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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "standing-greek", | |
| "metadata": {}, | |
| "source": [ | |
| "# Covid Info on Instagram Posts or Stories Using OCR" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "crazy-claim", | |
| "metadata": {}, | |
| "source": [ | |
| "---" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "registered-dollar", | |
| "metadata": {}, | |
| "source": [ | |
| "## Import modules" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "fuzzy-announcement", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Module for linear algebra calculation\n", | |
| "import numpy as np\n", | |
| "# Module for image manipulation\n", | |
| "import cv2\n", | |
| "# Module for tesseract API\n", | |
| "import pytesseract\n", | |
| "# Module for timing\n", | |
| "import time\n", | |
| "# Module for data viz\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "# Module for file management\n", | |
| "import os" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "romance-intent", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pytesseract.pytesseract.tesseract_cmd = 'C:/Program Files/Tesseract-OCR/tesseract.exe'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "powerful-reservation", | |
| "metadata": {}, | |
| "source": [ | |
| "---" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "australian-covering", | |
| "metadata": {}, | |
| "source": [ | |
| "## Load image" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "iraqi-while", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "img_1 = cv2.imread('../data/img/covid-prevention.PNG')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "sunset-express", | |
| "metadata": {}, | |
| "source": [ | |
| "## Image to string" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "monetary-telephone", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Add custom options\n", | |
| "custom_config = '--oem 3 --psm 6'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "naughty-benjamin", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "text_1 = pytesseract.image_to_string(image = img_1, config = custom_config)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "fifteen-language", | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| ". Wash your hand after doing activities\n", | |
| "\n", | |
| ". Wear face mask\n", | |
| "\n", | |
| ". Keep social distancing\n", | |
| "\n", | |
| ". Avoid crowded public activities\n", | |
| "\n", | |
| ". Avoid contact with sick people\n", | |
| "\n", | |
| "Educate yourself and your community about the\n", | |
| "danger of Coronavirus.\n", | |
| "\n", | |
| "Together, we can fight the spread of Coronavirus\n", | |
| "Imagets crested by Audh Apriliant\n", | |
| "\f", | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(text_1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "synthetic-flour", | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "String covid in 1st text: False\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Covid\n", | |
| "print('String covid in 1st text: {}'.format('covid' in text_1.casefold()))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "prescribed-island", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "String covid in 1st text: True\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Virus\n", | |
| "print('String covid in 1st text: {}'.format('virus' in text_1.casefold()))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "running-georgia", | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "String covid in 1st text: True\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Corona\n", | |
| "print('String covid in 1st text: {}'.format('corona' in text_1.casefold()))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "driven-popularity", | |
| "metadata": {}, | |
| "source": [ | |
| "---" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "affected-oregon", | |
| "metadata": {}, | |
| "source": [ | |
| "## Image preprocessing" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "funky-batch", | |
| "metadata": {}, | |
| "source": [ | |
| "### 1 Rescaling" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "healthy-lebanon", | |
| "metadata": {}, | |
| "source": [ | |
| "There are three methods of interpolation as follows:\n", | |
| "- `cv2.INTER_AREA` to shrink our image\n", | |
| "- `cv2.INTER_CUBIC` to enlarge image but with slower performance\n", | |
| "- `cv2.INTER_LINEAR` to enlarge image with fast performance" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "ultimate-daniel", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "img_rescale_1 = cv2.resize(src = img_1, dsize = None, fx = 0.5, fy = 0.5, interpolation = cv2.INTER_AREA)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "dated-scanning", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "text_rescale_1 = pytesseract.image_to_string(image = img_rescale_1, config = custom_config)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "found-console", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "+ Wash your hand after doing activities\n", | |
| "\n", | |
| "+ Wear face mask\n", | |
| "\n", | |
| "+ Keep social istancing\n", | |
| "\n", | |
| "+ Avoid crowded public activities\n", | |
| "\n", | |
| "+ Avoid contact with sick people\n", | |
| "\n", | |
| "Educate yourself and your community about the\n", | |
| "danger of Coronavirus.\n", | |
| "\n", | |
| "‘Together. we can fight the spread of Coronavirus\n", | |
| "\f", | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(text_rescale_1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "administrative-extra", | |
| "metadata": {}, | |
| "source": [ | |
| "### 2 Blurring" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "searching-birthday", | |
| "metadata": {}, | |
| "source": [ | |
| "There are four methods of image blurring as follows:\n", | |
| "- **Averaging** with `img = cv.blur(img,(5,5))`\n", | |
| "- **Gaussian blurring** with `img = cv2.GaussianBlur(img, (5, 5), 0)`\n", | |
| "- **Median blurring** with `img = cv2.medianBlur(img, 3)`\n", | |
| "- **Bilateral filtering** with `img = cv.bilateralFilter(img,9,75,75)`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "id": "graduate-success", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "img_blur_1 = cv2.GaussianBlur(src = img_1, ksize = (5, 5), sigmaX = 0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "induced-phenomenon", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "text_blur_1 = pytesseract.image_to_string(image = img_blur_1, config = custom_config)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "id": "junior-detector", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "° Wash your hand after doing activities\n", | |
| "\n", | |
| "+ Wear face mask\n", | |
| "\n", | |
| "* Keep social distancing\n", | |
| "\n", | |
| "° Avoid crowded public activities\n", | |
| "\n", | |
| "° Avoid contact with sick people\n", | |
| "\n", | |
| "Educate yourself and your community about the\n", | |
| "danger of Coronavirus.\n", | |
| "\n", | |
| "Together, we can fight the spread of Coronavirus\n", | |
| "Image i created by Aude Apratuant\n", | |
| "\f", | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(text_blur_1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "seasonal-preparation", | |
| "metadata": {}, | |
| "source": [ | |
| "### 3 Image Thresholding" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "structured-movie", | |
| "metadata": {}, | |
| "source": [ | |
| "There are three methods of image thresholding as follows:\n", | |
| "- **Simple Threshold** with `cv2.threshold(img,127,255,cv.THRESH_BINARY)`\n", | |
| "- **Adaptive Threshold** with `cv2.adaptiveThreshold(img, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY, 31, 2)`\n", | |
| "- **Otsu’s Threshold** with `cv2.threshold(img, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)[1]`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "id": "virtual-rotation", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "img_threshold_1 = cv2.threshold(src = img_1, thresh = 127, maxval = 255, type = cv2.THRESH_BINARY)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "surprised-alias", | |
| "metadata": {}, | |
| "source": [ | |
| "### 4 Grayscaling" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "id": "violent-corruption", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "img_gray_1 = cv2.cvtColor(src = img_1, code = cv2.COLOR_BGR2GRAY)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "id": "reverse-surface", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "text_gray_1 = pytesseract.image_to_string(image = img_gray_1, config = custom_config)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "id": "female-retail", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "How to Prevent\n", | |
| "dat> Ws) ola =y-(0 elm Oxeyvi(e Mt he)\n", | |
| ". Wash your hand after doing activities\n", | |
| ". Wear face mask\n", | |
| ". Keep social distancing\n", | |
| ". Avoid crowded public activities\n", | |
| ". Avoid contact with sick people\n", | |
| "Educate yourself and your community about the\n", | |
| "danger of Coronavirus.\n", | |
| "Together, we can fight the spread of Coronavirus\n", | |
| "Images crested by Audh Apritiant\n", | |
| "\f", | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(text_gray_1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "valid-ultimate", | |
| "metadata": {}, | |
| "source": [ | |
| "---" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "miniature-notebook", | |
| "metadata": {}, | |
| "source": [ | |
| "## Functions - image preprocessing" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "id": "assured-involvement", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class imagePreprocessing:\n", | |
| " def __init__(self, image, config = '--oem 3 --psm 6', searchList = ['covid', 'corona']):\n", | |
| " self.image = image\n", | |
| " self.config = config\n", | |
| " self.searchList = searchList\n", | |
| " # Check the status\n", | |
| " def statusText(self):\n", | |
| " text = pytesseract.image_to_string(image = self.image, config = self.config)\n", | |
| " status = any(elem in text.casefold() for elem in self.searchList)\n", | |
| " return status\n", | |
| " # Rescaling\n", | |
| " def rescaling(self):\n", | |
| " img = cv2.resize(src = self.image, dsize = None, fx = 1.5, fy = 1.5, interpolation = cv2.INTER_CUBIC)\n", | |
| " return (self.statusText(), img)\n", | |
| " # Get grayscale\n", | |
| " def grayscale(self):\n", | |
| " img = cv2.cvtColor(src = self.image, code = cv2.COLOR_BGR2GRAY)\n", | |
| " return (self.statusText(), img)\n", | |
| " # Noise removal - blurring\n", | |
| " def noiseRemoval(self):\n", | |
| " img = cv2.GaussianBlur(src = self.image, ksize = (5, 5), sigmaX = 0)\n", | |
| " return (self.statusText(), img)\n", | |
| " # Dilataion\n", | |
| " def dilation(self):\n", | |
| " kernel = np.ones(shape = (5,5), dtype = np.uint8)\n", | |
| " img = cv2.dilate(src = self.image, kernel = kernel, iterations = 1)\n", | |
| " return (self.statusText(), img)\n", | |
| " # Erosion\n", | |
| " def erosion(self):\n", | |
| " kernel = np.ones(shape = (5,5), dtype = np.uint8)\n", | |
| " img = cv2.erode(src = self.image, kernel = kernel, iterations = 1)\n", | |
| " return (self.statusText(), img)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "id": "statistical-television", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Check the status\n", | |
| "def statusText(image, config, searchList):\n", | |
| " text = pytesseract.image_to_string(image = image,\n", | |
| " config = config\n", | |
| " )\n", | |
| " status = any(elem in text.casefold() for elem in searchList)\n", | |
| " return (status, text)\n", | |
| "# Rescaling\n", | |
| "def rescaling(image):\n", | |
| " img = cv2.resize(src = image,\n", | |
| " dsize = None,\n", | |
| " fx = 1.5,\n", | |
| " fy = 1.5,\n", | |
| " interpolation = cv2.INTER_CUBIC\n", | |
| " )\n", | |
| " return img\n", | |
| "# Get grayscale\n", | |
| "def grayscale(image):\n", | |
| " img = cv2.cvtColor(src = image,\n", | |
| " code = cv2.COLOR_BGR2GRAY\n", | |
| " )\n", | |
| " return img\n", | |
| "# Noise removal - blurring\n", | |
| "def noiseRemoval(image):\n", | |
| " img = cv2.GaussianBlur(src = image,\n", | |
| " ksize = (5, 5),\n", | |
| " sigmaX = 0\n", | |
| " )\n", | |
| " return img\n", | |
| "# Dilataion\n", | |
| "def dilation(image):\n", | |
| " kernel = np.ones(shape = (5,5),\n", | |
| " dtype = np.uint8\n", | |
| " )\n", | |
| " img = cv2.dilate(src = image,\n", | |
| " kernel = kernel,\n", | |
| " iterations = 1\n", | |
| " )\n", | |
| " return img\n", | |
| "# Erosion\n", | |
| "def erosion(image):\n", | |
| " kernel = np.ones(shape = (5,5),\n", | |
| " dtype = np.uint8\n", | |
| " )\n", | |
| " img = cv2.erode(src = image,\n", | |
| " kernel = kernel,\n", | |
| " iterations = 1\n", | |
| " )\n", | |
| " return img" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "separate-corporation", | |
| "metadata": {}, | |
| "source": [ | |
| "### 1 First schema" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "id": "concerned-owner", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Actual image\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "cv2.imwrite('../data/img/trial/first/1_actual.PNG', img_1)\n", | |
| "print('Actual image')\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "id": "perfect-arizona", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image after rescaling\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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DBvZRfd5dYjH3+xCbtkTo3cPJ0AEukpNETIiUnHych7c/9rNmfZjySsnERyoZ1N/F+BM8tGlpEjet/rgqwjez1fh9uyBE8e5obH5qNBrN4YcWshpEaRicSY0v7I2ZC1OSBOec7qVNK9MWsKqqJf99uZqPv/JTWGQhLUnzXJNxx3u46uIUMtKUMJKfa3DuGUks+TGMz28xY26QC85Kom0r5aQ9ZICTFvkmGzYrH5qcbIOO7dSindgut0sJZB9/JQiFlYakT3el3Yq36YflYRYtDTWyqAlKyyyefa2asUe7GTnUjdejPvH5JS+95WPtxggOE0xTObL37u5g/AmemOZL1bVmQ4R7Hq7kx5VhSsosvF5B5/Z+brwmlVFDXRimwBCCkUPdjBjs5tOv/RjG/vvmSAlul+CyC5I57SQvMSUebjfk55pkZyoTXqJKZdPWiDLTRmNaw7ojINQYvveJn4eeqWRPiUV2pkGzbBNhwOZtEXKyDM48xUtqco2AtXZDhDseqGD5qghlFRZej6BLRwfXX5nKkcNdCKHu08nHevjymwCr1kaYsyDE2DEeUpKVwHLEEBed2pusXheJOY0r360JJ3nxelRdkQjMmhdkT6mFZcGA3i5GDHZhxtST4Qh88Lmf51+vZvO2KMGQJDvTYMgAF7f/I42WzdWLQIs8gwkneVnyY4j6UlkozaNkzfoI9z5WycKlISoqJNlZBpdfmMzF5yXbQnU8Zca6jRGiUcn0b4PMXxyibw9nTOuq5sqylWEe+m8VoOaPCirQuiyNRnN4ot8RG0RiWZJgsPEfpVVoWNJKTzMYNsidEK0Gk2cEee716pjmSGIYULQrymvv+Xj/M79tJgIY1MdJjy4OpISCwigr10RiApTSOMQFLsuC7p2ddOvstAUnnz+ecBMG9XWSk2XEovugS0eT5JgQGQ7DD8vD+AL7FmTiZiWnQ0UI1vKoEQKHQ223o8xWSsPXo6uT/DzT9j8rr5A88kwVs+YFqaiycDoFkYhk+eowdz9cwap1EYj5hHk9cNQRblJTDnyqGoagQ1sHwwa6GDrAxdCBLvr1cpGfa+J0CtvR3LIk24ssHvxvVcxEWX95Uqp9Gp9/o5qSUgvThNJyizUbwqxeF8bvl3Tr7KBn15p3mKpqyZMvVjN7XojKKguHqSIKl60I8+j/KmNBDmoM27Z20KOrMuvN+S7Emg0ROyqweZ7JwL4uW4iWEtq1Nund3REzzUpKyy0++Vppu9xuwYghcZOwOn/ZyjCPPFPF2g0RIhGJaUBpmcXX0wK8+q6PcLjmXvfr7aRNK0eDLxKlZZKHn6lixrdBfH6Jywll5RbvfuKnaGfNJDYMyE1IPGqa2FGyNrEoUJdTqOhHOwxTo9FoDk+0JqsBpIRvF4R48a1qQqGGz3M54bwzkjhmtLveRVlFZDlITxW28FJVLZkyI0AoJDHMGkFFCPD7JTPnBjltrIecbGVGycoyyMk2kChfm4++9HP0SKVBcrsEJxztYdb8EFJKunSsifgrK5d88U2AP57qxeEQtGxukp1tUFgUJSPd4JhRHjs5555Si8+nBux0BAeLpCSDEYNdOBJC9VesDTPnu2AdJ3ClFVm7PsLiZWG6d3bYmpf+vZykpQiqqg9gP7tGzrekJBJWQtLSFWGef72aRcvCCU7h9UsXWwujVPtqUh3UTdeQnWnY2fABCouiFGyP1koNQaz0PaUWWwqitG6pBsnpUM7hAHtKokydFaBXNydul5pvpxzv5eMv/fj8SrA+4WgP+bmmbYad/m2QLQUREJCSLOjf22lrJ6WUbCuMYqDMoIndi0ahpCSKP6iiQAHymhm0yDPZvDVS7zhs3xll7vehmFZNRWQahqSwKEpphaR1PH2DIGY+3Pf90Gg0mt8SWsjaB8W7o8z7PhTzd6oft1ulS2gIgYq0U3sgKqp9smYhr3O+YcC6jRG2F1nkZCsNlSFUZBdSrYlrN0TYWhiha0e1ePbo4iQlWRCJCEYPc9tmpK2FEabOCjB2jJucLBOvVzDuWA/LV4Vplm3SrnWNL8zKtWF2Fkc52DgdyiyX2NHSUpW6wNzLu15gGJLN25TfWZI35jztERg/IbwsEpEsWRZm/ea9tVOBgGRPqcX8RSGWrw4TDAI0bpbcWhCJaf32/szjUYJNjeClBO1nH8qoV2aTENvGJ0adMr/6Jsg5pyXFhDBBx3YmXTs5WbQ0RE62weB+rpjJUwnwc74L4fNJTFPlrsrJqpFwhVBC2RFDXHvNvXierdTkmqhRQ8TyXjVAKCRrzKp2gbGUI9GazpqG0sJpIUuj0fye0ELWPhBCCT2Joe6JSCljexbuqxD28nFSCSjrF9yEUMJdeaVV63hyUjzkXmlRZs8L2f5ULfJNBvRWUYZdOymzUdSCmfNCrFoXYc36CNmDTRymCuMXQjBmlIvUFGW+CYXgy28CVPukHS130BCqzYmlxiydDZ5fWmbVSh1giAPQYNUURygkefdTP6+/66ud/DLWrvh9jtfRFL+vtRsjVFdb9bZLCGyhJ47TATlZjasJpZRUVMQiM2Onby+KMv3bIOefmYRpQlamwbGj3Xy/JET3zk4G9HXa167dEGHOd8Fa/TREfCTU/16PtHOz7aMlWBLWbYqwrbBh0ymJRTdC3Xmg0Wg0v3W0kHWIkRL8gZoM5qD8UdJTDcrKrb3Otyzo1tlJ87zaqbD9frXoOWKJI39cFaaySpKWKshIF/To4iAlWeUZEkIQCFj8uDLM1oIoS5aHGT5I5Xhq3dKkR1cH/Xu57NxQW7dH+XGVMgcdbE2DlMoROzHvllnHKT/hbJDQpqWJy1njMK6ynDcSXbAPhIhnfKce7dne5zYFv18FD8RTJiQSjcCektrt3V1isWBJ/VF6oGaGFQuImLsgxLQ5wZiJVeAPSKbNCXLSsR6aZavNyAf3d9G+jYNjRrlJipklA0HJ51MDlJbVJDSVUiW5jTuuSynZtDXKmvXhBjsrUHnCdu22eO8zPwXbo1oDpdFoNAeAFrIOMULAijXKDOX1qL/TUg2OHunmxTcjtTQocX+eLh0csUSN6lg4TMyBXeEwYc53QTZvi9K7u9pGpW8vJ/17O+0Isy0FUTZtVRFoi34IUVLmJSfLJDfb5E9/SKJju5qowmUrVEqBnxwqX48cFAgoU+SQ/k77WJtWJq1bmBTuiO6lORMC2rVx1EoOurskuk+/uP3hoAkLttarbvlK2Fm+OoxlxbQ3Qmmj7ri/gqJii/qUhRIlCHpcgmhMMI2b3UwTvl8SZsXqCEeOUDepRxcHo4a7GDk07gSv8kpNmRkgbu6UEoJhyfaiKO3b1Jjq5iwI8q+JFQ3eb0nc+VxFItbq8KFE7it8RKPRaA4/dHThz0DxLithixyV4+r4ozy0yDeJRmN7v0mlGWndwmTCyR476g9gS6HywbIXZ6EctRcsCdlRiEP6q6g5IQSWlKxaG2bjlihOByxYEqJgexQpJW43HDPSQ4tYQtTqasl3i0OxDOc/bSG1F+3YFi6WJQkEJN8vCcW0KYouHRycdqIXw8Duvzofxh3n5YghLlt6kRJmzw9RWl6/ae7XiBBQUmpRWmYRv+ft2zgYNsAdE5pEwo8at5RkwZ/+kMRr/83iP7el0zzPSNDeCXx+yZSZAfyx6E+vV3Dxucm0aemwBarJM4Ls2l17nKqrJd//ECIaU5oahqB7ZxXtaRixNAkJbUFAp3YO7r4pjbf+l8WFf0zCYTYcAHCwx83pFLGoSeXrZVn1bZKt0Wg0hwdayIpxUIPF6/ielJRF+fhrP8EEbcyQ/k7u+1c648d6ycwwSE0xGHu0h9uvT+OIoW7brBSNKiFjw+YEk41UWbwnz1BJG6VUexDGo7cCAcmqtZFYagm1sfDKtZGYZkWQlakWaSlVFNi0OaEDiiqUMr4tsSI5WXD0SLft+D16mJuMdIOlK8IsXRG2NXVOJ1z2p2RuuiaV/r2duF3KjHnJ+eqYyh6uFtpdeyxmfxeMZd3/5aSs/anZMGD5mjBzF4ZsASElWXDOBC+d2qnkr3EhVAhBqxYmN16dyo1XpzKor5OxY9z07emslcYDJFNnBdmyTQnLAkH7NibuWMxFaZlkzndB/MHEcRKEw8oRfmexkrKkhL49nVz2pyQ7LYYSZCQOUzB8oIv7b0/nrFO99OvlZOwYD6mpRsOCzn7eEtnA7/Fx697ZQbs2Jvm5Jkcd4aZrJ6edPFej0WgON7S5kJhzdFht91Fr1WjqAlLnvGgEQnauIRVW//5nfgb3c3HskW5MQ0XRjR7hol9vJzt3RZGxvf1Uxm1iea9UFOJzr1djWYlO6QKByti9dkOEgX2dtlAmpdqo+OvpAVuzFIlKPvnKz6ljPXY2eVBapEVLw1RWWbG2Nn3MDEM5RVf7JFkZql6XE665OIXTTvSSmW7gdKjs5xMfreTlST7at1FmUJW9HC4+N5lTjvdSWq4SczbPM/G44/0DfxDe/MDHoqXhWmbVRm9HPF1B4q35CfJZJIqtCWpS/UJpnl6a5KNHVyed2ilT3bCBLp55MIOZc0NMmx3A6RSMGubmiCEqKWzcWX5LQVSZb814eer/3SUWn04O0LVTSuze1vitLf4xxPxFoVqBGHFT47KVYSZ95OOKPyeT5DVwOeH8M5Po1c3JZ1MCrFwTplULkxPHeOjfx0V+7B5Fo5JlK8OUJWoRE8YxvrdnU5BQR2hU35OC2D6N8fxrXTs6ePHRTKJRyEgTFBZZ3HZfOT+uCu93IlqNRqP5pdFCFuoBX1QcZU+ZRXYsWaeUUFklG11coxZUVspab+Vl5Rbbi6IJi53Kkv7wM1V43ILhg1w4nWAIQUaayoadiJRK4Fu4NMS/769kZ3Ftx2MRe7PfuTvK5JlB+vRw2j5MUkpWrolQWl6zx6GUku07LQp3WHTuIJBSmX/8AcnXMwIEg/WnItjXeEkJu3ZbbC+yaNU87gOktn7p2bVGE9WvlwuXS/DN7CCZGVX87ZIU8nONWASeioxskV/byV9KSWWV5PX3fDzzcjXRaNMzvUejsHmr0trFSw2HldnsQDAM2FkcZWdxlF7dHDXtaKQ4QwiWrggx8ZEK/nVdKh3bqY2ku3Rw0LGtg/PPTFLmMQd2JKCUsK0wyuPPVbFuY6SOdlElbJ3zXZCzT/PSOmFvymqf5PMpsbxrezl8KWHpuder8bgFfz47ieQkgddjMGygi4F9XUSj6jo1J9VVoZBk9ndBXn6r2g7aiAdx1PRdRULK+r4jsrZgalnqO5aokQoE4btFIU470YvHrepwOATt29Q8lrxeQfcuTpauDGu1u0ajOezQzy1q0iIsWRYmHIlnzZbMXxgiGNyXmUoQCimfppJSC8uShMMq8m/j1hpH8rhmau2GMLfeW85Lk3xs2hrFH4j5IsnYj6X2M9xSEOX1931c/+9yVm8Ix5Jd1nUQV9qeqbMCLFsZtv1X9pRavP2xD5/fSmglFGyP8v5nPqp9MibEwfQ5QX5cGbYTau4v/oDkyRdU5vBQOOZbFetHJCopKrb46Es/waDyr3nvUz833lXOzLkhdpdYhCMJ/bfUOWXlFouWhpn4aCWPPVdFMNR0ASuuNfxheURpSGJlrt0YYdGyxrYLarBUfH7JqnURAkGlXSzerZKH7qu8eB7TWfNC/PPf5Xz5TZAdO9XG2oYBHo/a2scwlNZze5HFF1MD/POOcr6eHrQ1O4nlGYZg+Zown04J2G1RwniYmfOC9QrK8XsbDEmefLGKux6qZMmPYcorLGW6dai8Xi6Xam+1T22T8/RLVdx0dzmFRVG7HdEoTJkRoKxC3TOfXzJvYTDmpF+bSBQW/hAiGGtnebnF9DkJWxXFBmjGt0He/8xPRWXMN5Ga+eAPSBYsDjPj2+BBT5Kr0Wg0Pwfip4TGHywGDRokFy5c2ODnUkpef8/PrRPLayX1PJhIKcnNMTljnJeMdMHyVRG+jmVl39ciL6XaO+6YUW4G9HZRUWnxwRd+CouiGHWui/skmabypxk20EVujqFyFgkIBFXY/PdLQqzZkBidVn/96tZJ+vRwcuxoDx63YMnyEFNmBolEardbSklyksEpJ3jo0NZBWbnFZ5MDbCmI1MpYvr9jJiV06ejgyBFusjIMHKYgElWpCH5YHmbBkpDdlvj5yUkGA/s56dHZSXqawGEqZ/3qasmGzRHmLgxRVh7fDmj/GialSnJ6xGAVCBCNwoy5QZb8GK6VRqLp5QGo/fhOG+ulWY7BD8vDfD09qHyjGikw3me3S9C7u5M+PZ1kZRi43QJi6RX2lFos/jHMqjVhQmHZyD2XJHnVvogtmxtUVEq+mBpg45ZIo8Jy/LuenmYwfJCLju0cJCeJmGM7VFYrDeys+SF274nuNf+klHjcgrHHeOje2Unh9gifTA7EzImJc0356mVnGIwf66V5rsGqdRG+mhYgENx7XrqcguOP8tClowO3WxmLfQGLXbstvp4epHiPikLVxkLNz0V8Pfj09Wxyc8zGL9D87hBCLJJSDmr0vMaELCHEi8A4oFhK2St2LAt4G2gHbAbOklKWxj67BbgYiAJ/k1J+3Vgjfg1CVryeiNo2L5ZlvWkaHimVWdGy1Dt//Lr6Lo0Pd03+pxrri6BuYsymCT9KCxRrt0HML2fvC+MRjJasaefBSD5qWar/iVNJUJPINbEfcaHFio1X4uwTKH+qxE2BD0z4q2mTAIxYPw+0p/E2R6Lq932NccPXE9PQUCtVQVxhZRg1SUP3VWy8LQd6H+3rLZD1jb8gIZHp3m2pNYcEOMyG2ytlwpg18H1K7E+93wWTvV5WNJpDjRayNI3RVCGrKT5ZLwNPAq8mHLsZ+EZK+R8hxM2xv28SQvQAzgZ6Ai2AqUKILlLKg79fyyFACOWXciDXOUxqnID2eW7NNT85L1UMw2haWfENnA82Ta1ftQFAxFIHHPy2xOuwUxIcpPKIbYp94NeDKcRPNnvF23Kg99G+vonzde/rm163EI2P2U/tj0aj0fyaafSRL6WcBZTUOXwq8Ers91eA0xKOT5JSBqWUm4D1wJCD01SNRqPRaDSaw4cDfa/Ok1LuAIj9nxs73hLYlnBeQezYXgghLhNCLBRCLNy1a9cBNkOj0Wg0Go3m18nBjtmpz3mi/l3qpHxWSjlISjmoWbNmB7kZGo1Go9FoNL8sBypk7RRCNAeI/V8cO14AtE44rxWw/cCbp9FoNBqNRnN4cqBC1ifAhbHfLwQ+Tjh+thDCLYRoD3QGFvy0Jmo0Go1Go9EcfjQa0yOEeAs4CsgRQhQAdwD/Ad4RQlwMbAX+ACClXCGEeAdYCUSAqw6XyEKNRqPRaDSag0mjQpaU8pwGPjqmgfMnAhN/SqM0Go1Go9FoDnf0ZhUajUaj0Wg0hwAtZGk0Go1Go9EcArSQpdFoNBqNRnMI0EKWRqPRaDQazSFA7xgWo+5GtWJfGy0jsaJqg2M4eBst/1zI2Oa+8Y2tpWSvTYvjG1UbBkjZtI2qNQdOfJNviG1AbUL9uX1/HhraSDpxE+mmbpC9rzqEUH2vb7N0hNpY2viJG4b/EsQ30o738aeOV+LG3KYR30S+6eVFo2qM96ct+9y8234+xo9oNJr60EJWAqYhGNzfSbNsg4LtUZavjmBZcq8HkrSgU3sHXTo6CIYkS1eEKSm1gF+/MCLVk5NIFJI8gi4dHWRnGXjcAtMQgCQUhspqycbNEXbsjGKaMrZY/Mo7d5gipSQn26RfTyemCes2Rdi4JWoLND97e1D32+US9O3qIDvTxONWS2kkCmXlFkuWhwmGJMYBNtCehxHIzDDo0tFBWoqB2w2GEFhSUl0t2VVisXZDhHBYxgT+X/c8jAsmLpdgQB8XmemCHTstVqwJEw5L9vcZES8vOcmgby8nGamCLQVR1qyPEInu/Wza+3olXLVv46BnNwd7SiyWrggTCDZ8bbxOy4LkJEGPrk4y0w3cLiVo+f2S3SVWwvNx//ul0fxe0EJWDCklR4/0cOeNaeTEhKx/3VvO3O9DGEbNA8myJG1aObjr5jQG93URDkveeN/Pg/+ttB+iv1bUwiZwu+D4ozwcd5Sbvj2d5GQZOMyah2TUAp9fsnZ9hO+WhHjnIx+FO6MgDx9NwuFCXNj4yzlJXPjHJBymYMa8IDffXU5pmfWzCxRxjUWbViaX/SmZo0d6yMowlPYDpUmpqpK8+6mfh59Rc35/2yiluiY9TXD6SV5GDnXTq5uD1JSaeqSEYFiya7fF4mVhPp3sZ8GSEIFAjXbo14oQgrPGe7n2shTSUg2Kdka5ZWIFc78PoUZ3fxqvxmrMKDf/vj6NlBTB+k0RrrypjM1bI7H6Gr5WSmiRb3L3zWkMHeBiT5nFP28vi7WloWslLqfgyBFuTj/Jy4A+TtJTjZh2FcIRye4Syez5QSZ96GP56vAB9Euj+X2ghawYUsKYkW7ycw2EIWjbyuSEoz0sWhZ/A1VYFvTq5qRfTycul8DlEowZ6eaDL/ysWhu2H0S/NmJrOa1bmvztkhSOHe0mPU3Uu0A6AY9bMGyQiwF9nQwf5OKehytYtiocE7T0w/RgISW0bG5yxBAXSV51P/r1dNK9s5M53wVjprKftUV43ILzzkjm7NOSMM3aGgopIStTcPJxbj6b7Gf56vB+ambUwj96uIsrL0qmd3cnXk/989DlEqQmG7RrbXLUCBdTZwd5/LkqthdF+TVrTgwDjjvSQ3amgRCCFs1NRgx2sWBJiEhk/8tzu+C4I91kpAsMQ9ChrYPhA11s2dZwYfHve1qqwZUXJTNsoAuHU9Asy+CIoW4WLA4Tteq7TmnNLjoniQvOSiInS9kEE4fa6RS0aQlnn+ZlSH8XDz5dydRZwXq1/hrN7x3t+J6A260e3HEzTWqKwKxnhFKSBW5XzcMkLU2QlirsB9uvE4nDIbjqomROHeuxBSwpIRKRlFVY7Cm1KC23CASkvRg6HYJBfZ3cdVMa7ds4kNRoXzQHB69H4HHXzCeXU+B2/zJtkUBaisHxR7ljvjtqwQ5HJGXlFmUVFoGgpHCHRfFua78FLBCcNT6JibemM6S/iySvEZuHknBYUh6bh5VVFpGotLVe2VkmZ4zzcvv1aeTnmr/uOSihrCLuZyYJh2H7zqjtw7m/CAOSkwxbUSQEpKUKxD40R1JKDENw5ileTjvRi8NRU1abliZGPS+D8bE+61Qvl/0p2RawkJJgUFISuy+WpcbeNAWd2pv86++pDO7nxJL8yp+BGs3Pj9ZkHQiH4YMkGoWxY9wcf7THfuBKKdlWGOWbOUE++SrArt1RUlMNhg5wMf4ED316OO2Ftnd3J5een8y/H6iopdnTHHx+qdGNB0AYBrZWDZTT9NfTg/z3pSosCQP6OJm7IETx7miTAz7iAtaRI1z8/fIU8nMNQNgO3ctXh/l2QYhpc4IU77bo2M7kmJEejhntpnmeOtdhwrGj3FRUpvDv+yvwB36dmpOoJXn8uUoiEUleM4MVqyNMnhGICScH0N7YfWnslLiEE7UgM93g7NOTuPT8JFKSa+6lANyuvbWA8ZeqXt0cXHxesn2NlJINm6O8/5mfL78J0KGdgz+c4uWIIS5SU9Q5rVuYXHZBCms3linfVLEv8U+j+X3xuxey4m/Eltz7Oaa0NjWOoE0tr+7bXDwCpynrQbw9e70RCju+ar/NJFJKLAmdOzjUG3Ds4bm1MMrt/6lg1vwQEql8YYqirFwTZsa3Qe6+OY0RQ1wYQmAYkt7dnTgdopaQJaUkPjyJ/WyoH42NReL41TJT2f/UfFZv5GdD45dQXtMiqxoup3bbGr8fiWNUU0Dt5fZgClYHMgbxNsZ9eJzOms+rqiUvvF7Fj6vCCANWrQ3Hxr+p7VE/zbINLr+wRsASAgIBmPSRj/++XM3OXbHwSgHbCiNMnxNk6iw3t/0jjU7tTYQQmKbkxDEeJs8IMmVGANPcW3CJf1/r+9ruaw7UHbcmzdVYHfH5GNf8bdgc5e//V2afaxgNj9e+vytNRNZol/r1cnLxuUmMGeXB62m6ed/hEIwd4yEvp0a7WLA9yk13lfP9DyFMEzZvizD3+yDXXJzCX85NxusBEAzu52RAbxdTZwe0e5ZGk8DvWsiKP9SyMg2y0g3SU2s/GdJTDbp0chAIKFX5ntJ96/ujUeUD0SzbwOVSb3PhiFRmuDJL+dc08JYXjwISAvJzTZKTBE6HWoktCwJByZ4Spa6Ph/fvz0M4O9OgVzcniYqH75eEmTVfOePGo8QEIA3YtDXCI/+ronOHDPKaKZtpfW+/DoegZb6J2y0oLVNjZFkytqiapKcJHKZAAsGQpHiXRZXP2is9RvxN3O0WNM8zcTkEu0ujlJRKHCbk55kkedX5fr+kqDhKMCQxTVGrPdEoZKQbZGUauJwCQ6iyw2FJRZWkeFcUw5D71MDE25+daZCeZuBwqsjT+IIdjijzya4SZVpt6L7G76nbLcjNMUnyCAxTRacGgpJde6JUVkt73H8K8bkcX7Czs0zSUpTPYHzhD4UlVVWS4t1RhJAIAwTCjthrnmuQkmwwYrALjzuhTJQJsXtnJ/6Axc5dFqH9dHgXAk48xk2fHs5aQSSzvgvyyDNVlFVYGEbCnI4J6jPmBvF6K7nrpjSaZavFPyUZhg10MXt+kFBI2tckpp1ITzXIyqiJVgSIRCXVPsmuPVYsWrF2WghLQk6WQU6mSSQq2bY92mAwi5QSgaBNKxOPW7CnxGJXSTQWoavSG7Rt5cDtFlRUWuzaYxGNyr2+Q8qPqeY7H/+uhMPquVFW3riNUUr1PejS0cHZpyUxZqSbls3VdzYaVXU4nY0LWw4TBvd32X6l0Sh8MzvIkuVhO+2DEowlL7/t46gj3PTo4kAIQZJXMO54DzPmBu1UJBqN5ncuZIEkJcXg//6RxlFHuElOMJEIAUeNcDNsoIuoBTPnBrn5nnKqqvZWD0ipHsMD+zq56BzlZJqcpMoJh+GHFSFenuTj2wUhtQgmChcJ4dLdOjk49kgPxx3ppmVzB25XPI+QCptf/GOYT772M+e7EOGI3KdPRl2CIUl5pVUrMqtbZwddOzlYsy6MFeuE8kcTGAasWKPqO3dCEuEwfPyln2Ao/tatFtkjR7i54/pU0lMNlq8O8887ytldYjF2jIfzz/TSuYNTmSel0ojMWaBMk3O+CxKPnKoZCPUmfeNVqSQnCeYtDHHbfRWceIybi86J+YgAJWUWU2YGefdjH2s3Ruy37sx0g2NGuzlmlJu+PV2kJMc6JNXCsHFLhM+mBPhqepBdMVNXbadudR/atXZwzGg3o4e56dbZoRyz4755EkIh1Yb5i4J88HmApSvCe4W8xTVyHds7OP+MJEYNd9MsS0VoSQnlFRaz54d4aZKvRiPyk1Al5DUzGTvGw/FHuenYzqEE09gY+PySLQVRvpgaYMrMAIVFUQyh2tmlo5N7b02jcwfHXj5h6amCp+7PwLJgd4nFvY9VMnl6wDY7N6VtHrfguCM9Mc2HGoM9pRavvu2jrNLa615AfB5Kvpkd5IghQc45vca3KDVZmQ9D8Rpi452cbHDUcDdjj3HTr6dLaW4N1f9IFAp3RJk5N8iUmQGWrYwQV7tYlqRFnsmdN6YxdKCLQEDy4NNVvPuJr56XC/UzariLO65Xwt/3P4S54/5yCrZHEUJw3FFubrk2lYw0g41bItxwZznrNkbs71i8vXnNTE490cMpx3tjGkTVJH9A8sPyMK+/5+OH5eF9zg8pYdxxHq6/MoX8XBOHQ30fAkH45Cs/vbo76dGl8ZtlGJCREAwTjsCUmUGi0dovJUKo+bt8dZhunRyxPIHQtpWJISCqVVkajc3vWsiyLGiVb9Knh5OMtNoe7kIInE5ss0nv7k7atDRZsbr+iJ7xJ3gZOtBFh7ZmLVOWlJKjj3DTtaOTux6uYMrMgC2gxHE4BCcc7eGqi5Lp3MFhv0nWlKEcXVu3NBk1zMU7H/t58oUqfP59a2QS+1JVLVm7IYJl1SR37N7Zwf23pzPpQx8z5wXxB5RzcySitBzBoOS/L1fz+RT1oF23KRJ7G1cPcZcLTj3BQ8t8Zcrp39vFkSPcpCQLrvhzClkZwq4fIDVFcuY4L6OHuXn65Sreet9fK9dPaorgjJO9tg/OsIEurr4kmVOO85AVi9SKn3fR2Ul43IK7H64gGJR06ejghqtSOWKIKxatpvoY1+Kkpkia5bjo19vFsaND3PtYBes2RhNkI7XoDRvk4uZrUunZ1akWPPbWAEgpyc4y6dguiWED3dz5YAVzvw/a9zVe5hFD3NxwVSo9uzliARSJ7RGcdZqXHl2dvPepr9F7uC/i2qsBfVxcd1kKg/u5EoSkGuElNUX5CPXr5eSkYz3c/1Qli5eGiVqSPj0c9O7hxOXcez4p7VHN2Hfp4OCrb5rePsuCvj2ddGrvSBhLybqNEX5YHsbYp+lRmadfeKOadm1ULrHdJRbTvw3i8yeOgTJz/uOKVI4Z5SY9tfYciJ+Tma7m/cnHeXjmlWre/UQJudHYS84RQ1wkJxmkpUgmnOxl8owAFZV1U2lIUpINzj8zKfZ9FxwxxEXfXk62FkRxueDMU5Jo3cIEBD27OTn+KA+btlYTjdYI1J07OLj12lSGD3bjdu19r4470k3v7k7++3IVDpMGzXBSwpEj3LRsrhwopZQU7bJ4/V0fb7zv4+n/l1H/hQ2Md0I38QdUe+sTNPeUWAmmVUFOlkHXTg6WrQpjahlLowF+50KWYUDRrigbNkdokafeIuPmJylrsnCHI5IfV4Up3FF/NFVqisH4sR5SkgWWpd4ADSFxOGpU7C2bG/z9shTWb4ywcUtNfptoVOXn+td1qSp9RGyRllISjqiF3zRqssrnZJlcdE4ylgVPvlBFMNQ0s41pwtzvQ2wpiNoLg2kKend30Kl9KleWprBxSyR2ToStBVFWr49QUmpRUhqyfXAS6xICvN4azZ/DAWeM89Il5vsVjSon3LpjkdfM4LrLUtm9x+KLqQG7PKdTkJNdY5pMSxX88VQvHne8LGmPhWlCTraB0wHpaSa3/SONUUNdttAppSQSy3JtiJos1x63Sh/gdqdx410VbCtUmjDLUibJ669IpV8vZ637EC8nPmfipk7ThM4dTK69NIXlq8NUVFp23R3aOrj5b6n07FojWEip7ndUZSDAYUKfHg6aZSfb47i/yJgvYa9uTm77Ryp9ezgbHQO3Cwb3c3LXjWncfE85S34Ms3x1hNXrInTp6MBh1s04ryLkJFBebrG1MLpfqSUsC9q0dJCZbtQ6Nvu7EIHgvnV48em2pUBpg44Y7GLVOtXWuCbUsiR5zUxuuTaVsWM8ds43JTyp8RYQm4PqpaZda5Mbr0rFsuD9z/wIJJXVksoqSXKSGqceXRwM6e/i6+kBTEfNaESj0Lu7w54nALv2WBRuV88HATGhSdVnxOayYWCb0lKSDf7+1xRGD3fbWrz4Myee5sF0QPM8g39ekYo/IBuUk4SAJT+GOeoIN06HZNGyMC++Wc3cBSGlORNN9AdFzc84hgldOjpY8mOorqIWQ0CLPLPWPEhOMsjPNVm6Mtx4ZRrN74TftZAFgrJyyd0PV9C6hYMrLkrmiMEuW1Mzb2GIl9/2UVVtsXlrlGpf/UKW1wNSCgqLLKbODDBrfpCObR2cOT6Jzu3N2ENU0LGdeoN+9Fn1ZmpZkjaxvFU1ApbyHZo9P8SMb4PsLolyxGA3x4x207a1iWkoQeGcCV4WLQsx49u9H4D1YQhYsTrM489Vccu1qQl+VsqfwuuRtGzuYtQwF4GgpKjYYvW6CAt/CPHltABFxRaWlIh9mAIcJvTvrfy+Nm+L8tW0AAuWhOnQ1uSU4z306BLXDgky0+HyC1NYuiJM4Y4oIiYEpCYbdvlGrK87d1l88IWf+QtDjBjsYkh/F5YFb3/oIxiCv12SxBFDXPbCGo7A6nURvpoWYPnqMO3bODj+KDcD+ihfIyFg6AAXfzknif/3RCXBkBJEhg5w0a2zw74PVdWS5asjTJ8TYNU6tfJ16+xg7NEe+vVyxnJICTq1T1iMTeVX9ofxXrp3cdh9kVJSvNtixtwg02YHSUkWnHail4F9nbTI/ynJ1STJXoPrLkuxBSwp1UK9al2YL78JsmJNmM4dVLv79HTiivnndO/s4KarU7nutnJWrgnzj9vLyM81OXKEi/PPTMYT04ZVVEnueqCCXXssKqokazfsfz645GSRENWq/J/WbYgQCkscjag9lCCj/PDe/cRvb/cUv08OhxrvRAHLsiSFO6JMmRnk2wUhkrww7ngvIwa7SEkGEGRlwt8uSWbT1ggLloRYvirMwqUhTj7WgxAqLcvg/k5mzgsq36xYfU6nYHB/F1kZRqw/kh+Wh1i+Otyg8BmP3AQlaB13pJuRQ921BOKqasnCH8J8+IWfSERywtEeRg1zk5mhErc2PD7w7ic+Vq9XWsENW6LsLI5imioFS1ORljKDxzWyTocyQ342JUBFhWWbui0LevVxMqifq9Zzx+NR/q2HY/S1RnOo+F0LWfFFeUtBlA2bopx+srfW5zuKlf9GIKg0KCK27Ux9bNoa5daJ5SxaFiYUkkwzgvywIswT92XY0TpOp6BFnmn7YRkGDOrnonuX+MIO5ZWSB5+q5L3P/AQCavGfPT/EF9/4ufdf6XTrpM7NTDeYcLKXWfNCTcq/E1+oPpsSwBeQXHZ+Mr26O3G75F4aKo8b2rU2adfa5Ogj3Jw9IYk33vPx7ic+qv0SQ9Q/BkIIDCH5bnGYWyeWs7VQOQ7PMAXvf+bnpmtSOWu8F8NQglqXDg5GDnXz5vs+228rsWQpJf6A5PHnqnj7Yz+hsGTu9yFcLvXaHwhKmueZHH+0xzbHRaPKh+feRyso2B4lElXj9/GXfv5xRQrnnJ4UMwFLxoxy88o7PjZvjSAE7N5jUVJm4fUIyiskjz9fxXuf+vEFJJFYROWMuUG+/S7Efx/IoG0r9fVJTVHJa+Omk5Qkg2NHe2wzWDxK6+Z7Kpi/KOZPJ2DqzCB/OTeZS/+U1GBCzsawLDhmlJsh/V0xAUst4h9+4eeBp6vYU2IRjiih/dOvA/zzihQmnOy1HaEH9HExfLCLzyYHWLdRaYhymxm2WRiUE/a8hSGlwTIb3tOzIaSktl8bajudUFjuh+eO8kCsK9xZEto2NzlznBeHWTPey1dHuOnucntLHiFg6qwgF5yVzNUX16QoaNnc5KRjVNJhn1/y7YIQRx/htn0qjzvSw6vv+CjYXuPNnZ4qOPlYjy10VFZJPpscUGb2JoyL1yMYPcwdS4GgjlX71Hx7/V0fPr+aSN/MDjJ2jIdbr0slr9m+pFpBICiZv1B5qBkGtl/W/hCOwLQ5QQb3c+FyqXs8pL+Lf12XysuTfKxeFyY1RaV4ueyCZFrkG7X6myhIajQaxe8+GakQas8+hwPqujcZMZOOI2aqa+jxGQ7Dq+/4mL84RDRaY3JcuyHCkmU1qnMhlAkgXo/LJRh3nAdnQt6qpSvCvP2xH59P2hqqcESyaGmY51+vJhyJ+1gLOrZ10CzbaPLDNG4Wmzw9wLX/KuPGu8r5fGqAzduilFeoiKv4W2z8x+MRdGpncsNVqfzzylSSvPtOulpSZvHca1Ws36T2NVNjISkts3jxzWo2b4vaY+FyQb+eTpKTGi5z45Yos78LEY0qjUc0qqIL/QElYBwxxE1ujmELkXtKLZ54ropNW6O2mcyy1PEX3/KxvShq9zEny2D4IGXXMQz4fkmIf95ezjW3lnHVzWW88b6PymoLQ0B6mkFeM5Pjj/Rw7hlJ9iIMyqzictWYBHv3cJCTXbMARSLw+VTl7G9ZEtMQGEJQXmnx+ns+5Th/AMRNhb17OG2fKZBs3xnluder2bU7amt6AIp3R3nihSo2bY3Yc8bjVlssxbVDDgf1JOAVmA71mcM8MGHw4CBj7a5JeSBQJq3cZjXjXVklefHNapavCttz0DAE/oDkpUnVfDo5YJdhGIIhA1y0aal8KafNCbJxS80cyWtmMHKou5bJd8RgFy2am/ac27glwvyFoSaZ5CwLOrR10DfB1CilEoLf/siPP6D8LA1DEApLPp8aYPKMIJFIw1+6+EuSw6F+DmSzeiHUC8rkGQHWbYrE+g9OJ5x5ipen/pPBYxMzeOK+dO6/I53B/Zyx/tROWaNlLI2mNr9rTdbBotovY0KFEqLilJZZ/LgqzNgxNaFarVuY5OeaFO+OYhrKDyiuxbKkEiBGDXPvJThJC3KyTFtrJWILf6sWJjt2Nh4znRjiL4TKQL1jcoBpswOkphj07u5kYF8XLfPVZr1tWjlipjUBCJK8cOY4L6vWKCGwPnNRXCs4b2HI9sGKtRbDUI7O8xeF6NDWa/ehcwcH6WkGgV3192HztojtN5W4iMX706OLo1b2/UBQ0rmDQ5lDa/sqk5ZqEEmoxulUiRTjQms4IlnwQ4hoBDLSBV07OsjMMOjW2cHIIW5atTDJzjTUTgBm7bITf+3RxYknoU3lFRbvferfyxEblODz4eeBmCaqcbNvbSRZGQYd25m1nLu/XxyKRbkl3INY3Tt3WSz5MUzHdg7bz6957iF+1xJqXksL+7XOYVLLfNhYv6WUOB2CFvkmZRUqtUHcr3DEEFcth/3tO6PMmBuMlV8z3kIIfH7JspVhTj/Ja0c6tmph0izLYNMWKCmxmDwjQPfOKZim2l7q2NFuPvjcTzisxuv4ozwkx3zoQmH44HM/5Xs5xzfUD0hJEbX808IR+HZBiNJyq9YeonGn/y+/CXDiGDc52Yd2zy4hoGB7lKdfquL//pFGXkxwdTqgU3sHndo77FQr/oDSFvbo7CQ5OdaPMFRVH2Bae43mN4oWsg4CoZCMpVSoIe6QG4nWFpa8HoHHU6ONikfCxR3cjzvSzZhR9e+pEndejhONSpVSoUkLs1qkenZT21+sXqv8YXx+qPZHKSqOMnlGACGUZqBfLxcXnZNE144O+804NUUwcpibTyYHCNbjsCwllJcrn6i6CCGIRKXtHB4nPd3A7a6/A1JCRaV6U27I1yUjw6g1Jq1bmDz47/R636j3MjdJtTCo8ZOx6DODU473MHq4St/QLNvE6ah9XSik2hZ3pK5bS2qKqLVtiT+IbQJKPL/GB88iEgXXfso6UkJKktgrMnZLYZTKKonTtfe4hkLK9Hf6yV67T3Et7qFaHgVQ5VN+YvExEwY0zzMxzbhZq+FJLKUkyav24DtqhJvCHVEef76KH1eHMYXqf+K4BgLKFAl73x/DUGkcKqssvB41AA4T+36FIpJpc4KcfZpKqWAYgm6dHPTs6mThDyH69HDSt2dNcEHhjiiLlobtOdqYUlmi/KQS018Eg2o7obrtjZe5fHWYKp8kJ3vfZf9U4vPx8ykqGOXaS1No0yqeSiamdbMkZeWStz9WqSUeuyfDvt4fkOzes39bLWk0v3W0kHUQ2O+HSsKDuO6lcbNNYwX4/DB/cYh1GyJ7mTn3Oju2SF17WQqnnOBBSnjrAx9PvVhNPKmiikJSDVuzPsKqdRHWbgjz1H8ybd+L+BYazbINthXWr3kK78OsUR/7arplKSFrf65X0WON1xtPSTFzXjCWtwhyc0z+fYPKmRbXcgAEQ1BUHKVgR5QdOy22FkQ4eqSb3t1d9ZS8nwYTNfQ/LatQPRc3JLZIlLYvsZkOU5mFq6oPjbHHMKBgR5TSCovmMcHGEDByiJsPP/fjDzR8bTwn1bCBLs6dkERGuqB7FwclZRZ3PVxBMNTQ969+/0kBtaJF7TaKmv/Xb4zw7fchzjzFi0Dlsho6wMWipSGGDHDRqoXqQzQqmbcwyMp1DTu8N0R9ba5HXv8F7G8CISRfTFV5xE442s2A3moLnUhUCVGfTQ7w3eIQfzwtKWF/S8nuEouVayO/wKbmGs2vFy1k/YJICYFQjU9D1IJZ84LM+S60zzdiK6oSOc5bFIwlB933Ei0ltG5pMuFkL9mZ6tyzT09iznchFv8YSvDBUZ+ZJghLbbuzbmOEFvk1woRp1uezE7taQGaGUe8CooQ5pclLpLTcqlcrBjRpM+rKKpXjyBHTRBRst3j7I+Wg3xAyZpZdujLM2g2RWGSj4KJzkjjuSDcOh9IuVlZZfPxVgEVLQ2wuiLJmfZiqKkl+rnL+rdXPeL4gVDh/JCJtE5bLiR1BV9s0poQdp1PUu2FvYwihtGTVvtp9zc0xSPKKeh2x3U7B8EGuWpq5YFjamrZDgWHA8lVhthZEyW8WF9ihZzcHLZo7WL8xTDwdw96oaL7xJ9Rsag6SZjkGLocgGFRZ3BNb73LWCE11TZEqN56DtBRR61hNlnLlRD55RpDjRnvIyFBap1HDXEz/1slxR7ptjdWeUosPvwggraYHAghUYmB/AJKT1DGnU+D1ClugtIuK/d0iz6xlEj+0qPtgGLC9SPn2Car3EtrdbsGgfk57Hkmp5n1D32WN5veKFrL2QS2HzkPw7LAstV1P4gJTVGzx/OvV9dYnUb5ZzfNNUpIE4VBcxd+EyhKUF0II8nMNTj/Jw9KVYaRlf1JzulRmjYyM2hJVtU/GNubdu4q4pqtfLyffLQol7Cun9k7s0M7BsEE1ApuUsG5jJOZf04Q+1MPmbRHC4RohKxCUTPrIx45iq14Nn2Ups2d+rqlyDxHP42Ry1Ai37SQejUre/dTPfY9VEghKDFGz/1x6mknzvNpSUeIt+G5xiGqfJCkWrJqeanDckW6eeyOCKSRS1jQsKUkwcpgrFrG3v70X7C5Red5GDlHjKgQMHeCmRZ6PLQWxjOZCxBZsSVqqQf/eLlvbIKXarunQIqistpg9P0i/nk7cMV+/5rkm55/h5Z5HIrUdu20NjtI4HTvazYjBNdGTUqotoSqqJJaULFgS4vSTvPYcyMs1GTLAydSZQRxm4nhLTAd06uColZds564oZRWxHFdC+V3NXxRi49YIA9KdgKBXdyfHjHLTo0s8h5pk5doIq9ZG7OuaNBICindbFGyP2jsYuF3Qs6sDj1tpixLba1lw9Eg3mRmHXj0UD5KYcLKXk4/1sHNXlJcn+VixJlyz7ZZQz63MdIMuHRx2v8NhmD4nQMSCn6iX1Wh+U2jF7j7IzDAwTYEVe+DX/HsQEMppdtqcYE3yQQMG9HHSvo3DjvRyONWbtGmC2yU4ZrSb5x/O5N3ns/jbpSlNergLAbtKoqxeG7b7YAg45XgvZ5/mVfulSbCktDVHyUkqRUSXDgmO+ZZkxZoIO3Y2LBTlNjPUFjjZhp3MU0qBxyU4c5yXTu1qckeFwip310/Rony7IERJqcrtQ0x4POoIj0qoGY+Ic8STuUL7tiZ33ZTGey9m8/i9GbRrrRzfU1OV4BVfMENh2Lw1is8vY9GlMS2DIejXy0FuQki9MFQUVlwLsb0oakcxArjdcOZ4Lz27OLGs+Jioz0442sOxozz19q0x4r58y1aEE0x9Kp3EWad67ahNaan6UpIFfzkvmS4daxKkBoIw/dtgk9KA/CSkSvoZj1wDlWbgtBO9XH1xii1EqK2NZHx7Z44ZrbLmx5PUxiNIl64Iq+zpFixbGWZ3Sc14Z2UILjo7mVYtTKIJ4y2EYMJJXs4Y5yE+B6WUfP9DmE1baydYra62+OAzP6GYOTI1WXDJ+cmkpSoBKxhSaTJ8gf2bu4ahnMuXrVSRjwrBuOO8jDveYwtw8a2W+vZ0Mu44j53c9FAiJXRs5+C6y1IYNczFhJO9/PvGNFo2N9V9id2b5CSDS89Ppl2bmpxy23eqKGBpNdVHVKP5faA1WQkkLjRCQJ8eTkYPd7O7JErPrk72lFh88U3gpwtasYdQNCqZ8W2QcyckxSLEVFqGf1yewpMvVLG1UC3yXq+gWZbBScd6+PPZKj8NQM9uzia/Qe8pUQk9e3d3kp6uvIAy0uGfV6QyuJ+LGXODrFwTJilJ5cYZOcTNwL7OWua9HcUWX00L7NO0ZQjlvJ+TlcknXwf4fkmIDm0dnDrWw8ihrlo+HOs2RpgxN7jfiS2hRnOwZVuEWfOD/PFU5T+Tkiy48s/JlJZZLFgSsh3ts7MMunVy8rdLUxjY1xkTnBwqeeImtbdheaVlL/ZuFwzu7+Sb2WYsWaogK0NFsl15UYqdqFP1WdC+jYO0VAOf36KySvLJ1wF6dnXaWda7dnTw2MR0vpgaZOrsAKnJBicfp/YYzMw48LQIpqHyKZ12UpiRQ5S2x+mEP5+dRJeODj6dHGBlLBnpycd6OHKE2sIlnqtt7YYIM+eqfSTjKqSD7bgcL2/nLqWl/fcNaWSkq4PpaYK/XpDM0AFO5i8KMW12EJ9f0reHk1HD3Qwf5IolzlXnhyPw4RcBFi0L2UJR4fYon3wd4K9/SrbHe/ggF0//vww+nRyIJSMVnHK8h5OO9ZCdWSNN7dpjMWVGgFBY2ps7C6HMh3MWhNi0LUK3Tkp7lZleo2FavynC0uVKCyz2M2WCZUlmzg1w0rFucrLU5M/MENz8t1SGDnTx3id+whHJmFEeThzjplN79WLSlCjMphCNNqyZTzTPm6agbw8nD/47nU+/DvD9DyE6tnNw5jgvQwaoiE4pVYqStz/2s7UgFtH605uo0fxm0EJWAsW7VfJKZyz9QHaWwf23pynTmVNQVW2xe0/9Dt8NPVjqHg8EJcFgzNlZwIbNER59tpLb/6k2mnU44KTjPPTp4WT63CAbNkdo28rBEYNddGjnsBd3n1/y9fQAVrRxn6y4H8unXwfo3N7BRefEs3krwWH8CR5OOMpNOKLa5HKJ2hFFUvnsvPWBj2Urww062kejks3borRqYTK4n5Pe3Z2EQmpLHa+nJn9PPLv1Ox+rvFXx9qkHtiS+4DflYe3zS55/vZpO7R0M7KMWw3ZtTB64I50FS0J8/0MIAYwe4aZXVycZ6cJ++/7+hxBrNyhH3e07o3y/JESblqadp+iEozzk55p8MyuIYaj8SL27q5xUoRA4nfGcYkoD2bK5ydoNyh9ryowgJ47xMLCvE4lAGILOHRxccZGDi85NwhDxMVGaL6/HsIWt/VukBOUVFo/+r4pWzdNp30YJ68lJgmNGuTlisItQRM1pj1vUypResD3KQ/+tpHBHbS1OVbXE+slvEnVaGavzy2kBWjY3+euFyaTGEoJ6PcqxfUAfFxefm4wllV+V2yXsfTZBRa1OmRFQ+eLCNftEBkOSSR/66NPDqcyKKC1Z355OunV28rdLlODo9YqYSVGVV10teeVtH3MWhPYy1xoGbC2IMm12UO0nmjDpIxGY8W2QTVvV3Kl7v+qNbK1T9pwFIb6YGuTcCfEoT0FujsGZ47ycdIzSbHrcSmCuqJT4A5bKBRavramTpI7QY0n1nKtPc6lSOFjM+DbIH8arzbidTsHQAS769XLt9V2Oa6q//T7Eh5/7saym7aWq0fye0EJWDCHiGgFvLG+QShiZkizst34pDbIyTap9FsGQMkNJKSmvUD97vWUK5cweR0pJ4Q6L4t01OYwMQ/LlN0E87kr+/tdUmucZOExo18bkojZJ9ba1tEzy5gc+Jn3ka7JWLZ5s8L8vK3+vP57mJSvmpG4Y4PUaxPNr1vRXLbZFxRZvvOfjhTerY87U9b8JR6IwdVaA3ByTsWM8eNxqoUgU1kA5q7/yto93PvHXuj4cUT5qcRNe1FILfkNv70rAUVqFWydWcN+/0mKbHCvNwAlHuznh6L3TYYRCkvmLQjz2vyoqq1T51dWS197z06u7k64dla+J0ykY1NfJoL5O+1p/AGbMDbFoaYgL/5hEbo6aK1kZhjLPobRLmwsi3PtYJffckhZLgwGghFeXs0aoXLEmzDOvVHPJeclkZjjtcWiqA3F8bJauCHPvoxVc99dUunV22EJD7fuqyoxGJZu2Rrn/qUrmfBdKELzUeavWRQgEJKnJNecfDJ9EIQShkOTZ16opKbP465+SadnCtH2pXE5Ry8G7RqsiKa+UfPVNgEefrYp9f2q0TkLAtsIodz9Uwc1/S2X4IDced8xU6xJ43DVBB6BMkaVlkpcnVfPcazVzum5bo1HJ19ODnHKCh1bNTVtQ3FEc5fOpAfs7XB/hcLwPsdQmFVYtwTUUkjzzShUtmxuMGurG6VQvFg4HtkkS1C4Ejz1XxfDBLk4c44kFg0B5Rdykum+hJi6E2puXWyrSs34hS1Dts3j8+Spyc0xGDq3J/O5xK+Eq8dkQDKkEvvc9VsnOXVEtYGk09aCFrBhCCJauCPPwfyu55Pxk2rZy2KkALEsJBtNmB5i3KIjHLVixOkz/3k5CYXV845a9Q5dNA1auibClIErL5ialZRbzF4WIWjURevF8Wu996mdLQZTTxnoZMcRFbo6JS/ncAhCNwM7dURYvC/P5lAAz5gZrbX3SxF5SVW3xyP+qmLdI7dE2qK+L/Fwj5oyszopH320tjLJ4mdqOZcnyMFFL2g6wDYXHl5ZZPPViNes3R5hwkpfWLUyEobzu/QGV0f6jL/189GUAy5IJAph6Y//wywAd2zlISlL+Wp9+HWjERCIwDVi7Icw1t5Yx4WQvRx/hpnMHB0nemtd4aak9+NasDzNzXpC3PvDbiRPjwu6Pq8Lcck8Fl12QzLABLlJTVKekBJ9PsmZDmM8mB/j4qwA+vyQUklx5UQopKcovaNeeaEzLp9q0aFmIa24p4/ILkxk2yK22V4r5dpWWWcyaF+SlmGNxl45OtTmzQy1cK9ZEmhxxGJ9D0+YE2bwtyh9PTWLUMBetmpu43diO5MGQ2pNy5twg737qZ/W6cC1BIT7Ou/dYzPs+xNhjPCBh5txg/S8RB4SKepz0oY+FP4Q57SQPIwa7aNvSQXJy7fQlkTDsLo2yeGmYKbMCfDMrGAu6qLvhsRK2126IcONdFZx2oofjj/LQuYMjttmzOsuKKvPgwh9CfBb7DkWiiXO6NvEcVW994OevFyaT5FXC+Dsf+1m3MdLgd8+y1MtGv15OUpKhsEj5K8WjPeMvKTt2WtxwZzl//mMyY4/x0LqFaW8vVe2TLFyqssBPnRVgT6nFkP4uMtIMNm6OMO/7pu1ZGo3Cl9MC9OnhJCUFthREmT1P7aBQn1BkGILtRVFuvLucM8d5OOV4L+3axKIbY/MoEJSs2RDhm1lB3vvUz6490YNuYtZofiuI/d3f6lAwaNAguXDhwgY/l1Ly+nt+bp1YHtt37tAQT4rYsZ1Jy+am0jgIiIQllVWStRsjto9P145OWrc0CYYkK9aEKS2zgL2zkpumykqel2tSVm6xbKXa23Dvc2XsfOW/k5VpxLRA6vNQWOWoWb8poqLd9nP/uLr9tCylqenQ1kFOlqFMACYQ0yD5fBZFxRZbC6O2MFS3vR6P4Il7MxgzUm10GwpJHvlfFc+8Uo0QKqlpfq6B06HegH1+NYa7dkf3ar+KnJSkphj06uYgOclg87ZIbIuTpvmixPvVsrlJm5ZKyDJNlEYxAhVVFlu2RSnaFbXNRomCJdRETnXu6CAtxcAw1ULl81lsKYhSuCNq+5C5nIK+vZT5cOPmKFsLa7ZjiZcppfKp69ROJTY1HWBFJSXlktVrw/gCKnIxK8OkR1clZK3fFGXb9giCusLEvvpeMwaGIejQ1iSvmVmzZ2Bs/HeXWKzdELbHtO4cij8P8pqZ9OjiQEpYujJMSal10DQV8TiSeF2tWjhokac0gfHoTolK0llWrua8z9/4nK/RsqhEp21amiQnC9vUFw5L9pTFyvPVCBn7GmMpJW6X2uMxOUm9pCxdEcEXsBoUzuLX9O/tJCXZoGhXlDXrI7aJM7G9EokpBB3ambTIM3G5lDa0qspizfoIJWUWhgEej6BXNyfpqQYFO6Ks3xRp0kuWlGrDciXwGRTtjKr9HBvZZ1FKSTSqHOFb5Ju1kib7ApLNWyMUFtW8VPzWhCwpJbk5Jp++nk1uzqHNtK85PBFCLJJSDmr0PC1k7V1XXMVfE/uj/jFEjW9J/Bxgnw//uMlNxoJuGl8oaped2Ia4aeRg7B2n1qOG66KR+vYlZP3vlWpllEkYx3gJcbNZQ12IC0qN1d9gv/bVp4R72FgZVsw1LLHt8bbUCGaNtzVx4a81FnXasndZB75w1TcGTbmniW2WxLbBofE5+1OIC6KNzUH2w1etvjL3p/97l1c7eWlTxqPWNY3Mu7rPnPq+K/HyJDVlNV0Ar3tt0/ofnwMNj+NvT7iKo4UsTWM0VcjS5sI6NOXBsT8PFyEE5n48iH6uB5da6A9lXWIv82mTrhLigKINE6//qX1q6j1rSltFE9/0f2q/65b1U8ZACJSD9c+wthysl4ZDWeaB3Jv9uaapz5wDnR8Heq0gpgXVaDQHjP4KaQ4+v9G3W41Go9Fo9gctZGkOHFkTRRX7E3+gJpGkRqPRaDS/Z7SQpTlgQmGYsyBIIKgyQRfvVrmm5KHOHq7RaDQazWGA9snSHCAqbcBX01SKhcw0g1XrIqzftH97uWk0Go1G81tFC1maAyLu0F1SavHKJJ8duRTf1kSj0Wg0mt87WsjS/CSEUFt/aDQajUajqU2jQpYQojXwKpAPWMCzUsrHhBBZwNtAO2AzcJaUsjR2zS3AxUAU+JuU8uuf2lDLkoTD2qVao9FoNIcWKSEakbHff5+rjrZIHByaosmKAP+UUi4WQqQCi4QQU4A/A99IKf8jhLgZuBm4SQjRAzgb6Am0AKYKIbpIKevfWbmJdO7g4LwzkjD2J+mURqPRaDQHgMsJX08P2LsQ/B6QFrRtbTJ8kEv71R4kGhWypJQ7gB2x3yuFEKuAlsCpwFGx014BZgA3xY5PklIGgU1CiPXAEGDegTdTMGygiyH9XQdehEaj0Wg0TWRrYZRTzt1NebX83aT+i0bh9BM9DBuo19qDxX75ZAkh2gH9ge+AvJgAhpRyhxAiN3ZaS2B+wmUFsWN1y7oMuAygTZs2jdQb38R3f1qr0Wg0Gs2BYRhgOAROx+8nWloIidDWooNKk8UWIUQK8D5wnZSyYl+n1nNsL6O2lPJZKeUgKeWgZs2aNbUZGo1Go9FoNIcFTRKyhBBOlID1hpTyg9jhnUKI5rHPmwPFseMFQOuEy1sB2w9OczUajUaj0WgODxoVsoQKMXgBWCWlfDjho0+AC2O/Xwh8nHD8bCGEWwjRHugMLDh4TdZoNBqNRqP59dMUn6wjgD8BPwohfogduxX4D/COEOJiYCvwBwAp5QohxDvASlRk4lU/NbJQo9FoNBqN5nCjKdGFc6jfzwrgmAaumQhM/Ant0mg0Go1Gozms0fF6Go1Go9FoNIcALWRpNBqNRqPRHAK0kKXRaDQajUZzCNBClkaj0Wg0Gs0hQAtZGo1Go9FoNIcALWRpNBqNRqPRHAK0kKXRaDQajUZzCNBClkaj0Wg0Gs0hQAtZGo1Go9FoNIeApmyro/kVIKW0f4QQ9k/8GIDaZrIGy7JqnXug9dYtq766fm3U1+6fq82J98ow1HvM/tSdeD1wQGUcKPE6E9vflHoty8Lv9+NwOHC5XIfF/JBSEggEMAwDt9vdaJuj0Sh+vx+Xy4XT6az3fMuyCAQCCCHweDy/+nHQaDSHFq3JOozYtGkT99xzDzNnzsSyLEAtFnPnzuWll16iurraPrewsJAHH3yQTz/91D73QCkpKeGxxx7j888/JxKJ/KSyfk527tzJAw88wJQpU4hGf97tMxcvXswdd9zB5s2b9/vaaDTK9OnTue2223jooYfYtWsX0WiU8vJyfD6fLQgdKqLRKN988w133303paWlTbpm9+7d/P3vf+ezzz771c0RKSXRaJTKykoqKyvt70NJSQl33HEHr732WpPK2bp1K9dccw0zZ860yywvL6e6uhrLspBSUlpaykMPPcRzzz1HKBQ6lN3SaDSHAVrIOkwQQhAMBnnvvfd48cUXCYfDAIRCId544w3uvfdeNm7caGtsfvzxRx5++GEKCgp+0qIshKC8vJwXX3yRadOmEQ6HD4u3cyEEu3fv5n//+x+zZ8/+WYUsIQQrV67kueeeo6CgYL+v37BhA7feeisvvPAC33zzDZWVlaxYsYJzzz2XRx999OA3OAEhBJZlMW/ePF566SUqKiqadF04HGbLli2UlJQc0vYdKDt27ODKK6/kb3/7G8FgEIBIJMK2bdsoLi5u0nckEAiwfv16ysrKACgqKuKss85i4sSJ+Hw+hBBEIhEKCgooKio65MKwRqP59aPNhY1Q1xTXkGnu56B169Z069aNDRs2UFVVhdvtprq6mmXLlrF9+3bWr19P7969iUajbNy4EcMwGD58OKZpIqUkHA7bWgaHw1HL5CGlJBKJ2MKbYRg4nU7bVGUYhl1OfEFxu93253Gi0SjBYBCXy4VpmnbZ8bd6t9ttnxcOh5FSYppmrbZYlrVXGdFolFAoZNcZiUSIRCK4XC7C4TCWZeF0OnE4HLVMmvF2R6NRfD4fhmHUa84KhUJEo1GEEDidTrve+GdSSpxOp/17vG2J4xcvo24b6hLXgjTU/9LSUnbu3MlFF13E5ZdfTosWLViyZAmrVq2ibdu2hEIhuw9171tiu+L3PD429Y1TonkwFArZ5tXE+5poeo2XUXd+5OXl8dprr5GUlITD4bDNZk6nE1BCWN2xF0LY9zU+ptFo1P490SRe331yOBy1xjpuAkzsh8vlwjAMwuEwGzZssOeLy+WiWbNmPPnkk3Ybg8EglmXVMh3Gx9blctGxY0fee+89UlNTEUIQCoVYs2YN+fn5dp05OTncd999dl/jbU+83/HvXiLxehLnQ1NNtRqN5teLFrL2QfwB6fP52LZtG263m9atW9vCxs/9APR6vfTo0YMlS5awceNGsrOzWbt2LUVFRRiGwZIlSzj55JMJhUL8+OOPtGjRgry8PCzLYs2aNbzxxht89913OBwOBg8ezKWXXkrr1q0BKCgo4PXXX2f27NkEAgFatmzJuHHjOOGEE+z6/X4/r732Gh9++CHp6elcfPHFjBkzptZCt27dOq6//nr+9Kc/ccYZZ2CaJjt27OD222+ndevW3HbbbYRCId5//30++ugjSkpK6NatG3/+858ZOHAgpmmyfPlybr75Zq655hpOPPFELMtiypQpPP744zz00EN06dKFDz74gPfee48//elPfPrpp6xfv55TTz2Vyy67jKSkJLvNQgh8Ph/PPfccn332Gc2aNePyyy9nxIgRmKZJKBRi8eLFvPbaa6xatYqUlBROOukkzj33XNLS0vD5fDz44INs376dE088kZdeeolwOMzZZ5/NhAkTSE5OBmD9+vU89thjrFq1ikGDBpGVldXgfSwoKODDDz9k8uTJ+P1+unfvzmWXXUavXr0oLS3lzjvvpKioiA8++IDCwkJuu+02XnnlFXbs2MGnn36K0+nk7rvvJjU1lT179vDqq68yZcoUDMNg7NixnH322eTk5BCJRHjiiSdYuXIl48aN45133qGkpIRzzjmHc889F5fLBSjh6fvvv+epp56iuLiYI444gvLy8lptDofDTJs2jddee43t27fTokULzjvvPMaMGYPb7aa4uJjLL7+cCRMmcN5557Ft2zb+8Y9/cOKJJ+Lz+fjiiy9o1aoVV1xxBYMGDbKFlMmTJ/P8888TDAY5/fTTWbFiBaZp8q9//avWGEYiEZYuXcprr73Gjz/+SFJSEkceeSR//vOfycnJAZQANmvWLF577TW2bdtGTk4O48eP57jjjuPdd99lxYoVCCH461//yn333YfX6+XGG2+kV69eXHXVVTz55JMsWbKEhx9+mPz8fADefPNNPvzwQ2666SYyMzP529/+xhVXXMHJJ5/ME088QVFREV999RWmaXL//fdjWRZ333032dnZ3Hzzzbjdbvx+vz3fS0tLGTVqFBdddBFt27a158Mrr7zC7NmzCQaDtG/fnnHjxnHssceSlpamBS2N5jBGmwsbIRgM8r///Y/jjz+e0047jVmzZv1kH6cDxTAMhg4dit/vZ+nSpUgpWbRoEaZpMm7cOKZOnUpVVRVVVVV8//33DBkyhIyMDCKRCF9++SUzZ86kTZs2NG/enFdeeYWJEydSUVFBMBjk/vvv54knniAtLY1u3bqxa9cu/t//+3+sXr3arn/KlCm89dZbuFwuZs2axXXXXcfKlStrtTFe35tvvklVVRUAS5cu5auvvqJ58+ZEo1HefPNNbrjhBrZu3UpGRgZffPEFl1xyCUuWLAGgoqKCH374gV27dtnlFhcXs3jxYqqqqpBSsn37dr755hvuuusuiouLqaqqoqSkZC/NGsCnn37KRx99hNPpZMqUKVx99dVs2bIFgKqqKt555x1WrlxJly5dcLvd3H333bz88su25m/t2rV88MEHPPTQQxiGYQuSX375JZZl2YLRpEmTyM/PZ+fOnbz00ksNzpOFCxcyadIkUlNT6dq1KzNmzOCaa65hx44dOJ1O2rVrh8vlIj8/ny5dupCUlER+fj5Op5Ps7Gw6deqEaZpUV1dz77338sADD5CZmUlWVhb3338/Tz31lK0d2rhxIx9//DH33XcfPp+P4uJiqquraznTb9myheuuu45p06bRsmVLli9fznvvvVdLgzVjxgyuuuoqFi9eTHZ2NosXL+avf/0r06ZNszWPP/zwg22e9vl8/PDDDzzyyCN88803GIbBp59+yvXXX2/7qS1dupTrrruO9evX065dOz755BPeeOMNVqxYsZdZ2u/3895777FkyRI6d+5MWloajz76KE8//TTBYBApJbNmzeLSSy/lu+++Iysri02bNnHbbbexePFi8vLySEpKIjk5mW7duuHxeOyXkU2bNuF2u8nOzmbGjBksWrQIKSXV1dVMnjyZgoIC2rZtS3V1NUuWLKGoqAiAVq1a4XQ6yczMpGPHjramc9myZaxevRrLsohEIkyaNIlbb72VYDBIp06deOutt7jxxhvZs2cPPp+PO+64g//9739kZmbSs2dPCgsLbfO/RqM5vNGarH0ghGDDhg0899xzbNu2jYKCAp544gmGDBlCSkrKL9Kenj17kpKSwsaNG+2HfqdOnTjttNO444472LFjB4FAgOLiYvr374/X60UIwaWXXsqECRNsQefOO+/kww8/tBe4FStWMGLECB5//HFSU1OpqKhg27Zt9OrVix07diClJDMzkyeffJKWLVsyadIk7rjjDr777jt69epla/dycnI4+uijefbZZ1m7di39+vVjwYIFJCcnc9RRR1FdXc3LL79Mhw4dePrpp2nXrh1ffPEF11xzDVOnTqVv374Ae5lK6kYHGoaBZVmcd955XHDBBZSWlpKdnW2bIxPJzc3l6aefplmzZjz77LM89NBDLFy4kHbt2pGVlWUvgLm5uZSWlnL55ZfzzjvvcMEFF2CaJqZp4nK5+Ne//sXw4cOZN28eV199NV9//TWnnHIKW7duZdq0afzxj39k4sSJGIbBxIkTeemll+q9jyeddBJ9+/alWbNmeDweXnvtNW655RYWLFjA+PHj+ctf/sLXX3/NH/7wBy6//HKcTicnnngir776KqNGjeKKK66wNX4fffQR559/Pv/3f/8HwB133MFHH33EueeeS7t27exxuvLKKzn11FPZuXMnrVq1qmXKXbFiBWvXruW2227jiiuuoKysjGuvvZb58+cDyhfp/fffx7Ise/5/9913XHrppbz33nuMHj3avkd1IyG7d+/Ogw8+SEpKCs8++yyPPvqobfacMmUKfr+f++67j1NPPZVt27bxhz/8oV7NTWpqKjfccAPV1dXk5+dTVVXFtddey2effcaFF15IXl4er776Km63m8cff5xhw4axY8cO1q1bx7Bhw6isrKRTp044nU6uv/56kpKSKCgoqBV5OmrUKFq2bMnnn3/OCSecwLp161iwYAGnn3462dnZtsY4boI+44wzeOKJJxg+fDjXXHMNqampVFZW1pq7u3fv5tVXX2XgwIE89dRT5OTk8Morr3DXXXexbNky+vbty5IlSzjhhBO4//77SUpKorS0lKKiInr06LEfTweNRvNrRAtZjRD3jwBsP6RfCiEEGRkZdO7cmWXLlrF582ZWrVrF+PHjGThwIMnJycydOxePx4Pb7aZr1672w94wDIqLi1mzZo1tQgsGgwSDQVtDsnDhQh544AFycnLIy8ujX79+OBwO2zQ6YsQIOnXqhMfjoVevXjgcDlatWoVlWfaibZomxxxzDC+99BJTp06lTZs2TJs2jWHDhpGfn08gEGDPnj2ccMIJtkZhyJAh5Obm2lF0jY0BKO1KRkYGw4cPJzs7m+zs7HodjaWUjB49mg4dOuB2u+nduzcAq1evrnX+hg0bWL58OdFolEgkYkfxSSmxLIt27doxYMAA0tPT6dGjB82bN2f9+vW2L00kEqF///62eadXr177NPNUV1ezdu1ahBAUFRUhhLCjQ+P1xn2PANtXKZ5WIa6lCgQCZGRkMH/+fCzLIjs7m+3bt1NcXEy7du2wLIu2bdsyYsQIMjMzyczM3Gt84r5qcaHcNE169+7Nd999ByhTYVzg7tevH2lpafTr149evXqxc+fOBu+ZEIIhQ4bQoUMHpJS2AL1161Y72i8rK4tu3brhdDrJy8ujbdu2+Hy+vcqJ93vLli2sXLnS9g/z+XxEIhEsy2Lbtm306dOHYcOGkZ6eTlpaGl26dMEwDMrLy7Esa59a6Pbt29OvXz+WLVtGcXExP/zwA9XV1Zxyyim2aTWReFnx/+u73+Xl5WzcuJHx48ezbNkyDMOw7+uqVavo168fubm5TJ8+nfvuu4/c3FyaNWvGwIEDcTj041mjOdzR3+J9IKWkQ4cOXH311Tz88MNkZ2dz3XXXkZSU9Iv4ZAEkJSUxcuRInn32WRYtWkRhYSGDBg2iZcuWtGrVyjZ1tGjRgs6dOwPqQX/vvffy+eef2+3es2eP7UuVkpLCP//5T5599llmz55tm5Tat2/PY489RrNmzQBsbVUi8cUfahbDbt260aFDB77//nv69evHhg0b+Mtf/kJqaiqBQMAuK05dR+v6qG+s62q3GrofiXXFiS+Mmzdv5rbbbrPNrlJKioqKaNOmjX1uYr6r+N+J/9etf185uUKhEC+//DJPP/00oVAI0zSprKy0cyvtD1VVVQQCAZ599lneeustWyDMzMy0F+im5LpqaGwTiTtkJ/bRNE3b4X5/yk4UdOq2rb55IKW0/fq+/fZb+5yioiKaN29e67y4pile9/6MqWmanHLKKUydOpX58+fzxRdf0KdPH7p06XLA3/VIJEIgEOCDDz5g+vTpALZzvcvlIiUlhTvvvJOnnnqKWbNmUVxcjM/no3379jzzzDO2YKrRaA5PtJDVCE6nkwsvvJCTTjoJp9NJTk7OL+qI6nA46NevH+Xl5bz55ps0b96cdu3a4Xa7GTVqFG+99RbBYJBBgwbZwtHy5ct55513OO+88/jLX/4CwKRJk3juuedsoatfv348+uij+P1+2+fr6quvZurUqZxzzjkNtqfuWAgh8Hq9nHrqqfznP//hySefJDs7m/79+9uLnmEYVFVV2QJaKBSyk0JCTQRiaWmpLchEIpFaCToPBpZlMXv2bKZMmcJTTz3FwIEDiUQiTJw4kR9//LHJ5SRGtcV/byhXVGFhIc899xydOnXirrvuIikpidmzZ3PLLbfsV9+EEKSnp+PxePjnP//JuHHj7LYIIWoJH01tfzy6LTEaNF6Xy+WisrLS7mM4HKaioqJJZvO6EYKJ9YZCoVpjFRfC6543b948Pv/8c2677TZOPPFEotEojz/+uC24gPpu+P1+u42J45HYloa+v0IIhg4dSvPmzXn11VdZsmQJ1113nf09qo/E8uvro9PpxOv1cvrpp3PllVfammHDMMjOzsbhcNCnTx+efPJJAoEAgUCAhQsXcvnllzN37lz69OmjHd81msMY7fi+D+IPZLfbTatWrcjLy7Pf5n+pB58Qgvbt29OqVStmzZpF7969adGiBaZpMnz4cAoLCyksLGTo0KG20BIIBIhGo2RnZ5OVlUVWVlathW/37t3cfvvtvPnmm/h8PtxuN0VFRYRCIbxe73630TAMRo4ciRCCadOm0atXLzp16gSoCMk+ffrw9ddf8/7777NkyRKef/559uzZQ9euXXG5XOTm5pKWlsZbb73FtGnTmDdvHu+///5Bz9ElpSQYDCKEsMclLS1tv8tJS0sjJyeHDz/8kNWrV7Nq1So+/vjjek1TkUgEv99PZmYmOTk5ZGVl4XQ6GzWTJiUl4XK52LVrF5s3byYajdK9e3dycnJ49913WbVqFSUlJbz77rvMnDmzyaYmIQT5+fkYhsHbb7/Npk2bWLx4MV999ZU9P9xuN4MGDWLp0qW8/vrr/Pjjj7z22mssW7aMPn361GtKa0q9HTt2ZM+ePXz66afs2LGDWbNmsXLlynq1WX6/H4CcnByys7NJT0+vJdQ4nU6GDBnCokWL+PDDDykuLmbu3Lncd9997Ny5E7fbjcfjoaKignXr1tm5suq2KTMzk/Hjx/P111/jcrkYNWpUg1pWh8OBx+Nhx44dbNq0qV6tXrNmzRg6dChffvkl3377LeXl5UyZMoW3334by7IoLi7mtttu4/3337cz5u/atQsppe1PqdFoDl+0JuswpEWLFvTo0YN169bRv39/PB4PAG3btiUnJ4c9e/YwcOBAe3Ho3bs3w4cP58knn+TLL7/E6XSyceNGWzu0Z88e1qxZw5tvvsljjz2Gw+GgsrKSQYMGcfLJJwNK65MoCCTm/6mLEILWrVtz7LHH8tZbbzFmzBi7jSkpKVxzzTVs3LiRm266CY/HQyAQ4Mwzz+SUU07BMAzy8/O57LLLeOCBB7joootITU2tlRcq3p7GNFuJPlVx4tfFcz0NHDiQLl26cM0119C6dWuEEKxYsYLMzMxaddUVmOJ5mKSUtGvXjj//+c88/vjjnH766WRkZNh+fHXb17JlS84880xef/11zjzzTDIyMigsLLRzNNVtY5y2bdvSo0cPJk+ejGVZPPfcc7Rp04abbrqJe++9l8suu8zWAJ599tl2nrF4Ofsap969e3PWWWfxzjvvMHfuXFJTU2tpl9xuN2eddRbz58/nwQcf5L///S/V1dUMGzaMCy64wL63ddte9/7ExzE+9scffzyffPIJTz/9NG+//Tbp6em2v1kicQ1Tz549ue222+yAgjVr1uDxeOwcZhdccAGLFy/mnnvu4bHHHsPn85Gdnc2YMWPo378/AwYM4LnnnuPqq6/mxRdftMcrsT6Xy8XQoUNtv7MePXrY2qq4n1x8zqelpTF69GgmTZrEzTffzMsvv7zXfMnIyODaa6/llltu4dZbb8Xr9RIOhxk+fDiVlZX4fD7WrFnDO++8wwMPPIBhGPh8PkaPHs2oUaMavGcajebwQAtZhyEpKSlcfPHFjBgxghNPPNF+283NzeW+++6joKDAjkwSQpCbm8sTTzzBN998Q0FBAVlZWeTl5bF9+3batWtHfn4+zz33HLNnz2br1q0AtGnThiOOOILc3FwqKiq4/vrradu2rS08dOjQgdtvv50uXbrU6/OUnJxM+/btyc3NZfTo0bV8b4YNG8YLL7zA/PnzKSsro3379owePdrOd+R2u7nsssvo0qULa9asoUOHDuTn5zN//nw7T9mRRx5Jamoqbdq0qdc/TkpJfn4+t9xyCz169LDNND179uSuu+6if//+mKZJ3759eeGFF5g1axYlJSV2WH5FRQVJSUkYhsH5559PRUUFycnJdpTllVdeWcu35qqrrqJXr16sWrWKTp060aZNG2bNmkX79u1rtcvr9fLPf/6TYcOGsXz5cpKSkmjbti1bt26180e1bduWW2+9lQEDBtia07S0NCZOnMiUKVPIz8/H4/HgdDo566yz6N69O/PmzSMcDtO7d2+GDh1KcnIylmUxYcIEhg8fTk5OToN+hJmZmdx5552MGDGCnTt30rt3bzweDz/88IPtKN+5c2eeeuopZs+ezc6dO8nLy2P06NF2nrWsrCyuv/56Bg0ahMPhoHnz5txwww0MGDDArrdXr1783//9n63lbN26NU8//TSTJ0+moqKCoUOHMnHixL1MrXGt1/PPP8/06dMpLi6mefPmpKSkUF5ebs+brl278sILL/Dtt99SUFBgB0Z07twZh8PBP/7xDzp37oxhGLYG8aqrrqJly5a1xmXQoEE89thjtGnTxhYgpZS0atWKW2+9lREjRmAYBmlpadxyyy307duX1NRUe35ceeWVJCUl2Qlmhw0bxksvvcSMGTMoLS2153s8WOP5559n9uzZFBYWAsoBf/jw4fs0U2o0msMD8WvY+mHQoEFy4cKFv3QzDhsa8jdJ/LxuxvG6ztrxN/P6hJPE6+ors7F6otEohYWF/PWvfyUjI4PnnnuOlJSUfbYlTl3/nbo+L4nn1ld/U8aoKf1uSmBD/JzENjfU3rrtrltnY32rr/y6xxPracgPqqH5Ul+99fWvvrGJf76vPtR3LBgMsnz5clq1akVubi5r167ljDPOYPTo0Tz00EO1ksrGr23qfdrXPG7o+n2N2b7Gv6G6mtKmfd3DppSpOXRs3hbhlPP3UFUt+b3chkhEMn6sl8fuScc0fyedPkCEEIuklIMaO09rsg5DGhIs6n7e2DVNiSo7kHMXLVrEQw89xJIlS3j00UdJTk6ut96m1LWv9u5rAdpXHU051pTFrbE+Nda//elbQ/3Z337uqz0H8nvisaaMYaJws2XLFi6//HLatm1L7969mTVrFlVVVZx66qn1+gI2tY79Ob6/5dV3/oGMc1PK1mg0hz/a8V1z0CkuLqagoICrrrqKsWPH6sVDUy/Nmzfnr3/9K7t37+bjjz8mKSmJRx55hDFjxvzSTdNoNJqDgtZkaQ46xx9/PCNHjrQj4rSQpalL3M/soosu4qyzziISieB0OklOTm40Z5pGo9EcLmghS3NQEUKlvPglM+NrDh8cDgfp6em/dDM0Go3mkKBfGTUajUaj0WgOAVqTdZggpSQQCLB7924yMjLsaD0ppb29SlZWlm1qCYfD7N69G7fbbScf/bnaWVlZSWlpKW63m5ycnFrbsfzWiOeE2rNnD6CSZWpzl0aj0WhAa7IOK5YvX85pp53G448/bicSjUQivPjii1xyySUUFRXZ5y5dupRTTz2V//3vfw1u8XIoKCkp4ZZbbuGoo47i4osvtnP//JYpLS3lH//4B9dddx1VVVW/dHM0Go1G8ytBC1mHCUIIWrRoQVpaGnPmzLG3BQmFQkyfPp05c+awYcMGW2O0ceNGtmzZQu/evetNFtpU4nmAmppPbfPmzbz//vv07t2b0047jdTU1H2W25S697et+8tPuQ5Uhu+ysjLKysr2KudAy9ZoNBrN4Y82FzZC4kIK2KagX8L8lZOTQ+fOnVmwYAG7du0iOTmZoqIiNm3aRFVVFatXr+aII44gHA6zevVqvF4v3bp1s82KxcXFrF69Gr/fT6tWrejSpYudwR2gvLyc5cuX2xv/9uzZk6ysLPuzpUuX0qpVKwDWrl1LZmYmvXr1Ijk5GcDeWDoUCtG1a1e6d++Ox+Ox92iL152dnU337t1JTU21kztGIhE2b97Mxo0bsSyLli1b0rlzZ9xuN1JKqqurWblyJSUlJaSnp9OrV69aCU7jFBUVsWrVKrp168bu3bspKCigZcuWdO/enUAgwLJly6iqqqJ79+60bt26lnl13bp1bNu2DcMwaN26NZ07d7YF1EgkwqZNm9iyZQuRSISMjAw6depEdnY2sHey0eLiYpYsWUJeXh59+vT5SYKuRqPRaA5PtJC1D+IC1ooVK3j77bfJzs7m/PPPt7fD+LkFLYfDwcCBA/niiy9YsWIFbdu2Zfny5ZSVldGqVStmzpzJOeecQzgcZtGiRfTu3dsWkjZs2MBtt93GnDlzsCyLrKwsrr32Wi688EKcTicFBQXcdtttzJw5k3A4jGEYjBkzhrvvvpvWrVuzbt06rrzySrp160ZFRQWLFy+mVatWvPHGG/Ts2RNQAs4TTzxBRUUFL7zwAkuXLuXZZ5+lqKiIO++8k+XLl2NZFi6Xi3POOYcbb7yR9PR0IpEIn3zyCf/5z3/YtGkTQghycnK4+OKLueKKKwiHwzzyyCO8+uqrBINB3G43p5xyCv/+97/JyMiodR/mzp3L3//+d8aMGcPKlStZv349ubm53HDDDWzcuJE333yTsrIyBg8ezH333ceAAQMIBoO88MILPP/88+zcuRNQewzeeuutnHrqqQB88MEHPPLII2zdutWOoBw0aBB33HHHXtufVFZWct999/Hpp5/yn//8h969e/8c00Oj0Wg0vzK0kNUIxcXF3H777XzyySd4PB4qKyu58cYbcblcP3tbDMNg8ODBGIbBypUrOeGEE1iwYAG5ubmMHz+eN954g4qKCgKBACtXruSCCy4gLS0Nv9/Po48+yrx585g4cSLdunXj8ccf55FHHmHw4MH07duX9PR0Ro8ezZgxY+jduzfff/89//73v+nevTs33ngjoLQ9P/74I3/7299sYa5NmzZ2+1q2bMntt9/OpZdeyg033MDpp59OixYtcDqdHH/88VxxxRW0bt2a9957j+eff55hw4Yxbtw4Nm7cyF133UU0GmXixIlkZGTw/vvv4/f7EULw0Ucf8eyzz3LOOedw7rnnMmXKFJ544gkGDBjAn/70p72ykfv9flauXMk111xDSUkJjzzyCDfffDNHHnkkDzzwAEuWLOGpp57ijTfeoFu3bng8Hnr16sX555/PiBEjCIfD/Otf/+KJJ55g8ODBpKWl8dprrwHw6quvkp2dzY8//siiRYtIS0urVXckEuHNN9/k448/5qabbuLUU0/VWiyNRqP5naKFrH0ghKCwsJBFixYRjUaprq5mxowZXHvttb9YHqjWrVuTk5PD+vXr2bVrFytWrKBfv36MGjWKt956ixUrViCEIBQK2Rsjl5SU8O2333Laaadx+umn43Q6ufrqq5kwYQLLly+nT58+pKamcv755xOJRDAMgxYtWvDMM8+wYcMGAoGAXf9JJ53EZZddZpvZ4gJEXLvTqlUre4Pgjh072mVdfvnlSCkxDIPTTjuNV199lZUrVzJ27FjWr19PQUEBDz74IOeddx6GYXDiiSdiGAYul4v58+fTqlUrrrvuOnJycmjZsiWff/4506dP56yzzqq1BYuUEqfTySWXXMK5555LJBKhsLCQl19+mSuvvJKjjjqKo446ikWLFvH9999TWVlJcnIyI0eOZNCgQRiGgWVZnHTSSTzzzDMUFRXh8Xjw+/3k5OTYfnGnnHIKp59+OsnJyezevduuf/r06Tz22GOceeaZtpbwtxpZqdFoNJp9o4WsfSClpGXLlgwZMoTt27fj8XgYM2aM7Sf0cy+eQgiSk5MZMmQIixYtYu3ataxZs4YzzjiDHj16kJGRwbx583C73WRmZtK1a1cAysrKqKqqYvbs2VxzzTVEo1ECgQB+v589e/bYf3/yySdMnz6dQCCAZVls3bqVQYNq9r80DIO8vDwcDkejaQoSnb137tzJu+++y8KFC7Esi9LSUiorK+3xCwQCtmO/w+FACGH7a1VXV1NSUsK2bdu49dZb7XHfunUr2dnZhEKhvfa5M03TTqVgGAbNmjUjPT2dzMxMDMPA4/HQokULVqxYYUdoLlmyhHfffZfCwkKEEKxcudLuQ1paGkOHDuWNN95gwoQJeDwe0tPTGTduHJdeeql9b9avX8/EiRMpKirC7/f/9Buu0Wg0msOaRoUsIYQHmAW4Y+e/J6W8QwiRBbwNtAM2A2dJKUtj19wCXAxEgb9JKb8+JK3/GcjNzeXf//637d90zjnn/CKmwjgej4fhw4fz0UcfMXnyZMLhMN27dycjI4NevXqxcOFCotEorVu3pl27drWujeetsiwLIQSXXHIJAwYMQErJG2+8wb333svo0aPJzc0lEongcOw9PfY3Us7v9/Pggw/y/vvvc9xxx5GamophGPs0odUVYIUQmKZZKw/YGWecQe/evevVKNaN6KsbIRn/PV7Hpk2buPzyy/F6vQwePBghBNu2bbM1VE6nk5tuuonRo0ezbt06CgoKWLt2LY899hitWrVizJgxGIbBxo0bmTBhAkceeSSfffYZ48eP57jjjvtFBHKNRqPR/PI0RZMVBMZIKauEEE5gjhDiS2AC8I2U8j9CiJuBm4GbhBA9gLOBnkALYKoQoouUMnqI+nDIiEfl9ejRg27dugG/bHRhvP6uXbtimiZvvPEGffv2pU2bNpimydFHH81NN91EMBjkggsusDU8WVlZZGRk0LJlS6655hpyc3MpKSmhsrKSTp06IaXk22+/JT8/n/vuu48WLVpQVlbG3Llzf3J7KysrmTt3LkOHDuX+++8nNTWVlStXMnPmTFv4yMjIAGDZsmUceeSROJ1Otm/fjsvlIisri9zcXFJTU/njH/9Iv379CAQCbNu2jY4dO/5ks62UkrVr17Jjxw7uuusu/vznPxONRnn66ad59NFHARVZuHHjRnr37s0xxxyDEIIFCxZw3nnnsWnTJjshaZcuXbj99ttJTk5m4cKFPPLII/Tr128vx3iNRqPR/D5oVMiS6vU/nmHRGfuRwKnAUbHjrwAzgJtixydJKYPAJiHEemAIMO9gNvznIi5M/Zqcl1u3bk337t2ZMWMG559/vq3h6d27N+FwmHA4zPDhwzEMw96I949//CP/+c9/uOqqqxg4cCCLFi0iFArx7LPP0qpVK9q2bcvs2bOZNGkSXbt2pbCwsFZy0zhNyW2ViMfjoU2bNixfvpx3332X/Px8Fi9eTGVlpX1O9+7dGTJkCI899hh+v5+0tDQ+++wzhg4dym233cb48eP56quvuOqqqxg7dizFxcXMnz+fhx9+mOOOO65Rgbe+XFWJx/Ly8vB4PHzzzTdkZ2cTDoeZNWuW/fn69eu56qqrSE1N5YQTTsDr9fLFF18QCoXo2bMnQggsy6JNmza0atWKlJQULr/8cm666SY++ugjLr74YvteaDQajeb3Q5N8soQQJrAI6AQ8JaX8TgiRJ6XcASCl3CGEyI2d3hKYn3B5QeyY5iCRl5fH4MGDKSoqqiVM5efnM3LkSDZt2kTfvn3tRd3lcvGXv/wFh8PBa6+9xuuvv07Hjh1tAc3hcHD55ZdTVVXFSy+9hMPhoFu3bmRnZ9ub9zocDnJzc+2cWPURdzpv0aKFrUVLS0vjpptu4qGHHuLBBx8kNTWV1q1b07x5c7us/Px87r33Xp544gneeOMNIpEIvXr1YtSoUZimyejRo3nwwQf573//yzvvvEN6ejpnn322nQMsEbfbTX5+fi0NV1JSku1LFteepaen06xZM0zTpFevXtx222288MIL/Otf/yI7O5u0tDTy8/NxOBzk5eVx8cUX8+abb/LUU08hhKB9+/bcc889HHvssfj9frKysmwzrGmanHzyyUyePJmPP/6YE044oVYUpkaj0Wh+H4j98bERQmQAHwLXAHOklBkJn5VKKTOFEE8B86SUr8eOvwB8IaV8v05ZlwGXAbRp02bgli1bfmJXfj9IKSkrK8Pn85GdnW0LFPHjgUCA3NzcWnsGxh28S0pKCIVCJCUlkZGRUcuB3e/3U1paimVZpKSk4Pf78Xg8ZGRk2NcmJSWRmppar1ZGSkkoFGLXrl1kZmaSlJRUa3/F8vJyAJKTkwkEAiQnJ9tlxZ3cKyoq7PrT0tLseizLory8HJ/Ph9PpJCMjw/aNS+yj3++nrKyMjIwMW9CrrKykurqa7OxsnE6nPU7hcNh2kI9Go5SWluL3+3G5XLjdbgKBgH1NPKt73KE9KSmJ9PR0OxqxtLQUKSXZ2dkYhoGUktLSUrsMl8ulNVkazWHE5m0RTjl/D1XVkt/LVzcSkYwf6+Wxe9Ixzd9Jpw8QIcQiKeWgxs7br+hCKWWZEGIGMBbYKYRoHtNiNQeKY6cVAK0TLmsFbK+nrGeBZwEGDRqk9x3ZD4QQZGZmkpmZudfxePLR+q5xOp3k5eU1WG5SUhJJSUn234nlu1wu8vPzG21XPI1D3eOpqakNbrETPyclJYWUlJR6P487vjfUv3gZdfsASptWN59V3XIcDsc+fadM07Szu9f3WU5Ozl5t2VdbNRqNRvPbp9G9C4UQzWIaLIQQXuBYYDXwCXBh7LQLgY9jv38CnC2EcAsh2gOdgQUHud0ajUaj0Wg0v2qaoslqDrwS88sygHeklJ8JIeYB7wghLga2An8AkFKuEEK8A6wEIsBVh2NkoUaj0Wg0Gs1PoSnRhcuA/vUc3wMc08A1E4GJP7l1Go1Go9FoNIcpjZoLNRqNRqPRaDT7j95WR3NYUDcK9lBH6v3c9R0oh0s7NRqN5veI1mQdRsQzi/t8PkKhUK3tYqLRKD6fj0AgsN9b3xwOhMNhduzYYaeBaAwpJYFAwN6HsSlJVIPBIH6/3x7nXbt2UVxcjGVZjV5bd8uenwu/309BQYHeK1Gj0Wh+hWgh6zBj06ZNXHjhhbz77ru1js+ZM4dzzjmHJ554gmAw+Au17tCxceNGLrnkEiZNmkQkEmn0fL/fz5133smtt95KaWlpo+cHAgEeeOAB/v73v9v5uu655x5uvfVWqqurm1TfqlWrKCwsbFJ/DhZz5szhvPPO44cffvhNCtcajUZzOKOFrMMMn8/HggULKCwstE1DGzdu5K677vr/7J13eBXF14DfvS3lpvcQCC1AEghFIr333lFREBEFsYCiKOoPBBEsiIAgikgVpIr0Jh0B6b0mJJBCSCG93brfH3D3S0JCgoKNeZ8nT5Ld2ZkzM3t3zz3nzBmSkpLo0KHD37qB9aNAlmUcHR154oknqFChgpK89H5YLBYuXbrE+fPnMRqNpbrRrFYrV69e5fTp01gsFrRaLcHBwdSsWbPULZUkSeL8+fP069ePL774Aovlr1lMa0t+Gh4ejpubm3AVCgQCwT8MEZNVCiW9zP+uF5okSYUynKelpTF+/Hhu3rzJd999R1hYWCElJDMzU8lG7u3tfc+2OCaTieTkZPLz83F2dlYylsMd687Nmzfx8fHBYDCQmZmJXq9XsqQXlAPuKDa3b98mOztb2bqmYFZ5i8WibEyt1Wrx8PBQ5LHJbDabSUlJITc3F51Oh6enJw4ODvj4+PDyyy/j7OxcqL6UlBSys7PRaDR4eHjg5OSkyGUbq6JzZZPXYDCQlJSELMvo9fpCfXJwcKB3795YrVbs7e0Vl2xqaqrSPycnJ9zd3ZEkiczMTCWrfWJiIn5+fkom+ZSUFHJycu7psyzLJCQkoFarcXV1JTk5GVmW8fLyUhKq2sYlPz+f5ORkTCYTDg4OeHl5odVqqV69Oq+99hr+/v4AZGdnk5SUhL+/P1lZWWRnZ+Pq6qrIaSMrK4uUlBTs7Ozw8PAgJSUFR0dH3N3dC+0CIBAIZGRZfIER/DGEknUfbC/jxMREDh06hLOzM02bNsXBwUHZA+/vJC8vj6+//pqDBw/y8ccf06xZs0IyRURE8Mknn3Do0CFkWaZNmza8++67BAUFAXesYvPnz2fhwoXcvn2bypUr89Zbb9GlSxe0Wi1nz57lueeeo1+/fpw7d44LFy4QGBjIuHHjaNOmTSGlxGAwsHr1ar777jtiY2NRq9WEhITQr18/BgwYgEajYevWrUybNo3o6Gjs7e1p374977zzDpUqVVK23vnxxx9ZuHAht27dwsnJiY4dO/Lqq69iNBoZOnQoTz/9NG+88QZGo5FVq1Yxf/58YmNj0Wq1tGvXjnfffZfKlSuXOnbZ2dnMnTuX+fPnYzabadu2baENsdPT03nvvffIyclh/vz52Nvbs3r1an744QeuX7+OJEkEBQXx3HPP0b59e77//ntu3rzJ2rVrycrK4ocffsDOzo6FCxeyfPly4uLisLOzo1OnTowZM4by5ctjNBp5++23MZlM1K5dm+XLl2OxWOjbty9jxozBw8NDUcRmzZrFL7/8Qk5ODr6+vjz77LMMHjyYQ4cOMXbsWL755huaNWvGjh07+N///sdrr73G2rVruXr1KmFhYUycOJH69esjSRI3btzgk08+YefOnXh6etKuXTu2b99O7969GTt2bKF9HwWCOzGK8Lg5o61WsFhkTGaQHpPeWywgW+U7vx+TPttQSbYv5g+3XqFklUJmZiZTpkxhwYIFODs7M2XKFAYOHIhG8/cOnSRJbNmyhblz59KuXTt69+6tKD2yLHP79m0mTpzI0aNHefXVV5Ekiblz52KxWJg1axYODg6sWbOGL774gs6dO9OsWTM2bNjA2LFjqVixInXr1sVsNpOUlMTmzZsZOnQobdq0Yc6cOYwfP56wsDBlix5Jkrh06RLjx48nNDSUF198EVmW2bZtG2fPnqV///6cPXuW999/H41Gw7Bhw7h27RorVqxAkiQ+++wzHBwc2Lp1KxMnTiQ4OJgRI0Zw5coVduzYQadOnfD39yc1NVUJ7LdarSQlJVG3bl2GDh1KYmIis2bNwtXVlfHjx5c6fr/99htffvkltWvX5plnnuHcuXMcOXKE4OBgAEXpy8zMRJZloqOjmTx5MpUrV2b8+PFYrVb27NnDyZMn6dGjB507d2bfvn3UqVOHESNG4OjoiNlsJi0tjbp16zJs2DBiY2P59ttvcXNzY9y4cciyTEZGBkeOHEGSJJ599ln27t3L3LlzqVatGkOGDMFoNDJr1iy+//572rVrR+3atfntt9/YuHEj3bt3V/aKtMWpGY1GYmJiWLRoER07dqRq1aqsXbuWKVOmMH/+fJycnFi+fDlr1qxh4MCB1KtXj02bNhEZGYnBYBBxXYJ7MJthzoJsLkeakR4XI6cMdjqJ/412wU73OFmxZG4lWhn5QTqq+0dJ/KewWuCFZxxpWP/hf8EUStZ9kCSJ6OhoNm3aRE5ODjk5OaxYsYJ+/frddx++v4Ljx4+zfPlyzGYzx44dIyIignr16ikWtkuXLnHo0CHeeOMNRcnKzs5m2bJlREdHU6FCBbZv30716tWZMGECfn5+BAcH8/zzz/Prr78SFhYG3NnTb8CAAYwYMQK4Yz375ptviIuLK7QPYnp6OpmZmfTt25c+ffqg1Wrp0aMHOp0OR0dHDh48SHp6OrNnz6Zbt26Ke+3AgQPcvHmTihUrsnbtWnx9ffnqq68ICwsjJyeHhIQEKleuzNWrV4H/d9M6OTkxcuRITCYTjo6OZGdnc+7cOfbu3cvIkSML7VVYFKvVytmzZ1GpVIwbN45mzZpx69YtLl++THp6eqGytvZSU1PJycmhW7du9O3bF61Wqyi27u7uhIaG4uTkRFBQEK1bt0atVmNnZ8c777yD0WhEr9eTlZXFwYMHOXLkCLdv38bV1RWAKlWqMGHCBKpXr07Pnj3p3bs3p0+fxmAwkJ6ezvbt22ndujXTp0/Hy8uLl156iYyMDCpXrsy5c+cKyQlgZ2fHiBEjGDBgAHl5eahUKnbs2EFqaiqSJLFv3z5q1arFmDFjCAwMpGbNmhw5ckQoWIJisVjh8Akjvx0x8rh4kmXAz1vF+2864+P1GGkbwKoNuayfkY/2MdIOzGZo28KORqVu9/zgPEbD+Mdwd3enQoUKXL9+HY1GQ7Vq1f52K5Ysy/zyyy/06tWLoUOH8vHHHzN37ly++uorJZYnMTGR1NRUrl69yqxZs5AkiatXr5KdnU18fDzu7u5ERUWhVqtZsmQJGo2GrKwsLBYLERERSvC2Wq0mMDAQrVaLSqVSNokuGtzt4+ND+fLl+fTTT1m3bh1OTk5UqlSJZ555hpCQEG7fvo2HhwdBQUFoNBqcnZ0JCwvj3LlzmM1mrFYraWlpVKpUiapVq6LT6dDpdCUGdFssFmJiYti1axfZ2dlYLBYiIyOxWCxlStdgC24vV64ckiTh4uKCj4/PPUqWDV9fX3x8fJg5cybbtm3D2dmZwMBAnnrqKVxdXQul07ApuhaLhaioKPbu3UtOTg5Wq5X4+Hh8fX0LpYUoX748FSpUUDbwtrOzIyEhgby8PHJzczEYDAQFBeHr64tKpcLHxwcfH58S3dUajYbq1atjb2+vbHxts3h5eHhgMpnw9/dXvih4eHjg7OwslCxBsUiASiWhVoNa/XhYdWRZRqV6PPpaFAnQ3J3rx2EtjSzzSMN/hJJ1H2RZpnz58owfP545c+bg7e3N22+/rQRC/50xWfXq1WPixImUL1+eo0ePsn79erp06UL37t2VF7zJZOLIkSNEREQo1zVo0ABPT0+sVismk4nY2Fh27NihBDtXrlyZ4ODgUoOfC/ZdlmVq1KjB999/z/r167l+/TpJSUkcOnSIw4cPs3z58hKDz0vCdr64MZZlmQsXLvDSSy9hMpnw9PRElmXi4uIICAi4/8CV0E5pVKpUiblz5/LLL79w48YN4uPjOXz4MMeOHWPBggXF1nvy5EleeeUVLBaLIuOtW7cURbU4Ge7X74KU5d4rWuZB50AgEAgEfw6hZJWCSqWiVatWNG3aFEmS/hHpESRJomfPntSoUQNJkhg5ciSHDx9m5syZ1K9fn4CAAFxdXXFxcWHIkCG88MILqFQqsrOz0el0uLq6kpqaio+PD15eXsybN0+xcOTl5eHu7q5Y62yxTzYLUUk5owwGA5UqVeJ///ufsqpu+vTpfPfddyQmJuLi4kJmZqayms9sNnPjxg3UarUSS+bo6EhSUhLp6em4uroqCVadnJwKtWW1Wjl8+DDx8fEsWLCAFi1aYDAYGDt2LMePHy9UtmCSUNvY2bBYLErMlcFgICsrq8Qxt1gsBAQE8OGHH6JWqzEYDCxcuJApU6aQkJBQbPldu3aRkpLCggULaNy4Mfn5+QwfPrxMebts2NnZodFoSElJIS8vD71ej8lkwmAw3DMuZUWSJNLS0jAajcAdF3BeXt7fvpBDIBAI/ms8Jh72P4Zt+b9arcbe3h47O7sS0wL81Wg0GkU5qV27NsOGDePUqVMsW7YMk8lEzZo1qVOnDrNmzeK7775j/fr1vP3228ycOROj0Yi7uzvt27fn1KlTfPTRR2zatIkZM2bwyiuvcOPGDaUdk8nEjz/+yNatW9m4cSM//vgjPj4+lCtXTikjyzI7duzgmWee4YcffuDEiRPs2bOH/fv34+Ligru7O40aNUKlUvHpp5+ycuVKpk2bxtatWwkPD8fX1xeNRkPHjh25cuUK06dP59ChQ/z0008MGzaMS5cu3dN/BwcHrFYr0dHR3Lhxg6tXrxbKHaZSqXBxceHy5cts3Lix0MpBtVpNjRo1yM/PZ+bMmRw4cIDFixdz4MCBYsdalmV2797Nc889x3fffceJEyc4dOgQW7ZsUZRZNzc37O3tuXLlCgcPHsRoNOLo6IjJZCIqKkqRMSEh4YHuHQ8PDxo0aMDmzZtZsGABhw4dYubMmbz33nukpqaWyRpVsIyjoyNPPvkkp0+fZunSpRw4cIC5c+eSlpb2t9/TAoFA8F9DWLL+hdjZ2RVKkKnRaHj22WfZuXMnS5YsoVWrVjz55JN8/PHHTJo0iWnTpgEQGBhIixYtgDuKxuDBg0lJSWHVqlVs3rwZJycn2rdvX2gJvy2+Z+LEiUos1/jx4wsFvduSYjo7OzN16lQsFguSJFGlShU+/PBD/Pz88PHx4b333mPmzJmMGjUKtVpNo0aNeO+993BzcwOgb9++REdHs379etasWYNarSY8PByDwYBarVasiGq1mrZt29KxY0emTp3Kt99+i5OTE6mpqbi7uwNgb29P//79OXz4MF988QWVKlXC19dXUSTatGnD0KFDWbp0Kbt27aJu3bqEhoYWGme1Wq2Ms5OTE15eXnz11VdYrVZUKhXly5fnww8/pGrVqpjNZjp06MDSpUuZOnUqS5YsoVevXhw9epQpU6bg7OyMm5sbsbGxhdrRarVotVrlf0mSFAUa7iiTb7/9Njk5OUybNk0J9O/ZsycmkwmVSoWDg0Oh6+3t7QspTCqVSmnDzs6OgQMHcvnyZaZNm4aDgwMNGjTA1dW11O2DBAKBQPBgSP+EuIzw8HC5qJtHcC82d92ZM2coX748gYGBSsoGWZaJjIwkPj6ekJAQ/Pz8FFdfVFQUZrOZcuXKUbFixUKB+7m5uURGRpKWloaLiwtBQUE4OzsjSRIHDx6kV69eTJs2jfr16yvB69WqVUOn0xVKRirLMikpKVy/fp28vDy0Wi0BAQEEBAQoiorBYCAqKork5GTs7OyoWLGiovjY+pGbm0tUVBSpqak4ODhQqVIlvLy8yM3N5cKFC/j5+SlZ39PT04mIiCA7O1txcRqNRmrWrImdnR0mk4mLFy+Sk5NDSEiIkpDTds9nZWVx+fJljEYjFStWJCcnh6ysLOrWrQvAlStXsFgshIaGolarSUtL49q1a0r//P39qVChgtK/1NRULl26hLOzM6GhoWg0GtLS0rh69Sp5eXl4enpiNptRqVSEhISg0Wg4d+4cKpVKacNoNHLy5EmcnZ2pUaOGMlepqalER0eTk5ODq6srVatWxcnJieTkZK5cuUKtWrWUhKa23Fi2gPzr169z8+ZNwsLCcHFxQZZlkpKSiIyMVBY09O/fn+eff54PP/xQ5MkSFMJgkBkyKo2DRw2PVeC7j5eajUs9H7vVhas35DJ6fAYazeMT+G42y0yf5Ea/7g6lX3AXSZJOyLJc6npEYcn6F2HLMt60adNCLiCbslOtWjWqV69e6Livr2+hQOuisUl6vZ46deqU2m5ISIhiXSmqmNuUJNuqt4IULGtnZ1fIilNUFkmS0Ov1SvqIguX0ej0NGzYsdJ27uzsNGjS4R17bea1WqyhMRcdLlmWcnZ3vub5guVq1ahWS0dPTE09Pz3sH6O51Hh4eNGvWrFA9Hh4eNGrUqEQZ69SpU0hZ1el0NG7c+J7xKdq27Zy3tzc+Pj7K/76+vvj6+ir/q1QqqlSpQpUqVZTrbty4wYEDB2jXrh1OTk788MMPZGdnU69evUJWNYFAIBD8OYSS9S+ltJVjD3KsJGypDoq6kR6kjvuVLWs9ZelraefLWseDtvVHr/szMpal7P2uPXXqFB9++CFz587F0dGRCxcu0KFDB5o3by621BEIBIKHiFCyBMUiyzI+Pj706tWLqlWr/t3iCB4i7du3Z9q0aezduxej0UjPnj3p169fiVY6gUAgEPwxhJIlKJGgoCDmzp2LWq0WK8/+I9hczn379qV3797AHZdiwX0oBQKBQPBwEEqWoFhscVbCffTfw5aWpOAKVYFAIBA8fMQbVCAQ/KOwrVYVCASCfzvCkvUv5H4voIfl8pFlmfz8fGRZxt7e/h6LVnEy/FvcTX9W9pLG/2H2vzQZS5LBbDZjMBhwcHD4Sy1VBbeZKphlPz8/v9jcXcVdb7Vayc/Pvyd3WEGsVit5eXloNJpCaUQEAoHgn4iwZP2LuXHjBuPGjWPv3r0PPZGkwWDgm2++YerUqSVumhwbG8v48ePZt2/fQ237UWPLUD9u3DhSUlL+UB1ms5nNmzfz6aefkpiY+JAlvFP/xo0bmTx5MklJScWWSU9PZ+LEiWzcuBGr1Yosy/z++++MHDmSq1evPnSZ7ofVaiU9PZ2cnBxFyUpNTeXzzz/nu+++U7bwuR8JCQm8++67rFu3TlG6MjMzyc7OVupMS0tjzJgxrFmzBrPZ/Ej7JBAIBH8WoWT9C7FtAL1t2zamT5/OnDlzStxT8I9itVq5desWt27dUvYtLEpSUhKLFi3izJkzD7XtR43VauXYsWMsXryY9PT0B7aG2Mb/8OHDLF68+JFsSWOxWPjtt99YuHBhsfVLkkRWVhY//vgjhw4dUpSsnJwcbt68qVgh/wpsG1/37duXzz77jNzcXKUPCQkJJCYmKvLdD5PJRFxcnLK3Y3JyMkOGDGHs2LFkZ2cDd5TPhIQE0tPThVtRIBD84xHuwlIomjCzuI2G/w6ZsrKyWL9+PXq9nrNnzxIREcETTzyhvHjy8vJQqVTKfotwxzplMpkKuZJsxyRJws7OTnHT2Nvb88EHH2C1WpWtamRZxmg0YjQalY2dbb+LymcjPz8fs9msbK5tqz8/Px+r1Yq9vT15eXnA/2+GDHdeuEajUUnQadtSx+Yu0mq1yjGbW8rm1rRt+Gw2m3F0dFSSj+bn52OxWNBoNIU2prbJa7VaMRgMWCwWtFrtPZnPC9ZhCx4vuiqv4PjbgssNBoPiMrONlcViIS8vD3t7+0J9NhgMODo6AoW39cnNzcVisSjlCy5MsJVRqVS0aNGC2rVrK+kYbH0rbh6K3sO2/tnK2dvb3+NytLn0bFsL2dyAOTk5XL16lQoVKpCXl4ejoyOenp5MmTIFlUqFTqdTrnNwcFDkN5lMytxVqFBByd1luzejoqIwmUzk5uai1+vx9PRkzpw56PX6Qi5F29jJslzoPi543nY/qdVq7OzslLkQLkeBQPCoEJas+2B7QeXk5HD+/HkiIiIUF8Xf/Q36zJkzXLt2jWHDhqHX69m8ebMiU2ZmJu+//z5vvvmm4uozm83MmjWLwYMHc/36dWRZ5uLFi4wZM4YuXbrQu3dvpk+frri+8vPz+fzzz/noo49ITU0F7rhzJk2aRNeuXXn55Zc5cuRIiW5Ki8XCsWPHeP311+ncuTN9+/Zl2rRpxMbGkp+fz5QpUxg5ciTr16/nqaeeok+fPmzbtg2LxcLNmzeZPHkyPXr0oHv37owbN46IiAgAYmJiGDx4MN98843igoqMjOT111/nypUryLKMyWRi6tSpjBgxgoyMDKxWK4cPH2bIkCH06NGDyZMnk5ycXEhes9nM1q1bGTx4MJ07d2bUqFEcP35cGVOLxcK+ffsYPHgw3bp148svv7ynDhupqamMHDmSjz76iK+//ppevXoxYMAANm3apCgChw8fpn///hw7dgy4o7wsX76cp59+mri4OKUuWZbZu3cvgwcPpnv37syYMYO0tLRi7z9Zlvntt98YOnSosqm21WrlxIkTjBw5ki5dutCrVy+mTp1KTExMoToMBgN79uzhlVdeUe6HuXPnkpmZqZTJz8/nl19+YeDAgXTu3JnnnnuOVatWkZ6ezqxZs0hOTmbbtm3K5tWpqan873//Y9q0aeTk5DBr1iyef/55rl27psi2detW+vXrx9GjR4mPj+fVV19l5cqVGAwGli5dSkREBIcOHWLo0KEkJyeTmprKa6+9xtKlSzGZTMAdF+J3331H79696dGjB59++inXr19X5I6JieGLL76gV69edO7cmcGDB7NkyRLlvhYIBIJHhVCySiE/P5/vvvuOTp060bdv30cS//SgWK1Wtm3bhk6n47nnniM4OJjffvuNpKQkJEnC0dGR8uXLs3HjRm7cuAHcce1t3boVk8mEl5cX8fHxvPXWW6xZswYfHx+sViuTJ09m+vTp5OTkYLVaiYyM5MqVK5hMJkwmE7NmzWLOnDm4u7vj5ubGwoULS1Q0Ll26xCuvvML27dvx8/PDbDbz9ddfs2XLFqxWK1FRUfz888+K5cLWZnZ2Np988glz5szBzs4OFxcXFi5cyJgxY0hJScHFxQVJkli3bh15eXnIsszBgwf5+eef+fXXX7FYLNy+fZt9+/ZhMpmwt7cnNjaWMWPGcPjwYapVq8aNGzdYtWoVFosF+H9F5q233iIlJYUnnniCEydOMGrUKKKiooA78WfvvvsuJ06cICQkhMuXLxdSbG3YrDOXLl1i6dKlHDhwgODgYKKionj77be5ePEiABkZGZw8eZKMjAzFmnbr1i3Onj1Lfn6+Utft27dZtmwZvr6+2NnZMXnyZNasWVPsPSjLMqmpqZw8eVJxr0VGRjJixAi2bdumbHn09ddfK3FcNnJzc1m7di0xMTHUq1cPd3d3Jk+ezIIFC5Ss/z///DNvvPEG0dHRlC9fnhs3bjBhwgRiYmKoWrUqOp0Ob29vQkJC0Ol0GI1GLl26xLVr11CpVFSrVo39+/dz4sQJxbW5adMmEhISKFeuHHl5eZw/f56EhARlA269Xo+7uzu1a9dGp9NhMpk4c+YM8fHximV19uzZTJ48GXd3d2rUqMHixYsVt6XZbGbGjBnMmTMHPz8/wsPDMRqNfP3114oiKhAIBI8K4S68D5IkERUVxQ8//EB8fDw3b95k9uzZNG7cGCcnp79FJlmWiY2NZd++fTRp0oTAwEB69uzJ22+/zenTp+nYsSNarZamTZsyd+5cdu7cSa1atbhy5QqXLl1i0qRJODo6smvXLk6cOMG4ceN44YUXyMzMZNSoUfz8888MHToUf39/ZQzgjlLw22+/ER4ezrfffouvry9LlixhzJgx98hoC9qOi4vjq6++okePHmRmZnL27FnCwsKUlWhubm68++67hIeHk5aWhq+vL2fPnuXXX3+le/fufP7552g0GiZNmsSKFSs4duwYnTp1okGDBsybN49bt24BsHv3bkwmEzt37mTw4MHExMQQHR3NoEGD0Gq1XL16latXr/LBBx/w6quvkpuby2uvvcZvv/0G3FEwfvzxR9zc3Jg1axYhISGK9WjPnj1UqlSJkydPEhMTw4cffsiIESNIT0/n5ZdfLvZFbRuz8uXLM336dAIDA1m/fj3Dhg3j8OHD1KpVq8RtdYoeV6vVfPjhh7Rv354rV67w7LPPsnnzZp5++ulS7xWLxcKmTZuIjo5m6tSp9O7dm5ycHE6fPk1YWFghN6+bmxuffPIJOTk5+Pn5kZ6ezsCBA9m8eTODBw8G4Oeff8bb25v58+dTo0YNbty4QWxsLEFBQbi5uTF9+nQaNWrEK6+8gpOTE5mZmYXcmvXq1aNq1aps27aNbt26kZiYyP79++ncuTN+fn7cuHFD6b9Wq6V9+/YEBgZSoUIFxo4di7OzsxLvZSuXlJTEqlWr6Ny5M1999RV6vZ6vvvqKBQsWcP78eWrUqEFERATh4eF8/fXXuLi4kJGRQWxsLMHBwaWOoUAgEPwZhCWrFDQajRKbI0mSEk/ydyHLMqdOnSIyMpIWLVqQl5dHUFAQer2erVu3KlaQmjVrEhYWxu7du8nMzGT//v24ubnRuHFjVCoVN2/exMnJiQYNGuDm5kZAQAAtWrQgJyen2JVgNmtWxYoV8fX1RaVSUadOnWKVTYvFQlRUFJUrV6Zp06Y4OztTvnx5unTpQoUKFZTxCwgIoEGDBri4uFCpUiXs7e1JTU0lPz+f1q1b4+npiZubG61atUKtViuuT9tG0b///jvR0dEcO3aMwYMHExERwalTp4iOjkaWZerVq4dKpVLi08LCwrC3t8fFxaWQkmEwGDh37hz+/v5ER0fz66+/kpSUhF6v58KFCxgMBrKzs9FqtdSoUQONRnNPHUWxWq2EhITg5eWFSqWiUqVKuLq6kpWVVWZXsyzLuLu7U6VKFVQqFX5+fgQFBZGZmalY4e6H1Wrl2rVrBAYG0rRpU2Weu3btSmBg4D1xhiaTiYiICHbs2MHx48fJz8/HaDRiMpnIysoiKSmJevXqUbNmTZycnKhZsyadOnXCyclJiUWzWb2K+4yUK1eO9u3bc+jQIZKSkjh69Ch5eXm0b98ee3v7e8rb6rL9FBdDFhMTQ3Z2Nm5ubhw7dozdu3fj4OBAWloaMTEx6HQ63NzcOH36NBMmTGDKlCmsXbtWic0TCASCR4l4ytwHWZapXLkyo0aNYvr06Xh5efHWW2/h4OBQKC/QX0lubi4bNmwgMzOT2bNns3DhQkwmEykpKezYsYO33nqLihUr4uzsTPv27ZkxYwbHjh1j165dNGvWjIoVKyp9Kxq0/bD7U9p2PLZzxZUpqLwUVWRq1aqFj48Pp06d4vbt25QrV46hQ4dy4MABjhw5Qnx8PHXq1CEgIKDUtuGOMmI0Gvntt9+IiIhQgudNJpPinizOylTWTaALXl9UsSmtLpsrsWhdD0JZtsy5du0aH3zwAefOnVPGOy4ujrp16z60e0Sr1dK8eXOWLVvGvn37OHDgAFWqVOGJJ574w3Xm5uZiMBhYuXIlv/76q7KK0dnZGTs7OxwcHHjzzTdxc3Pj1KlTJCUlkZOTg6+vLzNmzKBZs2Z/uG2BQCAoDaFklYJWq+XZZ59V3HCenp5/myVLlmXi4uI4cOAAtWvXpnLlysrL2sHBgTNnzrBnzx6ef/55VCoVHTp0YObMmcyePZvExEReffVVHB0dsVqt6HQ6DAYDubm5igUiKyurxJe4zVJhNpuVlWUGg6HY2CDbCrbs7GwMBoNyvdlsLjVBpk0xsy3RlySJjIwMLBaL8vJ3dnamWbNmHDhwgIMHD9KiRQtq1KhB8+bNWb9+PampqQwePBg3NzelbUBZXWZbRVewTb1eT7NmzZg8eTLOzs6K9cTDwwM7OztljGzB1rYVhCVhS7FgS39hsVgwm82KLDbLTXp6uqIYFLVOSZKkrJK0yW0ymcqsoMGdFZu5ublK/BqgzENBxW/btm0cOHCAGTNm0LhxY6xWK2+99ZYSHK5SqdBoNGRnZyvy2mQuaBGy1VdSMtXw8HCqVavGDz/8QF5eHl27dsXLy6tE+Uur08XFBZ1Ox4ABAxg+fDiAMuY2l3doaCiffPIJRqOR/Px8zp07x+uvv87OnTtp0qSJ2F5IIBA8MoS78D7YXl52dnYEBATg4+Pzty77tq3Gys3NZdy4cSxZsoQff/yRH3/8kfnz51OxYkW2b99Obm4ukiRRrlw5WrVqxfbt23F2dqZp06ZK6gFbbNSiRYv4/fff2bp1K8uXL6dSpUq4uLjcMw7Ozs54enpy5MgR9u3bR2xsLCtXruT27dv3yKnRaGjUqBEJCQksWbKEmJgYzpw5wxdffMGlS5fu6y6rXLkyfn5+LFu2jL1793LgwAEWLVqEXq+ncuXKSJKERqOhdevWXL58mdjYWNq1a4der6ddu3ZcuHCBrKwswsPDFQuOn58fKpWK1atXExkZyalTp9i8ebOi1Dg6OtKmTRuOHj3Kxo0bSUlJ4ciRI8ybN4+cnBxUKhWBgYEAbNy4kejoaE6ePMnOnTtLXAShUqn4/fffOXToELGxsWzdupXMzEwqV66MRqPB398fOzs75s+fz/79+9mzZw8bNmwopGjZAt83bNhAbGws+/fv5/Tp01SrVk1JQaBWq7l8+TKXLl1SUi/YUKvVNG7cmKSkJH766Sdu3LjB+fPn+eyzzzh//nwhefPz81GpVHh6euLs7IxOpyvUN09PT0JCQjh8+DAbNmwgISGBnTt3Mm3aNFJTU9FoNGi1WuLj44mMjFSU0aK4uLjQuXNnTp8+TUJCAl26dClRybG3t0er1XL79m0uXrx4T/JRSZKoUqUKFSpUYNOmTRw+fFgZr/Xr16NSqUhNTWXixIn8+OOPZGZmotVqlTxitlQRAoFA8KgQlqxSeFAX0aMkNTWVHTt2UKlSJRo1alQoF5CPjw+NGjVi/fr1nD17lqZNm+Lo6EjHjh1ZsWIFLVu2xNfXVylfp04dhg0bxvfff8+uXbswm834+Pjw3nvv4e/vT15eXiHri16v56WXXmLs2LEMGjQId3d3/Pz8UKvV91hgVCoVnTp14uDBgyxatIiVK1diNpuxs7MjJCSEihUrFrKGFKRy5cq8+uqrTJ48meeee06xio0ePZo6deoAd+YgKCgIT09PPDw8qF+/PpIkUadOHUUBqV27tlJnSEgIzz77LEuWLGH//v1K3i+bDHZ2dgwfPpyoqCimT5/ON998gyzLhISEkJqaSvny5albty49e/Zk9erV7Ny5E1dXV0X+klb6ubq68tFHH5Genk5qaiqtWrWiWbNmqFQqKleuzMsvv8zMmTMZMGAAHh4eSJJUKGmn2WxGq9WydetWfvzxR27fvo2Pjw8DBw7E0dERi8VCy5Yt+emnn0hJSWHFihWKLDZ3cLt27XjqqadYtmwZq1evVixPNWrUICwsTCnbtm1btmzZwrBhwwgMDMTOzo4TJ05Qo0YNZFnGwcGB4cOHc+XKFd5++230ej25ublUr16dPn364OfnR9u2bVm+fDn/+9//WLhwIXDHqlTw/lCr1bRr145p06ZRr149qlevXmjMbHFYcMdi2ahRI+bPn89rr73Gxo0b7xlzT09Pxo0bx/vvv8/IkSOVvHDdu3cnLy+PjIwMoqKiWLp0KdOnT0ej0ZCXl0e9evXo1auX2ABdIBA8UqS/O98TQHh4uHz8+PG/W4x/NLIsk5yczObNm/H29qZTp06F3DRWq5UrV66wa9cu2rVrR3BwMLIsk5KSwubNm3nyyScJCQlR4o0AsrOzOXjwIFevXsXOzo769etTt25dNBoNRqOR7du3YzAY6NSpE3q9HpPJxLFjxzh58iRubm7Ur19fWXFYr169e+KNMjIyOHToEBERETg4OFCnTh0lxufXX38lIyODvn37KgsLCrr1jh49yrlz5xRlp1GjRjg4OCj9zcvLY8eOHej1elq2bIlWq8VsNiu5trp161bIQpKWlqYEtAcHB+Pk5MSZM2d4+umnFbdicnIye/bs4datW3h7e9OiRQvKlSun9CslJYVdu3aRlJRE7dq1kSSJ6OhounfvrihJALdu3aJXr14EBwczdOhQzp49q1jLCgb+Z2VlsXv3bmJjY6levTp6vZ5z587x9NNP4+LiwuHDh7l27RoNGzbk6NGjZGVl0ahRI2WObCtNt23bhoODA7179yY+Pp5du3bRo0cPJSYtIyODw4cPExERgZ2dHXXr1qVu3brK3n82xeXatWvs27dPsbjl5uaiVqvp0aOHEocYExPDwYMHuX37Nm5ubkqcn0ql4saNG2zfvh1XV1e6d++uWF71ej0dOnRAq9UqbtbNmzfj7+9Po0aNlHlKTU3ll19+oWbNmjRs2BBJkrh16xabNm1CkiRlReWKFSuUe0Kj0WCxWIiIiOC3334jLy+PatWq0ahRI0URTk1N5dChQ0o6k4CAABo3boyvr+8finF73DAYZIaMSuPgUQNq9eMxVrIs4+OlZuNST3y8Hi938uoNuYwen4FGI/E4fDRkGcxmmemT3OjX3aH0C+4iSdIJWZbDSy0nlKx/BwUzzReXdb60Yw+aub64a0sqX1Z5/mg/HrQvD9LX+8U3lTZGJZUrqGTNmjULZ2fnUq8pSaY/qgA8SNxWafI8SHvFjfmD3oel3QN/Rk7BgyOULKFk/Zd51EqWcBf+SyhthVdpx/7oyrgHLVvaNX+kH6Vd96D/P4xz9ytnswzd7wvMw2j3QWR62OVLu76k+SrL3JTlHhAIBIJ/AyIgQSB4yNhingIDA0XMj0AgEDzGlNmSJUmSGjgOxMuy3E2SJA9gJVAJuA48Jcty2t2y7wNDAQswUpbl7Q9ZboHgH4ksy8omxiqVqlAcmUAgEAgeLx7ka/YooOAeImOBXbIsVwN23f0fSZJCgWeAmkAnYM5dBU0geCyQJAknJyeRIkAgEAgec8qkZEmSVB7oCvxQ4HBPYPHdvxcDvQocXyHLskGW5WggEmjwUKQVKBSN+SktBuiP1l+Weh922/9misvqfr9xLHj8YYzjH523f8sc/htlFggEjy9ltWTNAN4FCiYE8pVlOQHg7m+fu8cDgNgC5eLuHiuEJEnDJEk6LknS8eTk5AeV+7HG9mIxGAxER0eTmZn50NuwWq1cvHiRM2fOFLuXoSzLGAwGrl+//kjaL41H8bJ9FIprZmYmR44cIS4urkSZjUYjsbGxpKWl/am2bHWdPXuWixcvlpgotSD5+fnExMSQlZX1p9v+qzCbzcTHx5OSkiKULIFA8I+mVCVLkqRuQJIsyyfKWGdxS4DueRLKsvy9LMvhsiyHe3t7l7FqgQ1Zlvn999/p3Lkzs2fPxmg0PtTVV/n5+Xz66aeMHz9e2VqlKJcvX6ZHjx6sXLnyobX7IMTGxrJ69WrOnj370OrMzMxk/fr17N27954M43+EK1eu8Morr7Bx40asViuZmZmsW7eOffv2KRnaIyMjGTBgAN9++22ZNn6+H2lpaUyYMIEvvvii0NZBJXH06FH69OnD2rVr/1S7fyXx8fG89NJLfPrppyVmlhcIBIJ/AmUJfG8K9JAkqQtgD7hIkrQUSJQkyV+W5QRJkvyBpLvl44AKBa4vD9x8mEI/7tj2tNu4cSPXr19n3bp1DBkyBD8/v4fWhk6n46WXXsJoNCpJHYtisVjIzMxU9icsSEkWhpL2oCvr+YKcOnWKESNGMHLkSCV7+f2uLy4XU1ESEhJ49913qVmzJk8++aSS9POPylq5cmXGjRtHaGgoKpWKW7du8c4771CrVi3q16+PRqPBbDaTkpJCTk7OPdazsuT2KoiLiwuvvvoqWq0WnU6HLMslyinLsrK5eME5LC7HVmn9LG1si7pQ/wxWq5W0tDSys7Pv22ZRuQQCgeCvplQlS5bl94H3ASRJagW8I8vyQEmSpgKDgc/u/l5/95INwE+SJH0FlAOqAUcfuuR/AUVdR/+ULXZkWebWrVvs3LmT8PBwkpOTOXDgAP379wfuuBGPHTumZPe2Zdq+dOkSsbGxNGzYEDc3N4xGI5cvXyYmJgZ7e3uCgoKoWLGiElek1+vR6XRKGgKr1UpERATXrl3D09MTq9V6XyUgPz+fCxcukJCQgL29PVWrVqVSpUqFMqifO3eOnJwcvLy8CAsLQ6/XK+dOnz5N9erVycvLU9qsU6cO9vb25OfnK3vkRUREcOHCBUJCQlCr1WRlZXH27FlSU1NxcnKiVq1aeHt7F5rPxMREzp8/T15eHl5eXtSsWRO9Xk90dDQ5OTkkJiZy7NgxGjRooKwQNBgMnDhxAkmSaNiwISqVCrPZzKlTpyhfvryyIfGNGzeIjIykXr16qNVqXFxcsLOzw2KxEBkZSV5eHomJiZw4cYIGDRoo4y1JEnFxcVy4cAE3Nzfq1q2LXq+/R4Exm81cu3aN69evYzKZ8PLyonr16nh4eKBSqXByckKj0RRSbBISErh48SJ5eXn4+PgQHByMs7PzPfNntVo5d+4ccXFx1KtXT+kT3MmIf+bMGYKCgsjJySEqKory5ctTq1YttFqtooxlZWVx/vx5UlNTlXktuAjANg7R0dEAVKpUiWrVqimZ3y9fvkx8fDy1atUiMjKSzMxMatSooexdWdL9ZjabuXr1Kjdu3ECn0xEWFoaPz50oBqFsCQSCv4M/k4z0M2CVJElDgRigP4AsyxckSVoFXATMwGuyLP85H8jfzNmzZ1m+fDkeHh4MGTIELy+vv1skfv31V3Jzc5kwYQIzZsxg586d9OjRA3t7e4xGIwsWLODUqVNs2LCBChUqkJuby+eff87Zs2dZt24dDg4OLFy4kJkzZ3L79m0kSaJatWpMnDiRNm3akJ+fz2effUZGRgZLlizBz8+PnTt38uGHHxITE4O7uzt16tQpZE0oSEZGBjNmzGDJkiVkZWWhUqmoWrUqH374IZ07d+batWv873//Y+/evciyjL29PT179mTixIm4u7tz9uxZhg4dSosWLYiKiuLq1as4Ojry2muvMWrUKJKSklixYgVZWVmsW7cONzc3Pv30U9LT05kwYQI7d+7EaDSiUqlo2rQpU6ZMoUqVKsiyzKlTp5gwYQJHjx5V2u7SpQsffvghq1at4tatW6SkpDB58mTmz5+vbA5tMpmYNm0aycnJrFu3Dg8PD2JjY3n11Vd5+umneeeddzCbzcyZM4ft27ezdOlSsrOzefnll3nzzTcZMmQIy5YtIykpiZSUFD799FO+//574M5+j6dPn2bEiBGcOHECrVbL888/z4cfflgoY7zFYmH58uVMnz6dxMRE4M4G5o0aNWL8+PG4ubnx0Ucf4eLiomysffjwYSZNmsSJE3c8/g4ODnTq1Ilx48bdM29nzpxh+PDh+Pr68tVXXynHZVnmxIkTjBgxglq1apGYmEhMTAyurq688847DB06VNmQecqUKaxZswaz2Yy9vT29e/fmf//7H66urlgsFjZu3MikSZOIi4sDoFy5cowePZoBAwagUqlYtmwZCxYsoHXr1hw5coSMjAyCg4P57LPPaNKkSbH3m9lsZvXq1Xz22WekpKSgVqupX78+U6ZMISQk5EE/XgKBQPBQeKBMibIs75Vludvdv2/LstxWluVqd3+nFig3WZblqrIs15BleevDFvqvQpIkEhMTmTBhAlOnTmXixIl89913Dz3+6UHJyclh//79+Pv706RJE5o3b87hw4eJjIwE7mys26FDBxITEzlz5gyyLHP9+nWOHz9O69at8fX15cyZM0yePJkKFSowZ84cPvroI+Li4pg6dSpJSUlKWzYLS35+PnPnziU5OZkvv/ySH3/8ETs7O3Jycu6RT5Zl9u7dy5w5c6hTpw7fffedogBYLBZMJhOzZ89m165dvPLKK8ybN49WrVqxbNkyfvnlF8VCZjAYOH36NM8//zxffvklPj4+LFq0iKioKMqVK8eIESNwdXXlxRdfZOzYsTg4OODm5karVq346KOP2LJlCx9//DEHDx5kyZIlWCwWsrOzmTp1KseOHWPkyJHMmzePHj16kJ+fj729PcOGDaNChQq0aNGCWbNm4efnp1hKHBwcaN68OYmJiURGRiLLMgcOHCAiIoKjR4+Snp6OwWDg/PnzVK9enSpVqiibPkuShKOjI6+//joBAQE0b96c6dOnF7IUnT9/ng4dOvD1119TvXp1li1bRtHtprKysli0aBHOzs4sWbKETZs2MW7cOHx8fJQ9GAta7NLT0/n66685e/Ysb775JgsWLKBr164YjcZCe19KkkRCQgKffPIJOp2OSZMmERQUdE+2doPBQH5+Pp9//jk//vgjTk5OLF68mNjYWGRZZuXKlaxYsYLBgwezadMmBg0axKpVq9i5cyeyfGd/xClTpmA2m5k6dSpTp07FarXy1VdfERERAdxRODMyMnB3d2fFihVMnDiRiIgIFi5cWGycnCRJXLhwgU8//ZSKFSuyevVqpk+fzsWLF/nmm2+KdWcLBALBX4HYVqcUbt68ycmTJ7FareTm5rJ3715GjRqlbGr8VyPLMpcvX+a3337j9ddfx93dna5du7J48WIOHTqkuMyefPJJKlSowObNm2nXrh1nz54lLS2Nrl27otFoOHfuHBaLhdGjR9OxY0cMBgPx8fEsXrxYcbMVbDM9PZ2bN2/SokULnnnmGbRaLS+//DJ79+69R0aTycTu3btxc3Nj/Pjx1KlTB6vVyqBBg3BwcCAlJYWLFy/SoEEDRo8ejbOzM1WrVuXEiRMcO3aM559/HgC1Ws3TTz/Niy++iEqlIjMzk08++URxDXp6eqLRaPDy8sLf319xcT711FOKIlyuXDnmzZtHREQEeXl5xMXFcf78eXr27Mlbb72Fvb09HTt2xGQy4eTkRGpqKjqdDmdnZ8qXL49Wq1X6pVarad68OTNmzOD06dOEhoaye/duAgMDOXr0KBcvXsTd3Z2EhAQGDBiAvb19oXGRJAkPDw+0Wi0uLi5UqFABnU4H3HHTdejQgREjRqDT6dDpdIwYMYJz587RunVrpQ6DwUBeXh5+fn6KYtWrVy/69++Pk5MTt27dKtRmSkoKhw4d4tlnn2XUqFHKRtUWiwW9Xs+FCxeQJIm8vDy++uorTpw4wfz585UNsIuiUqno0aMHrVu3xmw206dPH+bOncvNmzcJCAjg0KFDVK9eneHDh+Pm5saQIUPYvHkz+/bto0ePHkRGRhIfH88HH3zAc889B9z50vDxxx9z5coVatSoAYC/vz8vvfQSderUISQkhM2bNxMXF1fiKshjx46RmZnJyJEjqVu3LjVr1mTv3r38/vvv3Lx5kypVqpT4mRIIBIJHhVCySqFChQo0atSI+Ph45YX8dylYcMctsnfvXlJTU8nPz2fDhg2kpaXh4ODA2rVr6d+/P25ublSoUIGGDRty+PBhYmNj2bJlCyEhIYSEhCBJErm5udjb2+Pm5oZKpUKn0+Hr61tq2gJ7e3sldsbJyUn5uyCyLCtxVu7u7kiShFqtVtxeJpOJ/Px8/P39lZgvDw8P9Hp9odV1Go2GcuXKoVarkSQJBwcHTCbTPasdC8qblZXF+vXr2blzJ3l5eQBcu3aNypUrA3eUFJPJhJ+fn9K2nZ2dMqelxeFVrlyZChUqcO7cOS5evMjx48d56623+Pbbbzl48CBVq1YlJyeHtm3b3ndLneLG2MfHR4ltssWBFVUq3NzcaN26NcuWLePpp59WYr569+7Nyy+/fE+dFosFi8VChQoVsLOzK1R3wXQSP/30E/Hx8RiNRnJzc0uU29aezcLp6uqq/J2Tk0NaWhoRERG8/fbbSgqJuLg40tLSlHlXqVT4+/sr4+Pn56csALCh0+mU+DyNRoNOp1PmszgSExNJTU1l+vTp/PDDnXR+V65cIT8//1+VnkIgEPy3EErWfZBlGS8vLyZMmEDt2rVxd3dnwIABhVZt/dXypKens2HDBgwGA1999ZUiQ15eHjk5OVy9epUGDRqg1Wrp0aMHmzZtYuPGjZw5c4annnpKCQQuqf6Hxf02+S3rSrOSFL6C1xdVilatWsXEiRNp1aoVlStXxmq13mNRKq6+svTdlsm9bdu2bN26FR8fH1xdXWnZsiXnz59n48aNNG7cmHLlyilxXA9C0TxaBftqO2ZnZ8d7771HixYtuHbtGvHx8Vy5coUZM2ZQuXJlmjZtet+6C9Zr+9tkMnHt2jXefvtttm/fzrfffkuDBg3uGzRe0rxIkoS9vT0VKlRQrqtSpYqyAON+15dW//2wKfL+/v54eXkhyzKVKlXC29sbHx+fv+XzKhAIBELJKgPBwcF88MEHhY79HQ9sWZY5ffo0kZGRvPnmm3Tq1EmJ94mJiWHChAls2LCBJ554Ao1GQ926dQkICGD69Ok4OjrStm1bNBoNVqsVHx8fsrOzuXLlCnXr1iU7O5szZ86g1WoLxerYUKvVqFQqkpOTycrKwsXFhevXrxebi0mlUuHn58f27duJiooiMDAQo9HIrVu38PHxUWKnIiMjSUpKws/Pj0uXLpGUlISjo2OZx1alUiFJkmKtUalUHD16FB8fHyXeLDc3lyNHjijXuLi4oNfruXjxIpmZmbi5uZGenk5OTg4BAQGKomA2m7FarVit1kIWKZ1OR5MmTZgzZw4LFiygd+/eBAYG0qRJE1auXElcXBwvvvgiLi4u95XbJvODKhMmk4nIyEjq1KlD+/btATh06BBPP/00MTEx9yhZdnZ26PV6Tp8+TVZWFm5ubty+fRuTyYSvry9w5162uROrVavGqFGj+Omnnxg5cuQ91jiTyURUVJQSWxcfH49KpUKtVuPo6IiXlxdOTk4MGDCAmjVrkpeXR0JCApUqVUKr1eLu7g7AyZMn6dixo/K3yWQqtAIxMzOTa9euUbVqVTIyMsjIyMDBwaGQ5dRkMmE2m9HpdAQEBGBvb0/jxo155plnUKlUxMbG4unpiaen5wONsUAgEDwshJJ1H/5p33xNJhPr16/H2dmZZ555hrp16yrnsrOzWbNmDfv27ePmzZtUrFgRNzc3evTowbhx42jXrh21atUC7rzkn3zySQIDA5k0aRInT54kNTWVLVu28OyzzxbKt2VTAtzc3Khfvz7Lli3j/fffp2rVqmzYsIH09PR7FAWtVku3bt1YuXIl77//Pk899RQpKSnK6sTu3bvTtm1bPv74Y0aMGEFoaKgS29W9e3dUKtU9Fp2if8MdN5Obmxtbt24lLCyMrl27EhgYyI4dO1i6dGmhVXDly5cHICAggA4dOvD999/z7rvvEhYWxoEDBzCZTPzwww9KLNaZM2dYuHAhzz//PB4eHkqbkiRRvXp1qlatSkREBM2aNUOr1dKoUSP8/PyU1A22WKuicru4uBAYGMipU6dYvHgxgwYNKnXbnYJtX7x4kZdeegkfHx/atm2LTqdj8+bNSJJEzZo177nO19eXPn368MMPP2Bvb0+tWrXYuXMnKpWKOXPmIMsyGo2G0NBQHBwc6NixI61bt2bx4sV06NCB0NDQQvJIksTatWtRq9VYLBaWLVtGeHg4VatWRaPR0L9/f/bv389LL71E27ZtiY+P5/z588yePZvmzZsTFhZGw4YNWbBgAcnJyUiSxIYNG2jUqBFPPPGE0s7t27eV4PWzZ89y6tQpRo4ciZOTE0ajEXd3d/bt28fs2bMZOnQobdq0oU6dOkycOJHff/8dOzs7du/ezXPPPcd7771XyIomEAgEfxUPtLpQ8PeSkJDAjRs3aNKkCdWqVSt0zpYCISsri6tXrwJ3Yllat25NeHg4ffr0KWQlqlSpEl9//TVPPPEEO3bs4Pz58wwZMoQxY8YoMTdeXl74+PigVqvR6XSMHj2aZ555hn379rFu3To6duxISEhIoSB5G/Xq1WPGjBkEBATwww8/sH37dho2bEiNGjVQqVS88MILjBs3juTkZDZt2oSbmxtTp06lefPmSJKEnZ0dAQEBSlwOgF6vJzAwUDkWGhrKwIEDycjI4OjRo1itVl588UUGDhzImjVrGDduHHv27MHT0xN3d3cl/uqtt95i9OjRnDt3jrlz55KamkqvXr1wcHDA29ubl19+GVdXV/bt21dsfFK5cuVo0qQJDRo0oFmzZkiShK+vL23btqVly5ZK3BvcUTgrVKigjJG3tzdDhw5VlIScnBy0Wi0BAQG4ubkp19nb21OuXLlCFjFZlgkICGDkyJFYrVYWLlzIvHnzsLe356uvvqJFixao1Wp8fHzw9vZW4q9ee+013njjDU6dOsWsWbPIzs6mS5cuODo6Ym9vT0BAgCKfk5MTb7zxBhqNhs2bN9+zpZLtnjpx4gQrV64kPDycd999V1FE27Zty5dffomfnx8bNmwgJiaGF154gapVqwLg6enJpEmT6NKlC7///juHDh2ic+fOTJkyRbGsAZQvX57GjRuzatUqjh07xuDBgxk+fLgSv2cbw19//ZWsrCzKly/Pl19+SefOnTl8+DAHDhygTZs2dO7c+b6xcQKBQPAokf4Je3+Fh4fLRZeqCwpjy86dlpaGVqtVAtYLns/PzyctLQ03NzccHR2VxJVpaWk4OTnh4OBQKBZHlmUyMzPJzc1FpVLh7OysKGJWq5X09HSsVquioMAdi1lWVhZarRYnJyfS09NxdnYulDTTVr/VaiUrK4vc3FzUajV6vb6Q0mQ0GsnIyMBsNmNnZ4erq6uSYd1oNJKWlqbIBJCbm0tmZiYuLi6FjmVkZODo6Kgoh3l5eWRmZior6AwGgzJmNhkNBgOZmZlK2y4uLoqb1BZcr1arcXd3VwLvC451RkYGRqMRLy8vxfKWlZWlWFls42Wbs4J9t/XNVr8sy6SlpWFvb68sDjAYDMp1tqShtnG1WCxkZGRgMBiUGCgXFxdUKpUyb5IkFeqvLQC8aH+NRiPp6ek4OTkpY2qxWEhJSVHmxFbvjh07GDZsGBMnTqRXr17k5ubi6OiolLFhky8/Px+tVourq+s98VjZ2dlK+g+9Xo+Tk5Ny302cOJE1a9awdu1aPDw8sFgsyj1mw2w2k5qaqqzYtLkRs7Ozyc7OVuLnbNf806zS/yYMBpkho9I4eNSAWv14jKMsy/h4qdm41BMfr3sX9/yXWb0hl9HjM9BoJB6Hj40sg9ksM32SG/26O5T5OkmSTsiyHF5aOeEu/Beh1WqVFYDFYbN+FESj0SiBvzZsL2zbi9iWX6kgkiQpKwMLXuvs7FwoOaaDg0OJ27CoVKpi67eVt7OzKzEQX6fTFcpRBeDo6Ihery/TsYLxPcVhb29fKCC+4PVarVZxmZYU4F3cmBVVhmx1FZ0zW98K1l90juzs7PD39y923tRqdbFxRrYxt50rGOTu4OCgrCosWL7gqlIbarX6nrEviru7uxJfVRS1Wl3IxVpcEL+Li8s9VrqisqnVasUiV7SMRqNRLF8l3Z/FtSsQCAR/JULJ+pdQNCnk/c6X5ZrSXjyltfcgbT/IubK0/aDtlYX7rYZ80OsfRL4Hve5BxvVhj7NtIYAtNUNZKYtcBY+VtCjgQedIKFcCgeDvRihZAoGgVGyB9VOmTOHJJ598ZCkRJEmie/fuBAcH3zfdiEAgEPwbEEqWQCAoE4GBgTz//PMPNZ9aUSTpzubbjRo1emRtCAQCwV+FULIEAkGpPIj7+GG1IxAIBP92xNpmgUAgEAgEgkeAULIEAoFAIBAIHgFCyRIIBAKBQCB4BAglSyAQCAQCgeARIJQsgUAgEAgEgkeAULIEAoFAIBAIHgFCyRIIBAKBQCB4BIg8WQKBQCAoE48yEe0/icekmyVyp//yYzYOj6azQskSCAQCwX1xsAO9o4RK9Xgki5UBvb1EZpaMSmX5u8X5y5CQMJvBWS+h1jwecw1gMctoH1F/hZIlEAgEghLRauHjsa7k5cs8Tgn5U1KtvPZuGjn5j485x2qFZg10bFzm9VjNtSyDj5cKWeah91soWQKBQCAoEUmSKOenfqxeugBqtZn4RCvZOda/W5S/DIsFcvOgcqAatfrxmvBH5RoVSpZAIBAISuRxU64KIkl3lMzHZQysVhkek74W5VHNsVhdKBAIBAKBQPAIEEqWQCAQCAQCwSNAKFl3kWWxbFcg+CcgPosCgeC/gojJUpBJTzeTmGh6bHLBCAT/NDQaiXLl7HB0VPHYBocIBIL/DELJuovFAmvWpPDxx9cwGoWSJRD8HXh56ZgzpwYtWrj+3aIIBALBn0YoWXeRJNBowMFBhVr9d0sjEDyOyHc/f8KCJRAI/hsIJesuKhX07+9Du3buf7coAsFjiSyDWi3h6an9u0URCASCh4JQsu4iSRJOTmqcnIQZSyAQCAQCwZ9HrC4UCAQCgUAgeAQIJUsgEAgEAoHgESCULIFAIBAIBIJHgFCyBAKBQCAQCB4BQskSCAQCgUAgeASUScmSJOm6JEnnJEk6LUnS8bvHPCRJ+lWSpIi7v90LlH9fkqRISZKuSJLU8VEJLxAIBAKBQPBP5UEsWa1lWa4ry3L43f/HArtkWa4G7Lr7P5IkhQLPADWBTsAcSZJEXgSBQCAQCASPFX/GXdgTWHz378VArwLHV8iybJBlORqIBBr8iXYEAoFAIBAI/nWUVcmSgR2SJJ2QJGnY3WO+siwnANz97XP3eAAQW+DauLvHCiFJ0jBJko5LknQ8OTn5j0kvEAgEAoFA8A+lrBnfm8qyfFOSJB/gV0mSLt+nbHEbj92z47Isy98D3wOEh4eLHZkFAoFAIBD8pyiTJUuW5Zt3fycBv3DH/ZcoSZI/wN3fSXeLxwEVClxeHrj5sAT+q5FlGVm+vw5YXJmCx8pSh+DP80fn6u+UR/DXIcsyZrMZs9n8l8zLv2H+/w0yCgT/Zkq1ZEmSpAdUsixn3f27A/AxsAEYDHx29/f6u5dsAH6SJOkroBxQDTj6CGT/yzh37hxRUVGoVIV1UlmWqVSpEjVr1kStLhzbb7FYOHnyJEajkfr162Nvb/9IZbQ9KC0WC5IkKbJKUnGGxf8up06dIiMjg0aNGiljnp2dzbFjx8jJyaFGjRpUq1btkcpgtVqJiIggKiqKFi1aoNfrH2l7grJhMpnYvn07FouF9u3b4+joiNVqRZZlVCoVkiQ91M+LxWLh0KFD6HQ66tevj1b7aDa+lmVZ6YftOWTrh+25UPS80WjkyJEjODg4UL9+/cfuOSEQ/FWUxV3oC/xy90OoAX6SZXmbJEnHgFWSJA0FYoD+ALIsX5AkaRVwETADr8mybHkk0v9FLFmyhDlz5uDo6FhI0ZIkiWeffZZJkybh5ORU6BqDwcCXX35JSkoKP/74IwEB94SlPXQyMjL49ttv0el0DBs27B6Z/utYrVa+++47zp8/z5o1a/D398disbBq1So+/PBDAN555x1Gjx79SF8qZrOZtWvXMm/ePHbu3EmVKlUeWVuCsmMwGFi6dCkmk4nGjRuj0+lYuXIlFy5cYNiwYVSqVOmhtmc0Gpk4cSKurq4sXLgQV1fXh1q/DbPZzDfffENWVhYvv/wyvr6+hc5nZGSwcOFCsrKyeOedd3BwcCA9PZ2PPvqIChUqsGDBgnu+QAoEgodDqUqWLMtRQJ1ijt8G2pZwzWRg8p+W7h+CLMv4+fkxceJEfH19C7kBy5cvr1hMiprdC77I/wqTfG5uLmvWrEGv1zN48GCcnJxKbbfoN95/O7Zv9TYsFgsHDx7E3d2djz76iIYNGz7yPtvqN5vN98j2KNp60Hr/yDUP4/o/2+6fQZIkHB0d+eKLL5BlGQ8PD6xWK3v37mXLli306dOHSpUqlVm+st5DsiwrFrJH1Xer1cqOHTtISEjgmWeeKfSMAsjLy2Pz5s2kp6fz5ptvKvJbrVbls1KcbKXJLKxfAkHplDXw/bHHycmJ5s2bU7FixUIPHtuDxmq1cvXqVdauXUt+fj6tW7fGYvl/A57ZbGbx4jsZL5577jns7e3Jzs7mm2++ISQkhK5du6JWqxUz/q5duzAajVSuXJnOnTsTEBCA2Wzm3Llz7Nixg4yMDPz8/OjSpQtBQUHIsszevXtJSEhAq9Xy/fffM2TIEPz8/LBYLJw9e5Zt27aRnZ1N3bp16dixIy4uLoX6ePbsWdasWUP//v0JCwsDICEhgUWLFlG7dm26dOmC2Wzmt99+48CBA+Tn5xMaGkqnTp3w8vJClmXOnz/Pzz//zMCBAwkKCsJqtbJr1y5+//13XnvtNVxcXNi6dStXrlyhS5cubN26lfT0dNq3b0/Tpk1JTU1l+/btXLp0CVmWqV69Oi1btqRixYqoVCry8vLYv38/v/32G2q1mjZt2tCoUSN0Ol2x87Z7926OHj1KTk4OR44cwdfXt5DFwmKxEB0dzcaNG0lKSsLV1ZUOHTpQp04d1Go1mZmZLFq0CH9/f8qXL8+2bduwt7ene/fuhIaGKhaAuLg41q5dS3JyMvXr18dkMt0ji8ViYdeuXRw7dowhQ4ZQrlw54I6Lc8OGDfTp04datWpx+/ZtNm/ezJUrV3B0dKRZs2Y0adIEnU6n3Edms5lBgwah1+vJzs5mzpw5BAcH06VLFywWC/PmzcPDw4Pq1auzbds21Go13bt3p1atWoVkSk5OZtu2bVy8eBE7OzsaNWpE8+bN0ev1mM1mjh07xs6dO8nPz6dKlSp069ZNsZTExMSwYsUKnnjiCUwmE/v37ycwMJA+ffqgVqv5+eefuX79Ok8++SSdOnXC0dERs9nMwoULkSSJ+vXrs337dkwmE127dqVmzZrs27eP/fv34+3tTf/+/ZUxioqKYvHixfTs2ZMnnngCWZY5fvw4mzdv5qWXXqJcuXIcOHCAw4cP07VrV/bv3098fDyNGzemTZs26PV6TCYTu3btwmKx8PTTTxMREcG5c+fIzs5m/vz56HQ6PDw8mD9/Pq1bt6ZFixYApKamsnTpUry9venXr5/i9rNYLMTExLBt2zZu3LiBs7MzLVu2pGHDhmg0mkLPh6NHj3L48GEAunfvTlhYmHLvpKWlsXXrVi5evIhWq6Vx48a0aNECe3t7ZFlmxYoVpKam8vzzz+Ps7Ex+fj7fffcdvr6+9O3blyNHjnD16lVycnL45ptvGDVqlHKPWywWfv/9d65fv05ubi4zZsxg6NChSh9UKhUnTpxgy5Ythe5rm4JlNps5ceKEcg/Ur1+ftm3b4uzsrCiQAoGgZISSVUZkWcZkMmEwGBQlS6VSKS/32NhYhg8fzpUrV6hQoQK7d+8mLi6OqlWrAncedr/88guyLNO3b1/s7e3Jyclh0aJFdOrUiU6dOiHLMsuWLeOTTz7BbDbj4OBAamoqO3fuZPbs2URHRzNq1CgyMjJwcXEhOTmZLVu2MGfOHCpWrMi1a9fIzMxEpVJx7Ngx+vfvD8CBAwd4++23yc7OxsXFhZ9++omTJ08ybtw4HB0dlQelxWJh9erVWK1WgoOD0el07N+/n1mzZvHZZ59hMpn4+eefGTduHCaTCXt7e+bPn8+ePXv4/PPP8fT0JCIigm+//ZYWLVpQrVo1ZFnm0KFDLFiwgIEDB+Lo6MiePXtYtmyZ8u07JSUFnU5HWFgY48ePZ9OmTXh7e6NWq1m9ejUrVqxg/vz5+Pj4sHDhQqZOnaooiDZX4LPPPlvsvF27do1bt25hNBr57bffqFmzJq1atQLuvACjo6N5++23uXLlCq6urmRkZLBmzRq++eYbGjRoQE5ODkuWLMFqtWJvb09qaioJCQls2bKFBQsWUK1aNZKTkxk7dixbtmyhUqVK7N27l8zMzEIWNdv9kpOTw8yZMwkNDaVXr15YLBa2bdvGDz/8QO/evUlLS+Ojjz5i9erVeHh4kJuby8KFCxk/fjwDBw5U7iODwUD//v3R6/VKmU6dOtGxY0eMRiMrVqwgKysLLy8vbt68SX5+PtWrV6dmzZrKfCcmJvLee++xZcsW3N3dMZlMLFiwgI8++oiBAweyY8cOxowZQ25uLo6OjqSlpbFjxw5mzZqFj48PCQkJzJs3Dy8vLyRJ4tatW6SmpnLw4EHc3NzYs2cPmZmZLFmyhP/973+8/PLLivwRERFUqlSJ+Ph4bt68yZYtW+jUqRM7duwgJSWFxMREjh8/zldffYW3tzexsbHMnTuXatWq8cQTT2C1Wjl37hzfffcd3bp1w8/Pj2PHjjFjxgx27dpFcnIySUlJLFq0iEmTJjF48GCMRiNr167FaDTSrVs3bt26pYzNiRMnSEhIwN3dnQ0bNnDz5k3Cw8NxdHQkMjKSzz77jDFjxhSK20pKSmLMmDGcOXMGDw8PsrKyWL58OV9++SUdOnRQnhunT59mypQpZGdnc+PGDbZu3cq3335L7dq1yczMZPLkySxduhQXFxeMRiMLFy7knXfe4ZVXXkGSJLZu3UpUVBT9+vXD2dkZo9HITz/9RHBwMD179iQ2Npbbt29jMpk4evQoaWlpipJltVqJiYkhNTUVk8nEoUOH6N+/P56engCcPHmSCRMmEBUVRWJiItu3b2fu3LlUr14dWZbZtWsXb7/9NhaLBb1ez9KlSxk8eDDvv/8+dnZ2f+6hKhA8BghHfBlJSEjg448/ZvTo0bz99tu89dZbfP/99+Tm5mK1Wtm5cycXLlzgzTffZOvWrXzxxRfodLpC3/RsAem2Y5IkoVarlWDUhIQE5syZg6+vL4sXL2b9+vV89NFHtG7dGmdnZ2rXrs0XX3zBzz//zPbt25k6dSrnzp3j119/BeD555+nRo0a1K1bl1mzZlGlShUyMzP57rvvAFixYgXbtm1j4MCBrFq1iosXLxbqY3BwMOHh4ezdu5fU1FSMRiPHjh3Dw8ODli1bkpyczKxZs3Bzc2PJkiWsW7eOZ555hg0bNvD7779jtVqLDbgv2EcAjUZDXl4ezZo1Y82aNSxcuJChQ4eSkpLC5s2bGTx4MFu2bGHHjh18++23vPrqq3h6ehIVFcU333xD8+bN2bx5Mxs2bKBKlSr8+OOPpKSkFDtvgwcPplOnTtSuXZulS5cyaNCgQucrVqzIBx98wIoVK9i+fTvz588nOzub5cuXYzAYFPlTU1N58803Wb9+PW+++SYXL15k3759WCwWLly4wPbt23nuuecUpdfd3f0eWVQqFfXq1aNSpUqsW7eOvLw8UlNT2b17N/Xr1ycwMJC9e/eydu1aZVwXLVqEi4sL8+fPJz4+XpHHZimxjXXRxQ6SJJGWlsbgwYP55ZdfmDVrFh06dChked23bx+bNm1Syvz0008MGTKEWrVqkZWVxddff41Op2PBggWsW7eOQYMGsWvXLjZt2qT0x9buF198wZo1a2jRogW//PILaWlpLF++nEWLFuHt7c2qVau4deuWcl1mZiZ9+/Zl3bp1jB07lsuXL7NmzRreffddfvnlF/r168fWrVs5ceJEoc9Kwc9OwfYL3le1atVi+fLlzJs3D3d3d9asWUNaWppS1lZPq1at6NChA97e3kyfPp22bdvi7e1N586d2bNnD/Hx8ZjNZo4cOYKdnR3NmjVTxl2WZby9vRk3bhxLlixh27ZtLF++HI1Gw/Lly8nOzlbmx2q1KsrshAkTuHTpEnv37sVisXDkyBFWrFhB586dWbduHcuWLcPf358lS5Zw/fp1ZbyKxkwV/Ez17NmTxo0bU716db777jtq166tlNNqtfTp04f69etTo0YNFi1aRPXq1ZXzubm5DBkyhHXr1jFy5EjOnz/Prl27kGWZzMxMpk2bhqurKytWrFDcqqtWreL8+fPCiiUQlAGhZJWRnJwcTp48yeHDh5WfCxcuYLFYkGWZ2NhYXF1dadOmDZ6entSuXZvQ0NB7rBn348aNG6SkpNCvXz+aN29OjRo1GDFiBC+//DL29vbY29tTu3ZtHB0dSU9Px8vLC71eT3x8PBaLBa1Wq7x47OzsUKvVJCQkcPnyZZo3b46rqyvZ2dk0aNAAWZYVxciGg4MD7du35+bNmxw9epSbN29y6NAhGjZsiI+PD9nZ2cTFxdGnTx+aNm1KSEgI/fv3x8HBgaioqDL31Wq14ufnxzPPPEONGjXo2LEj5cqVU16Cly9f5vfff+f06dP4+fnRqlUr7OzsuHjxIrm5ubRp00ZZLdW8eXOuXr1KZGRksW1pNBpF6XBwcMDOzq7Qy0Gr1RIWFoaHhwcZGRk4OTnh7+/PjRs3lJgqWzudO3emRo0a9OzZEwcHB06ePInJZFIUPJtFJTg4mHbt2hUbTFy+fHnat2/P0aNHuXXrFjdu3ODKlSt07twZZ2dnrl69ipOTE8899xzVq1enefPmdOvWjYSEBNLS0sp8LwE0atSI3r17ExwcTNeuXXF2dlbOmUwmLly4gLu7Oy+88AKhoaE0atSI8ePH06BBA5KTk0lMTKRNmza0bNmS4OBgBg8ejKurK3Fxccq4SJJE+/btadKkCfXq1aNfv364urrSp08fateuTYsWLejatSs3b94kPT1dab927dr07duX6tWrM2jQILy9vWndujUdO3YkNDSUIUOGoFKpuHnzZpnvK1mWcXV1pX///oSEhNCqVSuaNGnC5cuXycjIuKe8RqNRFC6tVotGo8He3p7WrVtjMBg4ePAg2dnZbNu2jXr16lG1atV7vjxUr16dgIAA0tPTcXBwwMfHh6SkJPLy8pRyderUoWHDhnh6etKlSxfc3NxISUnBZDIRGRmJSqXi2WefJTQ0lIYNG9K7d28SExNL/OJQXD9s97idnV2h/wsqp5IkYW9vX+i+bNCgAT179iQ4OJj+/fvj4uLCtWvXMJvNxMfHExsbS8uWLXF3dycvL4/WrVuTmprKhQsXyiSbQPC4I9yFZaRq1aqsWLECf39/4M4DXafT4eTkhNVqVR5mRR94D4JNYXNwcFCUJdu3VVmWuXDhAjNmzODEiRNYrVaMRiO3bt26J31EQbKzs0lLS2PVqlXs3bsXuLPqKT09XbHUwP8HubZs2RInJycOHjyIRqMhOjqa0aNHK/EhsiwrD2pJktDpdGi12vsG0BaH7aVWMCjY39+fV199lWXLlvHmm29iMBjQ6XQMGDCA9957j9u3b5Oamsonn3zCzJkzkWWZrKwsjEZjsTFQpSHLMjdu3ODbb79l165dmEwmJc7G5u6xodfrC7mKbPFhtuX/8P8vO9vfJfW7RYsWLF++nP3795OSkoJeryc8PByVSoXZbEar1RaKMbO1XZTSLAk6na7QC7YoZrMZOzu7QhZXm9y2oGh7e3vlnE1xLypDQZezvb09Go2m0L1fXAoLnU6njJdGo0GlUt3TVnGB1/frsyzLytjZyqnVakwmU5kVNUmSCAsLIzg4mC1bthAaGsq1a9d48cUXcXNzK1Q2KSmJb7/9lq1bt5Kfn6/cT82aNStUn1qtLvR5LjgfFosFtVqtLJ6RJOkvTflhUzRtbUuShNFoxGq1kpaWRl5eHkuWLGHr1q1KyERubu49izoEAkHxCCWrjKhUKpydnfHw8Cj2vE0BKZjcr2DgO9x5iBkMhhIVAttDznZdwReMLaj1t99+Y8yYMXh7e3Pr1i0mT55c6AVSMBhVlmU0Gg06nY6mTZvy9NNPF/p2GxwcfI8708fHh+bNmyuBw76+vtSpU+eeF4Otn1arVcnNZRsnuKPIPehqKkdHR9544w26d+9OWloaaWlpbNq0iUWLFtGtWzfs7e1xdHRk4MCBhIeHK8qtvb19oYDusuY7MplMrF27lkWLFvH+++9TpUoVsrKymD59epleykVXmNnGpLS2ba7B7du3k5CQQK1atQgODlbqLLjqS5Kke5Jn2u4j2xjfb5xLWx1msVgUq2BJ522UVK7gsaKfgdJkKEmuotjuq4IWorK6q0pTzIqW8fT0pFmzZqxdu5YffvgBWZZp1apVIQuQ1Wpl/fr1zJs3j+HDh1O3bl3MZjNffvlliYmJiyYotrUry/I9i2QKlrUpPrbnRmn9Lq5Ptv/LMhY2bEp1q1at6NevX6F7sk6dOiLwXSAoA8JdWEYsFgvp6emkpaWRmpqq/GRnZytLwtPT0zl16hRGo5H4+HiuXr2qPJhVKhUVK1bk0qVL7Nu3j9TUVI4ePVrIhVKuXDmcnZ3ZvXs3iYmJGI1GxUWZl5dHZGQkQUFB9OjRg65du9KsWTMcHByU61UqFXZ2duTm5pKVlYXFYsHf35+goCCioqLw8fGhSZMmeHp6YrFYCAgIuOch6eDgQNeuXbl06RIbN26kSZMmVKhwJ4G/o6MjPj4+bN++natXr5KYmMiePXvIzs7G398ftVqNn58fsiyzceNG4uLiuHHjBidPniyT0pKQkMDy5cuRJInw8HDatm1LrVq1sFgsGI1GQkNDcXR0JDY2lho1atCoUSNUKhVOTk5KDJQkSeTm5nLr1q1SrVsmk4mYmBg8PT3p3r07Xbt2pW3btspKybIgSZKy0urQoUNK20eOHCmxDjc3Nzp37syOHTs4d+4cTZo0wdHREYAqVaqQkZHBtm3bSElJ4cqVK/z666+4ubnh5OSESqWicuXKXLlyhf3793P79m2OHz9e6D4qCxqNhqCgIJKTk5WVopmZmfz666/ExcXh5eWFp6cnhw4d4tKlSyQnJ7Np0ybS0tJK/KLxKPHx8UGn07F9+3aio6O5efMmv//++z1fZB4UOzs7zGYzGRkZitKqVqvp2rUrmZmZrFy5kooVKypKsA1ZlomKisLZ2ZmePXvStWtX2rdvf8+9I8syFy9e5PLlyxiNRk6dOkVWVhbOzs5oNBoqVqyI0Whky5YtJCUlER0dzbZt23Bzc8PV1RVJkggMDCQmJoZff/2V1NRUTpw4QdH9XrVaLQaDgYyMjHusTCqVCo1Gg9FoJCMjo8xjVqFCBXx9fYmNjcXf358mTZrg5eWFSqXCz8/vD464QPB4ISxZZUCWZWJiYnjjjTcUpcb2IO3cuTPDhw+nQ4cOLFq0iM8++4wdO3aQlpZGUlISXl5ewJ2XWo8ePdi8eTPvvfee8jJNTU1VFJDAwECeeeYZZs2axcCBA/Hy8uLcuXOEhYUxa9YsWrZsydy5cxk9ejQVK1YkMjKShIQERU4nJydq167NihUr+Oijj5g4cSKVKlXixRdfZOzYsQwZMoTAwEBiY2Px8fHhiSeeuCdJqiRJhIaGEhoayoULF2jatKniyvD19WXIkCFMnjyZQYMG4eLiwsWLF2nVqhXNmzdHpVJRpUoVWrZsybJlyzh37hySJBEREXGPFaCoVcSW/mHKlCm4uroSFBSE2Wzm9OnT1KtXj6CgILy9vRkwYAA//PADZ8+eVeJHunXrxhNPPIFOpyMoKIi1a9cyatQoPvvsM+rWrXtP7iwbdnZ21K9fXwm4DgkJ4datW5w5c4bGjRsXkq2otbCgtalWrVo0bNiQOXPmcObMGYxGIxcuXChRydJoNLRt25bp06fj6OhI+/btFWXXFkc0a9Ysdu/eTWpqKklJSXzwwQdUqFABjUZDz5492bBhg2J9y8jIIC0t7R4ryf0URZuFon79+kyaNInt27eTn5/PhQsX+Pjjj3nqqacYOHAg48eP5/nnn8fDw4PLly/TqFEjunXrVmgui85jcceKWnGKjmdJY2y7xt/fn65du7J06VLi4+Oxs7MjOjpasaoW145NvoKu7ILtqNVq6taty08//cSkSZOYMGGCYrGqWrUqNWrU4NatW3Tp0qWQSxTuKC5NmjRh5cqVfPDBB9SpU4eMjAxOnDhRKPBclmWSk5MZN24cbm5unDp1Ch8fH1q0aIFGo6Fx48a0bt2axYsXK7sSxMbGMmrUKKpWrYpKpaJz586sXr2aiRMnKkH1t27dKtSPOnXqsG/fPj788EOmTZumpGABcHV1pWrVqhw6dIjRo0fz6aef4uLiUqwVtOB4eXl5MXz4cMaPH88LL7yAv78/169fJygoiPr16yuhEwKBoGSEklUGQkNDC70IC2KLIwkKCmL27NksXryYtLQ0nn76aZo1a4bRaFTKtGjRglmzZrFq1SpkWebVV19l06ZNSr4ljUbD66+/TuXKldm2bRu5ubl0796dAQMG4OHhwSuvvIKnpye7d+/m2rVrhIaGYm9vT/Xq1VGr1djZ2fHaa68psTa2OJCePXvi5eXFihUruH37Nj179lSSFhZHuXLlCAsLIycnhyZNmgAoMWYvvPACrq6u7Nixg/z8fF577TUGDhyoPHC9vLz47LPPmDdvHlFRUdSvX5/+/ftz4sQJHB0dUavV1KxZE6PRiKOjY6FkjU2bNuWbb75h/fr1JCUlodVqeeWVV+jTpw/ly5dHpVIxZswYgoOD2bp1KxaLhW7dutG3b18lDuf5558nPT2dqKgoJRbGpkza4soKxh/17NkTtVrN5s2buXz5MjVq1KBfv374+/srsUUtWrSgcuXKaDQaJbi6Y8eOhIWFoVar8ff3Z9q0acydO5e4uDiaN29Or169OHTokGKhKkpAQAAhISG4uLhQoUIFxW3k5+fH1KlTWbx4MRcvXlQC5fv06aPEadmUsFWrVmG1WhkxYgRbt26lZs2ayn3UtGlTJQ1GSVSsWJHZs2ezfPlyzp8/j4uLC2PHjqVjx47odDoGDhyIm5sbGzZsID8/nxdeeIHBgwdTsWJF4I5Frm3btgQFBSljWq5cOTp16qRYOiRJolq1akpuJZVKxZNPPqnET8EdZbdNmzbK50CWZdzc3Gjfvj2BgYGKtfCDDz7Az8+PM2fOEBoayvPPP8/u3bsVi0+VKlVo164dbm5uiqu8du3aGAwG9Ho9Go2GBg0aKJ8PtVpNz549uXHjBpGRkYXi6PR6PS1btlQsjUVj7CRJol27dsycOZOff/6Zq1evUqNGDXr16oW3t7dSf6NGjWjZsiVVq1Zly5YtNGnShOeee4769esDd1yTn376KaGhoZw5c4aAgACGDx9O//79lbi2+vXrM3v2bH766Sdyc3MZPnw4u3fvJigoSIkDffHFF0lLS+P27dv3zLm9vT2vvPKK4nK0WbybNGmCt7e3MnfOzs60adOGWrVqKaswn3nmGXx8fPj555/JyMjgmWee4amnnlIsdsJdKBDcH+lB4yUeBeHh4fLx48f/bjGKxRYvUTDuqCC2h5ENWzyFWq1WvikWTExotVoVc75Go8FsNt9Thy0JYMH6bS9hWwyU7ZwtbUJxMhQMxLb1wxaoXXA5fMF2ZVkmISGBF154gQoVKjBnzpxCK/KKk6G4F7kt1sem6FksFkUemxwFx6WgNaKgdaK4+guOT8Gg4oKxcFar9b7tFe1z0XmzzY9tPIsuQihu3mx1FO1zQSuerb0zZ87Qt29fxo4dy4svvqgocEXHr2AfC45VwTEo7j4qeK64+7YsbRUd66L3ou1cwWts90bBdoseKyqbLaC6oPzF1V1Q1uLuq+LaLnovFGy7aJ0F28rIyOCll17CZDIxf/58xSJddAzLeu8UjG8rbk7uN9+2MSwou+15VHA+in7ui8YMFj1fdCyK3tcF57nos8PGf1nJuh5rpvvA22TnyPyHu1kIs1mmRycHZn7iilr9mHT6DyJJ0glZlsNLKycsWaVgW/1U0mqxopS2CWzBBKZAsZnKbav2ijteNOdUWWWQJKnQy6okzp49y5IlSzh37hyvvvoqWq32nuD4sshQdLyK5skqTr6yynm/8Smu/vvNne1lVFLGeLh3PEsqX7RccWNkNps5dOgQX3/9NZJ0J+t50U19/4jMReUp7T58kLZKGuvizhV3bxQ9VpbxLKnd+91XxbVdtHxx41K0THR0NAsWLODAgQOMHTu2xBi0B7137veZKe35UvS5UfQzIklSiXNum+ui58s6D2V9dggEgnsRnxyBgizL/Prrr6xevZq+ffsqcVb/BGvnfwWz2czq1as5fvw4r7/+OjVr1vy7RRIU4cyZM8ybN4927drRq1cvoWAIBII/jHAXChRkWebWrVskJSURGBiIm5vbf9od8Fdjc73ExMSQnZ1N5cqVlZgtMc7/DGRZJi0tjevXr1O+fHllNZ3g8UO4Cx+TTv9BhLtQ8Ifw8/MTq4YeIZIkKfvKlZTPSPD34u7u/rekqRAIBP89hJIlUBAv+0dLcckhBf8sxJwIBIKHiVCyHhCby8dkMimBtv+1B7PNwmLbjqTgHm8Fz9tWI9kyrxfcouO/gCzL5OTkkJ2djbu7+wNvkyQQCASCxxsRbPAHuHLlCsOGDWPNmjUPtAH0v4kbN24watQoevfuzZIlS+7Jnm4ymThy5Ahjx46ld+/eDBs2jHXr1pGbm/ufCZS3Wq1s3ryZF154gbNnz/7d4ggEAoHgX4ZQsh4QSZLIyMhg//79REdHF5tluiD3O1dWCrZRtK77nStJhpLKFsyIvXTpUlasWEFeXt49gb8Wi4UNGzYwaNAg1q1bh9Vq5cqVK4waNYqvv/66TPsW/tFx+SP9vV8d9zsmSRJeXl4EBwfj5OT0wG0WPPYw7gOBQCAQ/LsQ7sIyIMsymZmZZGRkKFvMqFQqJSEi3LHs3L59G6PRiE6nK+ReslgsJCUl4eDggE6nIzU1FbVajaenZyEXlMVi4fbt2+Tn5yt7m6WlpeHr66vkrzGbzaSlpZGXl4e9vT0eHh6FEh8mJCTg5uYGQHp6OjqdDg8PDyUnju1FbzQaSU1NxWg0YmdnV6hMfn4+CQkJeHt7M27cOGrXrl0oYWFycjKff/45er2eadOmUadOHbKzs1m4cCELFy6kRYsWyrY0ZrOZ1NRU8vLy0Gg0eHh4KGNo669arUav15OSkoJKpVLKyLJMeno6OTk5wJ3tQZydnZXxysrKIiMjA29vb7KyssjLy8PZ2VnJAG6TNycnh/T0dCwWC3q9Hnd3d1QqFWazmcTERBwdHZWVlLIsK/L6+voSHh5O1apV8fHxQZZlsrKyyMnJwcPDg8zMTPLz83FxccHZ2Znk5GRUKpWyIs1isZCQkICTk5MyJwaDgbS0NAwGA2q1GmdnZyUTukAgEAj+WwglqxRkWebSpUt8+eWXHDhwQNkoteAmrImJiSxbtoyVK1eSmpqKq6srTz/9NC+//DJubm4kJCQwZMgQqlevjqOjI5s2bcLBwYGXXnqJIUOG4ODggNVqZe/evUyZMoWYmBjCw8MpX74827dvZ8mSJdSpUwej0ci6deuYM2cO8fHxlCtXjhEjRtCzZ08cHByIiYmhb9++dO/encTERPbu3UtgYKCiCNnIzs5m0aJFyhZAPj4+PPfcc7zwwgs4ODiwbt06VqxYQU5ODkOHDmXEiBG8+eabikKYkJBAXFwcI0eOpGXLlmi1Wry8vBg2bBgpKSkkJSUpcWsbNmzgm2++ITY2Fr1eT8+ePXnttdfw8fHh9u3bjBw5EoCwsDCWLl2KTqfj888/p3379hw/fpwvvviCCxcuAHf29XvjjTcIDQ1FkiRWrVrFrFmzePnll/nll1+IiYmhfv36fPjhh0r+qRMnTvDDDz9w4MABTCYTVapUYdSoUbRr147bt2/z0ksvUalSJT7//HNcXV1JT09nzJgxxMXFsWTJEnbs2MGsWbOYOXMmDRs2ZNGiRaxYsYL+/fuzceNGYmNj6dOnD++++y6vvfYaer2e2bNn4+LiQnJyMv369aNXr16MHj0ao9HIggULWLFiBcnJydjZ2VGnTh0GDx5Mu3btCintAoFAIPj3I74+l4LJZOL7779n3bp1dO3alaeeeopjx46RkpJSyIoVFRVFs2bNePfdd2nQoAFfffUVW7duVbb6SElJYf369cTExNCzZ0+MRiNTpkzhxIkTANy8eZNJkyYRHR3Nyy+/TK1atVi/fj3JycnKdhj79+/nnXfewdPTk3fffZfAwEDGjh2r1GGxWEhMTOSnn37CbDbTuXNnKlSogK+vbyG3lW0DaQ8PDwYMGIC9vT0TJkxg06ZNyLJMgwYNaNiwId7e3rz++uu0a9euUEZqg8Gg7LNns35JkkRAQAAzZ86ke/fuSJLE/v37efvtt8nIyODpp5+mevXqfP3118ycOVMJqk9LS2PXrl2cOnWK7t27ExISomxE+95773H8+HG6du1K69at+eWXX/jggw9IS0sDIDc3l4iICJYtW0a9evUIDw9n69atfPbZZxgMBuDO9ijp6ek899xzvP322xgMBt59911iYmJwdXUlPDycHTt2EB8fr+Sw2rNnDw0aNMDZ2Zm8vDwSExMVF2hubi7nz59nxYoVhIeH88QTTxAUFIROpyMjI4PMzEwlTs9qtZKSkkJOTg6yLLNv3z6mTp1K+fLlee+993jxxRdJTk7m1KlTf8GdLBAIBIK/GmHJKoWkpCTOnDlDvXr1GD9+PG5ubgQEBHD+/HlFcSlfvjyfffYZGo0Ge3t7oqOjOXnyJNu3b6d3797AHeUmJCSEr776Ch8fHxo1asTw4cM5evQojRs35saNG5w7d44xY8bw5ptvIssyRqORefPmAZCXl8f27dtxd3fn008/pVq1arRo0YIBAwawceNGnnzySeCOstOyZUu++OIL9Ho9+fn5iqsKIDMzk3379lGuXDm++eYbKlWqxJkzZxg8eDAbNmygd+/eVKlShbCwMOLi4ujfvz+BgYFlGivb1h62uK6jR49iNBqZMWMGjRo1IiUlhaFDh7Jnzx7eeust5bpKlSoxdepUAgICyM3NxdXVlfXr13Pu3Dk+/vhjhg4ditlsxtHRkbVr13L16lUaNWqEJEno9XqGDx/OgAEDyM7OZvjw4Vy5ckVJqNq6dWvq16+PXq9HrVbj6urKm2++ycmTJ6lUqRKtW7dm8eLFHDlyhKpVqyoyt2vXrsTVhFqtltdee41nnnmG3NxcHB0dS9zb0oYsy1y/fh21Ws1LL71E06ZN0Wq1DBo0CHt7e2HFEggEgv8gQskqBdvGrJUrV8bBwUGx2Dg5OSlljEYjV69e5fDhw1gsFjIzM0lNTVU2hIU7CkhYWJgS++Tj44NGoyEqKgqr1aqkQahYsaKygaufn59yvcFg4MqVK6jVatavX4+dnR35+fkAXL16VVn9p1KpCAsLw9XVFa1Wi4ODA7IsKy9wo9FIeno6lSpVwtfXF61WS+XKlSlXrhy5ublKe7YNYW1WmdIUgIKJNW2bz2ZlZeHk5ERQUBBarRZvb28CAwNJSUnBaDQqW/ZUrlwZX19f7OzsFMUmLy8PrVZLnTp1lPiskJAQxZpkQ6/XU7t2bXQ6HW5ubri7u3PmzBlFycrMzOS3334jMjISSZK4ePFioc12a9WqRWhoKJs2baJr165s2bKFOnXqEBISUuL94OHhQc2aNe+R935IkkT16tWRJIkPPviA6tWr4+LiQlBQEE8//XShWDOBQCAQ/DcQStYDUlTZsFqtbN++nQ8//BBHR0ccHR0xGo3cvn37nrLFrTArSXkp7lqj0Uh8fDybNm1S8lG5uLhQo0aNQvmpSmujoNJVFllKKmdzY9r+T09P58qVK/j7++Pr61umukqS+UFkKuna3NxcvvjiC1atWoW/vz9arZbbt29jNpuVej09PWnZsiXLly9nz549XLlyhYEDB+Lp6fnAbd5v9aAkSbRo0YIZM2awY8cObty4wfXr11m/fj3Xr19n6tSpihIvEAgEgv8GQskqBZtlJi0tTbHuZGZmKjE/ubm5/Prrr5hMJhYtWkRAQABJSUkMHTr0gXNo2VbTWa1WZVWcDY1Gg6+vL4GBgcyZM4fy5ctjtVoxGAw4Ozvj4OBQpjY0Gg16vZ4bN26Qm5uLk5MTaWlpZGRkFHIr3g8PDw90Oh379++nT58+uLu7YzKZWLx4MdOnT2fKlCn069cPe3t7ZTWdn58feXl5pKWlIUkSarX6vkqJVqvFYrEQHx+PxWLBarWSmJionCsLcXFxrF+/nrZt2zJp0iTs7e3ZuXMnI0eOVNpWq9V069aNxYsX88UXXwDQsWNH1Gp1IUtkaUiShLOzM7du3eL27du4uLiQn59fqA6j0UjLli3p0KEDsiyTl5fH66+/zokTJ0hMTBTb7QgEAsF/DKFklYKHhwdBQUFs376dlStXEhwczKJFi0hNTUWSJFQqFXZ2dhgMBmJjY9HpdMTExJCRkUH58uXL3I6fnx8VKlRg0aJFVKlSBYPBwMqVK5UXrl6vp2PHjmzatIlJkybRu3dvbt68ye7du5kwYQL169cvUzsuLi7Ur1+f7du3M2XKFFq0aMH27duJjIzk2WefLTVjuyRJ+Pv707VrV1avXo1er6ddu3acPn2axYsXExISQtu2bdHpdNSqVYv8/HzGjRvHgAEDOHfuHHv37qV79+7KSr6SqFGjBgEBAUydOpX8/HxycnJYsmQJgYGBVK1atUx9VavVSsqMxMREZQWm0Wgs1J9KlSpRu3Zt1q1bR+fOnalevXqZ6i/a1pNPPskXX3zB9OnTadWqFTt27CApKQm4435duHAhO3bsYODAgVStWpWEhAQuX75MQEAAzs7OJCYmkpCQQEhIiMguLxAIBP8BhJJVCo6OjgwePJjo6GjGjh2Lq6srYWFheHp6IssyDg4O9O3bl1OnTvHyyy/j7OyMk5MTSUlJhIWF3WOVKJi/qaBCU6VKFUaOHMnUqVMZNGgQlStXJiAggPj4eOD/LS7R0dEsXryYXbt2YW9vT5MmTQpZdkqzEKnVagYNGkR0dDRr1qzhp59+wsHBgUGDBjFw4EDUarViSSupHicnJ95//310Oh1btmxhzZo16HQ6GjduzLhx4/Dx8UGSJDp06MDIkSNZsGABBw4cQK1W06pVK8aOHavkyrJZCosSEhLC2LFj+fTTT3nnnXcACA0N5eOPP1Zi1UpKIGrLORUYGMiIESOYPXs2vXr1ws3NrVhXqV6vp0ePHuzatYu+ffvi6OhYaJ6K5rAqLqeVRqNhwIABnD59mpUrV/LLL7/QpEkT9Hq9UsbLy4vs7GxGjx6tzH9ISAjDhg3D1dWVr7/+mm+++YZt27b9IUVPIBAIBP8spH9CFurw8HD5+PHjf7cYxWJ7icfExBAZGYmzszOBgYFcu3aNgIAAKlasCNxJwXD16lWMRiP+/v7k5eXh6OhIzZo1MRqNnDp1Cg8PD6pVq4ZKpSI9PZ2zZ8/i4+NDjRo1kCQJk8nElStXuHnzJuXLl2fXrl18/vnnbNq0ibp16wL/HwB/69YtnJ2dCQ4Oxt3dHbjjujx8+DBBQUEEBgYWq8DY5jsjI4NLly6RlZWFm5sbwcHBODs7I0kSVquVq1evkpSUxJNPPom9vX2hemx12FIoJCYm4uzsTLVq1fDy8iqkoOTn53Pp0iVu376Ng4MDNWrUwMvLC7jjPjt37hwajYZatWrdsz+ixWIhIiKCmzdvAhAUFET58uUVJScmJoZr164RHh6uBI6fP3+e1NRU6tati4uLCyaTicjISGJjY7Gzs8Pb25vk5GRq1KiBn5+fkoA0IyOD48eP88QTT+Du7q4cj4uLIyoqirCwMNzc3Lh+/Trx8fHUrl0bFxeXe8YlOTmZixcvolKpCA4O5sKFCwQEBFC1alUkSSI+Pp7o6Gjy8vJwcHCgatWq+Pv7I0kS169f59q1azRu3LiQoicQCP56rsea6T7wNtk5Mo/LR9FslunRyYGZn7iiVj8mnf6DSJJ0Qpbl8FLLCSXrj1OW2JmiZYpaXWz/W61W9u3bh1qtpkGDBiQmJjJq1Cji4uLYvHkzfn5+922vpHbKUvZh9OtBeRB5i7vORnHKX8FxLUsfSypbXJmy1n+/9ko7J2KyBIK/H6FkPSad/oOUVckS7sI/QVlegkXLlPR/bm4uq1atYufOndSqVYvbt29z7do1Pv74Y8Xyc7/2SmvnQeT+I/16UB5E3rKWK3juQfpYlhWef1TespT/s3ULBAKB4J+JULL+AciyjF6vZ/To0fj7+3P58mVCQ0N566236NSpU6nB6AKBQCAQCP55CCXrH4IkSVSrVo3//e9/SmJSWxZwYdkQCAQCgeDfh1Cy/gEUVKLUarWwXAkEAoFA8B9AbBAtEAgEAoFA8AgQliyBQCAQCIogy2AxyRhNj8/qQosZZKuM1QpIf3/mgb8MGSTJlrfx4VYtlCyBQCAQCIrg7qpi1HAnjKa/W5K/FotF5qvvsh8bxRLAapHp2sGBWsFl27LtQSiTkiVJl4yvVgAAN5dJREFUkhvwA1ALkIEXgSvASqAScB14SpbltLvl3weGAhZgpCzL2x+y3AKBQCAQPBJkGVxdJF4epC+98H+MNRvzGPlBOhrN46Nlmc0yVStrCAv5m5QsYCawTZblfpIk6QBH4ANglyzLn0mSNBYYC7wnSVIo8AxQEygH7JQkqbosy2XfbVcgEAgEgr+JO1ach+86+jcgSaDVSmg0j0f/5QKuwkdBqYHvkiS5AC2A+XcEko2yLKcDPYHFd4stBnrd/bsnsEKWZYMsy9FAJNDg4YotEAgEAoFA8M+mLKsLqwDJwEJJkk5JkvSDJEl6wFeW5QSAu7997pYPAGILXB9395hAIBAIBALBY0NZlCwN8ATwrSzL9YAc7rgGS6I4m9s9yxQkSRomSdJxSZKOJycnl0lYgUAgEAgEgn8LZVGy4oA4WZaP3P1/DXeUrkRJkvwB7v5OKlC+QoHrywM3i1Yqy/L3siyHy7Ic7u3t/UflFwgEAoFAIPhHUqqSJcvyLSBWkqQadw+1BS4CG4DBd48NBtbf/XsD8IwkSXaSJFUGqgFHH6rUAoFAIBAIBP9wyrq68A1g2d2VhVHAEO4oaKskSRoKxAD9AWRZviBJ0iruKGJm4DWxslAgEAgEAsHjRpmULFmWTwPhxZxqW0L5ycDkPy6WQCAQCAQCwb8bsXehQCAQCAQCwSNAKFkCgUAgEAgEjwChZAkEAoFAIBA8AoSSJRAIBAKBQPAIEEqWQCAQCAQCwSNAKFkCgUAgEAgEjwChZAkEAoFAIBA8AoSSJRAIBAKBQPAIKGvG98cOWb5nT+sSkaTi9sR+dJQk218tx3+F4sbTarUiSZLy86DX/9m5eBR1/tv4s/d5Wa6/3+f8vzLesiwrP2W9pwUCwcNBKFn3ITMzkwMHDmAwGO55KFmtVvz9/XnyySfR6XSPVA7bi8D2kLQRHx/PsWPHaNasGV5eXo9Uhv8qsiyTn5/P4cOHSU9Pp2bNmvj6+vLzzz8TGBhIu3btylTPlStXiIiIoEWLFri4uBTbjm0ebXNY9GVf9LzFYuHUqVOkpaXRqlWrR36f/RPJyspi9+7d1KpViypVqjywcpCTk8Pvv/9OWloa9erVo2rVqso523jn5ORw7tw5EhIScHZ2JiQkhHLlyinl/gsKyYULFzh8+DDt2rWjcuXKf7c4AsFjg3AX3ocbN27w7rvv8uqrr/LKK68waNAgnn/+eUaMGMGIESOYMWMGubm5f4ksR44cYeTIkezZswe4o+QdOnSIESNGcOHChf/Ei+DvwGq1smLFCp577jleeeUVNm7cSHp6OgsWLODXX38tUx2SJLFhwwZGjhxJTExMsWVkWWbVqlW88847XL58+Z7zBoOBxYsXM3r0aG7duqUcmzNnDuPGjSMnJ+ePd/JfiiRJxMbG8vrrr7NlyxYsFssD3ecWi6XQ3G7btu2eMjdu3GDMmDEMGDCAV155hRdeeIEhQ4awf//+B7Jm/5ORZZlTp04xZ84coqKi/m5xBILHCmHJug8VK1Zk9uzZmEwmMjIy+Oyzz3B0dOT9999HpVLh7e2No6OjYoUo6mKyvRAKmusBVCpVobI2ilozCl5/48YNVqxYQa1atWjVqpVSxmbdslqthdwBBc8Dhc6rVIV1a5sstrZsMtrqKEjBvhSsp+B1tr8tFgsqlUqRyTZGNmznisNWtqiLw1ZPSWNVUEbbOBctU3BcZFnm5MmT6PV6Pv74Yxo1aoS/vz8LFixAr9cXK4+t38WNgW0uipvDkydPsmrVKnr27ElwcLBSXpZlLBYLhw8fZtOmTbz66qv4+fkV6q9tPAvWW3TOSuprSfNXcB5slHQvFBx3q9WKWq2+xwVVsI6i91pJ92Jpn5WiMhXtS0ntwR0l9fjx4zg5OTF58mSaNGlS6Nr8/Hw+//xz1qxZQ79+/ejSpQupqaksXryYDz74gJ9++omKFSsWuleK+4wXPW6bh6L3RtH7tei9XNz9Wty42MoWHfPi5so2Lt26daNBgwYEBAQUGjPb57XgfBQnf0nHSppHgUBwB6Fk3QcXFxdat24NwK1bt5g3bx5ubm60atUKR0dHpVx6ejrbt2/nxIkTODg48OSTT9KmTRuljMlkYt++fezevRs3Nzc6duzIzz//TJMmTWjfvj1qtRqTycTBgwfZu3cvJpOJJk2a0LJlS5ycnEj5v/buO7yKMl/g+Pc9JT2kkEIakEaAECIQICAQIBEQBFSa2IC7CLu66spe29Xn7uq1Xnf1KqsgKkWQXiKQgKAUqQYCoUMSEgKBEBIOaZyQnDL3j2RmT2JoKwFZ38/zYM6ZM+Wd38yZ+Z23jKWlfP/995jNZlatWoW/vz/Dhw/Xtn/58mXmzJnD8ePHiY+P54EHHsDLy0u7qJ85c4a1a9dy8uRJWrduzYgRI2jTpg1CCC5evMhHH31E3759Adi6dSuBgYGMHj1auyA7stvtpKamkpOTw5NPPklQUBA2m42NGzdisVh44IEHtBqITz/9lAcffJDExETsdjsnT54kLS2Ns2fP0rZtW4YPH05YWFiTTbEFBQWkpaWRn5+Pt7c3ffr0oWfPnri6ulJWVsbmzZvJyMjAbrfTtWtXhgwZou3z7t27WbNmDU888QRbtmzh1KlTdO/enfvvvx93d/cGN+fdu3ezbds2qqqq2LFjB4GBgXh5ebFq1SqioqIYNWoUiqJQXFzMqlWrOHnyJImJibi5ubF//37Gjx+vNb8IIbhw4QJbt27lzJkzJCQkcP/99+Pm5sbJkyfZunUrFRUVzJgxAzc3NxIS6v6f64qicOjQITIzM6msrGT69OlMmTKFiIgIbb15eXmsW7eOmpoaBg0aRGJiIgZD3dfXZrORmZnJd999R1VVFd27d2fw4MF4eno2aGJWFAWTycS6des4cuQINpuN8PBw+vfvT1RUFJWVlcyePZvWrVvj6enJtm3b8PLy4qGHHiIqKgohBPv27WPJkiVMmjSJnTt3kp2dTUJCAg888ACurq7k5eWxdu1aTp8+TUREBCNHjtSa3ux2O+fOnSMtLY3c3Fw8PDy499576devn9YUWlNTw4YNG9ixYwetWrUiPj7+Z+egY9Jz4sQJ0tPTOXfuHEFBQQwZMoQOHToA8P3337Nr1y7MZjM//vgjwcHBhIWFaes5c+YMO3bsYODAgbz33ntavGJiYnj66af5/vvvmTRpEjqdjuLiYtasWcOJEydo0aIFSUlJJCYm4uzsTHV1NXPnzsXV1ZXY2FjS09MRQjBy5Eg6d+7M5cuX+e6779i3bx+KotCjRw9SUlLw8PDAZrOxYcMGsrKyGDFiBBs2bKC4uJikpCQGDBiAi4sLAGazmZ9++onNmzdjNptp164dw4cPJygoiMrKSmbNmoW3tzdPPvkkTk5OWCwWUlNTOXLkCH/4wx8oKCjgu+++Y+zYscTExLBr1y7WrVvH6NGj+emnn8jLy6NHjx4MGjSIVatWceHCBf74xz/i7OxMRUUFX375Ja1atWL8+PEA5Obmsn79ek6dOoWLiwtdu3alT58+BAQE/OxHnCT9lskk6yqu94tM/bVYUVHBu+++y7x58/D19cVisfDll1/ywgsv8Nxzz2E0Gtm4cSN//OMfMRgMBAYGsn79ejIyMhBCMHDgQACWLFnCX/7yF9zd3XF1dWXhwoVMmTKFl156CbPZzJkzZ7BYLOTl5ZGbm6v9slSblM6ePculS5eYPXs2BQUFTJs2DRcXF06fPs2f/vQn9u/fT0hICKtXryY9PZ1PP/2UyMhILl26xJw5c9iyZQu1tbVUVFTg5uZG//79m0yyAEpLS/nkk0/o3LkzQUFBWgxatGhBr169aNmyJbt27WLu3LkkJSUBkJOTw7PPPktOTg7BwcGsWLGCdevWMXPmTEJCQhokAjk5OTzzzDMcPHiQwMBA7eb/3nvv8dBDD/HNN9/wySef4OXlhRCCxYsXs3//fv7yl7/g5OTEoUOH+Oyzzzh69CinTp3i0qVLzJs3j9dff52pU6diNBq143f27FkuXLjA5cuXyczMJCEhgYiICBYtWkRSUhKjRo3CbDbz17/+lRUrVtCmTRt++uknSktLqa6upm/fvlqSVV5ezt/+9jfOnDmjHYu//OUvTJ06FZPJxPnz56mtreXo0aMUFxc3qMm6cOECJSUl1NbWcvDgQUpLS7Uk6/Tp07zxxhucPHmSkpISli1bxowZM0hKSkJRFDZs2MCLL74IgKenJ0uXLiUrK4vXXnsNV1dX7bip+7F8+XLCwsIwGo2kpqaydOlSvvjiCwwGA19//TU2mw0vLy/sdjt5eXls3LiR2bNnExoaytGjR7XYnjt3jkuXLnH+/HkGDx7MmTNneP7558nOziYoKIjU1FQ2btzIJ598QlhYGBcvXuSvf/0r27Ztw8/PD7PZzIIFC3j77bcZPXo0iqKwcuVKXnrpJTw9PWnZsiWpqalUVFQ0eR4ePnyYZ555hpycHPz9/SkpKWHhwoV89tlndOvWjdOnT3PhwgWqqqrYu3ev9kNCZTKZqK6uJj4+XutHJ4SgS5cuLFq0CHd3d4QQFBcXM23aNDZu3EhAQABVVVXa+Th69GiuXLnC8uXLKSoqwsfHh/LycioqKoiMjCQ6Opq///3vzJw5U/sRMGfOHJ566ileeeUVDAYDO3bsYNasWWzcuBGTyURJSQkLFizgvffe49FHHwVgy5Yt/Nd//RdCCNzc3Fi+fDmbN2/m//7v//Dy8iIrK4ujR4+SlJREVFQU5eXl/O///q/23Tp06BCzZs2iR48exMTEcODAAaZPn05mZiaFhYWUl5djMpno27cv69evJy8vj6lTp+Ls7Mzly5dZtmwZHTt25JFHHiEnJ4enn36avLw8goODsVqtLFq0iCFDhvD3v/+9wQ9QSfqtkz85fqEDBw7w9ddfc//997NixQq++eYbOnTowOzZs8nPz6e2tpYFCxZgNBqZMWMGa9as4ZFHHsFgMGhV+6WlpXz88ce0a9eOFStWsGbNGlJSUlixYgW5ubm0bt2aCRMm4OPjwwsvvMALL7yA0WgE6pKSli1bsmDBAubOnUtcXByLFy/GZDJhs9lYtWoVO3fu5O233yY9PZ2PPvqIo0ePNujjotPpMJvNvP/++6xYsYL333+f2NjYJvdXp9PRv39/DAYDubm52Gw2jh8/Tn5+Pnv27CEnJweLxcLOnTuJjo4mNjYWu93O3Llzyc3N5e9//zvp6em88847HDp0iLS0tAZNQzabjUWLFnHo0CGmTZvGt99+y9y5c5k4cSLx8fEYjUbGjRvHzJkzWbt2LWlpaYwaNYpFixZRUFCgldFmsxEaGsqSJUv44osvaNOmDQsXLqSyslKLm16v56GHHmLkyJFER0ezcOFCHnvssQZNnABHjx5l06ZNpKSksHr1ar755hutuc/xV7vZbCY6Opply5Yxa9YsAgICWLlyJVVVVSQkJDB27FgCAgL46KOPGDJkiLZ+nU7HgAEDGDJkCH5+fsyYMYO+fftqn9fW1nLfffeRmprKW2+9RVVVFStWrMBms3Hp0iU+/fRTPD09Wbx4MWlpaYwbN45ly5Zx4sSJBsfu7Nmz7Ny5kwceeIBvv/2WtLQ05s6dy9SpU7WbsU6nw8nJienTp5Oens6zzz5LVlaWVmuo0+nQ6XT4+fmxYMECFi5cyIsvvoirqyuLFy/m8OHDfPTRR6Snp/P222+TkZHBpk2bsNvttGzZkmnTpjF//nzS09NZvHgxrVq1YsGCBZSVlWE2m5k/fz4tW7Zk7ty5rF69mmHDhv2sZkQIwZUrV1i0aBEnTpzgzTffZM2aNbz99tsUFhayaNEiamtrmTBhAsOGDSMmJoalS5cyatSoButRk1y1Fk2Nt5OTEzExMYSEhKAoClu3bmXdunVMnTqV1NRUvvjiC1q0aMGMGTMwmUwIITAYDFy8eJHJkyezatUqPv/8c0aMGMHJkyf56quv6Nu3L0uXLmXp0qX07NmTuXPnkp2dDYBer6e6uppevXqxbNkypk+fjru7OytXrqSyshKdTke/fv34+OOPSU1NZd26dbz88sv88MMP7Nu3DycnJ0aPHs25c+fYv38/iqJw+PBhioqKSE5Oxs/PTztuaix1Oh1Wq1X7jsyfP5/nn38eNzc3dDoder2+Qbwdvw9HjhzhyJEjvPPOO6SlpZGWlsYHH3zAhAkTcHZ2vtqlUpJ+k2SS9QsoikJ+fj56vZ5x48bRoUMHEhISGDduHCaTicrKSmw2G0VFRXTq1ImEhAS8vb0ZMmQIPj4+2joKCgowmUwkJSVhNBq5fPkyAwYMoLCwkNzcXKDhiDQ1wQJwdnbmiSeeoGPHjlrTy6VLlygqKqK6upq9e/cSExNDx44dMZlMhIWFERMTw5YtW6iurgbqLvIjRoygb9++xMbGct9992lNUY0JIQgICCAuLo6dO3dy6dIl1q5di7e3N61bt2b9+vVUVlZy4MABYmNjCQkJoba2lhMnThAVFUWnTp24ePEinTp1wt/fn6ysLGpra7X12+12jhw5QocOHZg4cSLh4eEkJSXx+uuvExMTA4CPjw+xsbFcvnyZqqoqwsLCqK2t5dKlS1rC5uHhwaRJk4iJiaF///4kJiZSUlJCSUlJg3g6JlROTk4NYqseH5PJxOXLl0lOTqZVq1aEhYXRu3dvrV+Syt/fnwkTJhATE0NKSgrx8fEUFxdTWFjYoGZUr9ej1+sbTHO8ken1+gbxb9u2LY8++ihRUVGMGDGCsLAwTp06hdls5uzZs5w6dYoBAwbg7u5ORUUFPXv2xGKxkJGR0WBf1H3Nz89nx44d7N27F09PTwYPHqw1SwH07t2b9u3b4+PjQ//+/XF2dqaoqEjbV2dnZyZOnEjHjh3p1asXnTp14vLly+zbt4+4uDgiIyMxmUxER0fTtm1brZZUp9MRFRVFcHAwJpNJ27eioiKuXLmC1WqluLiY7t27ExcXh4+PD0OHDsXDw+Nn56HFYuHYsWN07txZa/4ePnw4Xbt2JTs7G4vF0qA/mNFo/NmxdTzGjY+D+tpms5Gbm4uvry9jxowhKiqKpKQkhgwZwtmzZ7ly5Yp23iYkJDB8+HCio6O5//778fDwoLi4mJqaGh599FE6d+5MfHw848ePp7a2lpKSEq0/lJ+fH+PHjyc6Oprk5GS6devGkSNHtIE17u7uxMXFaedjaGio1twP0K1bNwIDA9m5cyeVlZVs2LBB6+5wtVp5Hx8fnnzySTp06EC/fv2u+sOqMTVB27NnDzt27CA7O5u4uDjuuece2VQoSY3I5sJfQFEUrFar9utf5eLi0qCjr3rjVG9yjp1W1YtmdXU1n3/+OcuXL0dRFGpra6mpqcFqtV6zDI2TLnW7tbW1WK1WSkpKOHjwIBMnTtSSgqKiIhISEhp0QlfLfCMdV9WL91dffUVeXh67d+/mySefpKSkhB9++IHk5GTKy8vp27cver2e8vJyqqqq2LNnD+PHj2/QV+yee+5pUA41Js7Ozg1qGNSyWywWVq5cyezZsyktLUUIgclk+lnnaLV2QV2f2qHXMaG70U666jFzjLOTk9PPbih6vb7BeSCEwGq1YrFYrrv+a1GTMsf5LRYLVquVyspKysrKWLBgAd999x1QV/NVWVlJTU1Ng/WEhoYyceJE5syZw4svvkh1dTUGg4Hhw4fz5ptvavM57ufVEsLGtT8Wi4XS0lKOHz/O448/rnXiPnfuHG3btkVRFEpLS/n8889JT0+nuroaRVE4c+YMkZGRP0sy1ddXGxyhnguurq7a/Hq9HldX16uO+L3aepoaQGCxWLRzzmq1YjQaMRgMWpkck1J1WbUWyHF96mCFxueO4/bUz9X1q7WsVqsVu92O3W5n+/btfPzxx5w6dQqA6upqzGaztq2AgACGDh1KWloajz/+OBkZGcTHxxMVFdVkLKAuWVJrnm6mw3piYiKPPvoo69evZ/ny5VgsFry8vHj++eeZPHnyb/JRI5J0NTLJ+oXU0TnqxRTqbjiNL97qSBz1vWMC5uLigsFgYNiwYQwdOrTBqK6uXbs22N7VLoZNTdfpdLi6uhIeHs7LL7+s1Qg4joxUOV7wb2SfExIS+OKLL1iyZAmFhYWkpKRQUFBAeno6s2fPxmaz0b17dwCtFqFdu3a88sor2g1HCEFYWFiTTQw2m02LqeMIppMnT/LGG2/QuXNnnnnmGQwGA5s3b2b+/Pk3HJebpR4vx2NstVpvKGZNbf9qZXI8J663LvW10WjE2dlZ6z+mMhqNWs2fytnZmcmTJzNo0CBKS0spKytj06ZNLFy4kOTkZO14OSb2TY32cxyNplLPtZiYGF544QWtL5hOpyMoKAij0cjmzZv5xz/+wZQpU+jRowcWi4WvvvqK4uLiButVvytNbdtx//V6PbW1tVqSriZHN3rMXVxc0Ol0FBQUYLPZtER27969fPDBB4waNYqRI0dqzc/qdtQE70aoibjjueM4SrRxTB3fq8rKynjrrbe4cuUKr776Kq6uruTm5vLWW29p8zg5OTFw4EBWrlzJvHnzyMnJ4fe///1NN9+pSaTFYmnwg8RRQEAAb775JpMnT6asrEwbzPHFF1/w4IMPEhQUJEcZSlI9Wbf7C+h0Otq2bYvVamXdunUUFhaSk5PD2rVr8fDw0H7Z+vj4kJ2dzYkTJzCbzezevbtBZ96IiAi8vb05ffo0wcHBJCQk4OzsjMFg0B4y6uTkhBCCioqKG35mkouLC126dOH8+fOYzWa6du1KREQEZWVlhISEXLVJEP5ZS6fexBrf6Nq3b09YWBhz5syhQ4cOhIWF0bNnT9zd3UlNTaVdu3YEBQUB4ObmRnh4OKWlpdTU1NCjRw/atm1LRUUFISEhDWqEdDodERERZGdns3XrVmpqajh//jyrV6/GZDJRUVFBaWmp1mQzaNAgOnTo0KwXdU9PT5ycnNi9e7fWQXj//v1Yrdab2q6TkxNWqxWTyURNTc3PHqPg7Oys9bNqXAt1NaGhobRu3ZqcnBx8fX3p3r07Hh4e1NbW0qpVqwbzFhcXs2DBAiorK4mPj6d///60a9cOIUSD2p+MjAwKCwsxm81kZWVx5coVfH19r7mv7u7uxMfHU1hYiM1mo1u3brRu3Zry8nKtv9fZs2fR6XQMGjSIIUOGkJKS0uChn3q9Hi8vLw4fPqw1h+7cubPJmik1aT906BDbtm2jpKSEHTt2kJWVRevWra95bqvatGlDmzZt2LhxI6tXr6a0tJTMzEw+/PBDfvrpJ8LDw3FyciIiIoKLFy/y/fffU1RUxIEDB9iyZQstW7a8Zq2N2rRuNBpJT0/n1KlTnDp1irS0NPR6PT4+Pjd0/tTU1FBYWEiXLl0YOnQogwcPJiEhoUHtJtQ1GUZERDBnzhw8PT3p3r37TX8vnJ2dCQwMpLCwkA0bNlBaWsqePXsoKirS5tm/fz+rV6/Gy8uLnj170rt3b4KCgqipqbnh5FOSfitkTdYNUmsybDZbg5tjfHw8w4YNY/78+ezevZuamhrOnDnDc889R0REBE5OTjz22GM899xz/OEPf6B169bayDSouxAHBQXx1FNP8e677/LYY4/h5+dHQUEBvXv3JiEhAR8fH6KiovDw8GDWrFkIIXj22Wcb/OJXOZbRycmJcePGsXnzZl577TW++uorqqqqKC8vZ8aMGQQFBWk1B42b7KxWK8uXL+fHH3/klVdeoXXr1g0+9/f3p127dvz4448MGDAAHx8frFYrvXv35vDhwwwcOBBXV1etxuE//uM/2LNnD9OmTSM6OppLly5hsVgICgrSRiBC3Y320UcfZdOmTbz88sssXryY0tJSTp8+zSeffKL1/Zg5cyZHjx7Fzc2NrVu3Njgu14vLjRxXx9qaTp06ce+995KamsqZM2dQFIW8vLwGN7mmal0c1yuEoEOHDtTW1vLf//3fODs7N+j87uzsTPv27bl8+TIvvfQSb775ptak67hex/ICBAYGMmXKFF599VUmTJhAUFCQ1gSXkJCgJVqKonDs2DHef/99jEYj0dHRCCE4cOAA4eHh2jOk1NF0v//97/H09CQzM5Po6Gh69eqlNQE2lXS7uLjw+OOPs2PHDv785z8TERGhJYshISH06dOHe+65BxcXF15//XV69OhBRUUFGzduxNfXV2tue/zxx3n11Vf53e9+R2BgoDYi0/H8VJuTx4wZw4YNG5g2bRoRERHk5+fj5eXFE088gZubG2azGbvd3uRxF0Lg7e3NtGnT+M///E+ee+45oqKiOH/+POXl5bzwwgvEx8ej1+vp27cv3bt3591332XlypWYTCZMJhPvvPMOLVu2pKqqqsntCCGIjIxkzJgxLFiwQOuUnpeXp/XdU8+TxjXdjsddfdRFeno6ZrMZPz8/Dh48yOXLlxvExcvLi969e7N161aGDh3aIMlWj5tjrV9TcdHpdAwdOpTU1FRefvll7ceQ2n/MarWyadMmPvzwQ9q0aUNoaCiXLl3ixIkTjBw5En9/fyRJ+ieZZN0ARVFwcXGhX79+uLu7YzAYtIuTj48Pb7/9NnFxcezatQtXV1eeeeYZRo8erfXbGDZsGIqisHr1alxcXJg0aRLPPvusdhF1cnLiqaeeIiIigtTUVKqqqhg+fDgPPfQQXl5eAMTExGijqDw9PdHpdISGhjJo0CD8/Py0kW6xsbEMGjSIli1bAtCuXTu+/PJLFi9ezIEDB/D392fkyJH06dMHqOsgnpycTPv27Rv86rXb7Rw+fJh9+/Y12d9Jp9Px0EMPaTUTar+08ePHYzKZ6NevX4PahPj4eGbPnq2NCOvSpQsPPvig1kTluO64uDhmz57NihUrOHbsGO3atePpp5+mT58+eHp6Mn36dObNm0d2djaBgYGMHDmS48eP07JlS3Q6HeHh4dx33314e3tr/Vvi4+Oprq7W4qnS6XTEx8fj4uKiNXG5urqSlJREp06dgLqarLfeeksb+t6tWzcSEhJYtGiRdh5ER0eTkpKiPQpAbVL19vbG29sbIeoeCHn69GmysrIaPFpBnX/06NGcP3+eU6dO4ezsjF6vp2vXrvj6+mo1Jup56ObmhpOTE3q9ntGjRxMUFMTSpUsxmUwMHDiQsWPH/uyG17NnT77++mtWrFhBQUEBRqORKVOmMGrUKCIiIrQEcvDgwdxzzz1s376dhx9+mIkTJ9KmTRugrvbH8ZxzPC/UY7x48WKOHTtGly5dePjhh0lISEAIwb333ssXX3zBsmXLyM3NJTIykvHjx2O1WnF1dcVgMDBu3DiMRiPr16/H29ubP/7xj3z99ddERkY2eNCtEIJu3boxa9Ysrcn6nnvuYezYsfTo0UPrk5eQkICfnx+urq4/K68QgpSUFBYvXsySJUs4fvw4HTt2ZMiQISQnJ2vf37CwMD777DMWLFjAkSNHaN++PUOHDmXIkCEYDAaMRqN2bXB2dm6wHQ8PD15//XWio6PZtWsXAL/73e8YO3Ysnp6eWK1WOnXqxP3330+LFi2060H37t1xd3fHzc0NDw8P3nzzTRYsWMDevXuxWCykpKRog00cB3GMGzeOgoICRowYgbOzs9bHq23btgwbNozAwECgrvY8JSUFX1/fn33/+vTpw2effcaSJUuw2+0MHjyY3bt3Ex4ejsFgYPLkyYSFhbFp0ybKysoIDw9n0qRJDB06VPthJUlSHXEzfXGaS0JCgrJ37947XYyrUmOk9lVRkwfHzu1q7ULjTu6KolBTU4PJZMLb2xu9Xk9mZiajRo3itdde4+mnn27w1GW1r49jh2PHGhqr1ap9pr5Xn/uklsNut2udaNXlHcunfqbum7pOx067NTU1pKam4ufnR//+/X/WNOFYA+bYMVpdn+P2HZdRO/Oqw8Sv1tnecV7HmKocP1NrWNRtqr/SHfezqbio21E/c+ycrI5OU/dbfSSG+vwodQj98uXLad++/c/Wr5ZRUZSflUMtW+NO0o7LqPvrWDb1WDqeh+ry6rnQ+NxpHFPH/VVjp85bUFDAyJEj6d+/P2+99ZbWRK2WRT3mjudcU9tofIwbPyVcLafjdMeEXD1+6nTH8xNoEDPH/Wl8TqmfqTG5Wnkbn09NnSOOx66p73hT1wbHbTj26Wq8bFPnztWmOT52Rf3uOcbF8RrhuI3G34nG75vqH6buk3qtcdw/x5qwxt9PmWTd3ZatNjPtv8sxGAS/hUOpKGC1Knz0P96MHu56/QXqCSEyFUVJuN58sibrBjh2Mr7aZwaDocl+IIqisGPHDt577z3GjRuHj48PM2bMwMvLS2uCUdfjOGqrqW00HmXW+L1ajqaWv1r5rrZNo9HI8OHDtc7BTS3X1Pavtj71s6sNo7/Zea/12Y3GRd1OU585jgCrqanhnXfe4cKFC4wdO5acnBxSU1NJSUnRaniaWkdTZbzWcWhqmcbzXi0ujUe4NkU9x25kmH1Tx/Fqx/xGyncz5Wy8jWudT9fan6sd28bzwLXPp+t9x6+3z9cqx9U+u9q06+1PU/Ft6rhd6zg2dS1qPO/1zgNJkurIJOs2CAgIwNvbmzfeeAOo66z85ptv0rlz5ztcsqsTQsiq/3pCCNq3b8+WLVv4wx/+gF6vZ+DAgdpIr38XQtQ9TdyxZlSSJEn618kkq5kJIYiNjWXmzJmcO3cORVHw8fEhODj4V/3gPnmTraP+op8wYQL33Xcf5eXlGI1GQkJCaNGixb9NnBRFoVWrVsyZMwcPD4+f9S2SJEmSbp5Msm4DIQQtW7bUOqNLdxc10Wrbtu2dLkqzcny21q+hr6YkSdLdTiZZzUzWBEh3g8bnqTxvJUmSfrlfb3uVJEmSJEnSXUwmWZIkSZIkSc1AJlmSJEmSJEnNQCZZkiRJkiRJzUAmWZIkSZIkSc1AJlmSJEmSJEnNQCZZkiRJkiRJzUAmWZIkSZIkSc1AJlmSJEmSJEnNQCZZkiRJkiRJzeC6SZYQIkYIkeXwr0II8SchhK8QYqMQIqf+r4/DMq8KIXKFECeEEIObdxckSZIkSZJ+fa6bZCmKckJRlHsURbkH6AaYgVXAK8APiqJEAz/Uv0cI0RF4BIgFhgCfCSH0zVN8SZIkSZKkX6ebbS5MBk4qilIAjATm1U+fBzxY/3oksFhRlBpFUfKBXKDHLSirJEmSJEnSXeNmk6xHgEX1rwMVRSkCqP8bUD89BDjjsExh/bQGhBBThBB7hRB7S0pKbrIYkiRJkiRJv243nGQJIZyAEcCy683axDTlZxMUZZaiKAmKoiT4+/vfaDEkSZIkSZLuCjdTk3U/sE9RlOL698VCiCCA+r8X6qcXAmEOy4UC535pQSVJkiRJku4mN5NkjeefTYUAq4EJ9a8nAN86TH9ECOEshAgHooGMX1pQSZIkSZKku4nhRmYSQrgB9wFTHSa/BywVQvwOOA2MAVAU5YgQYilwFLACzyiKYrulpZYkSZIkSfqVu6EkS1EUM9Cy0bSL1I02bGr+t4G3f3HpJEmSJEmS7lLyie+SJEmSJEnNQCZZkiRJkiRJzeCGmgslSZIkSfptUOr/qyhNPZHp343S6O+tJZOsa1CUhkEX4tadcOq6b+U6/5VtN95Hdfr1lr3evE3tn+OyV9v29bbf1Lqv916SJEm6cXoBut/M9VOgE0qz3S9kknUdFRUVXLlyhYCAgOvPfJMKCgrw8fGhRYsWt+wAN5VANbVum81GcXExXl5euLu7U1ZWRk1NDQEBAddNsoqKivDw8KBFixbXLEt5eTlXrlzBaDRisVi0ddfW1lJUVESrVq1wdnYGoLa2lnPnzhEaGorBYLhmGex2O/n5+QQEBHDx4kWCg4MpKyvDyckJIQRVVVUEBwffULIoEzFJkqQ6igJJvZ1ZNMsX3W+oM5Fih8hwA4oCt/qWIJOsaxBCsH37do4cOcKf//xnrFYriqJgMBiw2WzodDoMBgN2ux2LxYJOp8NoNKIoChaLBUCbx2azYbVaMRgM6PV6FEUhMzOT2NhYPDw8sFgsCCEwGo3ajd9isWC32zEajdjtdux2OwBOTk5YrVZsNhtGoxGdTofVasVqtWI0GrHZbBw9epTQ0FD8/PywWCwN5rXZbJhMJj7++GNGjhxJYmIi33//PSdOnGDatGla4qMoirZutVzV1dW8/vrrJCQkMHXqVG19er1ei4kQAovFwubNmzl+/DitWrWiqKiI559/HhcXF8xmM5mZmfTr1w8XFxcAsrKyeOONN/jHP/5BeHi4tn8ABkPdaarGX1EUdu/eTWxsLO+++y4ffPABixYtIjw8nM6dO1NQUEBgYCBWqxW73Y6Tk5O2vN1ux2AwoNPp2LdvH8HBwQQFBWnHW5Ik6bfMv6WeAD/9nS7GbXeVhpVfTCZZ12Gz2bDZbGzbto1FixZhMBhISEjg2LFjREZG8uSTT3L06FHmzZtHq1atmDp1KpWVlXz88cfYbDbCwsL4/e9/T1paGj/88AMDBgxgzJgx6PV6zp8/T3h4ONu3b2f+/Pn4+vrypz/9iaCgIIqLi5k+fTolJSVMnTqVLVu2kJ+fT1hYGJMmTWLVqlXs3buXhx9+mIEDB5Kenk56ejr9+vUjKSmJF198kZSUFKZMmcLixYvJyspizJgx9O3bl/nz57N9+3ZKSkoYOXIkUJdQbdu2jVOnTjFmzBj8/PzIy8sjOTmZGTNm8PTTT+Pj40N2djbe3t4cPHiQqqoqzGYzS5cuZezYsaSlpdGzZ09cXFyYPn06Z8+eJS4uDoBNmzaRm5vL2LFj6dKlC0VFRdTW1gJ1NVN79uyhVatWbN++nZCQEFauXMm2bdtQFIVJkyZhMBiYOXMmrq6uPPHEE5w9e5bIyEgsFguKomgJVEVFBRcuXKCyspJ58+aRnZ3NE088ga+vL59//jmVlZUkJiYyevRoPv74Yzw9PXnvvffw9PS8Y+eYJEnSr8Fv+Xdmc+37b6hC8F8nhOD06dMYjUZGjBjB9u3bGTVqFAUFBRQWFmKz2fD39ycrK4uMjAwyMzPx9/cnMTGRQ4cOcerUKWbPnk2LFi1Yv349586dQ1EU9u/fz5kzZ1ixYgWxsbHce++9ODk5Ybfb+fHHH/Hx8eGll14iJCSEQ4cOkZCQwMSJE8nOzmbp0qW4u7vz7bffYjKZAPD392f9+vVUVVVx3333MWDAAA4ePMjKlStxdXVlzZo1ZGdnc+zYMSZPnoy/v7/WbGa324mKiuKxxx5j8eLFeHp6snXrVjIy6h7Wr9aQZWZm0r17dyIjI8nKysJsNnPkyBHMZjMnTpzg4sWLrF27ltjYWJKTk7Hb7SiKQocOHRg9ejS7du3i0qVLHDhwgKqqKgCKi4spKytj3Lhx2jpzcnIIDQ2lV69ebNmyhfPnz1NRUcGzzz5LeHg4u3fvpqKiokHtkxCC4uJijh07ptVYOTk5sWLFCkpLSykqKuKpp55iw4YNmEwmOnbsyIMPPoi7u/ttPqMkSZKk3wJZk3WDhBD4+fnRunVr2rZtS2hoKP7+/pjNZtavX4+zszMhISFcuXIFRVEIDw8nJCQEnU6H2WzGzc2NuLg4/Pz88PHxAeqaEp2cnBgxYgQHDhxg48aN+Pr6kpiYSHV1Ne3atSMiIgKr1YoQgrCwMAICAti3bx++vr506dKFkJAQysrKWLduHZ06dcJsNmOxWHB1dcXNzY3z58/j5+dH165dCQsLQwiBt7c3kZGR+Pr6Nuib5OfnR1RUFBaLBV9fX6Kiovjwww959tlncXNzw2Qy8eOPP1JeXk5FRQV6vZ6wsDD0er22P2qTYkxMDDU1NZhMJux2O4GBgURERJCdnY3dbteWURSFnJwcUlNTOXr0KOfPnyc7OxshBIGBgYSHh3Px4kUURcHX15fQ0FCteVLtd6YmWkIIrck1MzOTvLw8wsPDOX36NAABAQG0bdsWNzc3rRnWw8NDK7ckSZIk3UoyyboORVG0/lA2mw273a71DVL7DKn9tJydnbHb7Xh5eZGWloaPjw96vZ6WLVsSEhJCTU0Nzs7OWs2J2nerpqYGFxcXamtrqa6uRqfTERQUxMqVKzGZTHTv3h2dTqf1yQoODtb6Wrm5uWEwGLQyqP2NamtrOXr0KBEREfj6+mKxWHB3d8fb25vKykqWLl1KTk6Otp82m42DBw+ydOlSAgICcHd3p1OnTqxdu5aOHTsihODEiRO4u7vz+uuvc+HCBZYsWYKiKHh6erJmzRpyc3O1ZHDnzp1UVVXh6uqqxcoxZlarFYCamhp27tzJ888/T58+fVi1ahUZGRkoikJGRga5ubm0adMGXX0vTLVPltVqxc3NDWdnZwoLCwkMDCQ/P5+IiAit9gzA1dVVW049bmocXV1d2bdvH126dMHFxUUmWpIkSdItJa42jP52SkhIUPbu3Xuni/EziqJw+vRpLl26hJubGxUVFURGRpKXl0f79u05efIkrVu35vz582zbtg1vb2+6d++OXq9n4cKFnDp1Cl9fX/7nf/6HQ4cOkZGRQVxcHAkJCeh0OrZv305YWBgXL15k7969BAcHk5ycjJubG1euXOGHH37gwoULJCcnU1BQQGRkJMHBwdjtdjIyMjh8+DA9evSgQ4cO2vu2bduSmJjI6dOnuXjxIr169WLv3r0cP36cxMREOnTowIEDBzhw4AA+Pj4kJiZqCcqePXuora3l3nvvpU2bNnz33Xfs37+fl156Cb1eT35+PuXl5XTp0gWbzcaOHTvo3LkzhYWF7N+/HxcXF60z+w8//MCVK1eIiYnBw8MDs9lMeHg4Z86cISwsjMOHDxMXF4ebmxu7du0iLi4OHx8fzp07R3FxsdYM2rdvX5KSkqitraWgoIDExEQURWHz5s107dqV48eP4+bmRqtWrcjKyiIiIoKqqiratWvHxo0bqaqqIjw8nHbt2nHy5Em6dOlCRkYGXbt2xWQycejQIZKTk3F1dZVJliRJknRDhBCZiqIkXHc+mWRd3b8am/z8fD777DNqa2uZPHmy1vn7blJVVcXf/vY3RowYQdeuXW/rtm02GwsXLsTf358hQ4bctu3KJEuSJEm6ETLJukPU5ix15Jz67Ka77QauPpZCfXTD7Sq/ej6q/dDUvleSJEmS9Gtxo0mW7JN1i6kJifr8p7uVTqfTnpd1O6kJldFovO3bliRJkqRbST7CQZIkSZIkqRnIJEuSJEmSJKkZyCRLkiRJkiSpGcgkS5IkSZIkqRnIJEuSJEmSJKkZyCRLkiRJkiSpGfwqnpMlhCgBLgOld7osvxF+yFjfLjLWt5eM9+0jY317yXjfPjcS6zaKovhfb0W/iiQLQAix90Ye7CX9cjLWt4+M9e0l4337yFjfXjLet8+tjLVsLpQkSZIkSWoGMsmSJEmSJElqBr+mJGvWnS7Ab4iM9e0jY317yXjfPjLWt5eM9+1zy2L9q+mTJUmSJEmS9O/k11STJUmSJEmS9G/jjidZQoghQogTQohcIcQrd7o8dzshRJgQYrMQ4pgQ4ogQ4vn66b5CiI1CiJz6vz4Oy7xaH/8TQojBd670dychhF4IsV8Isbb+vYx1MxFCeAshlgshjtef471kvJuHEOKF+mvIYSHEIiGEi4z1rSOEmC2EuCCEOOww7abjK4ToJoQ4VP/ZJ0IIcbv35dfuKrH+oP46clAIsUoI4e3w2a2LtaIod+wfoAdOAhGAE3AA6Hgny3S3/wOCgK71rz2BbKAj8L/AK/XTXwHer3/dsT7uzkB4/fHQ3+n9uJv+AdOAhcDa+vcy1s0X63nA5PrXToC3jHezxDkEyAdc698vBSbKWN/SGPcDugKHHabddHyBDKAXIIB1wP13et9+bf+uEutBgKH+9fvNFes7XZPVA8hVFCVPUZRaYDEw8g6X6a6mKEqRoij76l9XAseou2COpO4GRf3fB+tfjwQWK4pSoyhKPpBL3XGRboAQIhQYBnzpMFnGuhkIIVpQd7H8CkBRlFpFUcqQ8W4uBsBVCGEA3IBzyFjfMoqi/AiYGk2+qfgKIYKAFoqi7FLqsoCvHZaR6jUVa0VRNiiKYq1/uxsIrX99S2N9p5OsEOCMw/vC+mnSLSCEaAt0AX4CAhVFKYK6RAwIqJ9NHoNf5v+AlwC7wzQZ6+YRAZQAc+qbZ78UQrgj433LKYpyFvgbcBooAsoVRdmAjHVzu9n4htS/bjxdujn/QV3NFNziWN/pJKup9kw53PEWEEJ4ACuAPymKUnGtWZuYJo/BDRBCPABcUBQl80YXaWKajPWNM1BX5T9DUZQu1P2vuK7Vj1PG+19U3xdoJHXNJcGAuxDi8Wst0sQ0Getb52rxlXH/hYQQrwFW4Bt1UhOz/cuxvtNJViEQ5vA+lLoqaekXEEIYqUuwvlEUZWX95OL66k7q/16ony6Pwb/uXmCEEOIUdU3dA4UQC5Cxbi6FQKGiKD/Vv19OXdIl433rpQD5iqKUKIpiAVYCvZGxbm43G99C/tnM5ThdugFCiAnAA8Bj9U2AcItjfaeTrD1AtBAiXAjhBDwCrL7DZbqr1Y92+Ao4pijKhw4frQYm1L+eAHzrMP0RIYSzECIciKauc590HYqivKooSqiiKG2pO3c3KYryODLWzUJRlPPAGSFETP2kZOAoMt7N4TSQKIRwq7+mJFPXv1PGunndVHzrmxQrhRCJ9cfpSYdlpGsQQgwBXgZGKIpidvjo1sb6V9Drfyh1I+BOAq/d6fLc7f+APtRVYR4Esur/DQVaAj8AOfV/fR2Wea0+/ieQI1P+1bj355+jC2Wsmy/O9wB768/vVMBHxrvZYv0GcBw4DMynbrSVjPWti+8i6vq7WairJfndvxJfIKH+GJ0E/kH9Q8blv+vGOpe6vlfqfXJmc8RaPvFdkiRJkiSpGdzp5kJJkiRJkqR/SzLJkiRJkiRJagYyyZIkSZIkSWoGMsmSJEmSJElqBjLJkiRJkiRJagYyyZIkSZIkSWoGMsmSJEmSJElqBjLJkiRJkiRJagb/D3k6JnAx2SyGAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Image preprocessing - rescaling\n", | |
| "img_rescale_1 = rescaling(img_1)\n", | |
| "cv2.imwrite('../data/img/trial/first/2_rescaling.PNG', img_rescale_1)\n", | |
| "print('Image after rescaling')\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_rescale_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "id": "continued-pillow", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image after rescaling\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Image preprocessing - grayscaling\n", | |
| "img_grayscale_1 = grayscale(img_1)\n", | |
| "cv2.imwrite('../data/img/trial/first/3_grayscaling.PNG', img_grayscale_1)\n", | |
| "print('Image after rescaling')\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_grayscale_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "id": "every-anxiety", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image after blurring\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Image preprocessing - blurring\n", | |
| "img_blur_1 = noiseRemoval(img_1)\n", | |
| "cv2.imwrite('../data/img/trial/first/4_blurring.PNG', img_blur_1)\n", | |
| "print('Image after blurring')\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_blur_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "id": "third-pathology", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image after dilation\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Image preprocessing - dilation\n", | |
| "img_dil_1 = dilation(img_1)\n", | |
| "cv2.imwrite('../data/img/trial/first/5_dilation.PNG', img_dil_1)\n", | |
| "print('Image after dilation')\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_dil_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "id": "advisory-intention", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image after erosion\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Image preprocessing - erosion\n", | |
| "img_ero_1 = erosion(img_1)\n", | |
| "cv2.imwrite('../data/img/trial/first/6_erosion.PNG', img_ero_1)\n", | |
| "print('Image after erosion')\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_ero_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "bored-welsh", | |
| "metadata": {}, | |
| "source": [ | |
| "### 2 Second schema" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 28, | |
| "id": "expected-holocaust", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Actual image\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "print('Actual image')\n", | |
| "cv2.imwrite('../data/img/trial/second/1_actual.PNG', img_1)\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "id": "satisfied-banking", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image after rescaling\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Image preprocessing - rescaling\n", | |
| "img_rescale_1 = rescaling(img_1)\n", | |
| "cv2.imwrite('../data/img/trial/second/2_rescaling.PNG', img_rescale_1)\n", | |
| "print('Image after rescaling')\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_rescale_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 30, | |
| "id": "solid-asbestos", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image after rescaling\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Image preprocessing - grayscaling\n", | |
| "img_grayscale_1 = grayscale(img_rescale_1)\n", | |
| "cv2.imwrite('../data/img/trial/second/3_grayscaling.PNG', img_grayscale_1)\n", | |
| "print('Image after rescaling')\n", | |
| "plt.figure(figsize = (10, 10))\n", | |
| "plt.imshow(img_grayscale_1)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "id": "competitive-tulsa", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image after blurring\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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