\n", "# plot predicted annotations in right panel\n", "ax[1].imshow(result_list[1], cmap=plt.cm.gray)\n", "ax[1].set_title(\"Segmentation\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This thus presents an opportunity for Proglearn to allow for improved and more generalizable scene segmentation." ] } ], "metadata": { "interpreter": { "hash": "d9367bcf86695a30d1acceda906497f9af52eb4fe77482025fdfbf37cb0a7110" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 2 }