{ "cells": [ { "cell_type": "markdown", "id": "b9359682", "metadata": {}, "source": [ "![Logo 1](img/aitech-logotyp-1.jpg)\n", "
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Widzenie komputerowe

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02. Operacje binarne na obrazach [laboratoria]

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Andrzej Wójtowicz (2021)

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\n", "\n", "![Logo 2](img/aitech-logotyp-2.jpg)" ] }, { "cell_type": "markdown", "id": "fc75aedb", "metadata": {}, "source": [ "# Progowanie\n", "\n", "Podczas pracy z obrazami często potrzebne jest operowanie na obrazach, które przyjmują tylko dwie skrajne wartości. Po operacji tzw. progowania (ang. *thresholding*) na obrazie będziemy mieli piksele czarne o wartości 0 lub białe o wartości 255 (lub 1, w zależności od tego na jakim typie danych i w jakiej dziedzinie operujemy).\n", "\n", "Na początku załadujmy niezbędne biblioteki." ] }, { "cell_type": "code", "execution_count": 1, "id": "cabd0fa4", "metadata": {}, "outputs": [], "source": [ "import cv2 as cv\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "22fcf0c4", "metadata": {}, "source": [ "Podczas tych zajęć skupimy się na ręcznym progowaniu. Jeśli dla obrazu w skali odcieni szarości chcielibyśmy w naszym kodzie uzyskać obraz binarny, to moglibyśmy hipotetycznie wybrać jedną z trzech opcji:\n", "\n", "1. przejść w pętli po wszystkich pikselach, sprawdzić czy wartość danego piksela jest mniejsza od wybranej wartości progowej i na tej podstawie ustawić nowy piksel jako czarny lub biały,\n", "2. użyć biblioteki *NumPy* (i przy pomocy wektoryzacji stworzyć macierz binarną),\n", "3. użyć biblioteki *OpenCV*.\n", "\n", "W tym miejscu nie będziemy co prawda robili eksperymentu, jednak co do zasady mając do wyboru gotowe zoptymalizowane biblioteki, zdecydowanie *nie* powinniśmy implementować algorytmów od podstaw (no chyba że podczas zajęć uczymy się mechaniki danych algorytmów; na produkcji raczej będziemy preferowali gotowe rozwiązania). Różnica w wydajności między naiwną ręczną implementacją a użyciem gotowej biblioteki może być, lekko licząc, kilkudziesięciokrotna.\n", "\n", "Wykorzystajmy na początek funkcję [`cv2.threshold()`](https://docs.opencv.org/4.5.3/d7/d1b/group__imgproc__misc.html#gae8a4a146d1ca78c626a53577199e9c57) do zwykłego progowania z progiem ustalonym na 100:" ] }, { "cell_type": "code", "execution_count": 2, "id": "52e17cff", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = cv.imread(\"img/lena.png\", cv.IMREAD_GRAYSCALE)\n", "_, img_bin = cv.threshold(img, 100, 255, cv.THRESH_BINARY)\n", "\n", "plt.figure(figsize=[10,10])\n", "plt.subplot(121) \n", "plt.imshow(img, cmap='gray')\n", "plt.title(\"Grayscale\")\n", "plt.subplot(122)\n", "plt.imshow(img_bin, cmap='gray')\n", "plt.title(\"Binary\");" ] }, { "cell_type": "markdown", "id": "5f672c11", "metadata": {}, "source": [ "Istnieją również [inne metody ręcznego progowania](https://docs.opencv.org/4.5.3/d7/d1b/group__imgproc__misc.html#gaa9e58d2860d4afa658ef70a9b1115576), które np. przycinają wartości do progu (w dokumentacji znajdują się wzory i przykładowe wykresy opisujące poszczególne typy operacji). Poniżej możemy zobaczyć wynik dla tych operacji:" ] }, { "cell_type": "code", "execution_count": 3, "id": "78627f66", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, img_bin = cv.threshold(img, 100, 255, cv.THRESH_BINARY)\n", "_, img_bin_inv = cv.threshold(img, 100, 255, cv.THRESH_BINARY_INV)\n", "_, img_trunc = cv.threshold(img, 100, 255, cv.THRESH_TRUNC)\n", "_, img_to_zero = cv.threshold(img, 100, 255, cv.THRESH_TOZERO)\n", "_, img_to_zero_inv = cv.threshold(img, 100, 255, cv.THRESH_TOZERO_INV)\n", "\n", "images = (img, img_bin, img_bin_inv, img_trunc, img_to_zero, img_to_zero_inv)\n", "titles = (\"Grayscale\", \"Binary\", \"Binary Inverse\", \"Truncate\", \"To Zero\", \"To Zero Inverse\")\n", "\n", "plt.figure(figsize=[15,10])\n", "\n", "for i, (image, title) in enumerate(zip(images, titles)):\n", " plt.subplot(231+i)\n", " plt.imshow(image, cmap='gray')\n", " plt.title(title)\n", " plt.colorbar()" ] }, { "cell_type": "markdown", "id": "b12656fa", "metadata": {}, "source": [ "Spójrzmy na słupki z zakresami wartości. Możemy zauważyć, że dla poszczególnych obrazów wartości minimalne i maksymalne biblioteka Matplotlib automatycznie przeskalowała do skrajnych wartości dla bieli i czerni. Aby na etapie wyświetlania usunąć to przekłamanie, musimy nieco zmienić funkcję `matplotlib.pyplot.imshow()` podając prawdziwe zakresy wartości:" ] }, { "cell_type": "code", "execution_count": 4, "id": "9150b23e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[15,10])\n", "\n", "for i, (image, title) in enumerate(zip(images, titles)):\n", " plt.subplot(231+i)\n", " plt.imshow(image, cmap='gray', vmin=0, vmax=255)\n", " plt.title(title)\n", " plt.colorbar()" ] }, { "cell_type": "markdown", "id": "be117462", "metadata": {}, "source": [ "## Operacje morfologiczne\n", "\n", "Morfologia matematyczna jest narzędziem, które pozwala m.in. na uzupełnianie ubytków w uszkodzonych/zniekształconych obrazach lub wyciszanie (a czasem i usuwanie) prostych kształtów. Na początku omówimy proste operacje typu erozja i dylacja, a następnie ich złożenie. Dodajmy, że operacje te działają zasadniczo na wszystkich typach obrazów (nie tylko binarnych)." ] }, { "cell_type": "markdown", "id": "26f1d8b2", "metadata": {}, "source": [ "### Element strukturyzujący, erozja i dylacja\n", "\n", "Na początku będziemy potrzebowali tzw. element strukturyzujący. Jest to binarna maska (mała macierz), najczęściej o nieparzystym wymiarze i zawierająca jakiś prosty, regularny kształt. Kształt ten może być dowolny, jednak w praktyce wykorzystywanych jest [kilka standardowych](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#gac2db39b56866583a95a5680313c314ad). Do łatwego uzyskania elementu użyjemy funkcji [`cv.getStructuringElement()`](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#gac342a1bb6eabf6f55c803b09268e36dc)." ] }, { "cell_type": "code", "execution_count": 5, "id": "f7e590fb", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "kernel_ellipse = cv.getStructuringElement(cv.MORPH_ELLIPSE, (7, 7))\n", "plt.imshow(kernel_ellipse, cmap='gray');" ] }, { "cell_type": "markdown", "id": "f4d750a9", "metadata": {}, "source": [ "No, powiedzmy, że jest to elipsa ;) Tutaj użyliśmy dość dużego elementu o wymariach 7 na 7, jednak w praktyce może być on mniejszy.\n", "\n", "W jaki sposób możemy wykorzystać taki element strukturyzujący? Element strutkruryzujący jest maską binarną, którą możemy *przyłożyć* dla każdego piksela jakiegoś obrazu (najczęściej przykłada się go centralnie do piksela). Białe piksele maski mówią nam które sąsiadujące piksele powinniśmy wziąć w danym momencie pod uwagę. Mając wartości tych pikseli, możemy policzyć ich wartość minimalną (erozja) lub maksymalną (dylacja) i ustawić w nowym obrazie na współrzędznych danego piksela. Wykorzystuje się tutaj odpowiednio funkcje [`cv.erode()`](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#gaeb1e0c1033e3f6b891a25d0511362aeb) i [`cv.dilate()`](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#ga4ff0f3318642c4f469d0e11f242f3b6c). Poniżej możemy zobaczyć działanie na klasycznym przykładzie z monetami:" ] }, { "cell_type": "code", "execution_count": 6, "id": "0beff1e3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coins = cv.imread(\"img/coins.png\", cv.IMREAD_GRAYSCALE)\n", "_, coins_bin = cv.threshold(coins, 125, 255, cv.THRESH_BINARY)\n", "\n", "coins_eroded = cv.erode(coins_bin, kernel_ellipse, iterations=1)\n", "coins_dilated = cv.dilate(coins_bin, kernel_ellipse, iterations=1)\n", "\n", "plt.figure(figsize=[10,8])\n", "plt.subplot(221)\n", "plt.imshow(coins, cmap='gray')\n", "plt.title(\"Grayscale\")\n", "plt.subplot(222)\n", "plt.imshow(coins_bin, cmap='gray')\n", "plt.title(\"Binary\")\n", "plt.subplot(223)\n", "plt.imshow(coins_eroded, cmap='gray')\n", "plt.title(\"Eroded\")\n", "plt.subplot(224)\n", "plt.imshow(coins_dilated, cmap='gray')\n", "plt.title(\"Dilated\");" ] }, { "cell_type": "markdown", "id": "7d198b64", "metadata": {}, "source": [ "Możemy zauważyć, że zastosowanie erozji spowodowało wypełnienie w większym lub mniejszym stopniu dziur w zbinaryzowanych monetach. Z kolei dylacja spowodowała prawie zaniknięcie obrazu. Użyliśmy tutaj jednej iteracji, jednak możliwe jest kilkukrotne wykonanie erozji lub dylacji.\n", "\n", "Poniżej możemy zobaczyć, że erozja i dylacja są w pewien sposób komplementarne:" ] }, { "cell_type": "code", "execution_count": 7, "id": "7a162cc0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coins = cv.imread(\"img/coins.png\", cv.IMREAD_GRAYSCALE)\n", "_, coins_bin = cv.threshold(coins, 125, 255, cv.THRESH_BINARY_INV)\n", "\n", "coins_eroded = cv.erode(coins_bin, kernel_ellipse, iterations=1)\n", "coins_dilated = cv.dilate(coins_bin, kernel_ellipse, iterations=1)\n", "\n", "plt.figure(figsize=[10,8])\n", "plt.subplot(221)\n", "plt.imshow(coins, cmap='gray')\n", "plt.title(\"Grayscale\")\n", "plt.subplot(222)\n", "plt.imshow(coins_bin, cmap='gray')\n", "plt.title(\"Binary\")\n", "plt.subplot(223)\n", "plt.imshow(coins_eroded, cmap='gray')\n", "plt.title(\"Eroded\")\n", "plt.subplot(224)\n", "plt.imshow(coins_dilated, cmap='gray')\n", "plt.title(\"Dilated\");" ] }, { "cell_type": "markdown", "id": "f5a050d4", "metadata": {}, "source": [ "Element strukturyzujący w kształcie elipsy całkiem dobrze zadziałał w przypadku usunięcia dziur w owalnych kształtach. Z drugiej strony musimy być świadomi, że inne, arbitralne kształty mogą być przydatne w specjalnych zastosowaniach (np. pionowe lub ukośne linie/kreski)." ] }, { "cell_type": "markdown", "id": "df8b1531", "metadata": {}, "source": [ "### Otwarcie i zamknięcie\n", "\n", "Złożenie operacji dylacji i erozji może posłużyć np. do uzupełnienia przerw między kształtami lub wyciszenia drobnych szumów. Tzw. *otwarcie* dotyczy erozji, po której następuje dylacja, co w konsekwencji usuwa białe plamy i przerwy. Z kolei tzw. *zamknięcie* to dylacja, po której następuje erozja, i taka operacja usuwa czarne plamy i przerwy. Jeśli interesuje nas wypełnienie przerw, to takie złożenia operacji nie będą powodowały *rozrastania* obiektów. Użyjemy tutaj funkcji [`cv.morphologyEx()`](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#ga67493776e3ad1a3df63883829375201f)." ] }, { "cell_type": "code", "execution_count": 8, "id": "4a661d2c", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coins_opened = cv.morphologyEx(coins_bin, cv.MORPH_OPEN, kernel_ellipse, iterations=1)\n", "\n", "plt.figure(figsize=[10,10])\n", "\n", "plt.subplot(121)\n", "plt.imshow(coins_bin, cmap='gray')\n", "plt.title(\"Binary\")\n", "plt.subplot(122)\n", "plt.imshow(coins_opened, cmap='gray')\n", "plt.title(\"Opening\");" ] }, { "cell_type": "markdown", "id": "b711e6d5", "metadata": {}, "source": [ "### Zadanie 1\n", "\n", "Wczytaj obraz `text_no_ocr.png`, który zawiera fragment starych notatek (z przedmiotu \"E-gospodarka\" dra Michała Rena) posiadających zabezpieczenie przed dalszym przetwarzaniem. Spróbuj usunąć niechciane kształty (wynik nie musi być dokładny - może uzyskasz lepszy efekt?)." ] }, { "cell_type": "code", "execution_count": 9, "id": "99a8de1b", "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "Image data of dtype object cannot be converted to float", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m121\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtext_no_ocr\u001b[0m\u001b[1;33m,\u001b[0m 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2725\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcmap\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnorm\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnorm\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maspect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maspect\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2726\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minterpolation\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0malpha\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mvmin\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1445\u001b[0m \u001b[1;32mdef\u001b[0m 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\u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5524\u001b[0m \u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_alpha\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5525\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_clip_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\image.py\u001b[0m in \u001b[0;36mset_data\u001b[1;34m(self, A)\u001b[0m\n\u001b[0;32m 700\u001b[0m if (self._A.dtype != np.uint8 and\n\u001b[0;32m 701\u001b[0m not np.can_cast(self._A.dtype, float, \"same_kind\")):\n\u001b[1;32m--> 702\u001b[1;33m raise TypeError(\"Image data of dtype {} cannot be converted to \"\n\u001b[0m\u001b[0;32m 703\u001b[0m \"float\".format(self._A.dtype))\n\u001b[0;32m 704\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mTypeError\u001b[0m: Image data of dtype object cannot be converted to float" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "text_no_ocr = cv.imread(\"text_no_ocr.png\", cv.IMREAD_GRAYSCALE)\n", "plt.figure(figsize=[10,10])\n", "plt.subplot(121) \n", "\n", "plt.imshow(text_no_ocr, cmap='gray')\n" ] }, { "cell_type": "markdown", "id": "03000213", "metadata": {}, "source": [ "![Przykładowy wynik](img/text_no_ocr_sample_result.png)" ] }, { "cell_type": "markdown", "id": "b3d03d84", "metadata": {}, "source": [ "## Analiza połączonych komponentów\n", "\n", "Jeśli na naszym obrazie binarnym posiadamy zwarte grupy obiektów, to możemy im nadać etykiety i je policzyć. Na poniższym zdjęciu możemy policzyć litery napisu:" ] }, { "cell_type": "code", "execution_count": 10, "id": "e7aa03c0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bologna = cv.imread(\"img/bologna.png\", cv.IMREAD_GRAYSCALE)\n", "_, bologna_bin = cv.threshold(bologna, 127, 255, cv.THRESH_BINARY)\n", "\n", "plt.figure(figsize=[10,5])\n", "\n", "plt.imshow(bologna_bin, cmap='gray');" ] }, { "cell_type": "markdown", "id": "d6fb8e32", "metadata": {}, "source": [ "Do nadania etykiet użyjemy funkcji [`cv.connectedComponents()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#gaedef8c7340499ca391d459122e51bef5):" ] }, { "cell_type": "code", "execution_count": 11, "id": "ac906ff2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, bologna_labels = cv.connectedComponents(bologna_bin)\n", "\n", "plt.figure(figsize=[10,5])\n", "\n", "plt.imshow(bologna_labels, cmap='gray')\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "id": "7a6f7ac1", "metadata": {}, "source": [ "Zauważmy, że wynikowy obraz ma 8 etykiet, gdzie 0 oznacza tło, a kolejne siedem są przypisane do poszczególnych liter. Możemy wyświetlić poszczególne fragmenty obrazu dotyczące danej etykiety:" ] }, { "cell_type": "code", "execution_count": 12, "id": "e26b2b00", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bologna_n = bologna_labels.max()\n", "\n", "plt.figure(figsize=[12,7])\n", "\n", "for i in range(bologna_n+1):\n", " plt.subplot(331+i)\n", " plt.imshow(bologna_labels==i, cmap='gray')\n", " plt.title(f\"Label: {i}\")" ] }, { "cell_type": "markdown", "id": "6a682adc", "metadata": {}, "source": [ "Do wygodnego wyświetlenia pokolorowanych etykiet możemy użyć map kolorów. Pracując z biblioteką Matplotlib możemy wyświetlić taki obraz wprost i użyć ew. odpowiedniej [mapy kolorów](https://matplotlib.org/stable/tutorials/colors/colormaps.html), np.:" ] }, { "cell_type": "code", "execution_count": 13, "id": "d4f999b0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[17,5])\n", "\n", "plt.subplot(131)\n", "plt.imshow(bologna_labels)\n", "plt.title(\"Default\")\n", "plt.colorbar()\n", "plt.subplot(132)\n", "plt.imshow(bologna_labels, cmap='gray')\n", "plt.colorbar()\n", "plt.title(\"Gray\")\n", "plt.subplot(133)\n", "plt.imshow(bologna_labels, cmap='inferno')\n", "plt.colorbar()\n", "plt.title(\"Inferno\");" ] }, { "cell_type": "markdown", "id": "0e66a5e9", "metadata": {}, "source": [ "Biblioteka OpenCV również posiada obsługę map kolorów, co może być pomocne gdybyśmy chcieli np. wyeksportować obraz. Na początku możemy przekonwertować obraz do przedziału `[0; 255]` (znajdujemy minimalną i maksymalną wartość przy pomocy [`cv.minMaxLoc()`](https://docs.opencv.org/4.5.3/d2/de8/group__core__array.html#gab473bf2eb6d14ff97e89b355dac20707)), a następnie używamy funkcji [`cv.applyColorMap()`](https://docs.opencv.org/4.5.3/d3/d50/group__imgproc__colormap.html#gadf478a5e5ff49d8aa24e726ea6f65d15) podając wybraną [mapę](https://docs.opencv.org/4.5.3/d3/d50/group__imgproc__colormap.html#ga9a805d8262bcbe273f16be9ea2055a65) i otrzymując obraz BGR, np.:" ] }, { "cell_type": "code", "execution_count": 14, "id": "549f4e6c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "val_min, val_max, _, _ = cv.minMaxLoc(bologna_labels)\n", "bologna_labels_norm = 255 * (bologna_labels - val_min)/(val_max - val_min)\n", "bologna_labels_norm = np.uint8(bologna_labels_norm)\n", "\n", "bologna_labels_turbo = cv.applyColorMap(bologna_labels_norm, cv.COLORMAP_TURBO)\n", "plt.imshow(bologna_labels_turbo[:,:,::-1])\n", "plt.title(\"Turbo\");" ] }, { "cell_type": "markdown", "id": "d57ad348", "metadata": {}, "source": [ "## Kontury" ] }, { "cell_type": "markdown", "id": "1bb5892e", "metadata": {}, "source": [ "W widzeniu komputerowym bardzo często chcemy nie tylko znaleźć pewne obiekty, ale również zaznaczyć ich obrys (kontury). Poniżej znajduje się kilka przykładów - będziemy co prawda działali na obrazie w skali odcieni szarości, aczkolwiek w pewnych zastosowaniach lepsze efekty dałaby praca na obrazie czarno-białym." ] }, { "cell_type": "code", "execution_count": 15, "id": "66990cfa", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes = cv.imread(\"img/shapes.png\", cv.IMREAD_COLOR)\n", "shapes_gray = cv.cvtColor(shapes, cv.COLOR_BGR2GRAY)\n", "\n", "plt.figure(figsize=[10,5])\n", "\n", "plt.subplot(121)\n", "plt.imshow(shapes[:,:,::-1])\n", "plt.title(\"Original\")\n", "plt.subplot(122)\n", "plt.imshow(shapes_gray, cmap='gray')\n", "plt.title(\"Grayscale\");" ] }, { "cell_type": "markdown", "id": "9757e0fd", "metadata": {}, "source": [ "Przy pomocy [`cv.findContours()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#gadf1ad6a0b82947fa1fe3c3d497f260e0) uzyskujemy kontury obiektów oraz opcjonalną macierz opisującą ich hierarchię. Drugi parametr funkcji opisuje [sposób wyznaczania konturów](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga819779b9857cc2f8601e6526a3a5bc71), a trzeci [algorytm aproksymacji konturów](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga4303f45752694956374734a03c54d5ff)." ] }, { "cell_type": "code", "execution_count": 16, "id": "16fe17f5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No. of contours: 11\n" ] } ], "source": [ "shapes_contours, _ = cv.findContours(shapes_gray, cv.RETR_LIST, cv.CHAIN_APPROX_SIMPLE)\n", "print(f\"No. of contours: {len(shapes_contours)}\")" ] }, { "cell_type": "markdown", "id": "48dbe624", "metadata": {}, "source": [ "Przy pomocy [`cv.drawContours()`](https://docs.opencv.org/4.5.3/d6/d6e/group__imgproc__draw.html#ga746c0625f1781f1ffc9056259103edbc) możemy nanieść kontury na obraz. Zauważmy, że mamy tutaj oznaczone zewnętrzne i wewnętrzne kontury:" ] }, { "cell_type": "code", "execution_count": 17, "id": "772ef0bc", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes_with_contours = shapes.copy()\n", "\n", "cv.drawContours(shapes_with_contours, shapes_contours, -1, (255,255,0), 2)\n", "\n", "plt.figure(figsize=[10,5])\n", "plt.imshow(shapes_with_contours[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "ff1ddbfc", "metadata": {}, "source": [ "Możemy również ograniczyć się tylko do zewnętrznych konturów (parametr `cv.RETR_EXTERNAL`):" ] }, { "cell_type": "code", "execution_count": 18, "id": "b937986e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No. of contours: 9\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes_contours, _ = cv.findContours(shapes_gray, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n", "print(f\"No. of contours: {len(shapes_contours)}\")\n", "shapes_with_contours = shapes.copy()\n", "\n", "cv.drawContours(shapes_with_contours, shapes_contours, -1, (255,255,0), 2)\n", "\n", "plt.figure(figsize=[10,5])\n", "plt.imshow(shapes_with_contours[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "bb3ec6bb", "metadata": {}, "source": [ "Poniżej mamy zaznaczony obrys konturu wybranego obiektu:" ] }, { "cell_type": "code", "execution_count": 19, "id": "49ca327f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes_with_contours = shapes.copy()\n", "\n", "cv.drawContours(shapes_with_contours, [shapes_contours[5]], -1, (255,255,0), 2)\n", "\n", "plt.figure(figsize=[10,5])\n", "plt.imshow(shapes_with_contours[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "1b665cc1", "metadata": {}, "source": [ "Poniżej możemy zobaczyć jak przy pomocy tzw. [momentów](https://en.wikipedia.org/wiki/Image_moment) są wyliczane środki ciężkości poszczególnych konturów. Każdy kontur jest również opisany żółtą etykietą liczbową, ale w związku z tym, że czasem mamy kontur zewnętrzny i wewnętrzny blisko siebie, to niektóre etykiety nakładają się na siebie. Dodatkowo, tym razem kontury wykryjemy z informacją o drzewiastej hierarchii (parametr `cv.RETR_TREE`, za chwilę opiszemy co tam się znajduje)." ] }, { "cell_type": "code", "execution_count": 20, "id": "a4b88578", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes_contours, shapes_hierarchy = cv.findContours(shapes_gray, cv.RETR_TREE, cv.CHAIN_APPROX_SIMPLE)\n", "shapes_with_contours = shapes.copy()\n", "\n", "cv.drawContours(shapes_with_contours, shapes_contours, -1, (255,255,0), 2)\n", "\n", "for idx, contour in enumerate(shapes_contours):\n", " M = cv.moments(contour)\n", " x = int(round(M[\"m10\"]/M[\"m00\"]))\n", " y = int(round(M[\"m01\"]/M[\"m00\"]))\n", " \n", " cv.circle(shapes_with_contours, (x,y), 5, (255,255,255), -1)\n", " cv.putText(shapes_with_contours, str(idx), (x+10, y+10), cv.FONT_HERSHEY_SIMPLEX, 1, (0, 200, 255), 2)\n", " \n", "plt.figure(figsize=[10,5])\n", "plt.imshow(shapes_with_contours[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "9d0b0e26", "metadata": {}, "source": [ "W zmiennej `shapes_hierarchy` mamy macierz opisującą hierarchię konturów. Dla każdego wiersza (konturu) kolejne kolumny opisują odpowiednio: indeks następnego konturu, indeks poprzedniego konturu, indeks pierwszego dziecka oraz indeks rodzica (wartość ujemna oznacza, że dane pole nie ma zastosowania)." ] }, { "cell_type": "code", "execution_count": 21, "id": "af88fd07", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[[ 1 -1 -1 -1]\n", " [ 2 0 -1 -1]\n", " [ 3 1 -1 -1]\n", " [ 5 2 4 -1]\n", " [-1 -1 -1 3]\n", " [ 6 3 -1 -1]\n", " [ 7 5 -1 -1]\n", " [ 8 6 -1 -1]\n", " [ 9 7 -1 -1]\n", " [-1 8 10 -1]\n", " [-1 -1 -1 9]]]\n" ] } ], "source": [ "print(shapes_hierarchy)" ] }, { "cell_type": "markdown", "id": "4532e4ef", "metadata": {}, "source": [ "Przy pomocy [`cv.contourArea()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga2c759ed9f497d4a618048a2f56dc97f1) i [`cv.arcLength()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga8d26483c636be6b35c3ec6335798a47c) możemy policzyć odpowiednio pole powierzchni i obwód kształtu:" ] }, { "cell_type": "code", "execution_count": 22, "id": "1486063c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Contour id 0: area = 1063.0, perimeter = 161.4\n", "Contour id 1: area = 8017.5, perimeter = 390.0\n", "Contour id 2: area = 375.0, perimeter = 133.0\n", "Contour id 3: area = 1750.0, perimeter = 170.0\n", "Contour id 4: area = 556.0, perimeter = 95.7\n", "Contour id 5: area = 2917.0, perimeter = 244.7\n", "Contour id 6: area = 729.5, perimeter = 185.6\n", "Contour id 7: area = 1922.0, perimeter = 175.7\n", "Contour id 8: area = 380.5, perimeter = 73.4\n", "Contour id 9: area = 2596.5, perimeter = 191.6\n", "Contour id 10: area = 407.0, perimeter = 75.6\n" ] } ], "source": [ "for idx, contour in enumerate(shapes_contours):\n", " area = cv.contourArea(contour)\n", " perimeter = round(cv.arcLength(contour, True), 1)\n", " print(f\"Contour id {idx: >2}: area = {area: >6}, perimeter = {perimeter: >5}\")" ] }, { "cell_type": "markdown", "id": "0068e697", "metadata": {}, "source": [ "Dla znalezionych kształtów często chcemy wyznaczyć ramkę ograniczającą i możemy to zrobić na kilka sposobów. Poniżej przy pomocy [`cv.boundingRect()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga103fcbda2f540f3ef1c042d6a9b35ac7) i [`cv.rectangle()`](https://docs.opencv.org/4.5.3/d6/d6e/group__imgproc__draw.html#ga07d2f74cadcf8e305e810ce8eed13bc9) nanosimy prostokąty:" ] }, { "cell_type": "code", "execution_count": 23, "id": "8004a7ad", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes_with_bb = shapes_with_contours.copy()\n", "for contour in shapes_contours:\n", " x,y,w,h = cv.boundingRect(contour)\n", " cv.rectangle(shapes_with_bb, (x,y), (x+w,y+h), (255,0,255), 2)\n", " \n", "plt.figure(figsize=[10,5])\n", "plt.imshow(shapes_with_bb[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "41314b68", "metadata": {}, "source": [ "Czasami wygodniej jest umieścić minimalny obrys prostokąta, co możemy uzyskać przy pomocy [`cv.minAreaRect()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga3d476a3417130ae5154aea421ca7ead9) i [`cv.boxPoints()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#gaf78d467e024b4d7936cf9397185d2f5c):" ] }, { "cell_type": "code", "execution_count": 24, "id": "35ad082f", "metadata": {}, "outputs": [ { "data": { "image/png": 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mUuLPr6D1YM0KzBrJHcra9IYc5u1DmLcPi7ZsRRcTw1A/P2yiIs3Vdoz+kkMDBxKRLx9GG5sEbc1dmeI16HTQpj7cT+b/bwGPuPpWsGNfoUiWveylLnURCCSSNaxhKEMJLz4XnE0WFOn5Tyyhz4Y51D/1JjZGWyRwvbik1aidBPV4G0JDU25/4wYXuUFFKnKHO9hjj2O0Kx13jkLWeAzFf0x20kuI5MW9w23aM54DHKAsZalqqAnbqrDuUASDI/sSFpmwfnSMtgPZxVHbnVy6iGaOa63keGXt+QRiEu021LaaC0NIgvGYcaIOJiU2gIlv7tliEPzwOxT11laiCyaxa11KCDEZlGzcB8NnP9ctKBRZgj32rGEN9aiHQGDEyG528xqvYcQYV1FKXptaME196gw2dNo5mhaHByDQIYH73lBm01UMFZqD0ZiojaurKwaDgfB4VlgAAQRQgALcdQ7GJQzsYh1hxizwesAI3WruRRj5pgl8ovlxon1J6Gqy4Bi6HaY11RyyORrCidA7gb09QfpQKhkqcZ3rFKYwwmBL28A+jCGAL/iCGBLuxoyJjfsuWzs51nTvOtcxYEAANoakkx4bdPGSjVGXdD3T/6973CPEGE7lN8G9BZR9HS7cSJzO3wCPllqdbqPAqEbWCivDAw/mMY/WtDaPqPezn6Y0TaioTeiMqW8osYm156VDH9Bp55cIk+q4WhKK3jBiuHE1gaIuXLgwZcuWpUKFCgQFBXHw4EHKli1L2bJlcXOL2+QU4hBDhfVXuVXElCH1MGIF+U+0xmDQMWyH9v0yyoQvwU+/c8Wjb7D+grZFnq+/hjZtMGCgRRE/ZOHL2r2h41M+ZRjDcCDxHEtQaNz0SPFC2iDNGsmxI+tXeZWlLMU1Ew3vvuM7DhO3Uuj/CMp3y7TuFc+F+ouYVvKTn3GMoxe9zHn/8q/ZVC8j6GPtaHa0H702zTTn7asH7dZBbGwEtGplzi9fvjwLFy6kTp065rxKlSpx4cIFAKZOncrEiRMJCgqCyEhuv92S9muvsrgHVDqr1f/0jw1893pnDpdflaHligO/GtGJWvDRBjil2e5NZjIxxDCb2UQRtw9j6VbNWdvHb8L6GeDZEgJTmcmxBDlWWQO8Tvb611VYEisd7lgZ7rgzjnEMZKA5bxGLeJd3E1asXRvKlUtbp1LQdt/HdNs2yZy1qRUMmAuP80n4dm6C6gMGDEigqJ/l008/ZeXKlezfv1/LCA7mxNWV9P+pM7MGQY3jWvbgpcv5td17/PfCvER9NC2ShmkBl2AeftqNQ2/9RFvaAjCd6TjjzEQmJvmGYc3kaGWtyEtk08i6J+AT7/w6sFz7OKgLdCieuMmGvVqyNHbYMYtZ9KSnOW82sxnFqAQjSQBat9YUdhrQSR2vb5toPj9R+h/GDc/PjeJ1tF/L8OHPJ3hAAMyaxd5tnflv3ApqDC0H1yqjQ0fXbROTVNZd0rj78A53+JAPiSWWV3kVgHGMwwsvhjDk+eTOZpSyVuQQsmFk3RvoBbjEy9uPWVm/2hiom7hZm3oQHgnbjyYuy05ssU2kqMcwhkACU2zXcHl3RDp8gRR6VJZ8QU5Jlr3yyit06tQp1T5mzpxJ27ZtCQh4Jibe1crwOLGvnufhKlcZwhAccKAVrRAI+tEvxynrHLvAqMhrZMPIei1wL/3N1u+Fw1a4meJ1XqciFVOt531jByKF52sUBsb2rW8+LxhYivnvFaLa8cR1d+/ezX///ZfqNadNm0ZgYGCCvDeWwNvjykGQyeuTzoDLwnpMawLTmsDLxVPtNlla05p61Mt4B1aAUtaKHEI2jKwfA32BZvHSZ3HFHT4F12ZaKqUFU8Fo1MK7hVqB+VcYYVSjGrFoo+QCFGATm0xBb5NnzeBLGHUpvGQLuFL4IOPebohBaH373Ie9DaDIbeDWLXPVoKCgREo4KW7duoXhqXdMv+I0H7aeX98GT1NTg4gldnVRZOGr+DiDj3PCXY0GY9pNwzvTmZnMNLvajSGGIhRJpZX1oZS1IoeQTXPWUUBEvBTPRW5EtBZoIjRCczcAWmzOCYmdNlqMk5ykJS0JRrNFc8SRs5ylFKUSVgwLA5OrYIOtM6n+MRSSS0X38l23zkTahQDgFAE3iwmKBLmCV1y8u+DgYKKS8XoJEBgYSExMnL1znRsF2dLeEQdTkzCHx3w2sCJ9jvgzcBsERmkpIt5MzZf7wCAhFj2PbRJPmzx4AtIoqBbUguUsxx5tt0sAARSnOE94Yq7raB/3+3wUaL2muEpZK3II1mMNYqOHE4kdxVkNO9hBX/pyn/uA5jDpPOdN7lBNfPstrFiRvo4FHCu3lkWthxLi+OhpFherOVH1p/3mamPGjGHOnDkcPHiQQ4cOIaUkLCyMgwcPcvDgQd58802OHDkCQCMacYAD5t/uI7ebTOvenvv5LwEQGgODtmlp7dU4USY2BBsd3LIvSpeyie+jQjeQB1sgPtxi3mJ/las0pzl3SbifvGcbzc0xQNP3ITgsfY8lu1ALjIocQgaHO66uULMmxPPI+Ly81kz7GRAEey0fcSxJlrMcJ5z4mq/xxRcbbPiP/+hGNzax6bn63lHzF2xjHXht+zhcI7xwjIR/O7vQnWb8hzZfPWzYMAB0Oh2LFi3i+vXrfPFFQj/ZHejA8qert8A9z8ssenkw+up7cQxOOJJOE0ePwl1NEb8muyKG/mUuOsMZPuADqwgRl1GeS1kLIa4DIYABiJVS1hJC5AP+AoqjGT69LqV8klwfCkXaSOfI+pNPNL8X+fPDyy/D76ah8KJFcPVqym1TYd5IzUfFlTswa3nq9S3Fb/yGAQPf8R1eeOGOO7/wC0MYkkBJZoQtdeYQaxNFj03f4hjtijfezGc+gxmcIJCt0WikR4/EARz60pcZzMDGpIKuFYfve2/Fx+sf+lWEU49g8XmITY8p9O+/w7FjfMAHTGe6eURN8bOs8RrMzsM7EzUpXgjaN0rPnVuOzBhZN5NSPop3PhzYKqWcLIQYbjr/PBOuo8jTpGNkPWGCpqwd4m0tHjtW+9m0KXTvDvfvZ0iKGUPAwQ4CQ2D03NTrW5rFLCaQQJaxDEcc8cWXaUwDSKCu9786jwar+6Sr7+01fybEKYDBS5ehlzaUpCTf8i2GXj3YeOobOH48yXbv8z7jGW9e8LtfED7++gwRwT/jFAqRBnjJT1tQnJV0FwBECTuG+M1MkPcJnzCKUXHbyn2uw/ABdHDbzaZvYGe8/gp4wPyR0MJkbj71d7j9IF2PIFvJimmQDmAON7wQ2I5S1ornJh0j69atEyrq+DRrpk2NZFBZt2sEtjbaYuO/BzLURbaznvU0palpbljghx/f8R2h2LMRQAhuVXwN0qmsAY6UW82k3s0YvWAXAGUow9ztZeg+7gX2VgqE5s21xUyAFi14u/Qkxs8tiRfagmSEA3RYcYcCx14jf8AFbgCBkYAb1PWBAnEWg3jG+5VKCRMO61lb51Vz3lCG8gVuuKNFsA4kkEGu7fi9+hkqofmofxQvTra9reYaFeC7P2HSAuudr4bnV9YS+FcIIYG5UsqfAG8ppT+AlNJfCJE2d14KRYpk4hK9yNhi5Z8TwM1X89RWvWfq9a2JQxyiKlU5yUkEgsIUZskgaF4RjpnWHSUZWMYVcKHYHsb0rcfYn/chEBS7BWs/Lku9/XDpyhWzg6f2mx2ZOdDD7M1HIqlwJoJay6vjEB73cj7nBIxvAN5OUMoj8SWfmuxdD3rqL1ULGfbV3GLmkLmxxFKe8vhw31y/hC+ULJywn6dlt+5bpz+Q+Aj5HM6YhRC+Usq7JoW8GfgQ+FtK6RGvzhMpZSJHo0KI/kB/0+kLGRZCkauJIcY0r/kPmPw7pMj8+dC7N9ikMA4JCoLCheNGfCnSCp4uyM1sBXU3ExgCnjk0QHItarGLXeZpglg9lD8PV0pJ3AIu0H5WhYx1LKHStRZ88sc6bA1xfRe7Cfd8oP4+2NFU83IJEGUTzmeDyvPQ0z/JSOo6oaX/tUj8B2TKIbgaBItHhGK0cab1JljXLs57Zhhh+OFHANruSBtTUPrZn0L3OH9T3LwH1U2+roxGqzHZOyKlrJVUwXMp6wQdCTEWCAXeBV40jaoLAdullCl6jDGNzBWKRMQp6w3AK2lrdPBgyn4vypTRIpmkicTK2rWZZmudU2lLW37jN/KTH9BG1BXOwS2fG7T+uQFOIRkPlVL/VHf6bJiNc6Q2PjPooOEe2B9vOiPQ+R5Te7zMjULHM3ydUI/irBt4gca77fiveVz+Xe7ShCZc4UqG+7YwySrrDNtZCyGchRCuTz+j/a8+DfyN5mUB0881Gb1GXqECFWhJyyR97Sqsiz0nITZ1189WzQY2MIQh+KPFohNoUyHVz/ixr+OC5+p7X5UlLG0+0myHrTcmVNQPPK7yv849n0tRA/z7zi5abU6oqC9ykc50zsmKOkWeZ87aG1gltPk/G+APKeVGIcQhYKkQoi9wE+j6/GLmXqpRjdnMpiENGc1o86vbPe6xilUWls6aSMds6vLlUKkSOCXhbGjtWm0aJIP0GQ+R0anXs3YWsxgbbJjCFLzxxjESVneEj6YU4b5fY7xv7Mpw31tr/4hAR9dtX5lH2AD3PS/ze+thnCm59blkv1m+E28ucebHOC+wnOEMgxnMAXLIqm8GyLCyllJeBaolkR8AtHgeofISLWlJQzTn6BOYYM6/y12a0hSAX/glRxvzZw7pmCn75ht4/FhT1gULQufO8OOPWtnq1fDwYYYkmLMSHgZmqKlVspCFRBLJXObijjsFHsGksRWY8Nksrvt9iPeNxHbJaWVL7TlE2AXTd91P2MU6EuB2i99eHsyJMukLyvss16r0oMnZb/hiiqd5/vsSl/iQD80bcnIrmTZn/VxC5NE567rUZQELKE95PudzhjEMb7wT1TvKUe5xD4mkPe2ReShqSroXGJ/F2RkqVIDDh1OvmyRxc9ataMVmNmewH+ulOc3ZxCbzBpUbxWD06LM8NPYm/92MPjeNyldaojPaEGEfzKViz+/0u/6VBby5rrfZ4dM97tGBDhzk4HP3bSUkO2ettptbkIIUNHtEO8ABGtAAW7TovzWpyR/8Yf4MmqnTWc6a2//Kr3zDN9ksdQ4jLOw5FHXeYBvbqE1tjnEMAL+bMPWLiszp6MWVQs/X9+lSWzJBQo3mhwfwxpaOOJkcPkUQQUMacpXn25GaU1COnKyIq1zlgulYylLcTccqVhFLLAYMlKY05U3HeMYTaDpKUhK96dDlyl+rBd4mCgOTs/+yluA4x6lOdQxocwveD2DkL8vxfVje8uEvJdQ614leG7/DKUrb8BJLLEUpmmcUNShlbTH06M07rYIJJoaYBOUGDASbjs50xtZ0eOHFA9MRQ4xZoV/mMjGmYx/7KGA67LBL6vI5EAt43fOAvGSgc4ITtKAFIWguUO1jnZky5ywFAktaTGELKah4vTlDlq4w228/4QnFKGZejM8rKGVtIcpRjkUsAuBjPmYvaZvPCyIIb9PxPu9zxHQc5SgSiUBQhzpmhT6YwdQ0HdUSrwcrksMB+CLVWrmOHezgHd7hAZqTDIFg+g8XKfKwJkFeKQcxyGyeeFejwrVmjPxtq9kp03Wu8yIvms0O8xJqzjoH87vpMJ93DMNe70T+AGi2XcubylRzeRhh9DaZwF/ikrIwSYlItP247S0tSPaznOW44MIkJlGIQuiknhGLj9B7/lUeObyJ1+2sN4+7W6oV+e1WMWJRnPnlOc7xPu/n2f+3SllbmP3s5zjHM6WvnosBJyh2A/r/BGz/D/bupR/98MYbZ5zNrjH3sIcNbDC3/YZvzOGgrBMLvIcHAAuy/7LWwAIWYMTIdKZr7lWDYfbQkowePY+jjf+kyIU1eDw4k+nX9S/ZgoDCdWl6YghTRjqZJ7/OcY4hDGEHmeeXPKehlLUFcMKJSUwCYDe7OUwmWCtMmwZ22vz0TT8YNREYuRn2fs1+9pOPfDjiyI9o9sYNTcdTKlIRAwYucYmv+Or55VHkeH7jN4IIYglLcMSRwnfhy8lV+Hh6FXa90gaXJ1eptXEodpGBz32tIK8KnGn0OQGFa9Pvt4qMnoA5zNcNbvA+7+dpRQ1KWVsEO+zoQIfM6/CHH6Bfv2SdF61jHaAtasZ/hfyMz+hIRwB6oDmIDyaYl3nZXKcPfbjEpcyTNcNYT1ivvMQa1tCCFuxhDwJB8Rvw3VDoN78x/7ZuTFCBiugMMTiF3KHxstfT3b9Bb8+W3tuIcXAnqGAlPvweRn0FHqZNpk94wqu8mmenPuKjlLUFybTNLZUqxflvTsHPpQED+9hnPn+btxnEIEDzq+CII6640oAG5jq72EU00RSnOEbSE7Yjs7G0/VjeZR/7qE51jnMcgaDobVjSHVpugWM1aoMAYYxl5bC4KOcNVvXG+9q2RH1dqDuYsw0/jZcjiHArDBJ6/A4TvwBXk6tSAwYqUzlRzMQ8i5TS4gntm5gnkkDIcMKlRMq1rJV69Bnvz8ZGMneuxGCQSCltIqX8qUS8BztiRJr7ssNO2mEnG9FIhhFmTgYM0ohRPuCBRZ5XDDGmm1n/1P1wNqdW5gf6Ei9Z/P+PJVNtastIIs3PI8pWyhJXpMSY+EstYqOlLiYyURKGmMR1DVK2/kfKGH1cZjjh0gsvi9+zBdLh5PSkMt2zAE9tn40YzZsQMsTgwdC/P+i0X2PBG2CTQSdD0aZjN7txNh0lKME5zgFYgamUmgaxNIc4RGc684QnANjFwJVSUPqSEa5d09Ijzdue1NtitLFPlKTO9DJ/9y5cu4a4dp3Gu2Djy3G+ru9xjypU4RGPkhIjz6KmQSxEmBOcKonmVDYj5M8PpUubT8vtg4nNINgrU8QDYDazqUQljBjNW94VeZun7lW/4Rt88EEAJ8tF0Yzumse79u3ho49S72jQIDh7lpdolSDa+mUu05OeudbN6XNh6SmQvDYN8hZvSQMGebqilBw/Lnn33bjk4pK2fjw9JT/8kOAhzisu5d9I+UvheA925UpJ8eIZlnUZy6RESgOG55uueY6kpkGsM73DO/Ie98zP5gEPZFvapquPHvSI9/uV8gxnZEtaWvzeLJySnQaxuKLOa8r6IQ+lRGrK+tkHMXeuZOpUyRdfpNxPxYoJ2rX5n5RL3JJQ1lJKOnfOsKzWpaw3KGVtZelN3pSBBJqfz3Wuy86k7f/bIAbJYILNbS9xST1fLSWrrNU0iDXR3xSSMiIC6tSJy588GfaZrDicnWHWLHNR29nw5hhwDtbO3QKg9+ewcEraLjlhAFQtFXd+7gYMnw096Wm2CnmLt55vbj1TkBa+vuJZ/uAPHvGI9azHBhv88GM604khhrWsTbbdUIYymtG4mkLn3uMeb/FWAkslRWKUss5GlrMcDzwIdoWOq1Oo6OgIr74ad169OgSbtLFer/lnNlHihKagn2IXCRVTCfLRpLoWPBSguC+4OMaVtYyEVxqA99LyFFjjC5BgTlGhiM+//Es96pk3dhWnOHOZSyCB7CLxf8T+9GcMY/DAA9DcnDahiZXY8ls3SllnI6UpjQ02GPSSy6Uk8f1offEqVNwN79yC6Kcm08JUpVixxJ1JeGUWNF+YfjncXaCyaTRtNIIhnvm0g52pzMNUblHb6vi8BDy2wHXVVyQ1jnCEmtTkMIfRoaMQhdjABmpRiwtcMNfrRCe+4zsc0UYHBgz44cdDMha5J6+h/idagsBAqNwQDhwAV+1VcOJqmFcS/nKNq7brDZj7Q9x5qCegA10sNFoG/Qenz6BNAHUrw2qTb6ewCGj7Eew6EVenTkXYMsMOl2jtC1Wb2hY1oXrMYwpSELAFPFOrnmWEEZbIja0ijmMcoznNWc96nHHGBRfOcpaSlOQmN2lKU5az3OxrPYggKlJRKep0oJR1NuGHHw44IDFFezl3TjNz+uMP8PUFHdyuAAVugs40Pdt0iZaeMnwHhHlAoSvwyZtpvbAfVKkCZ8/i5mhg33wt+2EgfPAN7DyesPqBMzCw9RssZBgA0sJzxSUoYRVzmV/zNdvZbmkxrJod7OBt3mY2sylAAXTouMIVWtIyQXzEm9ykPe3VzsR0opR1NjGDGZSjHEaMNKGJlrljB8yYoTlhAsb9A593hQbLkx4xT26akQvP0H6+9RZEPwbWA7DoH1ieeDew1RFOuPLDnYNYxjJccWUiE/HBBz36BIr6AhcYwADl6yMDqB2MlubQITgRNw8xdQn8837amnrUBrck9Fj+O1Br/TOZv/0Gv8f5vqZWLfjss0Tz4b740tYUmHY1q7nP/bQJo1CY+IVfGMGIRJFcznOewQzO897zMooaWWczQxmacNFu504YOBDmz4fy5THawK9TIcwduiYR/0/vCJVNlnuulUHGQKhpDefke9p5wZvQbyjUXwEbPoArtQAp+f7GYABOOFXlr46zoGddPil3iApXbwLwJARWfO9HN7oBWnAD9aqqyAgLWEAwwSxiEU44cYMbfMAHCUbZivQhTJtSLCuEEJYXIgvpT38mMhEv05Fk7LgqVWDTJiikhZOusAemNHqmjoCGOyHfs/kmHm2Hfc0S5t2q8HQLupHPptii0xkJ0OfjjFMlAKqGn8TDoPmjjIqGc2vrU32qFmKsC11YwYqM3bRCAdSnPjbYEEqoOXq6IkWOSClrJVWgRtbZQAlK4EUqTjtOndKmJi5fBkdHLtWCn6dB308SVvOsn3wX+ZIoK3rO9EHA0z+J+Q2PaRKS2AbW3g6qlzGd9PgGrm0gjaEhFYoksYbF4dyCmrPOYvTosTH9TYwiKmXrirt3ITISgFh7WDsUVsZz/auzT/16aanzlBhhw87PNuFXIALH2uGULBwBH5heU12D+GNKBNXKpNyHQqHIHpSyzmJ60YuP+RiAOtThcWobO3x8wDQ1ZdSDId67T6P9pPgbE3bQII1rN8E6V/qUXEDT7a24WdKBSJ0jUcJB+ythws4WdMozqUJhFShlnQ2ITPLFvLMGpLShUEbD7npJl12oZ9oRCQTo8zGy6CT+8OphthEURqhrClp9n/vcRFt0rFEObPSZIr5CoXgOlLLOJrayNfVRNUDPnuaPhS5B8RMp1E0DJ5rD5rfhy00gTb/tfa71me0zKK7SsmXYzl/Aite0Ef1GNrIIzczv5y/Aw/XZXhUKRXajFhizkOIUpytdAc2R/21up9zg889hwgQQ2nC3wh6ovSFeuYSL46Dc+KSbXxib8PxIa5g3E+6Wi1tcNLNrF6zTAukydy4ERQC903JbijzC27xt3sg1kpGWFifPo5R1FlKEIuYNJmnivffA1lZrew7a/ZC4yqXJEHxK++z9Khgj4OFm7fxePK+Up16MU9QAEkGvUov440oPOHwYJn8Ap+OHqbFLu5yKXIkPPsxhjvm8AQ3wxhsjRnzxpQ99LCecQilrq2H+fM1HCOBxD0a9Cr6XE1eTMXBvtfb58R6QBohJYnblYbE4RQ1As2ZsiAqA76BJoft8XPU+0+Pp6p3sBOA4xznYaDRfmjy0dhsFT4Kf++4UVsoiFlGFKoAWG7QCFRLV0aHjZV7ObtEUz6CUdRZRmMKsQ5tmGM941vPs/u9nKFUK7OxAakFvk1TUxC0SCiA6rQ7LXnxR2ynprM2FuDlrQQcCgmCBSazKVEYgqFQhnMnjb+HqpOVfupnQhaoiZxF/cbsABTjDmQTl7rhji/Y2JwFjvLXw7kskW1vAtRIC7L0Qf21FtmyRHWIrkkAp6yxChw533AHNGVE0yYQdt7eHH3+EppqXJptomF8icbVwV82M7637YNRBzU0w/DWwj0yDMIGBICVSQnCYpqwd7bXFw4Ag2HUcRCggjNi6hWBrUtRhERCrFHWO4qlT/6f8xV+0IE7B6okz7QlzgtB4s1/XShipfSjEfG7UDQYxDKOuKgUCdBxo5U68+EWKbEYpa0szaBD06WM+LXJOM6MDCHWHx4W1z1+vgDvl45odaQv/+x/0GwYuT9J2qeAwqPEWbJsNfj6g08Hf04CbZaCnDtz8YWYbAO4/hl5j4VQSI3yF9VCYwuZBgRNOHOJQsnVj9XAm3tTY8Mmwrv1N4Olf/LvAO8+02gWcQOCKTv3htiipKmshxC9AO+CBlLKyKS8f8BdQHLgOvC6lfGIqGwH0BQzAYCllnosJpUNHS1oCmu/eyySj8by9oWJF82nVLTDmFYhxgOMt4UQLbRdjcmzrAw6h8ObYhKG9gGRDFl69A11GwJem72T9KuA1dCNEOxIZDZtNu9AXbYTNB1O7U0V2Y4cdrWhlPv+Yj3mRF5Otv78uPCygfQ70iOatRc+6GZgEXEvbxd3dofQLcORIumRWZA5pGVkvAGYBv8XLGw5slVJOFkIMN51/LoSoCLwBVAJ8gS1CiLJSSktHW81WbLHlZ34GtGCgfvgxzOTMfw5ziCQS8ueHSZPgnbiRTLkDsH6QFmDgr9FJdCwlfPst5MtnHo1vGARSD28NjwuaC6QYQubwOXjVtI39vU7wdagWxSsgOC5fYR00oxk1qGE+d8WVsYxNsm60LfzwYcK8ee9u5EL5pyajYcDMdMsw5wNtFO7tUpp2FT9j3ZFu6e5D8fykqqyllDuFEMWfye4A5j/nC4HtwOem/D+llFHANSHEZaAO5C1vLjHEMIIRTGYydUzHU6pSlSiiuOvtybh3uiZot+yLZDr88Uc4elT7PH8+eHhAaKg2hYLm/zrUA4b2Btt0Rp5yXPUROryIJZbP+Tx9jRWZjj32fM/35vMGNKAylZOtP78vHDT994q1iebXd8Y+U2M7cO+5ZBo94SuGT55MkTuCXoswLZsrspuMzll7Syn9AaSU/kKIgqb8wsD+ePVum/LyFEaMfMd3HOAAbWiTQAn2Nm08CbsOTU3uTKd9AhteSaKjjRthyhQ4cwYexjP9ePIExo7VIp2/r0Uq2NUdBveF9IYJbEc73HAjiigWszh9jRXPTW/T8RQ9+rhIQs8Qq4dW/8ZZBAGcrTiLB95PXSMaIIU564yzEkjCuboiW8nsBcakXr6TnD0VQvQH+mfy9a2GKKLYznYOc5i5zDXnH+EInnjiHA7Ntmt5lU9DiGlLdzRRcbauoaEJlXR8AgJgxAhtlN29OwBDjsH/yqcviK4ie7HBhvOcN5vUeZqO5Bg7Bn576+lZLNdKtHjmFxwAhGeRtAprIqPK+r4QopBpVF0IeGDKvw0UjVevCCQdakRK+RPwE+Tu4AOhpuMphSmMQFCe8uw1OYt2ewT5H9miQ4fEjlC0LYpLWMJABprbJjL/CwrSRtlGI+h03C0L712C2Yn3NSSJHr1ZaRTOey9AWYYttubn+i7vMoUpCcqdcDKXx+ohymxNJyn4IIbYeN/KaLvJxNr+Ga91Wmw1MxeDHopfhxvFoTOdGcUovuKrbJcjr5NRZf03miOJyaafa+Ll/yGEmIG2wFgGUDYF8YggAoCjHMUBB3P+MpZRn/oIBL5oOxn7mo6nVKEKT3hCLLE8ePr3ceBAKFAAOnUCGxv8S8Fn++DFRanLMotZZkuCp3Ip0o+r6QBtE8o1rpl9mD/Ne4oE7vrGtZ0xLJQZw+L+mCMao01nWBFCEuH4ECiIDTbYKdcEFiEtpntL0BYTvYQQt4ExaEp6qRCiL3ATNG9FUsozQoilwFkgFhiY1yxBMspTh0+22CYIKFqMYuZR72m0/eFXuUoPepjrnH29H8HLddCxI+j1XK4Fl5MMDJQQYToU6aMOddDFc1jZl770o1+Sdf194HrxuPNYm+M02WmMN5Wx1JSsGSPQFjhsaUHyNGmxBumeTFGS+06llBOBic8jVF4mhhga0MB83pWutKc9AK/zOvbYU5KSCcIlTWIS57qsxvhLO/7oo0/TpHUFKlAGLQzMKlYRS2zm3kguohzlqE1t8/k85iV4K4qPBBb3iFsE3PzSFRa9dTJejRGQ3G5WKybSAda3hVc2aG94JSjBtbTaZysyBRUwNwcxjGE44ghAecrTk54JymP1MHl43Pnml2BnU2DePBg6FMLjFqI+4iNmMAOAkpRUX7xnsMOO0WjG7rWoRRvaJFnvZBVY+nr8HMnXI77DqH+63e8UmJxkWYoh/kF4xab8ghstBBOKJL/QCfmoeeQwR0xvbD3pqayHsgYVMDc38FS5AhSiEH/zNwBf8iWVqYyNAUbFe6fpsAbOVQB4l36xIwhRVgNpZjGL6UKXJMveWqiNNAFuFjvMgXoLnqnxD8luIc1mRtwJZMTdQFyNKcsTC3jFGhlSPH8yNUKBKaBs8S2GUtY5FH/8WcYyQHNr+nSBqyAF+Yd/AKhyWksA5dhqnurYzW5ucCP7hc5BdKCD+fNfr8M3n8WVHa/+Okb90wXZIEgtqIQFaRISmaqiBm1k/VPBlEICRQO7UcracihlnQu4xCXzZx06ClIQur7OyEI/MMS0Ga4qVc2LiZWpTIxp90xnOivFnQRPo9D/9yL0m7+UUNepxI2W0xCezcqIBQrXLJbseF8Cj2xTDrZ5sir0mwfz3wUxew78fC5uZ60iy1ExGHMZRow85CEPl8/h4x9seXrc4AbBpsOAARdciCSSAAIwphSFN4/ijTcATXfAV6O6AC+jKemcp6if8sBGx0NbfZIpNUUNEGtrJNhNs/Ne8KEbdY7aZrXIingoZZ1bkRKjNPD0KEEJ3E1HW9pygQv0oY85QowiIU+njHQSdEYdOfGrUjDGgLNR+0N8ySEzFOs54BMA9Ea1Uza7UdMgeZAd7KA85VOvqLAqBIIXqct/CdzvJM8XdwJpHBIFQL1KvrQOSrzxab+LA0E2Oe8PUV5EKWuFwsrpQEuKURgdOsbzEaOYDsBBTnCA42nq4/0HwXx960mi0fB0Hzdu2NsQIwQ/erul2s+lMpqP7HoHNLv/05wmjLB03pEiIyhlrVAkQRRRjGMcYxhD0x3QZEdbdjbdA1zJVjm60pZpjKQYcXvUv2cMAIc4yQeM5rDJl0xKTL6VdDihj+9pTtBjBHjHGBiXoq01HK8B61/RlPUwhjGNaUpZZxPq/UehSIIYYsybPqqegqon6wCFsl2OxtROoKjjU5uqlCWJgJ1JYABalfOmVXmfBOm8aS7bVsJn/kF8fTO1BdSDwIq034Ai01Aja4UilzKhsAfVw6NoEhLFC5V9OeFkByLhRMhL5X04cvoOBWONOBklL4RFpdLrI1CmnhZBjawVimSQyDirECMIY+rmbZlJP7rxLm+kWOcnJlEzmUgyj2z1tC7vg2stvyQVNcBtextKVi9KuE4r0wG6VFxQTPkc/jRF9rrIRWxRJnzZgVLWCkUyXOYyr6CF8PluKLTc8gvgl23Xn89fzOevFOv0ZyRHTd4YkyJSpyNUr0tSUT8lTK+jYM1iADQPjuSH689GX05IjF04sTaavbUzzinWVWQeSlkrFGlAxPs3O5HZ7GMkbXf4C7AxawVRJEIpa4XCijnCafzNgZgScooLXOdONkuksa8+PDL5fHqN1ywiQ15DLTAqFOmiN/A16Y5MnEEWsgIDBkrhhw7BMPoyjfkA7OAAezmSbNs2geFccrDlSqbsXkzInIHQaxF4BQjmM58/+TP1RornQilrhSIFTnKSBSygD30Y8TWcrNqH+z7TyC5lDfA7qwFtB+MxzrKaf1Nt81JQBN/dCMDf1oY3SxfA3y6Fr7qUzLv2CIBTjrb8WiAl73sKS6GmQRSKFLjHPY6YRq/NtoNriOVkkcg0KWqAE052HHey58WQSDaev4eTIXlnXRsu3KdbgLax5Z6tnsMu9mm4wrfAhTTJosgclLJWKHIhD2z13Dd50qsaEcPFE7cRUsIzaf35e7QKikBHesMl3KLdunDueWeB8IokUdMgCkW6cYIcEHUnSieIRfuS+8YYiDp0PVEdvcSsqE852vJyeZ9k+9MZnHAy3/ZE1ravjvd9ACfOc145B8tilLJWKFIh0HR44EHx63Cl1B6krpylxUqVz4rlI1+sgSbBmk106ajYRKZ5t+z0RApBuF5H9SqF45Xkw/eOazzl7EmlMytZ3SnxdYxIbltxtJzcggqYq1Ckge/5ng/5EADX4BhCXa1fWcdHJyUbz99LlP9h8fxccLQDdDiG16fhnqclPZn4RWvqHEq+z4O1IejETiKjg3iVV7NC7LyICpirUORljELQqkJCR1QttjSg+X8laA6AHQUejmbc2OT7eOgFy2pehn+1Rc6pTeH6xZEQHZRVYivioZS1QpFu9MAwiBdt3voRuISM4qtRcTmtNzWh/IVSybb4cQCcWzUJHtwH4IGAP/WXwBSQmWlZKK4iEUpZKxTpRgd0w/qV9ZuMH92SWocBBHbRTWixLfkN5XcLQb9Bx5BfjEQgOHRE8ihsFzz1V/0Qs55WZD9qzlqhSAMFKchKVtKQhpytAJXOPARR19JiJcAx/B+O1ow//vKiyG13XJKJDfDpN7C2PdC4MTx6SIwtXPUJh1u3skNcRdKoOWuF4nl4wANzRJQylywkhNShN8QfGfdn7oD36LJcOxPSBbeQuHKDDqSIC/770AvK/3UcWrQAIGIMxHwFhIQAUtuUqfS01aKUtUKRIQTgBgRn4TXscQlxxtEU59Ymdge3iziR8D1UmM3xJPAgXyw81qK9fDEe5vcDGjaEK5e1uAEt4jWNMCVFjkApa4UijVzmMk1ogo10oMopL05VXQgkYXicUWQ5ahyziaeM2/HZNwPotjTp6v4+cNcXOH8ewsOIcITGP9+CTiaZRpmSIleg5qwVinRwkYuUoQz+PuDrf4LnU9aFqHC2OhXPamdCTmJJd3dsDEnXNgpY+UokrFsHwLIusLQbMGIEXL78HHIorAg1Z61QWJ4efDLVHbvop+flab6tHS22JV378AuwqTWwZAlcu4pRwJeVQ2HdZK3CclNS5AmUslYoMkxRoAeYoqAnpiwtN/en5+9Pz1vx5h8u2MYmXVsC78yJxPjBAADOh8LB20DUFuAuGIHJmSe9ImeRq5W1HXb8x3+WFiNdRBNNM5pZWgxFmsgH1Ca+sl7bbj75HrubztzwuVeGkteS7+Hnd+Dnm2Ngy2YA9i8wIjmgFV5AeSFVmMnVc9ZXuEJJSmZF11mGRHKYw9ShjqVFUSSBN95c4QoOOmf+eRnm94tg1qC47daF/AugjxcFXcb7F6D86VjCKpcwnwe7QkjsY4hQZhkKIIU561ytrMMJxxFHjBgwiKisuESmYiMdEOi4xS2KUczS4iiSIZhgXHHFKMCgJ8G0RoQDSCHNynfeu/AZn8G8eQBE2wHR0Un0qlAAeX2B8abLbhaUe9HSYqTKkFPX8IwubmkxFKlwk5tUpCI6KQi3h9suTyAwEIA6O+CRUxhUqaJVnvdMY6WnFRkk1UgxQohfhBAPhBCn4+WNFULcEUIcN6W28cpGCCEuCyEuCCFaZ5XgCoWlqEY1/jMdk+v+R8kOH1HSdDyqWzJOUSsUmUhaRtYLgFnAb8/kfyulTOB3SwhREXgDqAT4AluEEGWllMlYjioUOQ8DBlo83QqYjNmdQpHZpKqspZQ7hRDF09hfB+BPKWUUcE0IcRmoA+zLuIi5h/rNwcU9+XLHK6jXZIVCkSTPM2c9SAjxFnAY+FhK+QQoDOyPV+e2KS8RQoj+QP/nuH6OolErLTk4plBpNhAIXu4wuQcMn5NNwikUCqsno8r6f8AENJukCcB04B1IFOINkgmaLKX8CfgJLLvdPF9kGd64sjLLr+PmDw5/AcIIi2qAzphsXUd7aFQty0VSKBQ5iAwpaynl/aefhRDzgHWm09to27qeUgS4m2HpshiHWA8GnDuMvdEt6y9mfgqSyLZX+K5yCRBQtyk0a5ew6p2H0OajrBdJoVDkHDKkrIUQhaSU/qbTTsBTS5G/gT+EEDPQFhjLAAefW8osQ5gVdQQRhBOeSv3nwx13bLBBhrgTGQFlq8CLrySuZ5QQmrWiKBSKHEaqyloIsQR4EfASQtwGxgAvCiGqo01xXAcGAEgpzwghlgJngVhgYE6xBPmBH/icz7P0Gsc5TjW0+Q29DXjmB5F8lCWFQqEwkxZrkO5JZP+cQv2JwMTnESon0KFDB0JCQti2Lf22W3o9vNAIXu6aBYIpFIpcSZ7YwZhZdOrUiTJlyiCEYNKkSTx48IBvv/0WgI0bN3Ly5Mk09WNnB23ziKIexCD06JnJTEuLolDkaJSyTiNdunRh2rRp+Pn5mfN8fHyYMmUKAO3bt6dv375cvHjRUiJaFe/xHrWpTXe6E020UtYKxXOS6nZzhUatWrUSKOpnadSoET4+PplyrYIeMOuTTOkq22lFK3awg/GM5x3ewRFHnHFmEYssLZpCkaNRI2sLEXAffvsh7rxL3zibR3s7qF7GImJlGG+8OcABnHHGC68EZTbY0I1uGDDQhz6WEVChyOHk6pG1SHKPTvrp0aMHQ4YMSbXeunXrKFq0aJJltjZxlh8SzUtm0JO4ZIhJWF/owFafqBurww47XHHlOtfxww9PnRcRDvDGEnAPieJ2YYkEbLHFBx9s1PhAocgQuVpZy6Q3T6abxYsXM3Nm6nOu7dq149atW4ny3V3g76lQtZR2HhUJf84Fd8+4pLdN2KZBFVg8AdycM+MOMh9PPClGMS5xiSCCsNE7cKMY/PAhOIXD1nYP2f1dLV7de4wbftrvoTWtmca0VHpWKBRJoYY52cDwt6BNfTTfH4CDA3z0VertujaHJ8Ew8n8QEJR6/ezAE08qU5lhDKMjHQEt6vbfr8JrK6Fg8H0aX7nAuHVjqOJ/miNTXiD/sRge59P+q/niSyEK4Y9/CldRKBTPopR1Gjl8+DA3btxIdpFx9+7d3Lt3L+m25+C6PxTPwHVrloPihaxDWbvjzpd8yVCGmvOWdYEnnvDRD2G8vfcv6l/bx7t75ydo9/qJxazo3JvXVkJXuhJJJJ/zuVLYCkU6UMo6jSxfvhyDwZCinXVyZnthEfDz3/B+gLYHPyYGtq9OWOeFRlr41fgcPgcfTocj5zP9dtKNPfZMYxr96AfAqo6wvx7MHQChbrHMXPYZA3cmdhMogClrB1N3oqasAXrRi4UsTJeyLlcM3m6fMO/LuRCdTKRwhSK3oZR1Oli1apX58/nz59O0g7H5CzBzGDwJAeeNWl5sLOzZnLBemYoJlfW56zBgMhy1kujW9tibFTXAv63gx/fhf0veo1CQP6+e+jvZtk7R4YzYM4gJo2Yx2jT9M5axnOY097mfbDuA5ZNApwfvfNo8fnwqFodYI1y6CZ/PzuidKRQ5A6WsM8iaNWvSVO/YRdh9At5pD6RjsfBxkPUoaoBQQulEJ1ah/cH6YiIcrQkzmw3h6Nc1U7S7sTXGUvfOFv6qH5fXiEY4p/JAts6GZjWT95/SvrH2MywSDEZtbl+hyK3kamWdHtO9D/mQd3gn84UIAedpaIHRQjySrxdPVInmec+aMGLkPOcxYkSHjiJ3wC0YDnpXoMSEa9wd4QuALhkLnDIPLtHvZjdGTPqLSSO12z3MYYpSlDDCkmxTqYSmqKWELYeg++iE5ddWgasTODtAsczZj6RQWC25WlmnbronidIFY290w9F0ZAlRpmS6pkOBIL78IWGV+KPH2w+g6ftZI8rzcJ7ztKUtK1mJE05sag2lL8O1Et7Y/hBD7RuH2Pp9C5yjE/t31UsjDoYQpnwOfjfgvbmaZclDHuKEU6L6Lk6gMynqw+eg9RDtc3wKtIb7/2imkXY22maiKBUWTZFLydXKOjUibQKZW6EWb1xZlXrlzEJICqyshu4ZC/cnAeAWC0/3wTyrmKyFTWxiJCP5ju/QSShzCa4XFxh1eg6UqEf3t5fw8+K+FAh9lKBdlN6Om/mKIXVw1xdCncElTNvdWJayXCTh4ux/s6GAJwSHQZ1kXniiYqB8N/BfD11bwOkrMP6XrLpz6yapZ6jIXeRpZQ3w2OEScypVztZrvnE68Tzs1jXQPQg8s1WSjHGNa1znOsUpzqY20HkFrOoECFhb9VU+ivyWbkf+ovHlXXhEajaHD71K8Gv3HwGY8CU02Qktt2o7G//jPwo/E6pz13GoUgo27UeRCo1oxBrW0Je+xBLLQx5ygAOWFkuRyeR5ZW0J/pxraQmej7/5mza04X20uZolrxtwmD0fBgwAYHGdniyu05Oh275l4pPbOAFFXAuyAHhqgX2wC9Q6DB5B4Iwz3enOEpaYrzFsJgSFwYRkPadr0yTvddI+n7sO+04nXzc3M41p5COfefH3Ahf4iZ/4j/84xjELS6fILHL1dnNF1vEHf3COcwDYGGDKsFiYPDlBHefmHyFemw6vTYdWn1MBLbLydKDaezA6/xdEEYU77nzLt4kWeMfNT3mhVa+HL/tqn49egM1WHEAuq+hLX0pQAgkM1Uz+KUc5pjOdH/iBuczFG2+LyqjIHJSyVmSI3ezmDncA0KOnR3hH+PpraNYMFmnuUDtBsku2rwAbFrcn1kF7ufPGm2Y0S5cMf0/NmOy5iWY0oyAF6boMZg+EZtvg02+0soY0pD/9WcMaNrM55Y4UVo+QVrCSJYTIEiEiiMABB2JEBKG21r+12S26KHpsucUtilHM0uKkig8+HOAAxShGLLGsZjVdOy6GX34BT08OAy+k0L4UoL8IF8pppnwhhDCSkcxiVqrX3jYbmtYAnQ6OX4RWQ+Dhk0y6sRzCh3zIJCbhgguF7kKQezSnK0/myAsl+XxKT8aMg96/aXUlkmtc4xSnzD5dFFbJESllrSRLpJQWT2imxZmeggiygrtLXzJilFe4kiXPIyuSAw4yjDApkTKWWDmvZ6RESvmLlDJGpkyglNI9Ssoo27j7H8MYqUOX7PX0OuS66UjDXqTcj/Rfj3Sws/xzyO6kQyfHMU5KpIy2kdLnrlF6BoRJyWAZqxsiQ50+lsOm7ZAej2PkmQpGGWUrpdH0OwolVI5hjLTDTgqExe9FpQTpcHLaIVePrO2x5wpXsqLrLCOaaEpS0tJipItLXKIUpRAIlr8Gb/8Koa6kaWR9FfC+B6eqQIFHIJG8z/v8wi/EkNDJt7MjzP4E3mobt1nm+EWo2TsLb85K6UY3lrAEgaDufjhYRxJlPwy7GKO5ztMvVdMdg7le3Iu9DdywixYUfKg9Z4D2tOcYx7jLXQvchSIJkh1Z52prkCiiKEIRS4uR66lEJSKJBKDLCjheHSaOSr1djVvHuF64Kvd99LRfC/vra7tOf+RHDnOYIxwx1/Vw0RYTe78S137vKWjUP5NvJgfgjDNlKINAcKk0hLrAC0du8eyQ56l16M6m3xOrFzTZOYQit+356FtfitwWFL0N61iHRNKEJoQSynGOZ/ftKNKIWmBUPDcGDKxghfm8+nEodgM2gEmFJ8H5zSyf1QaHGK3GIy/Y3TCuuC1tccAB0AIwfPE2fNQ9rnz1DmgxMFNvI8dQgQpMYAIAY8fC2Uqwtv08bGONybaxMUj2NvyOKZ/PY84Hh5jf7w6LesKj/NofyF3sYiMb6UlP6lAnm+5EkR5y9TSIIvtwwYVpTGMAmq31is7w4Q/whi84AQWAIQ8uwgHTitfBxfD4OpNajeCLVyeCEPT4HX7vFdenN94E2j7gu4/g/c5x+b+ug49nap4M8xrOODOTmfSlL9uaweDvodHuPUz9dDWuoWnfa7+rUUl2NC1NtF1DjDoPxo0BvUnXH+YwG9nIb/zGJS5l0Z0okiHZaRClrBWZRj3qsY995vMXDsNR06S1K9AmyJ+X/x7J2/sXmOtE622xnxkFQlDsBkz/WJtKAfibNRgmdaZT87gR4/w18MWP8OBJNtyQFeKNN/fQglyM+xLGjoP9dadT9+DNDPW3pUVZHudzYsVrvfG+r+P7IXFlu9iFP/70oQ8RRGSG+IrUUcpakfU448xHfGR+RT9XHhrugSfxHHUXCHnAnD8/oMtxTSM3+HgP+0rUN++/L3QXFvSBVpsBJFTbDXObALDkXxg8Ax4FZt89WRN69BzlKFWpyqZW2kLuwNnrGPrdDpzDM+7BSgLHahTmQUFPvpj4LgCfTIPuf2rlxzmOAQPnOU9PembCnShSIFllreasFZlGGGFc57rZ0qDCebAtWwlKleKpZ6qHrgV5u9ev7CjdBAmcKFwtXth3if9vk3myczWaChFwqRpI2HpIC8aQVxU1gA4dVaiCBB7nA/9CkhLXHj+XogZtIbLmsTu03HKGf17+gm5/rWHAXEnB+5KLZaAa1XmBF3id17nPfT7n80y5H0X6UCNrRaYiEIxmNKMYhS22xBBDAQoSVN4HjhwBJ80dqs5o4OK4sjT8eA/3Xb01hb10KfTuzZ8jo+m2+CBceAGQUOIMxj+qYDSkfO3Jv8G4nyE2lXo5lcc8xgMPjrwgqHsARk7axLgxGzSr9EzEKMCo0/H60j7816wckQ723PMR2MSCc7jm29yIkVa04jCHCSEPLh5kHWpkrcgeJJLxjDc7FbLFlhtch6tXYUjchKhRpzmDvTkq3k7N11+HTz7h7mMjkfmvgy4WEBDlhO5hYWxsSDG91xla1c2+e81OilMcO+ww6AXXi4NzWCQFHoZmuqIG0EmwMRhZ+dovPMn3ORXP3uaFIw+pcxAulIXH+XXYYMM2thFEEJWoRAlKZL4gigTkajtrheU4znFa0xp33LHBhkYl3mL3vHnm8lo3DuEUHY6QkhcvbWd7WZNfkDJlGPa5DzZvdqHMySW0Cn0d3d2S8Pkqrvd/i/MkHz140UbYsDer78wybGITzjhzzwu6Loduf55l8A87s+XaR2pNI9DdgTf+7MOQmVD3gBf19xWg3n7wCBKc5jT++PM2b3OLW5zlbLbIlddQ0yCKLOMwh3nBtIfxfDltDvspA3fMYuLfX+AeGcxd90IUnhRvB92vv8Lnn8PDh8QQg41pTDGTmQxlaDbegXXQgQ78xE94iYJ8PQK+HxzClM//ps9Cy7gZ3Ni6PBvaVqTI7Ro4RLoxcHac2d9udrOUpfzN39zghkXky+GoaRBF9jOFKeb5TO/78P6cuLLZTQcxqNssovR2uEcE8fGWaXGFb78NxbTpkU/51Jz9Ii/SmMbZIrs18T7vU5CCGPQw6isodvOJxRQ1QJtN5/l+yEpKXl2O3rCMITONjBmrlTWiEd/zPbNMx9ONTYrnR42sFVnKi7zIFragR8+j/PDlePjfB3Hlrc5uYuPsNgQ5uDO59XCmtBquFezfDy+/jGuggWCCzfU/4AP+R94KY76RjbSmNa+ugd2NwtnQ9kfqHbCOUasEtrYoy+N87szv15N262BwvPii29jGIx7RjW4WkzGHoeysFZYjwVSG+0KGzrGFN9/UCqWk9MPLVL99nA4n19Crz+9xDb29EQ8e8hIvsYlNADzgAZ3oxF5y6eT0M4xmNJ/zOc444xoMzmHB3Cs0OvWG2Uy0rY4bfvnY0PYFZg1qy7x34cUdWlkssVzjGv/wD0MYknJHCjUNorAc8X1zvx/Unb7v7IEtWzTbayG4XLAMK6t35t8Krfhkc7yIAleuIB3s2cxmOqPtNy9IQVxxze5bsAgCgTfeOONMjaMQ6WDgcukJlhYrSexijJS5/IgP5mzmaM1P+eHDM3g+NhCQTyJtbChDGd7nfYIJpgc9sDEdirSTqrIWQhQVQvwnhDgnhDgjhBhiys8nhNgshLhk+ukZr80IIcRlIcQFIUTrrLwBhfUTQggPeQiAHXbkj3LB7qVX4MABuHcPpMSo07OoTi+mtfwkrqGLC9y/j0QSRJB5OuQf/qEe9RBmv3K5kw9Mx2NPCHaDgg9CcA57vg0wWY1trBHX0GiWd/mJx/mGUX/fQ6qdCMHfBx752IKLK4tYRLTpKEpRvPCytNg5grSMrGOBj6WUFYB6wEAhREVgOLBVSlkG2Go6x1T2BlAJaAPMEULos0J4Rc4glFBqU5sLXAC0hcd+9MO+/otQtCgcP65VFCJx2He9HqpUYRvbGI32+i8Q7GMfTjhl301kM2644YcfAkH3JXC1FJwvPynH/HkSpnSx3ER2N5pIhzU3aLzrIUNmwqHagjBngUBwk5sc5zi1qY0ffpYW26pJVVlLKf2llEdNn0OAc0BhoAOw0FRtIZhjBXUA/pRSRkkprwGXQflczOvc4AYf8ZH5fDazKUxhiI2F5s3h33+TbujsrO1sBC5yMYEXuNd4LUtltiR1qcunfMrhF8C/ELyy7jQ2OXRrZr4nERysO4Pfey4iwvEI3f4KYMYwWPIGGHRQmMIc5CDzmc8bvEEhCllaZKskXXPWQojiQA3gAOAtpfQHTaEDBU3VCgO34jW7bcp7tq/+QojDQojDGZBbkQO5xCX+4R/z+WAGY4stBAbCO+9ozpl37Ejc0MsLevRgIxsTBH6dx7zEdXMB+chHLzRfsQt7w6mqMGPYahwjYy0s2fNR78ANlrz5G9M/Xo1R9w8D5kYydizMHKyVt6QlS1jCVKYyhjHYY29Rea2NNFuDCCFcgB3ARCnlSiFEoJTSI175EymlpxBiNrBPSvm7Kf9nYIOUckWSHaOsQfISgxnMTGaaz51xJpzwuApVqsDcuVC/foJ21Tbc5fNXdlCLWpShDAC96c1v/JYtcmcnpSltfoP48HtwCd3MiK834xYSZWHJMpfVHaoQ6OHIoFk9aL8WWmyFfj/HlS9nOQEE8B7vWU7I7Of5rEGEELbACmCxlHKlKfu+EKKQqbwQ8MCUfxsoGq95EVAB3hQaf/FXgqgyW9masMKpU9CrF5w7B4BTGByoA3995Et3upsVdWc68zu/k9twxNH8fJZ2haWvw4vbL+c6RQ3Qcc0pei06xLbm02m8aykjJ0GdA7CngVbehS68wzsc4ABf87VlhbUCUh1ZCyEE2pz0Yynl0Hj5U4EAKeVkIcRwIJ+U8jMhRCXgD7R5al+0xccyUspkJ9zUyDpv4YYb61hHYxoTTXTSr7v58yNs7bhlvEnhBzZmt6sjGMFCFvKQhxjImXO4KeGCCyGEIIFZgyDEdR0fT9+GfXTuu9f4RNnpeZzPibFjX2ZZ1wbYR8GFcgLXEG2hMpJInvCEIQxhGcssLW5W8lwj64ZAL6C5EOK4KbUFJgMvCSEuAS+ZzpFSngGWAmeBjcDAlBS1Iu8RTDBBBGHEiC223OQmjjgCmmmfCy4cDPiHqHs38H2gJ4QQVrMaO+z4hm+4x71cqagB7nMfgC0t4dOpBvIHhOV6RQ1gH22g0L0Q5nywjPvew/C9exu/G1H43pWEuIB0cKAQhVjCEqKJpgxlcMbZ0mJnK2oHo8JiXOYypSgFaF76utKVoQxlIFokXInkBCeoQQ1LipltlKAEF7iAtLVlcQ84WnMnPwxOdqkn12PQCSqcG0mkgy0Vz3ryw4eajxk3k/vsCCKoSlUiiOAOdywrbOahdjAqrI897DGPkKtTnUtcMivqAxxgC1vMXvvyAnvYo/n/9oNPpoVR7sKD1BvlYvRGycVyE9nWfBYG/QVe/uchX42CzS0h0l6b37/EJdaxjpa0TLBTNjeiRtYKizKTmXzIh+bdiAc5yGEOM4Up3CRjQWBzIq/xGj/zM4627kwaCXsbnOff1nnLYVVqbGxdnr9frcLKzlUZ/L0bHoHgFgw9F2vly1nONrYB8DM/E4117/ZMBuXISWGd2GJLFFHc4Abf8i372c9BLOf+01Ic4AB1qEOIC5S8GspP/f+k0+pTlhbLKlnatTr+hdz4eHpHnMP09FkADfZCt6VxdX7kRx7zmC/4wmJyZhClrBXWiUDQmtYEEcQ+9llaHIvwGZ8xghG440HbDXC59EMulf3K0mJZNRLY1Lo8/oXceOfXHhS9CZXOwLgxUOeQVieaaLawhT3sYRKTLCpvOlDKWqGwVv7gD7rTHQl4BEZzrMZkSl4LsLRYOYJoWx1XS3rxV7cajB3XlsK3wSUUDtaJW4gMIYQ73GEEI1jNaovKmwaUslYorJHhDGc847HFljIX4Z5PFCFun1larBxHtK2eCEfN5WqDvR9x17cgHoE6LpURCKmFHYsggmiiqUIV7nLXWs0/lTWIQmFt2GNPPvJhi63JDarE61GopcXKkdjFGHAPjsI9OIrTlSfzsMAnhDuF4n0/nI6r4UEBwMERd9y5wQ2CCaYABfDAw8KSpx2lrBUKC9GJTuYYk202woOCcFHNVT83ArAxGLnvM4q9DWZw1/cWNY4F8c1ncKQmxNgKnHDiAQ/4l3+pSU0Kmv3QWS9KWSsUFuZAHXicD9qtO4OwgmnJ3ES5iw85UmsaP3y4nFNVjtN6Uyi/vg2rOmrltanNEY7wDd/wGq/hhptF5U0JNWetUFiAQhTiW76lG93o/gf82R3uFhpFoXshlhYtVzO3fwNuFvNkxrCWjPpKh9+NODtt0Oz+73Pfko6jkp2zVkHQFAoLUIQidKMbqzrC/nowZuw/eARGWlqsXM+An/YigQrn7nPf25VPpnVk80vwxp/w8kYYwhAkkvKU5yY3zdGJrAGlrBWKbCYf+ZjPfABOVIPrJaDthrM4RsZYWLLsRsKcFRDoBCPbZttVBdBz8WEi7W2ov+8aazpU4f3/tcT3LvzeE0peE7zFW4QRhh49IxmZbbKlhJoGUSiyGR988Mef1R3grd/g6xHLeHfePuxirNKULIuQ8OtfUP4BGAX8VxpGvWwRScKc7Hji6cjbv/bgZNWy2EcJrheH8/IsjWnMYx5npzhqGkShsAZssOE61zHoINADIhwNFHgYmrcUtY0BZq/UFLUA9BI8IiwmjnN4NM7h0Wxo+yPhTnbYR41FSEdC7GN4HJWtijpFlDWIQpGN+OGHHXYceQHeXgBfTPyX15cdt7RY2YdLFHz1D1Tzx9pCtdvGGnl96VCi7B0JyA/1DlhaooQoZa1QZCPHOGb2MFjwfgjFr1vPyC3L8QiHIbvgxauWliRJTlYpxMrOdrgFw546MXDokKVFSoCaBlEosoludMMWW8IdYXVHaL7tIn0W5iEPgz4hUOoRHCkMtzy0vFfPgs46lqx2NmmH16P8OERCp4VBUPBdS4uUAKWsFYpsYgITcMABf3f4vecT5nxw2NIiZZzuNWHPNbj5JO1tznvDjKYQZgfX8gMSXjlnFcp6bbtKNN/mg68/jBpvRI4ba2mREqGUtUKRDYxlLIUoRKwe+iwAn3vBtFt/1tJipY+S+eHbTtrnmkXhWgA8CYfIWOi2IG19nC6UZeI9DyWvlibfYy8AZn8gocAcC0uUGKWsFYpsoB71cMGFGAFHa4ayv95CS4uUPjydYNMHUNorLq+Ih/bTaIQNA6DtXIuI9rws61KNcKc69P7NlNGoEViBSfOzKGWtUGQxU5hCc5oDUOKaxC7aQKmrOcxftY0uoaKOj04HZa3fEVJSSKDdOmeEdAGg/m4jQW3PW1aoZFDWIApFFmKPPZ54Yostge4Q6mLkZrExlhYr/Xg6plyuE+Bqnz2yZCJ7Gpbmi4mv4xAFIS7w5MVqyOBAS4uVJEpZKxRZyLumA6D2ISh+3R+d0fpesVNEJ2Bl35Tr+LrD9I7ZIk5mEW2rp5C/FzM+1kwp35x0jQt+ltuckxpKWWcRjjjSkY7UoIalRVFYiIIUpCpVAdjTAMKcYVfjmda2FyR1jBKazUq5zu1A6P9XtoiTWTzxdGdBn+4AnKoM9yYNhitXLCxV8qg56yxAj57RjGYEIzjMYZaxzFz2Pd8TifKulheoTnXzqHr8l9Bu3V7sovPQtnIrJsZGx6pODZnwpXa+wG8bhw1X4J5l5UoJpayzABtsGM5wAGqZjqdUpSpRRAFwnOP8wA8WkVGRtXjjzTCGAbD4TThTCWYN2op9TlXWIZEwbiOMaZO4LCoWhq/NfpmeAyH15HvcEoAdTWBTzHo4d87CUqWMUtZZyElOMohBDGAAPegBYP4JEEAAXehiPu9GN+5Z8592RZpxw43WtAY0f9UffbuaIreDLCzVcxAZC9O2wtYL2vmo1rDyBJy9BwYJe69ZVr50IIFX/x7Ahle08wsX/+aM3vqncJSyzgJOcQqBIIggdrGLk5w0+8Q9znE88QQgP/lpQhNzu8McJpZY8+f4ilyRc3DGme1sB2BBb1jQB5Z38c/5/qpDo2GXya/HmwshJApy4JuCAOYOKAHA3vow4tV7MOKOZYVKA0pZZwFFKJLgPMh0gBbO6akjnza04Q/9UrC11cqiCpt33halKOGEm/toQhPzHwEjRqKJzoY7UWQEgcAXXww6eOIJ479cRcstFywtVuYSEJ56HSul0ulRHK2pxygg5NgOHh8aaGmR0oSyBslkfPFFIIgllvvcT1QeRRSRpmO14yacxn2DUzg4hcO++nCjmJYeeOtwjHcc5CARRBBOOKc4RTHT4YKLBe5SkRJP/1hvaQlfjo/E80k4+pxmrpdLueftyolqdthHC24UiaXNr/4QG2tpsdKEGllnMnvYgwMO3OQmXemadCW9Hho0gIYN4YsvzNmvf3sDm8hYDPY2eDr5MTveH/yaRwUuYdrnspTlBjcAmMpU1qIt7hgxsoc9WXJfirRzkpOEO8LpytBnwcG85VnPypkw+h3GjHMnfwAc9LkF3btbWqQ0o5S1JRgwAGbPTpBVesNZOr31O04BYUR4OvLvtI4M6QP+LxTlfrXCjBkLxW5qdT0CofMq7fOnpgMghhgGMMDc5xGOcJKTKYrSph4UireL+METWK/0fYbpTnd06Ah2g39bQdmLlpbIytlYHppfgn1+WX6pnY1L8uV4Vwo+hHDbWN54bSlYl8vqFFHKOrsZMwa+/DJBVoUVx2n90SqcArShs+OTCDr0XQLAjSaluF2vONOHNCXU1x2A/I/gQF1T45Ur6H+wOqUohS22/MIv5n53sIP97AdAIhnJSC1ysx/0aafVeeMl8POJk+XOA/h9k/b5941w2nr3CFgl+cgHgM99+PE9uFy6BGtebc/eBvDp1G14mX7HCgABk5vBGW9YXSXLrxbiWo8Y2wJIYOzIaBg+PMuvmZmogLmZyAQmMIxh2GDDq7zKJjbFFX72GdSrB23bgr3mQ8H34A0af70Zn2O38biRsl/ga83KEOnhyNLlb2uOc55y7BgN3/qJAqc1k7/85DdHzo6PRLKGNUgkPvmg/vtrof2vKV6zywhY8V8ab15h5lWHbhSZ9iezB2nnJ6rC1ZLw0ubzvPdjJIt6/ZrzdjHmCt4E6iKROLzyGtHrV1laoKRINmCuUtaZyHa205SmRBKJI/Ec3wweDOPHg7u7OcvzyiN6tZyNZzrCOkngVsMS/Lp7aMKCK1cgNBTq1sU2ykgFKmiXZTB9Scang8dD8LprPq1HPSKIpHoZWGjyM3TdH14eCudvpFlEBYBOh13LVyj/zd90XwLDp8QVna4k8bl3lyEz/Vncc5HlZMxz1AM6AE603ijZ3N4BGWOVFlUZV9ZCiKLAb4APYAR+klLOFEKMBd4FHpqqjpRSbjC1GQH0BQzAYCnlpkQdJ7xG7lTWQmgLGPPng6NJeRslDkERDCkxHoeg9DuNkQIi8jlxpVV5Vi5+S7vGU/z9wdfXfOqEk/mPhkBwl7vYCn1cR/HGdwEEIJHY6sG9w1L4RBsWBoZC6S6SgOB0i5q30enA0xOHSHAe9TV/bepLsx0CIQVSQLCbgW3NI7lceiufTt0KWF382FyDplxeQtAOowC/60Zul3GE6NynrAsBhaSUR4UQrsARoCPwOhAqpZz2TP2KwBKgDuALbAHKSimTtZ7PDcraEUc2s5mGNOQ+9/Gp1AJOnNCUqWnawi44ksGlxuP4OPy5Pa9J4OCgxmwf35ZoF3uMtnqIigIfn2TbeDoLHi/V7L0jVw8lYt50c5lHYHxlIUFnNJ+VNpYjgAAMGAgh5LnkzpMITUmLgwe50awUrnp33IMFEpBC8t6Pkvd+nEOpK7dxC45QSjuTWduuKserv8PorwSNd8Lunn5w86alxUqOZJV1qnbWUkp/KeVR0+cQ4BxQOIUmHYA/pZRRUsprwGU0xZ2r+Z7vaUhDAIpX6winTmkmeiZF7XbzCe/WmY7zo7BMcZEpgLqzdjGh0teUOnZby7S3hydPkk3G61dBbwS9kTkDJfmeYE5HXoAzFbV0x1eAUW9Ol7nME55wnONUNB1Pd2Eq0oCUSIwY69SiaKQXpdac4YzDVe4UBp0U/DRAR81jg+iw5mtibH25lJyTf0W6iXCwofpxT0Z/JbjjC2EPr2mDmhxIujbFCCGKAzWAA6asQUKIk0KIX4QQT7+9hYFb8ZrdJgnlLoToL4Q4LITIwVFDk2HfPvP0hNvNJ5Rde5oubyzA68KDTOnezsWesu0qUbZdJTr+8iZd6vjRDmibUiMpaR2kzUbdtynIWceKCYprH4bKZ7TUaxGsbQd3mx2GRmvBRvvPXZKSnDEdX/EVXiilkm4MBgKaVaFy0Tb06L6WtWUvcMc0c7W9mcCg/5xpnwzmoVclTlW2zniFOQn/Qt783rMzAF9MhGPTe8L9xJvVcgJpXmAUQrgAO4CJUsqVQghv4BHaG/kEtKmSd4QQs4F9UsrfTe1+BjZIKVek0HeOnwaZxzz60Q8Ax3CIdATXO4G0+ng1lf86lmnX0dvb0HxCWxp+2iJRWSzwUUgkR37am6hMINnZsBV6YWTP43p8enZistd4WNGHyy9XZNmlLnR5vAL50zi+9RiFREeJa3E23i1pyVa2Ztat5U1ataLHw1bUqNCD91b74GzaxX2hLJyteBX3oJOUvHqC4jfSvhCt0IhwsGV5l1fo9XszDtSBQe02cviX9+H6dUuLlhLJToOkyc5aCGELrAAWSylXAkgp78crnwesM53eBorGa14EuEsu5iVeohGNABgxCQzCQLv+y3C5F0K5tacz9Vq2jrZJKmrQfpkTgyKZ8cmaxIVCInZL0EOBs/dolVQdEwFlCnB91UkKNb8NJYB3x7Dj19IE+3jg1LetWVkrMoF//2Ux/7LYbzfHZQE8vv0fP3ykp9xFKHexJHsalERvKMvo8YF8MXEFDlE5Y2u0NSCkHU7hzQDY2gIOX/nT2hV1iqSqrIUQAvgZOCelnBEvv5CU0t902gl4qpX+Bv4QQsxAW2AsA+Tq/bZVqUp5ygOwpLu27bvmvH05dqEo/6WH5L/0EI8SAZqyBmrO34ejQyHalNImW74dCkd3AkctJmbuYvVqfgf0Ky5yunBRag1ZxNTPoOFegIq8sh6E9Oa15aGs6PJLKp0pDDpB9yV9WdUZdjaGnx0Xw6YUjdKsnrTMWTcEegHNhRDHTakt8I0Q4pQQ4iTQDPgIQEp5BlgKnAU2AgNTsgTJjRjsbfh115DM71hA/yOfpFjFxceVrsvezvRLR7vas2LV+1Q9pZ1f/H00T86qfemZjWH3Drbf/5PZM0pSstdYfuul5dc7AHbRpZgxrAonq4xm8MzOlhXUytEZ4duPSgLwsABc1d+AeznbV3xarEF2SymFlLKqlLK6KW2QUvaSUlYx5b8ab5SNlHKilLKUlLKclPKfrL0FyyIQ2JheUFqvi+FmMQlCcKtBCSaFTmXtT90w2Okx2Ok10+bnQcIvjWamWCX0figrs2CzhdQJgovGswB59AgiVXiyLCE2loh717i2ZCL9ljjjvPwfzpaKIsZWUuymjkpnvJj6aSOmfDaVZV1eIMZGT45f9MlkSl0ZR7Gb2u7RN19fDWPHWlqk50a5SH1O2tGOr/kaAJd2b1Do0B1874Cvv8A93I6j/erzVeR0voqcztUWZQn2dX+uL1ZsRCoO7KXEkAXzmmHe7nibVilCCSUM5eMiy4mNJSY2nPAubal0xQHnY5e4o/MnID/YR+v57Bs7uizvRadV03lQsDD+Pm6WltgquF/Qhcul7ZFCcD9fDNHBDyEmhwd+QCnr5+YJT7iJZmC/ghXcqVeEO0XgThHNn3G9/cKcVq4eyLe3xnGrQQnuVfNNpeekMcYauXc86agW0ii5e+RWkmVIuHuuIAAOblG4+6S8JdHNOwQnN23kfOe8N4v2jmC7tlbDfOazCLVVOruJrVyOoh6VaTp5H/vyX+R2Ee3Nbl17QcEHn9F74WgiHIpztoK3pUW1KB99+yFhzg488YTW356B/v0tLVKmoHyDZAIv8zLd0fzidqJTsgEBvvgKbhbTPhtDAwnfmzjIaJUlR9AZUn4croXdafl1ewCK1PMj8NpjQu+HYIw1sOadJcm2s3eJYsSWuQDsW1KdTTObJFu3+Xt7adJHM4Gf8vK7TL78I0/ya3/bv+M7PtKWKBSWom5dOvoOpPODRrx8vgReAVr2PW9Y2PsuHVdvRYqblM8k2/6cwrZmZah5tCduwR7M7RPJByWnwejRlhYrPTyf6Z4iZf4xHQCDGIQ7msMmP/x4l3fN9SaOimvz0MuDuQN6mc9/7gvXS0BAeW+ajVqfoiVJyJ0gVr31OwBl2lbkwRl/glLx2qfIZRw4wGoOsLpDB962r4zvZ58zbporPvfh8298OfxCL4y6cyx86yavrN+RZ1yzPijYjBhbD6SAgZNDwTtHKeoUUco6k5nFLPNnL7zYzGbz+Td8Q3GKA1DgEYyKty+l0W54UBCEoSXe+Qrw/v+S6FxKunRfSPz3kEsbzmZIzrINr3Npb3GuHiqWqMyvxh0qNE3akfVRjrKABRm6piILWLOGX1kDZ09w3t4D38mL+H4I1DoCUIFIhwrYRxXl7V8i+eWdhTnWnDQtLHyrNpVPF6HAIzBghHf7WVqkTEVNg2Qj5SmPE06AtnV7GcuSrBdtC6ee8cX+5h9wsazE59htkOC36wptPkrf7hShM1K+6RW6fa29BQTdc+GvEa9w91zcHKd36Yd0n7oOj0Kaw6blX7bm7NYytK80kxondaxnPe1ol67rKrIJnQ778tWp5FqXri/OSeCa9URVSZHbtxky8z6/98qd6w23C3fENaQZ7sHQZJuBXS1swQr0WzpR/qytDT16c1SRpxziEMWIG+mKeOOgx54Qa3oPulAOmm+Oxd7kYvX1136h6J6rpjYpI3RGKr90kdfG/QtARIgdxli9uVynN+LopvkCWTOxBR8Pm8W9CoUJ9HXBxiiUss4J2NriaO+By/CJLNnaj+b/AWiuWQM9DOxqHM758v/x2Te5xzXrb71qE+70Ou/NtUMCnl6lCXqUI8McKWWdE9ATpzTrUtc8Dw7gjLO5XAKGuKp0XGVkd0PJsCJfoo+MITSVgOel692g60StbydjODbE7VmKRU+4Thv99y6xgNX5OyGkINoObAwoZZ2T0OnQSYHYf5CbLUrjiiuuoQKjACmMfDBH0v+nOZS9qFkQuYbmTG90sXpBtF0THCI7o5NQZW8op9sUhuAc6YRdKeuczipWmSPA2GFHiaf7wJ/hnjc03RF3ftcXQl2T73fBld7UC91vPj/mVIPuZf5MUKf0JThfHmKNUSxkYYKgvIocgl5Pvh2n2dvCEdd8fvj6xxU12gUhrtEsff0bnMJjKHo70GJiZoQDdUqz/pUPGT8GbheGFx9W5Er0OUuLlVGUss5NFKMYc5lrPq9NbfKTP8m6X30BuxvFnYc5w+7G6bvegwLagug5zlGRiqk3UFgvpUvTpOsPjFhaiqrhZcxKO8IBOq2CYjdv03nlWsqfv0/xHGBhFO5oy+nKTahz6FUA2o07wvr5neBWMvsNrB+lrHMzgxhEGcqYzwtRiK50TbLuPW+YNDLufBUruc3tFPt/MPJdCoQ5KmWdm2jdml4Bbal1GPrSF2ecAc016+yB4PXoBB6Bl+n5+yHyPUl/+LnsIiBfPv54cwwfzoJdjeD92+04c329pcV6HpSyzkv44ENn4hz9jGAERSiSZN3VrOYO2o7IQAIZxahEdR7wgAIUUMo6l9KHPnjiyQzMTjXZ1QhOVoUrpQ4TYxvO94NXWN1CZLStnq9GdWf8mNoADGu4gm9vfww3cnSEZ6Ws8zL1qIcr2sR1MYoxn/lJ1oskkp3sNJ9/xVe8wRv0ox8xxNCKVuwlcWADRc5Hj57mNKcmNZnMZHP+ngYQ4iqZMewCpS8/ZM7A5RaUMiEGnS17G0yj8W5Y3xY+cBjGzZXfWlqs50Upa4WGHXYJzAN/4zfqUz/Juv7444knDjgQRBAeeGSTlApL4YgjhSnMKEbRm96AZn10uTRcLh3D4O8DGTh7F0Nn7ki5oyxGArUOj+BILS1A9Fy3Jbyn+wACAy0qVyaglLUiaRxwMLt49cGHsyTcEfm0LIAAClAg2+VTWAY703GAA5ShDDbYYNQJwp3g+8GxTPvEwD8vz+GFIzexiTVm+xRJjI2OKPupuITZsLORkVadfyRq2MBsliJLUMpakTH+5V8qUYliFMNAnoohoTChR88tbmGLLV54mV38tlsnOVoTDtYZi0NkDAUeZZ//kZpHxrG/njs6o2CN+390edw8266dxShlrVAono9ylOM3fsMXX/OCtQQa7gGPwEDGjv2Zgg9Cstzk72wFb0pf/hC7GFeu+UZRctQv8MEHWXrNbEQpa4VCkTl0ohNd6cpLvIQXXgDcLwhDv4Pi1y9Q9eR+mu64jK9/1uwgHDN2KENmlsAtGGa3vcbQtSWz5DoWQilrhUKRufSlL0UowmhGm10hHKoF618BOAw8ZPjkLZkakX1VxyrUOvwaRW97Em4Tg/PAT2FmyqHuchhKWSsUiqyhG93wwYfv+M6ct70p+BeCf14+jmNEGHPfW5op19pXrwelL9fB6xH0mBfOknedM6VfK0IFH1AoFFnDX/yFPfbsZS+d6cxwhvOiybKv7MXqBLkbqHOgCC22XuTrkesyfJ1f+9Sh4IOKFHgEEsmK/7XIpDvIGaiRtUKhyDQcccQddxaxiBZoytSoEzwoCJtfiuHzKRF8P3g5XZafANLunlUCYc4voTe0wzESahyRHK/nADHRWXMjlkNNgygUiuxDjx6B4AY3cMMNF1wwCs2178DZRpZ1lRyqPQmfe8G4hKWucFd0rsrx6m8z4Usd4Y5QJrY4d2Ny9Lby5EhWWavo5gqFItMxYCCWWApTGD/8uMQl7kt/bGPhpwE6nuTT02fBaOrvm8Sl0l7cLuyebF+R9jYEu7nj+URTVy1/vcXdfJHZdStWgxpZKxSKbKEJTRjFKCpTmUIUAiDSHtqv1VyzvvHnGspefIjfzYR22kdrFGbSyM9Y3hVOV4JutxtwNmifJW4hO1ALjAqFwrLsZCetaEVvelOHOvSmN85RzmxuBRfKFmHmkIH43DuO16OLdF9yFM/ACCIcbNj+Yg1ab9L6mPrCVs6G34Mgy96LJVAja4VCYRH60hdPPJnKVHPezsZwrAbcLnKIWJswRny9mTYbJ3L0Bfj3JRgS2Jvzh36zoNRZTrIja6SUFk9oi70qqaRSHks6dLINbeRwhifQCjsaS7murVF2Xn5B7m6g5X1VaonE19fiMmdxOpysnrS0olbKWiWVVHLCSZajnCz3+a9yexNNMxiR8mJp7fPGVlJ6Df3K4nJmQ0pWWatpEIVCYT3Y2+NosMd21z6utSqLW4hmBrjUZhVv6N+EqJwZgT0dKDtrhUKR88hPfv7iL1rS0tKiZBdKWSsUCkUOQG2KUSgUipyMUtYKhUKRA1DKWqFQKHIAqSprIYSDEOKgEOKEEOKMEGKcKT+fEGKzEOKS6adnvDYjhBCXhRAXhBCts/IGFAqFIi+QlpF1FNBcSlkNqA60EULUA4YDW6WUZYCtpnOEEBWBN4BKQBtgjhBCnwWyKxQKRZ4hVWUtNUJNp7amJIEOwEJT/kKgo+lzB+BPKWWUlPIacBmok5lCKxQKRV4jTXPWQgi9EOI48ADYLKU8AHhLKf0BTD8LmqoXBm7Fa37blPdsn/2FEIeFEIefQ36FQqHIE6RJWUspDVLK6kARoI4QonIK1ZMK/pDIjlpK+ZOUslayTksUCoVCYSZd1iBSykBgO9pc9H0hRCEA088Hpmq3gaLxmhUB7j6voAqFQpGXSYs1SAEhhIfpsyPQEjgP/A30NlXrDawxff4beEMIYS+EKAGUAQ5mstwKhUKRp0hL8IFCwEKTRYcOWCqlXCeE2AcsFUL0BW4CXQGklGeEEEuBs0AsMFBKacga8RUKhSJvoHyDKBQKhfWgfIMoFApFTsZaYjA+AsJMP3MKXih5sxIlb9aS0+SFnCdzRuT1S67AKqZBAIQQh3OSGZ+SN2tR8mYtOU1eyHkyZ7a8ahpEoVAocgBKWSsUCkUOwJqU9U+WFiCdKHmzFiVv1pLT5IWcJ3Omyms1c9YKhUKhSB5rGlkrFAqFIhmUslYoFIocgMWVtRCijSmizGUhxHBLy5MUQojrQohTQojjT126phQpx0Iy/iKEeCCEOB0vz2qj+SQj71ghxB3Tcz4uhGhrDfIKIYoKIf4TQpwzRUsaYsq35uebnMzW+oxzVESqFOTNuucrpbRYAvTAFaAkYAecACpaUqZk5LwOeD2T9w0w3PR5ODDFwjI2AWoCp1OTEahoetb2QAnT70BvBfKOBT5Joq5F5UXzj1PT9NkVuGiSyZqfb3IyW+szFoCL6bMtcACoZ63POAV5s+z5WnpkXQe4LKW8KqWMBv5EizSTE0guUo5FkFLuBB4/k2210XySkTc5LCqvlNJfSnnU9DkEOIcWUMOan29yMieHpZ+xlDkoIlUK8ibHc8traWWdpqgyVoAE/hVCHBFC9DflJRcpx5p4rmg+FmKQEOKkaZrk6Suv1cgrhCgO1EAbSeWI5/uMzGClz1hkQUSqrCQZeSGLnq+llXWaospYAQ2llDWBl4GBQogmlhboObHW5/4/oBRaYGZ/YLop3yrkFUK4ACuAoVLK4JSqJpFnkeebhMxW+4xlFkSkykqSkTfLnq+llXWOiCojpbxr+vkAWIX2+pJcpBxrIkdF85FS3jd9AYzAPOJeEy0urxDCFk3pLZZSrjRlW/XzTUpma37GT5E5LCJVfHmz8vlaWlkfAsoIIUoIIeyAN9AizVgNQghnIYTr089AK+A0yUfKsSZyVDSfp19KE53QnjNYWF4hhAB+Bs5JKWfEK7La55uczFb8jHNURKrk5M3S55tdq6cprKq2RVupvgJ8YWl5kpCvJNoq7gngzFMZgfzAVuCS6Wc+C8u5BO21Kwbtr3jflGQEvjA98wvAy1Yi7yLgFHDS9J+7kDXICzRCe2U9CRw3pbZW/nyTk9lan3FV4JhJrtPAl6Z8q3zGKcibZc9XbTdXKBSKHIClp0EUCoVCkQaUslYoFIocgFLWCoVCkQNQylqhUChyAEpZKxQKRQ5AKWuFQqHIAShlrVAoFDmA/wOrDnzSdRZA1gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes_with_bb = shapes_with_contours.copy()\n", "for contour in shapes_contours:\n", " rect = cv.minAreaRect(contour)\n", " box_points = np.int0(cv.boxPoints(rect))\n", " cv.drawContours(shapes_with_bb, [box_points], -1, (255,0,255), 2)\n", " \n", "plt.figure(figsize=[10,5])\n", "plt.imshow(shapes_with_bb[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "ca930b9f", "metadata": {}, "source": [ "Poniżej mamy przykład z okręgiem przy pomocy [`cv.minEnclosingCircle()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga8ce13c24081bbc7151e9326f412190f1):" ] }, { "cell_type": "code", "execution_count": 25, "id": "459140d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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c/p6VeH1JgiO/yIoa4OYDRVGnBx98+I3fDOdjGcsCFhCNccVWSJbaP2fkMIdpQQuDj+XylGcKUywsVdqpTW288QZgWwdNqhQ1QPm7zal9rTsqVDzKL1vpnLv7F1SvDtOmwYYNRkUN8OiRnNenD/tHV6fxhhfE2oBDrAu1r3WnyNPqFHY1U1EDqLVQX1bOxSlu4r5VJcHhn42Kevl2+N8S2LDfmH7dCoOmydcrl4Q/vodi+VL1FmQp2XcaBEAIDn9Shib7/TjQTMIFX36c4wtR+1ATyxwKo4n3hW/M/6jF5wz5zAuvUPnWr5UVdPx0FyEDv41rEiFkX9Wt68LzJD6/uTwwKa+QduywowxlAHnqYy5ziSbawlIlzjWuUZziPOEJzjgn8KGebUnlh7jfjp8o8rQ6AOFOUPmi4PWVw9C/P4SFJV/5/n24f58rPcpR4tpj7pWyRwIaXuyDOHMeiv6SpDhxv9lx15P8CZegUgn55d9HYdgs2YorPjGxsqsIF0eYNRxKFJDNca2V7K2sAXHnFoeGV6HT70dYNdAOhygH7GLlJd/xmPo4lVAhocI5EEJdBIE2oVT69RraRu1BJ28tbj4ELq2GgnnkX+fcCd2LIASE6g1Kdh2HsT9l6i3maLzw4j73AYgllkACrVZRx/GKV4QRhiuu9KAH/vgzmcnZytbXDrt4W/UFXWfkRqTi4cUx2g0bnS0CyPUSIp/6Q7Nmhu9RfFxdXdFqtUREvBH1JSCAB9VzUdovhJulwU7jCBonAMYdhWfh8GMj+PKwXPzdYtBNP3gecRBmNsbE2YA99qhRJ9iCHh2bUFHHEasxfpetnWyvrAG4fIltfdxxHziQKa+/pOvpghR76oStJuHtPc4HYa/uUevfSELqlYcGpj/hOh1U+EB+ndcHDiSiiHUCyvdURtQZwQMeYIMNkUSykIX8SCoXuCyABg3FKMYZzlCYwkxgAle4wh9kn4CcoxlND3oAcKc4SEJrtrJ2ifDCMVqOb+pfDGLVOvD3N1HU+fPnx9nZGbVazdWrV7l27Rpdusgh9Z49e0ZIiN4hfGwskU/9eVigGAUfAYG5INIZnQhHI2CU0WbAxLJdF3diEwu5H8KLgvzAD1zmMjvYQYkCgARRMfAkhVCOwWGyf3ovNzlC1I178dq3IrL1nHUCli5lwqYylBm2iHWeu0jseG/gLsrka0pI3XIpatunr6BMj4Sp3PuKos4IGtHI4J/jIhcZTdK+Zi1pDZIYr3hlEg6uMpUTDdCcHWh4WN4Zai4tTg+m2s0Oct0joNFEQsuWhutlypRh06ZN+Pn5ce3aNSRJonz58vj5+eHn58fEiRNxd9cbT0dF8ah/C/rGhdv7fRyca2y+MLkfw6SE/ltOLpOfjG/cg2Gzk2/iz31Gz5k7ZssukK2RnDGyfpOvvqJvUteSt/RRyEKWsxwHHAgjjD/5M9my1rDA+CbPec4udtGa1oxlLBvZyBnOWFqsLEbAL6bmi4MGDaJWrVpJlIevvvqKTZs2ceKE3vonJAQ2bwJ9MGuQzfc23wZNEr/RjQvktJFmyuRMZa1g9QxlKD74oEHDUIaaWIMkRpaNrD8EfI2nZQteZ+G9z+WT9jeIt1EWeICKYXBsDhxrx2hG8xEfEfrGWkmOZ+zY9NUPCICFC4mvrDuWkO2sl19NvMp7pRLPz8koylrBInSgA+64E0NMiooasmhk3RfoDcTbUFeIh3z+XI6aQm19MuEWBJ2GY+3oRjeGMjTbKesGG3sipcNpU3zatWtH586dUyw3b9482rZtS0BA0jHxmhYEZ1tYcCFDRMv2vG1PEgrZlCwZWW8HnmV+N9ZG7nuHkDLIMdXRo0c5cCBlvykzZ84kKCgo2TKSBDV9YWYjObUpkiEiZlsUZa2Q5cxhjiHai7nmblkysn4NfAQ0Naa93zfHtUaInL5rhmtTcG0KxfUeGXU6iNXpDFFlbnMbm2z2wLpt2C10KvNl1knG+7XRAA8fGq4FBwenqIQBHj58iDbOO2bhIthskTe3aFUw54LsrEmjkxfyfZ3lFH/7uVb39i3yK8paIcuxx96g0HKT26w6WTZnHQ1EGpM2Rk2Y2lVOMWrCIuVgE876XXbr94Ld8u9Yz3oAnLFSU4Jk0Ng6k8z2kgRsaziV4xVltw73C0vY2ruCj4/hekhICNHRSdvKBwUFERtrdI9aNDw3uzs5AjD++xB2NI9m7FHotxs+3w9B0XKKjPe7/r/joBWgQc1rm4Qujl8EysrcRg0eCf1EmeBob/x/vgqyTrM9UJS1QhaThzwmCtpcv9DWZA1io4aLq5O+Xo1qWSeMJZDghac/UbbyTsVqN5zghNGvy6RJk1i0aBGnTp3i9OnTCCEIDw/n1KlTnDp1ig8++ICzZ+VQ5SoHJyovOYkEvMgFuW9MxvfuPkNbYbEwZL+ctvsbRZhSH2xU8NC+IF1LbkwgYlm9eW2F4rA0BY+vH7aW3RwDNP4MQsLT9rZkNoqyVshSetCDrshzCNvZbnbA0zSPrF1doXEq7HbNoGtT+W9AMBy7JL8+xjECCEBCYi+pdzOa1VzlKve4B0DnLSClMjbwxqaTeJT7ChJwsAm0P+ACTZsaro8aNYratWtTp04d1q1bx7x586hduza1a9dm506jD4deUV3ZrFeU/za+zd8tb1DGS3aNag7OYdBcr9vPcY4nPEndjWQj0jW5JknSPSAU0AIaIUQNSZK8gPVAEeAe0F0IEZg+MRVyIiMYYfbW8lSPrL/8Epydwdsb2rSB1fqh8KpV8m67dPDreHnx685jWKh3ab2QhfShj8ExkrWzmc10oQtFKMJPn0O/ibITu7TgEA0rR+dhxLClrHIaBjuMnu90Oh29evVKtN4oRjGd6YZz37v7aB24k74V4PIrWHNDnrdOjtwvYaLel9ZqVnOe8wnKlC0CzWrA/kRM4IvkhXcbpHiLVkFGjKybCiGqxHPrNxbYJ4QoCezTnysopItUjay/+05OkyfD0KFQooT8evJkWLoU8uRJsxyzh4ODHQSFwtc5w5U1ACc6/JrqOn81/R8/dfkAraTBKxB+/LkYAyrOgbVroUqVpCt+9hnflFjLd3yHDTY8zw2fzb3KoarLCImBKC28Uxg+rZR8/9GSHcMLz0v0mtDBp/rfgXJFYf4oaPSGSLk8YOl4eLehfD5jNTx6Yc6dW4bMWLbuCPqlflgJHATGZEI/Cm8RqRpZt2oFDkn42WzaVJ4aef48TXK0bwC2NhAZA3tOpqkJK0RixdCuLGrdL1W1rhT/FwS8dnvI178dwfc5/LCsJIOKlGTksOocKx8kO3cK108CN29O/xJT+XRXMcq98MEJiHSAjhsfk+t8V0Lz+0EIBEUBblDbF3LVNfbnGe9fKgTMOKpmwO8dEpVNIG8hj4iC1d9A+WKw4mt4FS9Otr2t7BoVYO4fMPU3652vhvQrawHs0QcP+EUIsQTII4R4CiCEeCpJknnL/QoKyZCh1iBpXKz843soqpE9tVX5MOPEsRRDGEI5ylGNalQ7B6J1amxC9EhwN+85w0Jx7pcSuV/C9tuliLYHIu6A3syP/xxxOemBa5isOAQCSRtJgWNVcIh4ZWhy0UX4th7kcYLiHgm7jPsoPAiSqKxfM/id3xNE7dFo4Yq/sXzRfFAsv2k7cdcePoegFDy7Wpr0Kuv6QogneoX8ryRJZsdZkCTpE+CTdPav8JZg9sh66VJIIfgEp09D/vzGEZ8Z2Omi8XHVYhMiT4G8yAGrMMEEE4tsQqe1dWZ//+s0X1E21e3E2EbQb6IdZe43ZuT6zQC4BzmiFjZAvCmnKIixhQiHKFrvjMX3VHkcQp/iEGFqax+hgdFHZEdMi5sn/AGZfhr8g2HPpy/gezkvkkhDUIj4XLwFdvo56Z++gp5Gf1M8eAZVesuvE/HsanWkS1kLIZ7o/76QJGkzUAt4LklSXv2oOi+Q6CyQfhS+BNIe1kvh7cHskfXAgVCpEtSsmXSZGjVSpagBZj74kuYh+wEomPiTd7bkIQ+pTnWcI2w4V8ORz8fmwyk0lRYVEmjVGq4W28fAcbLnwY+2LaHs/SYJii4aDIfKfUWhg1sB0CWxqKkTcvr438Svh3kU4UFh2Zt1BBG8SFzNAPIIG+SoMHGRYbIjaVbWkiQ5AyohRKj+dUtkn3bbkL0sTNP/3ZoRgiooWIoC0Q8pGCPv0vvvkvHLnxPoRjee8IS85EVnV5joQr/hdLVlyhVTYFmHpB+aC/qlu3kiSx4BSd7SeJKT/I//pb9RKyc91iB5gKOSJF0ETgE7hBC7kJX0O5Ik3QLe0Z8rKKSLVC0w/vUXvBmVJI7t2yE4OPFrSdApcAudAuUxR79vZYf2OYmVrESLlvxPYNLUAjwv3NDSIiXLgzKdWdXXGVsNhBDC1rdkPJjmkbUQwp83HEbq8wOA5ukRSkHhTVK1wPjjj/D6NTg5Qe7c0KUL/PyzfG3LFniZQuiQeJSJvIH9a9kWfNFGDAGVcxLjGMfLqaOYNV6Nb0BZioQv5F7hoeS5f9jSoiXgbsVeNLr2I05RnsTYwvCxAfz2XeLmezmN7OVxRiFHsYxltKa1WRtjUr0pZulS+a+zs6ygz6QtKEDhmAcUDn0AwJZDcgioxBjNaJPo2tmNX/Z3ZxZbKPQQJs6oxNdfL+Zlvr54P7GuYAofbHmHD/7Oh0s4RKii+e1wf0uLlGUo280VspRVrDLEKmxCE0NYr0wjPDzNijo+3+WbyH+u9ZK8XoUquOOOQFA7odNrqydi7zZaIs9VF34AMyaUo9ZZnxRqZS3Nzgyi/4ZOeAbJZn+1dNXh0KEU6+UUFGVt5UhIqPXHXe4SlMJxneuG8lLqrWYznUD9kVosEoMxPzAddEg8s/MlQmWeR71b3MpcuTIBgWAve+lAR7QqyPMCLrb+ixDvMhnk6To9ssGj0p25X2MuTtHuaFVQ9oqWq3bZ731OD4qytkJUqMilP2Yzm1j9UZjCuKdwlKa0ofy3fGtox5oUdxhhxCCv0vlg3ujNIl73PAAHWJRnMItyD06ymBNO2GMPyIF0zfUkaG0IBNsbBTFsqhzpZnMXZ15Vu4ZTbDEsdUuSkNA5N6N4xEYmfyNvYWy0NRC/dwpBTA5b6U0BZc7ayqhCFXzxZSc7E1wTCM5xLklloEJFFaoYFPNE/QHQnOYEEMBFLmae8GYymtFUpSotaMEtbhkUnVXhAEyAEJUrD+0KJrvr8Su+oos+fmBFKprtSdAqOXyYF4cH8IKfyE1ujjWQ0Ek3Gf9pLa6Wi8D9ldn73tJNYJ7K1D/uzfhVRpep97hH2LsdgadZJoe1oChrK6INbdjMZhPldZnL+CEbpgoEPeiRpLK26dSNter1hjF0hStQRm/Tuo99hBNOF7qwhz2ZeRupQoWKdrRjBztSLpyVRAFD4fjCuvxYM2nXNgUpSDnKZZ1cWcBf/IULLrSrP5WWl/LiFqpm3Jqz9F3qzyuHD/B5lPlOUZ4Ub4m33WbGrXIC4FF+OOFxnYVXP+MSlzK9f2tEUdZWQFvaUoUqfMmXBkX9kIf8zu/sYQ+HMc+ESrPmN7o7GUeA74w/QOMfjjGQgeQhD844s4pVzGMeJznJPvYl01rmspa1VKc6nniyhCXkJ3+y5S0yZx0ArADeT7pIferTne4ALGc54VixJ6BU8Bu/8VtxHSOazGLaDB/cQ+CnEcVY+96vPHT/A3/frXi8SCL0eDp4Wqw5LY7WplTscEbPckICnuWBrwZc548Tw+Hq27Og+CaKsrYwbWjDXOZSEtn9VyyxDGQgL3jBLnaZ39DMmWBnZ5L1L//yLz9wghN44cUKVpCb3ExhCte4xud8zkEOZuDdmM8KVjCBCXjiaZH+M4PFLCYMK/cGlBp+/525HYN5KTxZxXLyP5H4an5FLlaqyBPP1swe6o/nrRHYRQWlu6tgn7Lkjh3D0D9qUuNSOQo8lvNDCGFg7FB2HL7/Vll+JIairC1IAxqwiEUUoYgh7x3e4RCp/FAuWCD7xLBJ/N/5N38D8JSnhimQcpRjKUvpTnfOcS5N8qeXbnTjP/7DBx+WsIRPkvHrZU1hveIoS1m+4RsAJjGJ61y3sESZwNatrAH8PV5QevYOVgyAypegMg3J/7ohdiHlaLo/FrvIxzTc0D3Vzdtq7Bm3cj+xDu446MpTPF5ciJY7tQS1acHp16dJ7VciJ6IoawtRilJsZjM++BjmoOtSl5OkYT6wfHmj/2ZBkn4u97KXpjRlP/uRkChOcXaxixrU4AEP0nYj6eA859GhwxFH+tKXSCIZzvBEy1pkGiQZcpGLgxwkN7kRCG5yM8dMgSTG8ZBdnBlbAHvas5jFAFS6LCGoyZmGgNDgGCb7T5k8Ga5598XXf3+Cdm7UGca1+l+xtSNUPyubpnqGylNgcW5TAZrSlMMDbiN4nBW3lz0QQlg8Efd/ekuSL74immghECKGGDGQgcIOu9S3ZWMj+OUXgVYrEELYRAmxpGi8N3bcuAR1JCTxLu+KcMJFLLFCIEQ00cIbb4u8F844iwgihECItawVNtiYlomNFQgh2uzYEed+OEvTrpYtje/nO+8Y5CpCESEQIpZY8TVfCxUqi3+usiKpUAk77MQKVohwwkU44UKHzuQbHasWIsYmRsSooxKkaJtYEWUnhFYyltdKQoTba8TCfuHCbvAIYYedkJAsfq8WSmeS1JOWVtRvm7KWkIQGjeHuZzAj7e2NGmXyRubzE2J5/uSVdfz0Mz8bCkcRZbH3JC95DXLMYpZwxtl4Xa+sW//zj9Uo6+IUNyiotay1+GfK0skPP+GPv/DHX7zkpVnf+sc8NtQ5WNBfsHq1xe/DSlKSylqZBsli6lPfYAf9ilfc5nbaGvL2lmML6il9HKY0hZBU7BD2w49AAvHEExUq6lGPYxxLmzzpIIYYznKW6lRnFKMII4wZzLDKxbra1DZMI4UQwlUy3iIiu1Ga0obX7/IuIxmZYp0hDOEa1+STh0AOiLyT6Vh6VP02jay70EWEEioEQgR4CjH44wuCjz82JhcX89ry9BQsWGDyJv5aRIhtvDGy3rRJUKRIsm2NZKQIJlgIhAgkUHSgg0Xem9rUNvlUfM/3wgFHq5oGafPOHPGMZwYZT3LS4p8pJeW4pEyDWEO6wAUhECLCQYh+yxN5I375RTBjhmDChOTbKlfOpF7rxUKsc0tEWQsh6NIlRbkGMtAwh/4f/1nkvclLXrGGNSbCL+QnoYrVWsU0SKdNQtwtbJQtmGDRi14W/0wpKcclRVlbOo1lrAgiSAiEeO2RwhsSESHYutWY6tY1tuXsLNi/31C27UIhVnvLinobQvzlIETf0eYr6+8GIbb+iIi1DRMCIQIIEMMZbpH3KD/5xR/8YRBehxDruwmLj6zbbRfCv4jxHxRLrGhJS4t/ppSUI5MyZ21palITd9zRSdDwSAqFHR2hQ7xAf1WqQEiI/FqthrLGoKZFL4JbgLGoXRSUS6H9RlXk4KEARfKBiyOwvB70voAXXkxqWJUIL/g1iwNwPOYxwxiGO+60pjUS0HUjXK4ALhaavq53DCpehnzxXFHUpS5nyFw/z3WpyxI5RKlZNKUpr3iVckGFbIuirLMASX8A6ISG6+1Lg/8tUBmdHk7oAOWOwoCHEBNnMi0h+0UsVChhowLaLYRmK1Mvj7sLVCguv9bpQKsDCl0HdKhR4+kiMW+kxPPXgm0p/bBkMC94wXu8x2EOU5nKqHQqKlyVgHf45ZPXTJgCOpX+vclE3ELgfhFwDbPBJQy0KkCnoxY1M3QTkUrv+HIPe6hGNUO+DTa44mp2O7e4hUAYzpexjDHIPk10ZIPQ3QopY+kpkLdhGmQqUw2mXj74yPllywpCQoxvglaIXwsLsUUypi96CuHyypjQymVVsUI0WivEVozTH/HT9LqJT4NIIOpUQGiPI8QJRNgBRKMqCEmSUwEK6CvphPh0nOjXDqFWWeY9k5CECpV4xnMR6G6cFtFKQnTeKIRKk/EfRJcQIbxeySnaVs6MthVi+ldCSCFhQmrcNEPuzQsv4YWXGMhAoUUrtGgT2CoLhIgkUrzilVlJG/fhMEwh6Qxt16KW8MJLeOBh8e+CklJMyjSIJYk/sjaMfq5fh3ffhbVrIV8+UMGjspDrAfL2CqDxOjnFMfYQhHtA3jvw5Qdmdl64MFSsCNeu4eao5bg+2tXLIBj8Ixy+YCxqHIFJgMTkgXDiCty4n6bbThdCf/g6FaXIyuPs7+RKUYoiCdjUFdpvhwf6B45IItJuAgm440EhCvHjaGi925gfTTQravgx5kPgkx/g0IF03VNpSuOEE2c5m6h/8WtcQ4PGcL6OdUwzM970XvaSi1yGc2+8Dc6x4nbFBhBAU5oSTLBFdqwqpA9JP7K1rBCSZHkhMolCFGI2s+lKV0B2th9AvEnmL76QnTDpGdMN6v2V5I5xs7heF8a8aS7dpw/uMa8JGim7Ip29Dr54I85oPvLxOG57b6s1vPdkNBsvP0mHJBlHNaoxkYlUpjLFKGZy7SY3DY/8pzltvIdkaE97bPRjlYY0ZBSjDNcEgm1s4xGPGMKQdMteiUoUoxg/8RP5yGdy7TrXuYHsI3oAAwgiKN39gewg7GM+ph71yEMek2tHOcosZnGGMzziUYb0p5BhnBVC1EjsgqKsM5l+9GMFKwDZ09wQhhBBhLFAo0Ywfz5UrgyASgOfDIO2i1Nu26Mm6GIg5I14Ai8Kwc+L4Ew703x3TRBBZ2Uvd7Nv1eCLy83gjz/ggTzKcsONn/iJD/U7FN7jPTayMQ13nXl0ohN1qAPASEZih6mnwbWsNSvAwrd8m2jQg5Ws5BnPGM/4DJnrrUY1FrCAehjjN4YRxk/8BMgj4r3sTXc/STGAAZSiFCpUfMmXJiP6P/iDUYzi6VvoyN+KUZS1pYivrCtTOXHH6fXry9G4y5QBwD4cun8P3RJ5AlY7QoWF8mvXCiBiIUwfYODSp/I5wJMScLUh/DMY7tQAhGClf1/6vFrFRadKfFJ0CadcavPl8maU9Zcf7wNDYeP8uoZdjNaorOPTm9744MNsZqernZOc5Bd+AWA72zPEqiIPeZjKVMpSlrrUNeQPZjCBBBqCBmcVEhL96EcRivA//mfI3852XvCCQQzK3hFucg6KsrYUZilrkOeVd++GvHkBKPsfTG/wRhkJ6h8Grzfz9bw6CMebmuY9LBu3BV3H6Om2qFQ6AtReXHUqD0CliEt4aIMBiI6B69vrUmVG9lDWALbYGkbaAxhAP/qZVU+DhmY0A2QLlLhoPBmBI44c4hA1qWnI+4IvOM1p/uM/i1pnuOBCVarSl758xEeAPO2zl72G6OYKFkVR1pbCbGUN8kLj7dvg6IhNtGya99GX8a5L0D4WJHXi1XXRsMMhibYlHe2P2iKpU1AUl+rCJ9lHWccnLmiwOQgED3mY4TKc4Qy5yU1BCgJyxJVJTOIFL4giKsP7SytuuOGBB1vYQlWqokPHQx5ylKOGaTAFi5CkslasQayJJ08gKgocHdHYw/YR4PkcusyQL6vMiCurspeVtjnESjYc/2oHvVc04kURgW/MM25cHmCYyV37DdRaDRdvpeVmsp5g/WEJbLHlIAcNttKRRLKf/XzMxyYWHtZCiP6oQx388MMXXwpTmAIUIIgghjNcmRaxMlQpF1HIUnx9Qf+0o1ODNt7PaYMTJPsfk+ygnpkRNUJUrvQr9huND7bkQTEHolSO3HMoStNyRofxdragsr4ALVaHO+5sYINhEfEGN3DCifa0t0pFHZ8YYihKUbzx5glPUKPmcz5nIhNxIKnHNAVLoCjrbMThqpDcdKeIgaN1Er/mVwfDrr8AtRfjC05lrU8vo42gTgeHD8MFU0uKqqXBJolpFwU5Yswc5tCRjgCc4AQVqWhhqVJPBBHUohaXuQzAZCYzhCE44mhhyRTiUJS1tfGhcb4w7y0okrIVWrJcbAb/9of/7Qah/28fd63LT77x7Ic3bJCtURo3hs8Hm9RfNgE8zN/1/Fbhgw/f8R396Q/ANrbRmtbZdvrgMY95n/cN1kAzmMFIRmKLrYUlUwBFWWcpIxiBE05JFxgzBn7+GfTBYcv+BzX/iXddwM1vkq7uN9n0/GwrWLwIFiyHKJc3Ch85Ivc3Zgx8/DEMGoQbbgxmMAop44ILs5jFIAYB8m7DQQwihBALS5Y+4qLeH+UoAFOYYvYuSoVMxtJ+QXK6b5BCFBJ/8ZfhbpONdXj3ruFNKXBNiNnVEvr92G4rxKlOcrq/XIi7PxnPt6mN5aY0ESLfjXhvsk4ner5cI8QJxPbVeQQVKiToPx/5jBVarRZiez4hTiB8PCz/PlpTUqMWO9hheK/WsU4UoIDF5cqw1Lq1qLjptjhTTb4/LVrxG79ZXq63Iym+QSzFAx5wCzPMKZYulU33AI9nMLED5EvE3YWIhWdb5Nev/wOhhdjXCcu9LARPSsfLaNqUf6IDYC40yvucLyo9Z9aVZOQpeg1yPaHHRAjM3oPFDOcoR6lNbQB2spMRjOA5zy0sVTo5fRps9dMd3t5cLlCAbpVhX3Moek9FL3phjz096WlZOd9iFGWdBcQ5JYrv0CkBxYuDnR0IsIlJQlGDYZFQAmJemilAkyby4qGzAMDNGb4bBAHB8NsOYzGjbHE/8nDrgd6FqgIgv0flkTcUneUs3elulbEiEyC98bn74gt5CiwOb+8EZe4WE1Q7B/eKSLiH2FCKUkhIGJyRKWQpypx1FjCBCWxhCwBPeWrwYQyAvT2sWCEv7iEr6qVFE7YR4QphntA1GjrHwrd/Q7S5llVBQSAEQkBIuJzlaC8vHr7bADxcIJeLLffRu9drvQr6TiM8EjSKojbgjDN++OGCC895Ti1qWa+itrMDDw9jCgyE2Fhjmj4dfHyMSZKQTY2C46V+BHleItdLWT1XpSp/8Zdi0mchFGWdBcSNrEF2Nl+GMsaLQ4ZAv36GUU2B6yDpFWSYOzwoJ6cvTkGv16C1BaGGs21h8WJZgZtLSDhU7QP3n8nnKhVsmwmBe+HF4rKo4z4OkuB5oKDzGLicds+jOY5NbKIkJQE5MrxVOfUvVQrKlTOmr7+WFXRccneXowzFJUPgiwfATX06DFSNl44AndGqw/ArLT9VdKEL4xlvkVt820lxGkSSpOVAe+CFEKKCPs8LWA8UAe4B3YUQgfpr44CPAC0wTAixO5Fm3zrOcIbmNMcdd45yFC+8IE8e+Yulp9JemNQOYh3gQgu42FzexZgU+/uBQxh8MNk0tBdAUk+q/o/hvXHwvwHyed2K4OMBfHwMkHjNa/57cYFVs+DfU2m925xHBSoY/EX/zd90oEMKNTKZfPmgmjGyDCtXgpdXCpVikBVwfKYCd5OtpVNDnROwrQM0OgIlKUl+8pvlilYhAzHDUqMRUA24Ei/vR2Cs/vVYYLr+dTngImAPFAXuAOq32RokfjJENydC9PUeJVi2zOSN6Pa9EANGCdHj2yTeKJ1OMGuWYMUKk/w2i4zRzePSiD7x6lWunKRMn3ZGBA77SAgby0Y3t+ZUhSriCEcMb6gLLlkvR//+glGjjOn33800t9opEL/q01yBKJqGJEc0qhbPTmE1q4Uvvhb/3+TAlHZrECHEYUmSiryR3RFoon+9EjgIjNHn/yGEiAbuSpJ0G6gFHE+pn7eBb/mWlazEBRdm62bhHAmL4l3fMCGJij//DOf0cf+WLpXnIMPC5CkUYOdnEOYBI/qCbWzqZHLcPBIVkwE7gghiOtNT18BbQAP9ATCRiVnjkKlsWRgxwnjevbv8f0+WGGDyG3kHgWfpFOZ7YBr3C0v88gkMWgK96MUCFvAs3W0rmI2ZdtBFMB1ZB71xPVD/dyHwYbz8ZcB7ysjamBrQwBAv76W3EIMWJ/PG7NwpaNJEkCtXwra8vQWLFpmU3+CYupH1SEaK17wWAiFiiBH1qGfx98faUg1qCD/8DG9mCUpkTl+LFgn27zem8+fNHDkvEIie+tQ9jSPnlFIJgdDJT3/rjZ2f4Uzy+waUlJaUZXbWidmliUQLStInwCcZ3L/V8x//IfRviU8ATBsLQR6w/n19gehoeVQF8uj5ZRL2eQEBMG6cPNrqKdu+Dj8Pi8uYFxJsAAOYzGTccAPk+Itx24wVjHjhRSlKAdCXvtzjXsY0XKkSbN5sPM+XDxxSsrLQAM3fyAuA+JGHMpl/+Ic5+DGSkVSneoJIPQqZR1qV9XNJkvIKIZ5KkpQXeKHPfwR6R74yBYBEg/gJIZYASyBn+7N+E4GgIAW5xz3ssMMjGDwDwa5le2L+OwhCB5GR5jUWHCyv9Ot0oFLxpBR8egt+Kpt8tfa0ZzGLDV+0GGIMwVUVjJSgBFvZCsjBCh7zOHVe9OziKbK//oJmzYznKhU4vukkSQBvzmNNA5OoMpb1iR3epSUvJzZF+70WNWpucxsPPIhNILdCRpNW071tQF/9676g/0TL+e9LkmQvSVJRoCSg2BS8wVOeUpGKhsC5iwZD1L/bqR1RwXxFHcfnn8PGjaDRgARPi8Po4/Ic9ptISDSmMdvYZlDUr3hFSUqaBvFVAOT3K86meCQj2ce+5CvkyiWPkPPlgwYNZN/kcal9e3B2NiaDog5DnlN+BjwHygNl4qXfkBV0XLIEAtA/4dnY8IPdTNaxDkDxypeFmGO6tw55MdFHkqRHwCTkn/s/JUn6CNlQsxuAEOKqJEl/AteQn9k+F0JkTxdkmcxNbtKJTqxmNYUpDEic4ASNacxhDqeuse7d5ZFbp06gVnO7BtxOJNZEc5rzL/8azv3xpzvdecCDdN1LTkSFiqpUTbqArS1Ur26at3y5cQorSS5g6uf2T32yZnRAW+BMoldrUlOZQssClLBeFqYNbZjHPMNmi1hiGcAAXvKS3aTSRH35cpMNNnG0qzIRr4sP+I3fDLsnr3GNIQzhAAcy4jZyHC64EEooIAcTGMpQ9jYXhhiZeHjAggVmtHQHTEK5jUO22shueGFQ1lu28Omom3x7tz+5yEU44bjwpltHhTSixGC0ZtrSlqpU5Qu+wBN5S+JDHrKSlfzLv+aPtO3s5EduvbJ+Zw80OgwDl4Kv3s/QC14wn/mc5CR72ZsZt5MjiK+sF9Q+zbD2u+GDD6BYsRRqCmAuxtHzZUjtk1IGM/xpMD6a5B9wYySJ7woktx02nrIG+PBDjq8ZQh3qKMo6Y1FiMFoz/+iP85xnE5uwx56CFGQiE+lIR65zHZAXJ3vS02BN8iY2GljTw3he8TKUvWE8DyecPvRJ/Yj9LSQuyDEANWvCxJpJlDyDPK8cn50kYQSV5Yx7HMS4J0G46pKXRwP4aHQML+KdRIkwYDrydgpT7LFnPvMZxrD0iquQDMrI2sqoQhV88WUnOxNcEwjOcz5JZa1CRRWqJOrZrznNCSCAi6Qz9MxbQgwx2GLL8TrQ/U94FN/Gie5A3EJwMLIRlHWy88YzWgenvGgdIUnUqpCPq07JmeKVB7bLLz/8kNJrznCEI+QiF3e4QwlKZIjMbznKyDq7cIELqFCRm9wAjGc8wxluuB4XPTsphP4AmDIe5g8Dmjfn1dWDSSp5haQJcYNHBf8EZmAcLSfiQNzK0QD5qxVK8hMggFe2qQi2uWgRftebEntOMdnLKhRlbYXo0PFSbyr1BV/wJV8CcJvbsgOoZHjKU4O/Zd00ENMBrWKQkz7eA64Aqy0tSLp4YaNK6Nc6VeiQzQcdwM3NGKxAIUtQlLWVE98NZ1EScXSdfGWFNFCc4m9MJanIjt6Ec8dqcdbJH4JbDhmhWK8DXyJ7lTDFFlsKUIBHVjwllN3Jfp9ABYVM5ihHscGGcCc4k+jsoWWQkGhKHbPLT3gcRMPQaADqlM9Hq+BIWgVFmCT3dEaXOMABdOgoRCHTRVmFDEcZWSsoJMHj/DBxiqWlgI60oBD5UaHiW0YykVkAnOIiJ7lgVhufvQjhh4eBCZaeZ/m6cd/ehlhJ4uc8bqkTrHt3PrwyiG7h3RQfIVmAoqwVFMyiLfAf8iaXrKMbbZnJeAqRz5A3n0kAnOYSg/maM1xOsZ1pDwMTzf/imRwNOVaCPLFavknW1voNRo2CmTMh3PwqCmlHUdYKCmZRC8hLVivrhtQ0UdTxqUklSlHULGWtBdqUzpNggXH+vQDKRMViK2D002AcdIJxhZJbxD4FbAS6mn0PChmDMmetoJAU9+7CgAGWliLNfJffg8Ou9gBUr5CPf90dE6R3yvjKViKAk05QPTw6hVZfQVxgZYUsRVHWCgpJERsLj+PHGUyFHXIGMJAefMz7yZZZwlSqUSHRa69s1bQq44trjcJcdLJL1Gzvkb0NxaoUJEIlX1MBqtRslLt5SzHhyyIUZa2gYDbLgcJZ1ttS1rOU9cmW+YTxnONKktejVCrC1MnbV4erVeSuVgiAZiFRLLiXkrvcCAzuWp2dMS/chUJ6UZS1gkJyBAfD/bjH/qxXSlm969S8O1wO7MpcQRQSoChrBYXkOHlStniwEGe5wlNDICZTLuPHPR4nek0h56FYgygopIq+wA8kDL+VOaxkI1q0FKcwKiRG8REzWQrAIU5yjLNJ1m0dFMEtB1vuZMjuRQVLoyhrBYVU0Q+YSVYpa4DVbAHkHYznucYW9qRY553gSObeD+CprQ0flMjFU7tkvupC8OvdVwBcdrRlRS7XjBBbIYNRpkEUFN6gDW3QoKEQhZjHPPjzTzlZGIEwS1EDXHSy44KTPU1Co9h14xlO2qS3lf/j95weAfLOlme2as642JvRwxzAjx3tZD/qj3jEEIaYJZtC2lCUtYLCG1zgAgKBAw6UpjS8eAHPn1tarFTxwlbNc73L00qRsdy8+AhJCHgj7bjxjJbBkahIbbiEh0AEVS6ASkA00fjhl+H3oWBEmQZJARUqnHAyu3w44Yrf6ByPE7L5mnUTrZLQIH/J88VqiT59L0EZtcCgqC872tKmjG8yLcb/HkwBqmScsAopoijrJIhzk1mTmqxlrdn1mtCExzxGg4Z73Ms8ARUsyH9AaUsLkSKjC3nhpdHSKES2iS4RrUlgmvfQTk2UJBGhVlGlYv54V7yA+HPXnsCmzBVYIVkUZf0G1amOJ57sYEeaPIkd5CAgB6btRS9ADhqgKO7sxSEO0YIWeONNaUrj5+cHAQHgnVSMQutkYLFcgLwrcdeNZwmuDy3ijZ+jHfL4um68Kx8CrZJtu+YpsI8GLVr+478Mk1khcZQYjEARitCGNgCMZCQlKWly/TrXOcCBFNvpRCfyJeJ0Zwtb2MMe/uRPAkhpd5iCNWAS3ZwFcjDY3buhZUtkSxDrH1mnTD0wBLSwA75Oucrt27BHXuQ8PqMLde75KtHNMxYlBmNiOOLID/xAMYrxLu+aXIsl1hBO6xrX2MveFNvbz37yIz9KeuLJZCYDshLvRCfqU5+XvGQUo5R57WxEIxrRkIYcMeSogVHAbIvJlHokYOIbeY2A4slXmzrVdHH11i3YuZMP+ZDCdM5gGRWS461V1hISW9hCS1oa8uYyl93sRkJCi5Y9ZppJxbGRjYbXDjhwilO0oAWjGAVAL3ohEBSgAN3oljE3opApRBLJQAaylKVU1h9GZa0CemD9yvoDoIX+tYSsnFPYUH7+PIwfL/sSEQKOHIHwhA6rW9GKvORFIJTPchbxVirrrWylFKVksyw9y1jGZCYTTHCG9BFFFDvZyTGOsYQlgDwdUoYydKYz29meYDSvYD1o0XKYw6aZH30kK68iRSwiU8rsxPQr7QO4p1ytYUN4KQdoJiICHj5MVa/mPHUqpJ+3RllLSHzLtwxlKC64oEaNQHCJSzSkIdH6I6MJ1h8ANaiBP/544UUb2hBEEAAjGMFv/JbhfSukHy1a1Kj5kR+5+ugqB2KzbudiQlSYjow/AT6Nd+5CoiNnjcb4+sIFaN7c9HpoqDyKNpPRjKY73QH5/VHIGt4KZW2LLYMZzAQmGKJWv+QlgQRSmcpZJkc44eQhD+64G5Q2wHKWE0gg29luEs1cwbLc4hbtaMcuduGIIzYmXxcJcANCMlECe8A53vkhSGDz/4Zy1mjg9WvTvPr15YXBDMJOfwAUpjCxWbj1/m0mxytrW2zpS1/mMteQd41r1KUuIZn6RUuaYIKpSU32sMdgz72FLbSnPf/wj7L4aEUEE8xDHlKQgpSgBIex1z9/+QArIUMX2Upj+pVsDwxKudqNG8Z55YcPoXPmLfx54GGweLrBDWKIybS+FN5ACGHxhLyBKsOTCpX4lE9NevuP/0QhCmVKf6lNNaghLnLRRL4e9LC4XEoyTUMYYvj/DJkvhDo27vSCQBRNR6onEIPjpaCUvyyRkYING0xTiRJZ8j544CFmMcsgTG1qW/x/kwPTmaT+9TnaztoBByKIMEx97GMfQxnKda5nRndpogENmM98qlIVkH0sOOBgYakU4lOHOixgATWQzV9dQyDMFeAiqRtZ98J0wa8M8ug5BdatA39/+XVYGEybloo+M45qVOOs3iXrVrYyhCE84pFFZMnBJGlnbfFRdWaOrJez3NDLQQ6K8pS39K9moqkudcU1rgmBEBo0Yg5zLC6TkkxTLWqJy1wWAiF+/1AIdEIgAgRiYjIj51YCsTFeCjVv5Nynj2nKl8/i9++Kq9jOdiEQYgtbRFGKWlymHJrezpF1BBE44sj5KtDtp+fc4U5mdJMhlKc8/3Z1J+8zeMhDClHI0iIpvMFudtOSlugk2NEOOmwH2AaMiFdqKcbRsxu8sRs2USZNgn//lV/rdHJ0GitChYrjHKcWtQD4ju/4H/+zsFQ5lrdvZH2CE0KHTugQ4mCjNAqmM6ZxU4R4mD/xNPFb07JpfSP8i8gvYokVm9hk6V94Jb2RvPEW/vgLgRBP88T9ryME4mm8pEnkc6QzppgYQf78psnR0eL3llxSo9Z/l3RiG9uEG24WlykHpyRH1hZX1JmhrPey16Co/UoKYRelETaR4alKjuE6UdJPiCg7OcWqk74DjcpYrtQNIRzDhXAM16a6T7sorQjwlNvUohW/8qulPzhKeiPZYite8ELo0IljdYSwi0rsR14nCA83ps8/F9jZGZMV3Ie5yQEH8ZKX8v1yTNhgY3GZcnhKUlnnONM9H3xwxRUJiUgHKO0Hhc8fpd8nTcyq7xLri43OgSFXb2AjTCNmhNk8J1aV0I+xvdYdpxjZZtqvjJwXavuMX8rUIMzuqdmyz912l7xPixDlID96euKJO+4ZtqtSIf3EEks+8hFDDHVPwIZu0HdeoGGDEyCb0VWsaDEZM4o85OE//sMHH17wgnrUs7RIbzUpKmtJkpYjL1m/EEJU0OdNBj4G9HtUGS+E+Ed/bRzwEaAFhgkhdmeC3EkynemGubWjDVJX1zuqNN381+MbWdmQF6UO4qnjeQAO5P+aBy4JXUGWf92dGi/lnWQFw+tiIxxwjc1H71u72VloGIF2/gTbPzBLBiHB8bpQ7zh0pStnOcsP/JC6G1HIVASCYxyjPvXpsB3mbN/KGMbwIoko5NmREpRgNaspTnEEQnGBagWYE9brN6B1IvlzhBBV9ClOUZcD3gfK6+sskiRJnVHCpkRlKhv8faxlLW23aVL0WxNHnohKdLy31KCodWg447OEw75TWFm6GStLN0tUUQNc9frTUOZ4njmc814mtxlVkX43D9D60Rw8oouYJUesHbRfH8ZWtgJQk5oUwby6ClmDFi1tactmNgPQj35MYQo++FhYsoyhHOX4mZ+pTW1A3mHbhS4WlkohxZG1EOKwJElFzGyvI/CHECIauCtJ0m2gFnA87SKaTytaUZ/6AIxjHBo6Y84mzVyR5WnzcD6Fwo1D8b35x3Esz0yzlX0c+/KPRxJqwmyf0uiZ7JKybFAXJKEmoP9n4JP0tIh30FSiY90IehrKj1yhIx3pTGdWs1oJXmBlhBDCYAYTQQS96MVABmKPPYMZTBhhlhYvzZSkJPOYR3Nk/yE/8iNfm+PnWiHTSc+c9RBJkvoAZ4AvhBCBQH7gRLwyj/R5CZAk6RNkTzQWxT26MJ3uLSd/RC1D3tbCA7ngvSLVijoOIWk5nHcKMeowWjyWNzCUCe4Ih9xhZgdwDk20Xv3QXyEUImOg9eB6sCht/StkDc94xhjGoEJFT3rSm97kIhftaZ8tHRz54stv/GaYm/6Gb5jJTGVLuZWQVmW9GPgOefXyO2AWMIDE1ZtIrAEhxBKQfYdmhJ11M5oxkpGprmevczVR1P1WwO76X6GVRhjvRiC/jv+XlPMWa53o/yd8HzcwOd9EnudIAUd7aGCcNmcOc7jKVSV6tBXymMcMZzjuuNOWtrSiFcc4ZphCyC444sghDlGKUgBMYxozmZmtnxJyGmlS1kIIQ+gISZJ+Bf7Wnz4CCsYrWgB4kmbpUoEbbvgiR2ZuRzsekrJPXgeNBx/dkOehdRIMnwdreoHGNuNCNs34CrwDYMRcWY/rut2m4N1AhnYqBhLUbgxN4+04FsCjlyoqjTxJTwaziEUUopCyBd2KeclLutGNwxymGtWoSU1e85r97Kcb3RCJj1esAgmJa1wjD3nwxBOBMPh2zwyXwQppJ03KWpKkvEKIuMnXzsAV/ettwFpJkmYD+ZC3b51Kt5QpoEZtEgMulNCUvyACHLVe2OvcAJg1OJKFPSMy3ONlDDBqAhS55UrnHXYQ5oEUIoiKhFIVoUm7N8pLdhSufAsRUZgIjGaC7rgjIVn1F/9tJoIIalKTa1wjN7nxwosudOFnfmYc4wgl1KpciTrqj93sNizKBxDAIQ7xCZ8onzMrxBzTvXVAE8BHkqRHwCSgiSRJVZAHgvfQ+3EUQlyVJOlP4BqgAT4XQmT65F05yrGKVYC8VTuchGGI3kRCYuiVWwAEu8HTjQvgpzGZJuM9ZhPJpzgKR26VhJk1wNNbjp70JkI//xJIIC94QW5yc4hD+OCjBNy1YgSCspTFCSfOcpYylOET/fEpn3KMY1zlqkV9ljviSAlKMIhBfM7nBrlPcYo61LGYXAopY441SM9EspclU34KMCU9QqWHSUziHOfMKGmcaD7QFObUA1Khqzt27EhoaCj79+83q/woRtGMZlSmMmo1VG8AbVIIXbeNbdSmNuMZb75gVkYb2mCPfbJloohiF7uySKLMJ4IImtGMn/iJYhSjMpX5mZ8B6ElPggjK8vuVkOhIR4pTnJnMNOQf5CCBBCpxFLMBOW4Ho7nUejHU4DrVXDp37kzJkiWRJImpU6fy4sUL5syZA8CuXbu4dOmSWe3Y4UBb+wHA8tSKnS1oSEPqUheAr/naZIoqMUIIYYr+9/0IRzieNZaemcpTntKFLtSlLgtYQHWqA7COdYQSyvd8D8B/+iOz6EY3ilIUFSqmMtXkM/83fzOYwWat7yhYAZb2C5IRvkEqUtHQWn/6G69FRAiEEIXPHhSTqmOSItQBQiA7Ymr+rxBMn55sH++99564d++eSIojR46IUqVKJdtGx8kXRKiz/q6LXhHiBAmS5oRKzDja3VBnClMM9+aNt6X9FiSZPPAQy1gmlrFMnOd8mj8NZzlraMcVV4vfV0akOtQR/ekvnvEswf2e45zhfjPSQVJTmoplLBMPeZigz5OcFP3pL4pT3OLvjZISpLfHN0hqCfSEfS0gpZmTGjVqULhw4SSvN2jQAF9fX27evJlkma2dIGoBuCQzpa5Gx1Ddnzh+CUNmJl3OmtjNbtxxT9RcTQBND4Du0X3o3TvBdRts2Mc+w4ivmv4AeS0iiCDa0CZT5c9sTuiPy1zGBRf2s99wv1X1B8j3G9+meRObmMc8s/rYxCa88Tac5yMfJShhUiaQQDrSkZe85AY30ntbClnMW6+ss5KdN1rjqbkGeBLwAn6faLz23kdQsKj82t4OqpjhBtkaOMIR6lEPVTzPBTO/gAVDjWUeFAL8IoEjibYRfzv9KEYxnOGAHKFFh4597DPsqMvOnOEMYLzfDnRgAQsM199c4KtKVbP3DhSgAGoS9+zQlKb4448WLY95nAbJFayBnK2sEzO1SAO9evVi+PDhKZb7+++/KV++PA8fJpwDtLWBfJpnqPU727RaCA40Xte+YdUlqcBWDda4EU6NmvnMpz/9scceCRVR9nCqFrTaDbG2oLUBO000MWo7+f9QqhRs2QKdOiVo7wFGJ1df8iVjGcsBDlCFKthjTxOaEEEEv/ALX/JlttwdGJ+4+13EIpayFIFgH/sMTxQgv8eu+sMcoogyGZUvZSmjGQ3IoeIUU7zsT85W1iJjPqBr1qyhYsWKjBmTvLlI+/btE1XU7i7wx3dQKd5TqVoN7p7xzm1N69SrCGu+gxdTwAxLxCzDAQfGMpbBDDbk3SkGJW7rT/S/jz5hL9k/txl9+67kfIGqoFKBmxt4ekJgYMKG9Wj0R9wCpT/+FKUojjgynOG84hWzmEUUUZl1i1mGDp3hPhpg6iKyIQ0N5qjmUJOavDQ4wVTIieRsZW0ljO0Dreua5nnnhpHfJ1+vWzPgBvB7ZkmWOhxxZAhDmMQkQ96pmtDoMAYlnTvkOaVf+PHN35Oo+PQKZ6dVx3Z+LFq1DTRtKoewGjHC7D4rUIFDHKIGNZCQ+J7viSCCxSzOEQo7KY5wRPG2qGDCW6+sPQOh+V7Yl0K5M2fOcP/+/SQXGY8ePcqzZ88Sr3sd7j2FIjc7Qkz23DZuiy0jGWkwsTtWF26UgTHTIdoBnGLC6XFmPXXvHufjY0tN6vY6vYbf6/SVT8qVg9Klwc88PycRRPAu77KSlbSkJQCzmY0ddsxiFho0GXeTCia8wzsUoECq6tzgRo4wvbRGcpyy7kY3DnAgRZeiB/N+S+tHsynwWMWQhbAvhSAYf/31F1qtNlk766QsQcIjYdk2+GzLN+SLdCFWiuSg42zYYixTvQF4vekO+Xp1ONc0ecGyiGlMYxSjADhaH4YugAuyEQNqnYYfN4/m88MJ3QRKwPwNw4zK+p135BG2mcoaZO92cwp9Sst3u8GhTnClLtOYhg8+fMVX6bwzBYApTEmwQNmNbhSjWKraOc959rAnQf5jHpsspiqknhyhrO9zn2lMYyxjaUMbClIwRWV9KvcCWj2alaptMZs3bza8vnHjhlk7GJtVh3mjIDAUnPWb1jSqKP5zXA7/GsuVLGeqrK/fg3+nVWCYnzx/MopRhJK4a9XMRkJiGMMM52dqGBX14nWfkjf4KR0ub0uyvlNMBAvWD2Foj4VyxqBB8N9/cPlyin3/NRVUasjjdRcq/ghPC8MV/XuiGkbxqV9x6yGM+Snt9/e2UZ/6fMEXJnkd6Whi0ZNW4psixieIIJoiDzzmMY9DHEp3X28bOUJZhxDCSU6muX7TAzDiFMxNRZ2tW7eaVe78TTh6EQbcmQUBpcxu/3UwnIs3+NzPfov5Fd7PfsOo60gD2ZNgHPOaDufcD9WS/dGz1Wlo4bfXmFGlCuTOnWK/+36CptXeMOrpNxX8qsHVOqh0tnT+61/CZ76DVgfjF6fqtt4q1Kg5wxkkJDzwoDBJ7xmI43M+5yhHU9VPN7oxkYkJ8j3woDOdAahOdQKRF5lrUEOZyjKTHKGsAYT+kPQHkKzpnkDHgvKlGX71Nu4hkK/3UJg8IMPlCgReBHwPg4pAjCM6SVD6pmBA9zcKxhNVjjqP4T4s6fhnP/tpRCMA/PCjneskQvOuBSGBJHHDtyxFv7vLk3H5AFAlYSJW8sUt/ljWg/c/Wi9nbNwoK+1795Lsu3xR+V8oBOw9DT2/BngM4a04yTmKUQzpbDOcR++mULtWGXfTOYS4z89xjlOCEnjhZciL+77EkY98CZRmCCGp9hTohx9z3xj2eOPNda4bzgtQgIJ6T8rPeGaQ43d+50u+VMwMkyDHKOutbGUc45jGNA5wgCIU4WFypnsSRNoEEK0KwV7nxheLHLlfxpGfP5VthDMKu2iwnzobDslfEsk5iLvP8yC9MX0X97sigGuv3Rj3WQUO6f1l9aAHF7mYcUKZiRNOeOONChXBBFOOcuh26sB2A8ycCUOGgK0tz13zYLsglpr3T7NvfnOcYxJGgFcLHa5R8aZx3N1lc74kcHEClV5Rn7kOrYbHt8QMoRSlCCYYF+ECIV7YaZywt4sg+i0PaqJChRtufMRHTGe6IU9CQofOEIV9FrNMAjFn1IAgWn/EJ4AAbDG1Td3FLmpQAzVqPPAAYAQjGM5w3ud99rLXNGK8Qs5R1oDhF1mFilKU4lGS4zyZKJsgfilbg7439+IeW4iFQyHUFXbXv4lOSr/vYVudE/3XF2XkHFkpvba7g2ZRdXJJmgSD/sAAcHOHy26VqZlvFz3El4Y5REuNrFeykkpUQiC4wQ2jHDodjBol20337g12dugkNSeL1qFn/3UsW/MRucJembQVrbbjgVchs/s+8BPk8oSQcKiVyAOPDh03uEF1qiPdqEG3k0u48uGHfJszfWOZRVnKUoQi/MM/Jvm3uEUMMQQQQGMaW0S2Nz/DcZY9DjhwhjM442wwVdzABkDe0RlEkBIhSU+OUta3uc0DHlCIQuxlL46QoiXua4db/FNoGD3vbAFgZT/YWng6F7x/Q0hpV5I2OgdqvxjGO4+nG/LWF+/C83nBvD8o4QzNvq2Qe0xzepXfge9je1azGoDrXOcpSQfZzQoEwhCI2ISBA2XFnS8ftG0LksT2Sh0YGTWHHmfX0/D2ETyiggF46VOUFT1/NtY9fhwiEo7A4zhyASoWh90nkixCPeop0UyQN9R44MFmNmMT7yt9hSvc5S6f8ZnVbjOPIooKVKASlfie7ylHOYpTHJB9qgQTzId8yFOecpazFpbWsuQoZb2JTbSjHQNI3dzza/vb3HM5TJEweW624/1lOGg8OZ5nVpqC5kpCTcOn42n8zBgV+ob7NsJt5B1mf/ySeL3xxZYSozL1/byKVRaxW61PfUoiOyj5mZ+THt1/8om8HfOnn2QrD2BNrQ9ZU+tDRuyfw5TARzgBBVxz8xsQZ4H918WLPIiMTLL/UfMgOBy+S9JzOiBpoeMvsOVTuFcWgupgGq85Z1OHOtSjHsMYZrJgeK8wbOwKWw4s4ej57GEud4lLdNAfcWskQxiCO+5sZzsXucjnfJ6p7mStHUlk0JbsdAmRAQFz42hEI5aylJKU5OdB8NliKHz+EP0+aZJsvTwRlWj34CcKhcvbfnVoOOeznNf2tzjma777u+aPp+Icm5tqAR8Z8q57bGJ3gS8Isr+XbN252+4SnqsIv/WDXmvhGMf4nM+5wAWz+88ovud7JjABgFzk4hWvkq/g5ARffw1jxxqyJuiTYyLFdwD9ihfnlb9/mmW0tYHoLb5I7eUnj0lM4lu+TXN72Yka1GAxi6lBDUNetJ1s//6oAOxsi2weefUq/O9/8Px50o1ZKf3pzzKWGRZFz3Oe05xmOtPxJ+2fGyvnrBCiRmIXctTIGuAwh3nKU0pSko9/BY8gGDs65XrPnS6xtchAuvmvxzeyMipsqPHqE6LUQZQMbgvAgfxf88Al4S97+dfdqfHyUwAKhtfFRsi7FJ87XGZnoWEE2vkTbP8gQb3E2NEO3tHbX9/kpkUUdZqIiIAffoDdu2HAAOjdm84krqgB2gFua9bwqmlTiErbtvFtM9IqbPbFE082spHc5KY85Q35722AF7nhSKN4hevXl1PlyhAaKm9IykasYAV3uUtJSrKEJQYb7upUJ4QQWtLyrTL7y3Eja4C85OU0p8lPfu4XghI3I3F5ad68r2tsXmyEI9fLgv0blgVhNs+IVSWcZ7XXuuOk9TbJe5IX6vwXRait+cHdQ3wLEupmi1Ok7E6zLW0t4pynM51ZxjI8kT1NmTWyjqNTJ1i+HDw9OQP6+CiJUxzwv3lT3n6eSvb/BI2rguq1L+hH1q95TV/68jd/p7q97IAaNbe5beIzZORs2NpRdkNrFxPDlQrTONKwGP1WfmhaWQi4e1feiJSI50Nrxg478pOfwQzmS74E5HWU61w3+cHKISQ5srZ4lJiMiBSTWHLEUUQSKbSSEHtaCKGOTZ1QjuFClLohRJSdnDSqpAtrVMZypa8L4RQm109NfzYxQlwrI4QOIR7yUNhjb7FoFX3oYxCsLnXNr1urliAqSiCEWC6EiE0yro5MkBDCSacT3L4tsLExqw+1CvH3LIT2mBxZ5+nfiEY0Msjbgx4We98yK9lgI+ywE895LnTohBatiCJKfKuaItRr/5RvXacTngHhQjBMaFTDRZjTF2LI/EPCLipWoNMZP2sajSAsTDBpksDOTiAPlLJFssFG/MZvIooooUMndOhEGGFiF7uEGrXF5cuglGSkmPTvL7VSIonkKU9RCWixF1b1BpfHwfD4sVkpMvAxN10e4+Avp/99+pikjskfG8v5uT4mIkiub25fHo/DOdQYytwAEDzjmUWtHOJvSkiVZzuVCuzlBdIBkKJleDUgQpKgWDE4knhggvg4O8KyCdC2ntyVEPA0IJUyZjPccedf/iWKKHKRCx06drELBxz438RotO+/Zyj7zFdeY1DrBM4RscwftpEohy9oeMSffI+D5TdMrQZnZ9n7YVSUbMWTL5+lbi9VaNDQj3444GCwDHHGmZa0ZAUrcMbZwhJmMpYeVWfWyBoQDjgIHTpDTwtYIDzxtPQvp0nKS16xhS0GGaOIsrhM8UfWValqft06dUz+sWdSGFl3fXBOqLQaufzly4ISJZJs28MFMXs4JvEqjy6Rr9WiVo4bWbvjLupQR/zJn4Z7O8lJ8Td/y2W8vQVLlhje6+qn74sYmxFCMCzRFKseLur+5y8qXnyc8Auo0wkaNBBUqWLx+05NOsQhcZazhhuZy1xRhzrCEUeLy5aOlOTI2uKKOjOVtS22YiMbTXqbwxzhgYel/yECEAUoINay1kS+lay0uFxpVtYlSgiOHDHczrdCiMikNPX1PUKMzi2cosKMt3/0qKBixQTtujkjZgw1VdSbpyPsbeXrOU1Zu+IqpjHN5HOxmc3CAQdjuR49TL5ET3wnJqmo4yf/IpPFh7+fEpXPP0r4RXz2TPDhh/J0lhW8D+YkH3zEbnab3MgYxghbbC0uWxrT26msAeGGm/iVX016/IVfLP7rm5vcYj3rTeSayUxhg3lzt5mZ0qysQVChgmDCBHmkLIQYKYSYIISYK4QQz/2E2DZBThOLCDEYMWXLONM51QMH5Db07dnZIhaNNlXUyyciPF2NfeYkZW2HnfiJn0w+FytYIbzwMpbLl0+wcaOhyKDFR0WIy5dmKeu4dLjBXPHdhL9FgQeBCb+Qp08LvvtOULKkxd8Pc1JhCps8nQqEmM50i8uVxvT2KmuQf30Xs9ik181sFstZbpF/iBNOYhe7TOSZxCThhJOlPygC0qms41KdOoI7dwy36CqE6Bb0RCz/vZ8QgzGk6KG2pspaCEH37oZ2Nkw1VdS/jkPk9jTtKycp6/jTHgIhlrFM5CGPabkaNUzerxO1ZqZKUcdP/zZfKNZ3Wy7UsdqEX8zDhwXr1wscrX9aoRjFxHa2G4TXoRNLWWpxudKQklTWOc7OOjFe8YqJTMQRR/rSF4BOdEKDBieceJ/3s0yWfezDG28qU9mQ9x3fMYtZRJD09utsx4kT0K6dvDHDy4tQYIN7Xg52mo5rVCjvXdgIQJMRB5Ns4t/50Lym8XzdHhi3GF4FZarkFmM3u3kHoy30etYzlrGm5pteXrDKGJvx+wl/U+FK4hGKzKHFvpsIoMTtlzws6EmnrR8bLzZsKP8tVQpevbJqO21//PmUT1nHOhrSEAmJvvTFCSc+4ANLi5ch5FhrkDcJIIDP+Zzc5OYa1xAI1KjpSlee85z/8b9Ml2E/+2lCEypRiRvcILf+mMpUwgjL9P6znBs35C968eIgP0Hx0jU3/Xuv4FCJRgjgYv7K8VwOCpg2DbZuZc98aFbDeGnfaRg0LXFFLaXFJ4CVsYtdNKc5EhICwQEOMJCBCe3sbW2hTBn5tRAUvfsa54j0uRqUgGrnH9Nux1We557A9NFb5f+F/n9GlSrQrJm8C/LXX9PVV2bymMe8y7v44YdAYIMN7/Eey0jOZ0H24a1R1gDhhPOSl1SiEvbYE0IINtiQm9xMYhKf8Rmu+sMFl3T1JSHhiiuDGESs/mhCEyQkHvGIClTgpf6wNtOzWGINpoOnOIUPb8YbSwUBAeDvL8de1DtuCnNwpdnw/fj7FMM1OtSoFDZsgG++Yc2EaFrUNPWg2rQGvN4DsUffSFt9jQ7ybaNBnf12tDnggA8+qFEjEFzkIi1okfAH3MYGHj40nE78fg/v/5Fxzo1stILcL8P4cuZ+Ym1H0XnzJVxDouT/j0olB4wYMABiY+XUtCm4umZY/xlBMMGUpzyPeYxAYIst3nhjj33Kla2ct0pZx6FFSyyxFKIQfvjxmMeoULGIRYToj1e8opT+yEMes9otSEFDnUY0IoQQfuZnbPTHfe7jhx9FKIIWbSbfZdpZxzpmIvtDscmomTJ/fxg+3HCqU8mRZx5MjOc2tXt3+PJLnr8mgV9qlSTrqgRJbZTxVaephNbemDHyZhHeeLOBDVSnOgLBBS5QlaqJO84qUUK+acA1JIpcL8NQiYyXSSXARqtjU9flhLiPodq5RxS/rR/hq1TGN3//fggOhvLloWjRjBckjWjRUpjC3OY2IIcsm8c83HCzsGTp462Ys06KEEIoQxnqUIdJTAKgFrXwwgt77A1+dHezmznMSbG9GcygIhUT5Pvhx13uMpjB3OVuxt5EdqFoUZNH6Br3T+MUE4EkBE1uHeRgKX1g4JIlGTXGFxvVM0oWTLlZ+xCICym8YANveHK2foYwhPa0B+AABwx+nhPl1CnDvFDbf64xbMHhrBCRszVmEuTuwPt/9APgTnEfbpfMJV+UJLhyBZ4+hf795ZH/tWtZIldy6NBRgxr8wz/Upz6DGMRxjrOSlZYWLc281co6jhOcoA1tABjGMIpTnMEMNozYWumP1BBKKCtYAcB2trOXvSnUsC6Oc5xb3KIkJRnIQKYzHUHGDeNq3zuJU0wEtjoNa37rRf6peh8qffqAVsuwMWPgZfJ+UVSoGMdHNEX+QTzFqQyTLysoRSlqUxuQFxM/5uOkn7h695bnq4Hcz0Npvet64uUyCY/gKHa1kf2R72pVhn/aluPP7lV57qsfrebNC7t2wdGj8OefsG0b3L+fpTK+SQgh9KAHS1hCW9rSghbsYY/F/cOnlRzpyCkjGMQg1KgpQQlGMtLsel/zNa95TRhh/M7vmShh5rOBDbzHe+jQYYdd+qZuSpeWFxzj8eGpVSxdPRCN2oZJ7b5hVosvjRdr1ICzyc/H2mJLNNFISKxhDR/yYbLlrYnCFGYJSwxbpccylhe8SLqCn5+8WAvUOP2A07VmZZGkSfNX18o8z+PK8Hld0dq8MaP699+ysv7yyzR7VcwoilGMOcyhAx3YyEYGMtCaQ4a9PS5SM4pfkCMEeODBTnaaXe8IR6xuwTC9SEj8xV+G6NRp4uFDmDABpkwxZK2u1ZsXLrnZ9VNrJu78Hhudhukt9f6wFy6ENm0gKCjJJjeSvean4/DEk/WsN4yq97AneUU9dSrkzw+AR2AEC4b+lRVipsh7Gy8igNJ+L3ic393U0197eWqHsmVls78ePSwiI8hmfcc5Tgc60JWu5CIXzWme7dyrKiNrhSTxxZd97KMc5Qgm2BDYNM04OclOg775Bj7Q274KQYmXt6ny6AIdL22ld7/VxvJ58sCLpJVYKKG44MJFLtKKVjzH+h3s22CDH34UoxgA85nPBCYkb7q5axe0kqfh8jwL4Vner5MuayFibFXcL+zFup7VmfRtW9OLGo3snnXnTpNF5qzEE0+WspQudAHgMpepRCWLyJICSY6sFWWtkCynOGWIRnKOc9SmdvotWezt5cfk5s0NC2YqnZZep9eQJ+Q5M9/5Si4XFga5ciV4jFaj5hznDIu5xzhGAxqkT6YswhFHwgkH5HnqvvQlhmTspGfMgBEjwMYGm1gtgZ5jcQm33hDusTYqohxseP+PfuxpWQaNjcpoLB8bK/8vP/sM1q+XlXgWYo89e9lLfeoTSSTuuFvj6DrtylqSpILA74AvoAOWCCHmSZLkBawHigD3gO5CiEB9nXHAR4AWGCaE2J1CH4qytmKucIVylAPkHZhd6EIooelv+PhxKFJEHkFLktHeOn404ZAQcHc3nLrhxja2GeL0XeISVaiSflmyAB98uMtdXHDhFKcM0yBJ4uQECxbIts1AvsdBPCowKVtsAYr7Qpf2m0CQhyMvc8ezx477P1erJluRZHHIsQc8oAAFeMADqlKVQAKztP8USFJZm2NnrQG+EEKUBeoAn0uSVA4YC+wTQpQE9unP0V97HygPtAYWSZKkTv89KFiKilREixYJiRa04Bd+IRe50t9w3bpQsCBcuCCfS1LCsO9qNVSUR9B5yMMyltGYxkhIxBKbbRQ1yE8ALrgQQwzXMMO8bcAAg6IGuFFmarZQ1CDvipSAm6WncKPMFGqeum+01Y77P58/L0+P1KyZpmhBaeUiFxEIClM4W617pKishRBPhRDn9K9DgetAfqAjGIwWVwKd9K87An8IIaKFEHeB20CtDJZbIQsRCDaxyXDek550pWvGNK7RyFuZ9+xJ/LqzM/z5J3nJy4/8yHsYne1npy9aE5rgijy6DCCA/vRPvoKvL1Q3BkVr9/cVbDTWu5EqObwCIzlVezarP1zF++vOUuRugPGio6NsP75xI7z/fpYo7Xd5l1hiAchNbmpSM4Ua1kGqdjBKklQEqAqcBPIIIZ6CrNCB3Ppi+YGH8ao90ue92dYnkiSdkSTpTBrkVshi+tCHhSw0nLejHZOYlP5FR5AtPgYMgMmT4dChBJe98eFHfqQPfQx585lvcMqVHRjLWHzxRYuWWZhhdlexIvTrZzidPWoLjlFWN7+aKuqcvM+6D35n1hdbmDR5p7yVPY7y5WHdOpg3T45i45MOFwdmMJ3pcreUZyADM7WvjMLsBUZJklyAQ8AUIcQmSZKChBAe8a4HCiE8JUn6CTguhFitz18G/COESHIYpMxZZw/ccGMCExiNMVz8NrbRjW7JL5KlhooV4Zdf5CkSwCESNnSD9juMRaYylR/4Ids4v+pLX37gB/KSl1hiscMu+Qp58siKq6m8N3PsD/8y7od/cQu1XKi3zGBLx4oEeTjS/7deCS/u2AGBgfJmoEzAEUeDl8vb3GY4w/nHOva/pmvOGkmSbIGNwBohRNzz8HNJkvLqr+cFg6HoIyD+RuECgPkhvhWslhBCmMpUZjPbkNeBDhzkYMZ1cvmy/AW9fh0EHGpsqqin64/soqgBqlOdvOQFoDnNU67g6mpQ1ABNDt7OcYoaoNPWy/RedZqTtWbx0+A/TS+2awe9esHJk/B7xm8uiyaaTvqZ2xKUoAxlMryPjMYcaxAJeU76tRBiRLz8GUCAEGKaJEljAS8hxGhJksoDa5HnqfMhLz6WFEIkOeGmjKyzF044sYhFJtMSz3jGWc7yLu9mSB+7vE9T2aYGeQyGAoKlLGU4w4kkMkP6yAr6058FLMAZZwQCN9yS/6FxcoJ792STRWDK+L/5YtZ+7GOy53y1uUTbqXnt5cTkyW1Y8kk9OTO+yd+rVzB/vuxCN4MoQhH88UdCIoQQ3uM9/uXfDGs/jaRrZF0f6A00kyTpgj61BaYB70iSdAt4R3+OEOIq8CdwDdgFfJ6colbIfkQQwQAGYIcdV7kKQF7y0pa2xBDDJCbhEu9IifhlpzCFGGJoGVAd3+cAgvMlQ7H7cwuf8mm2UtRq1HjhZYi6XY5yKT8RuLoaFLVtjBbvgPAcr6gB7GO05H0WyqLBG4ixG0W1c49wDouWzfxsbWXfI99/DzEx8oK0S/pcGAPc457BcZYbbnjggcqKHZEqm2IU0s1FLuKKK0VJ6CZTIChL2SQ30thiy1WuJhpAwB9/ggmmGtUyXOasoCUt2Y28xeAxj6lPfe6TgnOjmBiDw6YhCw6zYFj2sXjJaLQqibLXxxPlYMvDQp6mF4WAChUgPDxdDqNqU5utbDW4QS5PefPMKjMPxTeIQuZRmcp448061gFQnOKG7dQSEje4kVx1E+5wB3/8AehOd2t2uJMsTjhRlaqG8wEMSFlRN2pkePT3CgintF8y/kLeAtQ6wc3SU7hd3IfPFnfnblEv7pSI55r16lV5U02fPvDoUQJHYeZwkpN8zdcsYQkAdanLTW5a485GZWStkPG8y7u0pjUgz9k64phs+XDCDX6G/+bvVDnOslZKUpKb3ARk516DGMR1UnBr+uSJ/LgPvLPnBntaLc5sMbMVu1qVYVuHimzqUsnomjWOI0dkC5p//kn1SLs+9VnIQsMGK088LTlIUEbWClnHdv0BcIELZinrnBInLzH+5M+UFfWoUeAmKyCfl2F8tvhoFkiWvWi9+watd9+gycFbPM3rxhezOqG10W+ObthQTtu2ybsidTr5PTWD//iPfeyz+t2wirJWyFR+xXoDrGYWjjim/r579JB3awIeQZF03nI5EyTLGXTfcMHgmvVpXjcGrIhnp92hg/xXCDmw8J07MHRoqtr/gz9oQ5sMDbaRESjTIAoKGYwLLgZHV6tZzVCGpvxYffIk1KqFU3gMlytOo1j8LdkKSRJjq8K/mA/re1Rl8jdtExaIipJNIZcsgTlJh+bLRS7Ws56mNEWLFltsLaWs07cpRkFBwXziBxkOJDBlRb10qcEPiEonFEWdCuxidZTxe8G4H/YS5D6aIPfRlLv6FLVGK4+uHRzkEfYPP8huDerVk52DvcFLXpqYVaqxPt9zyjSIgkIGExcEIYaYlO2qnZzA01NWIELg8yr77My0JuxitdjFyuahVypMQ6tWkf/xt8Taqgn0cpJ9qNvbyzEiQfb2GBkJr18b2ggmGA0a1Kh5ytOM8SyZgSjTIAoKGUwMMdhiy252G6xikmTSJNmBFYAQxNiNwlajy3QZ3xb8SuXig7V9eebrxpP87qYXHz+W57hfvYIHDwDZd3t5yvOKV5ZS1so0iIKC1VGwIJQrZzht//dVJCsYPOUkSt98ydkaM1kw9C+6/nUB7/hPLvnzy0GZly6Frl0NZpPWijKyzmaMY1yiu/3i84hH2T6yenbG7JH1++/LtsF6nuSdSN5nGRCBRyFJfvmkHg8KeTJ9TIuEEdlXreLKqJaUf5XHKkfWypy1FdOABia+diUketM7RWX9ghc0o5lJ3hCGZCtPddmV+cxHjZpnPGMGM5IuWLSoHItQz6TJO/EIikq6vEKGMGjJMQRQ9vpznudx5ctZnYwXe/dmvBus/QBcIlz4ju/4GusJTqyMrK2QXORiC1vIRS5KUjJD2jzFKTRouMtdPuTDDGlTISFPeYovvtzkJqVJJupJzZpyhBQ9J2vNotbpB1kgoTUhYNFGCHKC8YmY3WUyUfY2nKtWgK0dK/LjmBaG/Nee4Bkk+7yxwEYZZWSdHTjOcQpQADVqg//j+LaeAkERiqAj+QWoGtRgM5tN8mrpI6vVpCYaNPSjX8YKr2A+uXLJ0d31LPx8A1UuPLagQJZAwIr1UOYF6CT4fidMbJOlEjhEa6h3/B6VLz5h6ILD9F/Ri70tSoGVRrpUlLWFscEGW2zZznZqUxsJCR06QxSLb/mWORiN+c2JyPKEJzjgYDg/zGEqIgeddcKJ3vTmfd4HoCMd2cMeq9utlaNxdobcchQ8m1gtuV6GGczO3gpstPDTJllRS4BagIflXN86R8TgHBHDP21/JsLJDtfQyZCCiwRLoChrC2GLLfnJz8d8zHjGG/LvcY8nPKE+9dPctkCYKPU61AHAFVcuchFHHPHFF4Bd7KIxjXnAA+5xL819KpiJjQ34+xtOJ0zZQ/cNFywnT1bjEg0T/4XKTy0tSQJsNTrqHRvB0QaOeAZZWpqEKKZ7FsAGG3rRi7vcNVHUxzlOaUqnS1EnRyihFKMYnenMAQ7wGPnR+xCHuMlN6lEvU/p9W6hOdeywQ4OGk5xMvFDDhoaXuZ+HUuTe68TL5UQ8ImD4EWjin3JZC3CpYl7Cne042gAEstuAClSwtFgGFGVtAQYzmBWsMJwf5jBLWMK7vJtxgWeT4QQnaEYzxjDGoLBtsWUHO+hAh0zvP6eymMV44UUkkSYhz0zYutXgs7rZ/pv0W3kq8XI5Ed9QKP4KzuaHLeXlpLOe+eEJU9pzv4g3nbaAkGS/7N/wjaXFMqBMg2Qx3/ANE5loOD/IQYYxjMtkvZe1NawhhhgWsxhvvPHAg0UswhFH1rM+y+XJ8YwZI295Bgo+CKTXmjMWFigd9KwG/92FB4Hm17mRB2Y3hnA7uOsNCGh3HVSWXy/Z3r4818r5WlqMZFGUdRYyl7l8xmeoUPGABwxhCHe4Y9EwQhvYwGte4447f/EX+cnPDGagRctf/GUxuXIkH30EdnYA+D4Lof0Oi4aPSj3FvGFOZ/l1tYJwNwACIyBKAz1+M6+NK9a5S/BgkxL4F/extBjJoijrLGIOc/iET7DDjhBCaE5zbnPb0mIBsI99SEg0pzn72U9BCrKQhQQTbA3RnnMGP/8MhQoB4P0qjHU9V1pYoFTi6QS7B0OJeAqtgIf8V6eDfwZB218sIlp62fBeZVb2rWXMaNAAxGGsbZbYuqTJoUxiEoMZjCOOaNBQlKJWo6jjEAgOcpBWtEKHjjzkYRObqExlS4uW/ZEkeceivT0IgX20luL+2cwNqo3KVFHHR6WCUrmzVp4MQgAB3s4E+Oijpet0cCOFqD4WQlHWmYgNNnzO50xiEnbYEUQQvvjyGuu0ABAI9rCHXvQikkhccOEc5zJsF+Vby9y58M47ANhodDwoNMmy8qQFzxTsjlUSuNpnjSwZyMEmJRi8qLsxo3Jl2e+1FaIo60ykDnVYyEIkJO5xj9rUJgDrH1H9wR+MZjRBBKFCxQ1uWKUz9myBt7e8Y1FvAVL+6lNUOssvqKUKlQSbPkq+TD53iO9nIxsQY6vGv5gPQqW3SLl7V/ZxbaUoyjqTcMSRhhhtakcxyhDtOjuwkIXsZS8gO5BqS9b7bsgR9OwpJz1HGs6z0s3MyaAT0HRh8mUeBcEn2cuC6HF+dwYuM/5vGDZMjtlopSjKOpPwwYepTAWMm06yG1vYwnOeIyGxilWWFif7UaQItDA6CPp4yTHsYt6ibeVWTKyNip8/jbf5bP9+q1bUoCjrTMEGGxP3mDvZyVWuWlCitLGGNYZNM4448j3fW1iibEapUtCxo+H0qxn7sM+uyjo0Cr7Zlfi1aA2M3Z618qSTWFu1iac9duyA69a5sBiHYrqXCexmt8Gf9D/8wxrWWFiitDOQgexnPx54MJKR2GLLGMZYWizrp0ABmDnTcDrziy0UeBRsQYHSSZQGZu6DfX7y+cRWsOkiXHsGWgHH7lpWvlQggLb/DDJmbNsG661/CkdR1plAXeoCsg/p3vS2WusPczjPeSpSkXvcwwknylPe0iJlDxwdoWJFw2mFK09xjIq1oEAZQFgMHNH79fhgJYRGQzZ9Ujhet6jx5NkzOR6jlaNMg2Qw9sjmSwJBKKEpK2q1Wt4wERGRMC1bBg4OcpIstyz1mMdEIUcxUaPGRvmNT5QYYmRXs84u2J0xug+YPXIzLfb6WVCyTCAgItsq6pK3JhJjp7duOnQIPv/c5Hqce2EdOmKxnh9YRVlnMDe4gSOOPOQhLWiRfGFHR/jmGxg0SH79ZhowwKi4W7WSA6xaAIEgH/kAaE3r5MNVvcU0oAHPeY5ruMTlGvKPtktoFJ6BEaizm7leDuVZHlfCne3kwY9GA0+fyn/j8YhHqFBxmcsGv+/WgDJEykAqUcnE6X+SqNVQrx7Urw8TJhiy8526j02UBq29DY9rF5Yz40bUO3fKu6uaNYPQUDh3LhPuwDzykY+85OUp1ueT2Nro99upt8uznpXTdeMAnuV1l08ePjQxq7R2FGWdgcxnPr74okXLn/yZdMFBg+Cnn0yySvxzjc59VuMUEE6kpyN7ZnYC4Gn1gjyvnF8upFLBwYPy/Fq/frB3b7plbl0H8sbbRfwiEHb8l7BcLLFsZCNd6Up3unOAA/zMz+nuX+EtZ1cZaHYLjhfO9K4ONyzGi9yu8olGA38m8x21QhRlnQnEEstXfJX4xUmT4H//M8kqu/ECrUZuxikgHADHwEg6frQOgPuNivOoThFODG9MWD79iCB/fli8GDZuhE2bTAKvmkOZwtCvvfz6/XegcDzPkI9fwOrd8uvVu+CK3vQ0kkgmMpGudE1VX287x+oVZcy0dwH4asZ+fPT/YwUACaY1hat5YEvFlIunk+UD6nC7ZC75JCYGxo7N9D4zEkVZZxWjR0OdOtC2rTxCRp72aPjDv/ief4T7w6BEqxU+fIfCh++Q7/QDojwc+fOv/nL9EiVk/8gtW0KfPnDlitmiFC8AY3onfi1/buO109eMylohbZyrXpBz1eW1hnPVCuAeHMWGbiuy3y7GzEKrzhJFbYIQ8OGHWdtnBqAo66xg2DAYPx7c3Q1Znnde8V6P3/A0M6xT0QO3EED/RvNZcXSE8ULVqrBlC4SFQe3aEB2dbDvF8sH8L4znH0+FU/HcKlcpCSv1foZmDoOr/nDjvlkiKsSj8H1Y9BkMXmzM2/tOGRCCKhdGU+HKU9Z8qOwKzSqWDajDtg7xfhR27Ei03EY24oZbFkmVOlK0BpEkqaAkSQckSbouSdJVSZKG6/MnS5L0WJKkC/rUNl6dcZIk3ZYkyU+SpFaZeQPWwlzmGmIYFqe4nClJ8MEHMG2aUVHrBA6BEXxSfabZijoOCSh47C5f+Yyjywcr5RECQPHisrewu8lvTHBzhjMrZYUtBIyaB7/tgEu3jWntHhj8o3y9SF44vhS89aLf4pZhdXwGM2hEo1TJ/zZQjnLEEot9DBRbth98fODXX+XFYSFAkrhUOT9/dq+Kz8upTB/dHJ2EEls+ExHA8zyuBHo56TOSfrdLUxo1al7zmsY0zhoBzcSckbUG+EIIcU6SJFfgrCRJcR7p5wghZsYvLElSOeB9oDyQD9grSVIpIUT2NMo0E2ecscUWgNcEQvnycPGirLD10x52IVEMK/4tjq8j0ux5TRLgFBBBhXXniPB25uC3bYlxsUdnqwYvL/DwSLqus8DTVd5FN3eLPXN3OiJcTctogMX7oUChSMa/H42Hq9EgRYuWUEIBOZho3P0qGAkkXpir2FgICJAXlD/9VF5bKF4c3N3R2KoJ8HFm3A/vMn5qe/59ZxFVzz/CIyhSmSLJYDZ3rsTE79sZM4oWleesk0GHjmCsa8dpiiNrIcRTIcQ5/etQ4DqQP5kqHYE/hBDRQoi7wG2gVjLlcx6VK8Ply7KJnl5Ruz0I5ONas3B+FZ4hLjIloPbCI3xX/geKn38kZ9rbQ2Bg0unePUN98dlgRDJlxah4cyWlS0O5cnLSRztRSJob3ADkHzRffOWRnE4HNWrII+2rV8Ff3gkoVBI6tYrm+4fg9foHLlXKx62knPwrpJpIBxseFPI0dYOaxFRhQQpijz0CgR/Wt4kpVZtiJEkqAlQFTuqzhkiSdEmSpOWSJHnq8/IDD+NVe0Qiyl2SpE8kSTojSVI2jhqaBMePG4ajbg8CKbX9Cu+9/xs+fi8ypHk7F3tKtS9Pqfbl6bT8A96rVZj2kLwTUyFoFSybeTy3yc01x3LJ9nHDoQxPbOV4eS3//lpewLx6FRYtTraeAobpsPrUZzzjTS9qtfI29NatYft28IunFCSJKhfH0PjQMLa3L8/lCtYZrzA74Vc6DyPndjFmfPghPH+eaNmf+IkSlECHzsS9sbVg9gKjJEkuwEZghBAiRJKkxcB3yFNC3wGzgAGQ6FNcgqGkEGIJsETfdo6csnN9HMQ7o7dSYf35DGtTbW9D4/+1ov5XzQ15U/V/NcDI0CjOLjmWoJ6EYG39D0CC2y+Kce1gMeqyP9E+XpbzZXWb3nQM2sp7rzey6k5v1nv3QKusR2cct25Bhw6yNU/LltCrF/jKNpRP87nTYfsn1D/qT+fNl+i68SJF7mdf/zKWItLBllW9axozdu2CJ08sJ1A6MevbJ0mSLbKiXiOE2AQghHge7/qvwN/600dA/H3RBYDs+w6lAVWslvbDN+DyLJTS2803qTMHW0dbE0UdHxtgSnAUs7/cmvCiJJCOClBDrmvPaJlYGT0BJXNxb/Ml8jZ7BEVBEoJ2n/5JiK8H1FKCEKSGpjSlCU04yMHEC+zZI6ejR+WIMosXy9NnwH8NivFfg2Lsa16KAo+CmD9sIw7RmsTbUUhAuLMds79oasz44w+TqcD4vMd7VKJS1giWRlJU1pIkScAy4LoQYna8/LxCiLj9xp2BOK20DVgrSdJs5AXGksBbtd9WpdVR7dfj2XahyPvWS7xvvcSjaADonZNVW3qcF6Xyck9R1ikSSSS96c0qVlFBfySprOPYskX+e/Om7ANmldGsb2dbecrqRpk85HoZxsb3lmeO4DkIrUqi8+Z4ocjWrIHdu5MsX4c6FEbeRdmJTrJDLivDnDnr+kBvoNkbZno/SpJ0WZKkS0BTYCSAEOIq8CdwDdgFfJ7TLUHeRGtvw4ojwzO+YQk+OftlskVcfF3ptqF/hncd42rP6j2fZXi7OREtWk4alnVSyaFD8giwWDGYPNnk0pFGxdnasSLF7nzNsHldEq+vYOC/+sWMJ/fvy65QzeAoRzNJovRhjjXIUSGEJISoJISook//CCF6CyEq6vM7xBtlI4SYIoQoLoQoLYTYmbm3YH0ISeJhvaJMDZvB9iU90Nqp0dqpEekdagtY3mBeskXCnoexKRM2WwiVREhBz5QLKgCyp8I495qzmEVzEp+6ShSNRrZamDIFnJ1lJ17R0SAEWhsVd4v5sGhwA5zDZrDmg+pE26mtcBxoWQo8+sb4fduyJcEPX3z6059hDAPiubm1QhQXqRlEEEFEI5sE5X0KqCRine04N7Au30fN4vuoWfg3L0VIPvd0fRQ0kSn41xUCbSbMa4b6umMTC9764Ozx71chIbe5TXtkByx22JGb3KmPEK/RyO5x27aVfZrfuiW79AS0NmoinO34cHVvHKJmcaFKfp7ktc6dd1nN89wuhDvbyxZZsbHw8qX8NxHssMMHH8OegapUtTr76jgUZZ1BfMVXnOAEANfK6ODsWfmCJBnS6n8/Z87Db3hYryjPKudLUz86jY5nFxKPaiF0gidnHyZ6DQFPrucGwMEtGnffkGT7ccsTipObHHDg8Y08LLoyjhK34fe+8vVxjLPax0VrIYgg7iLvKl3LWorGLQCkldKloUIF2TT0pj4As/6zVe38aIrf+ZrjdYpwrWyedEqevWl6YCihbnpXxVevwiefJFm2HvX4kR8B2T4+ksisEDFNKLZYmUFsjGyONXeufF61qvwlA1BJrPhvBK6Pgmg+LmGQ0YrrzqLSJj32jgmLZk37X2jxg+zJrUCdwgTdfU3Y81B0Gi1bB6xLoqbEqhGdGLf3FwpVekqdHhfYPS/p7eI1Ol+maA15s82aUR0QH2bX5VLLcYpTzGY2C1gAyAtXc5mLhnQ8+bx+LftCr11bjnDSoIG8Iw+IcrSj3vGRVLj8hNE/7qPm6QeUySDb/uzC/qYlCXbXK+qoKPj77yTLOuPMO7xjOP+Krww/rtaIoqwzi9evZW94AE2byl+wzz+HvPJGh9ACHmxZldD1XUCZPDSduCNZS5LQx8Fs7rMagJJty/Hi6lOC7wcmU0PBUpzQH3Wowwxm8DM/E0ZY+hs+eVJOHTvKA4ExY8BV9h1wpWI++qzqTcvd16l5+gEj5h56a1yzzh7VlCf5PeSTsDD4+usky+Yil2HT0k52WuWuxfgoyjoTsMWWRSxiMIPljAMH5HTqFHh6wrp1hm3ob3J0bAsC4nzuvokQvNdzJfG3EN3651riZVOgVP173DpWBP/TCbePF676mLKNTX2jOkXAnJFp6uqt5gxnOM1p6lAHgOUspzvdM66DrVvldPGi7BcmnsnfnlZl2dOqLGerF8Q9OIp1PVdmW3NSc1jZpybnqhWQT3Q6GDgwybJ22LGQhYbzvezlFrcyW8R0IYlkPFBlmRA5ZAdjSUpyiEPkJS8PeGCw20xA1aoJA+D+8ovsOyI5hPh/e+ceH1V17fHvyuRJEt4B5CGUgihXLWCBSFtsFeRRWkWsyNUraqyCykO4INJKqwgB/QgIVj/YKqK1KCVgpR9beYh4K1AwBCgIRCIikbcQEBLJJFn3j3MySSCTB8yZc4bsL5/9mZl9zsz+zWLOyjnr7L0WLbJyQaHt/+XQ/7FltdInUSVceUMOQ9OtCTonDyXxzhM/58DOshhn8w5HGfbc32l4mZWwacmUfuz4sCNzDr/AiSbWH5i/8BfGMIZjHKvV+HWV1rRmMYu5nuvx4yeWWGcGioqCLl2sEMlLL1XcpkrXrFw6f3aYP//PpZmaddzztzJ7nL0IprgYYmKCZthLIIF88gFYylJGMpIjeCJklKmqlToC46xDzF720o52VTvrymjYELZsqTpRUjkH7ztbRNxJ62bI0Nteo80nVmKg6s6cJKqEq/tmM+SpFQAUfBtLSVHZLIUoXwkJ9a1ZHn+bdhPjx73Iwc6tiIlNIq+R9elzmMNjmNPs2vAP/kE/rGzBO9jBNTiYcD8mxvo9TZtWdnZp/3ai/cU0OpHPuFlreHzmamuTc0rCxsJ7ujPy5TsoqGf/IezQAXKCV87IJZdWtEJRXuEVRjAiTEqrJaizNrNBQswZzqAobWjDGtbU/I15eVb6zJiYytu6dXDqlFUsF2vhTX6zZPKbJfP62lFM9c/iTLMkzibHVdm+S0wgr6Qhp6KSORWVTExyMYmNCgItpn5RYNvrrz1Mzg2dKGiazOHm1iFdRBHf8Z0Dlru0+Tk/Zw97EIQUUqhHPecGK52uNmKE9dvJyrJ+O6oUxfg42iyZydMHEeOfxUc/7cCp5Di+TYpzTo/DFPmEvIb1yhz16dPW9w9CIok0xcpsuJa1ZeFKj2POrB1gG9u4hmvIJJNBDOIQNVs5VSOSk2HTJut5o0bQrNlFfdzrOcNJPb0h8DqrXleGdXy7wj4dPoddV0JRyVkWspCHeOiixqyrfMAH9KEPUUSxkY30pGf4Bvf5rMyJCQnQ9vwrvoT8QrK6Pku9fD9tcvPCpysErPlpB25cM6qso3Nn2Lkz6P5f8RVtaIMfP4tYxHCGh0FljTFhkHASRxwFFCAIC1jA/dzvzEC33Qa//jV07w5NmjgzBnAkBVKOwU520pmqU6saqmYZy7iFW8gmmzu4g21sC6+ADh1g3jzrKq5jx/M2d92cy/TJy7ly12HaRcAMo/yEGOaN6s2kmb+0OjIzYfBg2F/5eoOe9GQ5y2lMY97kTe4j9KkZLhLjrMNJeWe9gQ08yqNkkuncgI8+WumBFwru5E7+OLkZSWeMsw4F0URTSCGCkEkmD/MwG93Ic9avn7UyEiAtzVrWXo7bMrZyw9o93P3nTTQ+4d2FInvbNab93t+VdQwaFLS+Yh/6MJ/5tKc9+eSTSGKl+7lMUGdtpu45QBFFPMmTPMMzpJLKPOYxkpFsZaszA774YvX7XABppJHOMJKwMslNZaoj49QliilmMpNJJ53ruI4BDHDHWX/wQVkWuqwsK6Q2K5BUk6VDfsDSIT/g3z3b0vh4PnNHZ3juRmRhjI8pT5fLApmRYYV6gnAXd9Ge9ijKBCaEQWFoMWfWDhFHHA/zMLOwDoAtbGEIQ/iCL1xWVjPu5V5mMIPmNEdR+tKX1ax2W9YlQSyxPMiDzGMeOeTwAA9Un0LVaXw+uPFG6NbNKvBcHlX6rtxNhz1HeemRJe7oq4T8hBgS88uVgB03DmbPrnTfO7mT53melrTkLu5iEYu8mrDJzAYJN2c5yyY2BV53oQtJJLmoqHZ0oAPNseZfK+q+M7mEKKQwkEL1+3yfRSxydipfTSguhpUrYe5cK6S2cGHZNhFW3nwlr92fSsfs3zJnjPtVvxW4rny64EWLYMGCSve9mZuZxzxaYuXj+ZiPveqoq8Q4awdZxzoe4iGKsdJ5r2c9zbi42RtOIwh3c3fgMrGIItrTPvAdDKEhk0zu5V6KKaYFLdjABlpVWYc6TBQUwJ49VvKj5GT47DNrKqAqZ+Nj2NMxhYnP/pLkU8+yPrUd/ugoV9xeUXQUX7S3CwuXlFiFnvPyztuvK115l3dpSlOKKaYPffiayhOheR0TBgkDk5nMkzxJPPGUUEIrWoV2Ol+IiCKKgQzkPd5DEE5wgt70ZjvB44CGi2M845nKVBJICMzP95wz8fms2RUxMVZ19lJs37Gv7e9JKPCTcix8+Uda73+Kr1s1sBb7rFljhXDO4SquYgc7EITTnCaNNBazOGwaLxATBnGT6UxnLnPJJ58oosgmm6u52m1ZFRCE/vRnOcsRhFxyuZ3bjaN2mOftf6c5jSBkk+1+SORciouhZUsrw9/GjZBrZWMsTc/a9qun6Jo1kY3dL+fLts4XqPjsquYUxvqs8c+ehV27ztvnh/yQ7WxHEI5znIlMjARHXSXmzDqMpJPOYzxGHHHkkssEJrCLXWxhi6u6fsEvaEAD3uANBGEve3mMx/gbwYvqGkLLVKYynvEkkMAhDjGMYd69TzB4MPzqV9C3b8UzbeCmVbtJe3UDN6zdQ8uDVedMv1B6fTKW9b3s3OB791ol0MoxkIEsZjGJJHKCEzzN08xhjiNaHMDMs/YKE5lIOulE2Rc161jHKEaxmc2u6LmHe5jDHBphnRHtZz+jGc27vOuKnrrMeMYzk5n48JFDDqMYxT/wcFW8tDRo3dpKQ+qrWAXnv9/6lI6fH2XSjFUhrci+7NZrGD13CLltGlmx9AkT4IWyUnfDGMYLvEAKKeSTzzjGMZ/5IRs/DBhn7SXu535e5dXA641sJIccRjM6rJns0khjGtMCsz6Oc5yhDGUVq8KmwVCRQgoDJaayyWYUo1jBCpdVVcPQodCiRVmxjXIMWbKFJt+cYf6I0IQghr9+F28M72G9yM+vsJjnbu5mBjMCN2qPcYwUgqQb9i7GWXsJHz5u53bepmIOjq1spSc9Ha9t+CN+xCxm0Y52gdkpfvx0p7tzC3cMNeIn/ISP+Tjweh/7GMrQC6+WHi7i4uDaa60UCJMmVdgU7S+ma1YuN63OJn1y8Mot1bHg3h5MeO4WvmmaZN3c7NULNlh5bQYzmJd4iRa0AKzFRz3o4doV60VgnLXXiCaapjRlBCOYwhTAusl3iEMc4ADXcV3Ix6xPfXaxi3jiA2EPRUkllX3s4zCHQz6moXYIQiqpfMIniL1m8DjH6U73yFhQlZAADRpYRRBusiu62+lZ4wv8NMwrYO7oJdy+xDopqOmqSAWmT+7Lb6cNsjvUKiJcWEgvevE+79OABva+Sic6eb6YQBCMs/YqUfa/5SznZm4miigUDdTpm8pUZlO2KqsmJaGiiKqQgnMtawMzDGKIoYiiQGHQW7mVD/kwlF/JEAL60pcMMogjjlhi8eOnDW34lm8DSfM9jc+erbFvH9SvD0llC8J8RSWIKp91ns5lB0+RdKaw2o/LuO1a7lh8HyU+ewJbu3Yk7jtGW9qyla1EE81ZzlJIIddzPTvY4dQ3cxrjrCOBD/mQ1rQmmuhKK2GXUMJVXEUJJVV+Tje68Q7vVLrtLCbNaSTxJE/yOI8Hkg4d4xjd6MZ+glSx9yKNG1vhiqSkQA3SUuIL/Gy7dgYJBX5af32y0rd/FxfNH399PaPn3W517N9Pu+53sPvw2kDVnZOcZCxjeZ3Xnfwm4SCos0ZVXW9YVzmm2a0pTXUFK3Q720Nm5Y/4SFewQv/En1z/fqbVrqWTritYoX78qqjuYpf2oY+2p73r2mrVevdWVqxQDhw47yfaZfN+XdHnRf3y8t+pMrpCy+w6M7Dff/1HtU/n0XqEI4E3f8M3OoYx7n+/0LRPgx3F5szaw/SkJ/dwT+C1IDzEQ4Fpf8E4xCGWsrRC30Qmcoa6UeH6UmU2sxnDmEAs+33eZyxjIy82O3w49OhhPZ6TmnXIki3c+GE2wxZtplFeAQXx0Tw9pT8znuhLt0z4wyOQat9rLaKIV3iFbLJ5gRcqGSgiMWGQS4VRjAocrME4yEH+yl/DpMgQLgRhMpN5hmcCff/kn+xmN1OYwimcWYTiGGlpVmrW5547b9Pdb26i6bEzPJG+km6bpzHhOei+CXqtt7YryljGMpe5YRbtOCYMYpppl0KLJVYHMEDTSa9wFK1mtWaQ4bq+WreoKKV/f2XSpPMcg89fogVxu/VfvSpuGMc47U9/FcR9/aFvQcMgrjtq46xNM632LZlkncvcCkdSMcW6k52ReV+iXj2lUydlwYLAV9p0nWpJue/3Mi9rJzppAgnu63WuGWdtmmmXWoslVutTXzewQf34tYQSVVT9+DWPPB3JSPXhc11nTZsPn6bHzda8+qp59S1HXUKJ+vFrBhkaR5zrGsPQzA1Gg+FSRhD2s5944mmCVTxZsQ6rXvQihxxKKOEbvnFTZqWkkMKP+TEZZAAE7skc5SjHOFbX6n6aG4wGQ12gDW1YxjJSSOFyLq+w7TjH6UtfwLoJfZCDbkgE4AquIIkk4onnEz6psG0PezjJSW7ghro4g8k4a4OhLtGPfjzAA4HnySRX2L6EJRVy0yxlaeBMPNTEEccgBlXom8Y0OtGpQt8XfMFmNjOd6WSR5YiWCMA4a4OhrjKWsTSjGZOYVOm0T0WZwpTzVsa+wzvkkFOrsbrSlQEMqNCXSCKTmVzpuDOZGSgZt4lNJoe6cdYGQ92mtLamIPSgB4/wSLXvWcUqvuZrBKnxWXcnOpFKapX7zGc+61iHorzFW9WmT6hjXLizFpF44GMgDogGlqjq70SkMfAO0A74ErhDVU/Y73kCSAOKgdGq+kE1YxhnbTCEiSY04QquCLwWhLWsJZpox8bczW7u4z7Aikkf5ahjY0U4F+WsBUhU1dMiEgP8CxgD3AYcV9UZIjIJaKSqj4tIZ2AR0ANoCawCrlDVoOWxjbM2GNylJS3PC5G8wRv8jJ/V6nPe5M1KQx5+/BzhyEVprCMEddbV/ilVy5uX5uWMsZsCtwA/tfsXAh8Bj9v9b6vqWWCviOzBctzrL1y/wWBwkgMcOK+vH/2qzUNzLsX2P0PoqdF1j4j4gEygA/AHVf23iDRX1YMAqnpQRJrZu7cCNpR7e67dd+5nPgg8eDHiDQaDc5TmVDd4gxr92VTVYlXtArQGeojI1VXsXlmWofPCHKr6iqr+MNgpv8FgMBjKqNU1jqrmYYU7+gOHReQyAPuxNCCVC7Qp97bWUMk1lsFgMBhqTLXOWkRSRKSh/TwB6APsAt4Dhtu7DYfABMn3gDtFJE5Evgd0BDaGWLfBYDDUKWoSs74MWGjHraOAxar6dxFZDywWkTTgK+BXAKq6Q0QWA58BRcAjVc0EMRgMBkP1mEUxBoPB4B2CTt2r3bwcg8FgMLiCc0uWascx4Iz9GCk0xeh1EqPXWSJNL0Se5gvR2zbYBk+EQQBE5NNImsZn9DqL0esskaYXIk9zqPWaMIjBYDBEAMZZGwwGQwTgJWf9itsCaonR6yxGr7NEml6IPM0h1euZmLXBYDAYguOlM2uDwWAwBME4a4PBYIgAXHfWItJfRHaLyB67iIHnEJEvReQ/IrJFRD61+xqLyEoR+dx+bOSyxtdE5IiIbC/XF1SjiDxh23y3iPTziN7fi8jXtp23iMhAL+gVkTYiskZEdorIDhEZY/d72b7BNHvVxvEislFEttp6n7L7PWnjKvQ6Z19Vda0BPiAHaA/EAluBzm5qCqLzS6DpOX3PApPs55OAmS5r7A10A7ZXpxHobNs6Dvie/X/g84De3wP/W8m+rurFyo/TzX6eDGTbmrxs32CavWpjAZLs5zHAv4FUr9q4Cr2O2dftM+sewB5V/UJVC4G3sSrNRAK3YFXIwX681T0poKofA8fP6Q6mMVDNR1X3AqXVfMJGEL3BcFWvqh5U1c3282+BnVgFNbxs32Cag+G2jVVVg1Wk8pyNq9AbjIvW67azbgXsL/e60qoyHkCBFSKSaVe4AahQKQdoFvTd7hFMo5ft/qiIbLPDJKWXvJ7RKyLtgK5YZ1IRYd9zNINHbSwiPhHZgpUbf6WqetrGQfSCQ/Z121nXqKqMB/iRqnYDBgCPiEhvtwVdJF61+8vA94EuwEHgebvfE3pFJAnIAMaq6qmqdq2kzxX7VqLZszZWBypSOUkQvY7Z121nHRFVZVT1gP14BFiGdfkSrFKOl4ioaj6qetg+AEqAP1J2mei6XhGJwXJ6b6nqUrvb0/atTLOXbVyKRlhFqvJ6nbSv2856E9BRRL4nIrHAnViVZjyDiCSKSHLpc+BmYDvBK+V4iYiq5lN6UNoMxrIzuKxXRAR4FdipqrPKbfKsfYNp9rCNI6oiVTC9jto3XHdPq7irOhDrTnUO8Bu39VSirz3WXdytwI5SjUATYDXwuf3Y2GWdi7Auu/xYf8XTqtII/Ma2+W5ggEf0vgn8B9hm/7gv84Je4MdYl6zbgC12G+hx+wbT7FUbXwtk2bq2A1Psfk/auAq9jtnXLDc3GAyGCMDtMIjBYDAYaoBx1gaDwRABGGdtMBgMEYBx1gaDwRABGGdtMBgMEYBx1gaDwRABGGdtMBgMEcD/A9famOWuvkULAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes_with_bb = shapes_with_contours.copy()\n", "for contour in shapes_contours:\n", " (x,y), radius = cv.minEnclosingCircle(contour)\n", " cv.circle(shapes_with_bb, (int(x),int(y)), int(round(radius)), (255,0,255), 2)\n", " \n", "plt.figure(figsize=[10,5])\n", "plt.imshow(shapes_with_bb[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "6c4e88d2", "metadata": {}, "source": [ "Możemy również umieścić elipsy przy pomocy [`cv.fitEllipse()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#gaf259efaad93098103d6c27b9e4900ffa), ale w tym przypadku kontur musi składać się z co najmniej 5 punktów:" ] }, { "cell_type": "code", "execution_count": 26, "id": "4a46cbcd", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shapes_with_bb = shapes_with_contours.copy()\n", "for contour in shapes_contours:\n", " if len(contour) < 5:\n", " continue\n", " ellipse = cv.fitEllipse(contour)\n", " cv.ellipse(shapes_with_bb, ellipse, (255,0,255), 2)\n", " \n", "plt.figure(figsize=[10,5])\n", "plt.imshow(shapes_with_bb[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "e925fb4d", "metadata": {}, "source": [ "## Wykrywanie obszarów/plam\n", "\n", "Do wykrywania obszarów/plam (ang. *blobs*) posiadających wspólne cechy (np. rozmiar, kształt, wartości pikseli) możemy użyć [`cv.SimpleBlobDetector_create()`](https://docs.opencv.org/4.5.3/d0/d7a/classcv_1_1SimpleBlobDetector.html#a1d7a06c8b8749207a978e42cd8d0cdf6), a następnie używamy metody `detect()`. W poniższym przykładzie użyjemy domyślnych wartości detektora." ] }, { "cell_type": "code", "execution_count": 27, "id": "cad48f62", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "blobs_gray = cv.imread(\"img/blobs.png\", cv.IMREAD_GRAYSCALE)\n", " \n", "blob_detector = cv.SimpleBlobDetector_create()\n", "\n", "keypoints = blob_detector.detect(blobs_gray)\n", "\n", "blobs_color = cv.cvtColor(blobs_gray, cv.COLOR_GRAY2BGR)\n", " \n", "for kp in keypoints:\n", " x, y = kp.pt\n", " x = int(round(x))\n", " y = int(round(y))\n", "\n", " radius = int(round(kp.size/2))\n", "\n", " cv.circle(blobs_color, (x,y), radius, (0,0,255), 3)\n", "\n", "plt.figure(figsize=[15,5])\n", "plt.subplot(121)\n", "plt.imshow(blobs_gray, cmap='gray')\n", "plt.title(\"Grayscale\")\n", "plt.subplot(122)\n", "plt.imshow(blobs_color[:,:,::-1])\n", "plt.title(\"Blobs\");" ] }, { "cell_type": "markdown", "id": "b5639883", "metadata": {}, "source": [ "Parametry ustawia się poprzez atrybuty obiektu zwracanego przez [`cv.SimpleBlobDetector_Params()`](https://docs.opencv.org/4.5.3/d8/da7/structcv_1_1SimpleBlobDetector_1_1Params.html). Po ustawieniu parametrów obiekt z parametrami przekazuje się jako argument `cv.SimpleBlobDetector_create()`.\n", "\n", "Detektor działa następująco:\n", "\n", "1. Obraz źródłowy jest przekształcany do obrazów binarnych poprzez progowanie z wartościami odcięcia od `minThreshold` do `maxThreshold` z krokiem `thresholdStep`.\n", "2. Dla każdego obrazu binarnego znajdowane są połączone komponenty przy pomocy `cv.findContours()` oraz obliczane są współrzędne ich środków.\n", "3. Środki z kilku obrazów binarnych są grupowane na podstawie ich współrzędnych. Te, które znajdują się blisko siebie, odpowiadają jednej plamie/obszarowi (kontroluje się to poprzez parametr `minDistBetweenBlobs`).\n", "4. Na podstawie wyznaczonych wcześniej grup obliczane są końcowe współrzędne środków plam/obszarów oraz ich promienie, tak by zwrócić je jako lokalizacje i rozmiary punktów kluczowych.\n", "\n", "Detektor dokonuje kilku filtracji zwracanych plam/obszarów. Poszczególne filtry ustawia się poprzez parametry `filterBy*` nadając im wartość `True` lub `False`. Można filtrować według:\n", "\n", "1. koloru (`filterByColor = True`), tj. następuje porównanie intensywności środka plamy/obszaru z obrazu binarnego do wartości ustawionej w `blobColor`; jeśli są różne, to plama/obszar jest odfiltrowana; wartość `blobColor = 0` wyodrębnia czarne plamy/obszary, a `blobColor = 255` jasne,\n", "2. powierzchni (`filterByArea = True`), tj. plamy/obszary mają mieć powierzchnię między `minArea` a `maxArea`; np. ustawienie `minArea = 100` spowoduje odfiltrowanie plam/obszarów, których powierzchnia stanowi mniej niż 100 pikseli,\n", "3. okrągłości (`filterByCircularity = True`), tj. miara okrągłości plamy/obszaru `4 * pi * pole powierzchni / obwód^2` ma być między `minCircularity` a `maxCircularity`; np. regularny sześciokąt ma większą okrągłość niż kwadrat; np. okrąg ma miarę `1.0`, a kwadrat ok. `0.785`,\n", "4. inercji (`filterByInertia = True`), tj. jej wartość ma się znaleźć między `minInertiaRatio` a `maxInertiaRatio`; miara ta określa jak bardzo wydłużony jest dany kształt, np. dla okręgu wartość ta wynosi 1, dla elipsy mieści się w przedziale od 0 do 1, a dla linii wynosi 0; aby odfiltrować po inercji można ustawić `0 ≤ minInertiaRatio ≤ 1` oraz `maxInertiaRatio ≤ 1`,\n", "5. wypukłości (`filterByConvexity = True`), tj. `pole powierzchni / pole powierzchni otoczki wypukłej` ma być między `minConvexity` a `maxConvexity`; aby odfiltrować po wypukłości można ustawić `0 ≤ minConvexity ≤ 1` oraz `maxConvexity ≤ 1`.\n", "\n", "Domyślne wartości parametrów są dostrojone do ekstrakcji ciemnych, okrągłych plam.\n", "\n", "Poniżej znajduje się przykład skonfigurowania parametrów pod kątem progu i minimalnego pola powierzchni:" ] }, { "cell_type": "code", "execution_count": 28, "id": "1fb61f3c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "params = cv.SimpleBlobDetector_Params()\n", "params.minThreshold = 200\n", "params.maxThreshold = 255\n", "params.filterByArea = True\n", "params.minArea = 2000\n", "\n", "blob_detector = cv.SimpleBlobDetector_create(params)\n", "\n", "keypoints = blob_detector.detect(blobs_gray)\n", "\n", "blobs_color = cv.cvtColor(blobs_gray, cv.COLOR_GRAY2BGR)\n", " \n", "for kp in keypoints:\n", " x, y = kp.pt\n", " x = int(round(x))\n", " y = int(round(y))\n", "\n", " radius = int(round(kp.size/2))\n", "\n", " cv.circle(blobs_color, (x,y), radius, (0,0,255), 3)\n", "\n", "plt.figure(figsize=[15,5])\n", "plt.subplot(121)\n", "plt.imshow(blobs_gray, cmap='gray')\n", "plt.title(\"Grayscale\")\n", "plt.subplot(122)\n", "plt.imshow(blobs_color[:,:,::-1])\n", "plt.title(\"Blobs\");" ] }, { "cell_type": "markdown", "id": "af69ebc8", "metadata": {}, "source": [ "### Zadanie 2\n", "\n", "Spróbuj wykryć i oznaczyć monety z pliku `img/coins.png`. Przykładowy wynik znajduje się poniżej (użyto schematu kolorów *inferno*, kolejność wykrytych monet nie jest istotna)." ] }, { "cell_type": "code", "execution_count": 55, "id": "94d29296", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "params = cv.SimpleBlobDetector_Params()\n", "params.minThreshold = 100\n", "params.maxThreshold = 255\n", "params.filterByArea = True\n", "params.minArea = 500\n", "params.minConvexity = 0.36\n", "params.maxArea = 50000\n", "\n", "blobs_gray = cv.imread(\"img/coins.png\", cv.IMREAD_GRAYSCALE)\n", "\n", "blob_detector = cv.SimpleBlobDetector_create(params)\n", "\n", "keypoints = blob_detector.detect(blobs_gray)\n", "\n", "blobs_color = cv.cvtColor(blobs_gray, cv.COLOR_GRAY2BGR)\n", "image_empty = np.zeros((358, 538, 3), dtype='uint8')\n", "for kp in keypoints:\n", " x, y = kp.pt\n", " x = int(round(x))\n", " y = int(round(y))\n", "\n", " radius = int(round(kp.size/2))\n", "\n", " cv.circle(image_empty, (x,y), radius, (255,255,255), -1)\n", "\n", "image_empty = cv.cvtColor(image_empty, cv.COLOR_BGR2GRAY)\n", "_, image_empty = cv.connectedComponents(image_empty)\n", "\n", "\n", "\n", "plt.figure(figsize=[15,5])\n", "plt.subplot(121)\n", "plt.imshow(blobs_gray, cmap='gray')\n", "plt.title(\"Grayscale\")\n", "plt.subplot(122)\n", "plt.imshow(image_empty , cmap='inferno')\n", "plt.title(\"Blobs\");" ] }, { "cell_type": "markdown", "id": "b826a305", "metadata": {}, "source": [ "![Wykryte monety](img/coins_detected.png)" ] } ], "metadata": { "author": "Andrzej Wójtowicz", "email": "andre@amu.edu.pl", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "lang": "pl", "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "subtitle": "02. Operacje binarne na obrazach [laboratoria]", "title": "Widzenie komputerowe", "year": "2021" }, "nbformat": 4, "nbformat_minor": 5 }