diff --git a/ml/ImageProcessing/.ipynb_checkpoints/img_processing-checkpoint.ipynb b/ml/ImageProcessing/.ipynb_checkpoints/img_processing-checkpoint.ipynb new file mode 100644 index 0000000..0d5ea0c --- /dev/null +++ b/ml/ImageProcessing/.ipynb_checkpoints/img_processing-checkpoint.ipynb @@ -0,0 +1,928 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import matplotlib.image as mpimg" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "img = cv2.imread('glass.jpg')\n", + "cv2.imshow('glass',img)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(225, 225, 3)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img1 = mpimg.imread('glass.jpg')\n", + "plt.imshow(img1) #plt by default takes BGR\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "new_img = img1.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Filling a dimension of image with color" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_img[15:210, 65:150] = 0\n", + "plt.imshow(new_img)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating border" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(245, 245, 3)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "constant= cv2.copyMakeBorder(img1,10,10,10,10,cv2.BORDER_CONSTANT, value=(0,0,255))\n", + "constant.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(constant)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Covering whole image with color" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "new1 = img1.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "new1[0:255, 0:255] = (0,0,255)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fMO1Q2A2cOrB+CrBnSrU8L1W1p3/eD9xOd3i6b+4Qr3/eP70Kh7JQvcvie6mqfVX1bFX9Bvg8z50izGT9C9wZPHPfwbRD4V7gjCSrkxwFXApsnnJNR5TkJUleNrcMvAV4gK729f1m64E7plPh0BaqdzPw3v4K+LnAU3OHuLPkkHPsS+i+A+jqvzTJ0UlW091V+52lrm/QQncGM4vfwTSvyA5cZX2U7grx1dOuZ8iaT6e7uv194MG5uoGXA3cDj/XPx0271oGab6Y7xP4/uv8VunyheukOXf+5/07uB9bOaP3/2te3ne4/opUD21/d1/8IcOEM1P+ndIf/24H7+sdFs/gdeEejpMa0Tx8kzRhDQVLDUJDUMBQkNQwFSQ1DQVLDUJDUMBQkNf4f0Xm/lRW7g6QAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(new1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "img5 = cv2.imread('glass.jpg')\n", + "img6 = cv2.imread('planet.jpg')\n", + "img7 = cv2.resize(img6, (255,255))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Affine transformation" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "img9 = cv2.imread('glass.jpg')\n", + "rows, cols, _ = img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(img9)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "pts1 = np.float32([[50,50],[200,50],[50,200]])\n", + "pts2 = np.float32([[10,100],[200,50],[100,250]])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "M = cv2.getAffineTransform(pts1, pts2)\n", + "new6 = cv2.warpAffine(img9, M, (cols,rows))\n", + "plt.imshow(new6)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Affine transformation on another image" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img10 = cv2.imread('planet.jpg')\n", + "rows, cols, _ = img10.shape\n", + "plt.imshow(img10)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pts1 = np.float32([[200,40],[550,40],[200,550]])\n", + "pts2 = np.float32([[400,40],[750,40],[400,750]])\n", + "M = cv2.getAffineTransform(pts1, pts2)\n", + "new6 = cv2.warpAffine(img10, M, (cols,rows))\n", + "plt.imshow(new6)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Perspective Transformation" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pts1 = np.float32([[75,20],[145,20],[85,200],[140,200]])\n", + "pts2 = np.float32([[0,0],[300,0],[0,300],[300,300]])\n", + "M = cv2.getPerspectiveTransform(pts1, pts2)\n", + "new7 = cv2.warpPerspective(img9, M, (cols,rows))\n", + "plt.imshow(new7)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "M = np.float32([[1,0,80],[0,1,70]])\n", + "new8 = cv2.warpAffine(img9, M, (cols,rows))\n", + "new8.shape\n", + "plt.imshow(new8)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Rotating the image" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "M=cv2.getRotationMatrix2D((cols/2,rows/2),45,1)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "new8 = cv2.warpAffine(img9, M, (cols,rows))\n", + "new8.shape\n", + "plt.imshow(new8)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Handling noise in text image" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img11 = cv2.imread('j.png')\n", + "plt.imshow(img11)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Erode the image with 1 iteration" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OAd+n6lH2LrVNqIZqnyz/r04A24bZFp85YJbQ9lDNbCw5OGYJDo5ZgoNjluDgmCU4OGYJDo5ZgoNjlvB/OMRe7PNVKjQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kernel = np.ones((7,7), np.uint8)\n", + "erosion = cv2.erode(img11, kernel, iterations=1)\n", + "plt.imshow(erosion)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### kernel having a size...slides through the image from start till end. when erosion sees black color anywhere it replaces black color in center of kernel box" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dilation" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dilation = cv2.dilate(img11, kernel, iterations=1)\n", + "plt.imshow(dilation) #dilation puts white pixels" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Handling noise in Face image" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img12 = cv2.imread('lenna.jpeg')\n", + "plt.imshow(img12)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "erosion = cv2.erode(img12, kernel, iterations=1)\n", + "plt.imshow(erosion)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kernel = np.ones((3,3), np.uint8)\n", + "dilation = cv2.dilate(img12, kernel, iterations=1)\n", + "plt.imshow(dilation) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### USing GaussianBlur to clear the image" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "blur = cv2.GaussianBlur(img12, (3,3),0)\n", + "plt.imshow(blur)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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jWYrWmhpLWR4IXcXVakmWZfSHHbJtuPfgbZ5tt4jAx7UOfdGAdHlWHei8AddawnHKRncEAuJhQGhNl6YMQQjK4+z+fdLTGY4QiMHSdC277ZZ5NEK5itF8jByFGF+RLGZ445iLd+4xSiOkVHTaIpua/lDgCotjDD2WvOsIzICvLIvZmN/+6teY+j6RHyCsQZQtxeWax48+Yp+VtG3Ld7crtrqloQEpGQUBAZbQdzGBQkU+kyTmwdkp4+mI+emMshswSJSviKOUZBxjXYe8LCmvrqmriiQd4/mKRg2sihUjqRhHKSiHTVHSVxXjXrPMMopszzwI6XcZJ56P2w28vThlEsWEccw8TrjwYmwYcf7OPVTkc+/0hPujEcJYnt6sqKsK03W89dY90lHM2Pc5lAUL32cmA6pS890PHqFbKFZrMjkg7p7RCYFpO6oip6syvnYy5W//zm/zjV//Jtr25IcDqevQ5TvCMOLu7IJ5kNBpw7ppidMJtatwU4808FFmoG17nFIQoXAFSF8yOpmTY8lMjxGWq2wP1hL4PtPzU8I0wMPS5xWPHn9EnmUMZqDeHXC0JR0leL77RUvCj+XY03zJJ+fwqcCnzGueZTnS8Qh7g3Z9/q9HT0meXGOMQcxTdlnHum45PT8nTcfc3jwn8SSh45Hbnh7w44BZPGYyKIom46ou8JTLLIp4uj1QdA3jwCXwPa5vlgTS4+zeA4TjsTps8QOJLyyF1mhtmI5TBt3jjqbMRlNWm2vyfEPYjQmVwo1CaCqkksTSpTeCXVUzaEAKlB9gTY+T17i6R6Uj/MgnK1uCqmE0wNp1sIFPLH3uni7QjiCJE54ettQMBEFAXpckUcTJJCFbrSCKMG1H0dSExuAw0A0NPpLxdMxKQ9G0SMdhcXpCqzWLeEo/g8a07Ksa1zrIXpFdHxAWBJJBCman93Hahsv9hrkT0nUdvVBMlcBxOjorUIBSkmAcMnFTFr3io8snLPw5kXWo8pbL7pr7k4Svnb3Lo9WSaRQwGic8W615kM5YdQ3aCpbrDRiDiWMmqUOKoU5dyDp0p8ko8T0PfJ+u6xBSEvtjzkYd2oHrzZ5BeTQi4SbfYR3J1M3ZlyW/+/V3UFieH2oiP+B5uWIcp3ihx9VuRxqFKAvfGC3ospaRchlby7n02PiW7SHnsiw4KIXqcrq6ITtk9IlPWxZ4Ajpt8B3F5mrJ/7Rc8t573+K9e4r52YhBCGQ6otiumI3n/Kv//L/AP/rHf8b3fvCQ8+k5Q9twu99ycyiJlE+cJKRxwnZ/IFAertdTFTUnwRhn1FGYhn1REno+tteUboPjxMyCCV1b03YV7igilS5pHLK9vKGTLxqdP/nzv2C922AHyyIccff8gqZvyIuCtm2/EC34NI6i+ZLXp+ZYBIs45f/+f/4YFY54dzYmUoohjjh7+6sorZFKsapL9iFUA8RJSOr7BLMJkzSiqwxJGNKEgrNOUQ+ax31J4Vg8bZDGYdU31GHA9uqafrsiUQorU8AyeA67piBQFs/3sTh4CEZxwm6zwVWKIIblYY9xJJPxiLGXkngBQ+ByeXXJfn2NVRIZxNRNi5PETKKIcTKiLErc1nCWTtj5LmGUEgUDe7HDcVw8UyMDn5vdnnvTKU3bscn2zGYpvhQYx0OagXhwOHQNTzYrqrbidLzg3t1zzoKQh9crOjswSULCdEaWlVxEI+IkIisrrncbaH2MMaAG5vM5ZT9Q2oau79BKsRjHhH2HpxwG7XE6PyMIFKZpUA444ylz6SJxeLrZ0ArB/nrF+WSCOzioacwYl9QJuMkPmKalK3oi33ASp1zMXvSAlTmQVTWecjBSEAhBrlwOXcXccfjKyR2e5Xsu9XPSJGUwhqHT7LMMK0Aqh3Ecc+/OPTb5DiMlRVlgvYDEHyFDH91p7kzGhF6M1Zqq2VF0NZEX8N3lLWHoY42ma1tuJHyFkN4OlNKl6hpynBdTc6ZT5saQRhGPrq9JfA83jthuVrSey3w+Rfgek/NTnmQ5d8YjbFXw/e+/j8wLzi4ucJqG0zhFTRfclwJRZmzff5+PrpYUVqPlQGJdej2QlSVNsSPwI3TT4IYSx1hU6nK13SGsJUlGlG1DEMfQaqTWCKdnmsQENuAqyxlPx3gqYHXIefbwQ+rdgW63xVOSQ1VRthWJH5AXNVpb/CD8QjXhJ/ELiaYQ4jGQ82K6lbbWflsIMQP+B+Bt4DHwH1prd7+Ym58vFhgZOAtD8F1aB2rHEO7XbKqGxShl4Ti4QjGSAcnYp+0aMJq5G/NoW2KMQe13zKOAUTLh4f4W5Sq+cXLB+Z0LfrDe8fijS946vWCTRKxyh5H0qdqeII5p65Kya3CUxIl9lO/TlhWutQghsEpiBsNkMqayDqbvcFOfQ1FgexfCkDTyUVLhOT5ncYwOFDebHeurSwC09IiSBNOUlKslURBStC3pNGTcKnTZsNvsyX2XrO8RyiHWlsN+hUojZnFMWdTUHQyeYuQmxLMZrVDcVg1V1xK0kJ5MabMaypqD8siWJduqpncsmyKDbkAkEl016LqnzfecvvU2roDl6oZ5POPcj2hpuS0Ktrc5b01GzOZznlcNEkN/yMi2B8IoxPcUT/c7lB6IlE9tO7rAIIKASAxsyxKn9BmNUj54/ITQ9wHLow8fs1jMOJtP2a233FQlWreIyQlJ2gCC09kZaeTz5Po5YrDc8U9QQQCmoS8bNusDInTxhSR0fGRT0w2G8zCgloZDp/kIuNlucY0mqxveWzzg5PwOj9ZLTvyQtDdI38OGHoeqx+kHZn6E7TVu4CNcxVejmMf5gb5rcZRiHvr85m9+i0fFAd+6DF3PzsBkcU6oJLttybZtOHn7Xd6NIvarNWo8wijFfnXDXc/hP/v3/n3+l3/4h7x//Yx1tSeIR7h9D7qHwWHi++yyNcIq6r7HDRS+6+AGIZMgJDIR2+2exXSOmqWYumKfHajqDqEkh23OYfeE22fP+MGHD3GAMAiJHAmdphGGYrVEWojHKa7vfXw/fpnGNX8ZPc1/xVq7fm3/94E/tNb+XSHE77/c/y9+CXbeOK9POn+42eD4Lq6AzumpyoK203QD1PstfTjCVS6DdEAMnHohdZHTKI/IhT71aG4brg4V98MRrpVU+4py3vFRXvBklzE+O8VPUibplFYbdstrrtcboizn/PyUpjEY3RGFPXnW0GcZrjF0jsVhoNnsOSiHQTnMwpDt/sAuP3A2W1But6h0CoNAUCOThMOhIq8aOilZzMa0ZY2nXHarHcL3aW+WuKMRwdATCUsceozv3OE2y/FnI7xgRN1rtCMRm4x9lqFmE+bSI+sVi9MTirKlKlpOJilOJIjdEGnFC6EPQj5arYg8HxUEqK5Fuopdk6G1JFsvWcQjvvbOO+RFjRe4OI1mu3/ORknmScLZ2QmO57Jpe5aXN2x2Gy7O5hhrcOOQexfn1HVD0g/85fvvM0tT5qdzFBbddMRxiBdIDl3P4fY5rnRpjCY7HDibzxCuS1YVeErxznRGX1YkoU+sBN7gYv2Qpq2o9MDJ6Ql0Pdlyw3gWUZUDX//qO1zdLvG8gMJohrLgbDzD1A2u62PTlLKtiUOfYTCMpymNhGx7wGk1MpEMQYDrehyqgr6scTuNpzzysuRUKWIheLzb0TcN0cse7cFoxmFMLAN003MxGTP0ml4IDm3NB/s1bd+RfvcvSBG8++AtBtdhU+UMGrpekcQhf/ub36AymvJJxW5/S+D6jKKYJJzgWYHyXXZtAcrDWIk/8kmsID/keKGPr6AtC272SxwPJlHCKInBcbh6+oyHH7xPfrsijEJ6ramalvKwxwt86C1SOQRRTM9A2zZg7UvF/PLI5pt4PP87wL/8cvu/Af5P/oaI5uu/nn/rwVs0fc9tWWH6hiSKmQagrWJ9yDB9xZ3Rgqyuie3A18ZTDo4gK0pM0+GOIrowIA4SjCMYO4LI97hc5hS9RRpNjMPtzS2X11fssy3DocSXitF8gnYG3L4njUc0bYcuKy78ACf0kdagNSjfo+oaWgTE5+i2IoxD6izjfH7CbDIjKzJGwYt5cY1SRIGH0AO2arlZr5kYS1eVnI5GqPMLjGdZXd9yqy3vXpxzspiwW/bMrcd6X2ME+L5PEMWY0KNtKkAjrOX22TOCdIQbBGzaCtdXWDNQGsO+Kujajq++/TYA11fP2WRb5vGMxHdphYOoDUaXVNal6RpurzMenN7BxJqHqyUjRxL4HkGsuKlKuqzEdQSeCnB9yd1ZQDkMXJcVSmveOT0lTEdMxgl1WQOWsQwgirle33Kz3zCJxwRBxCKOsU1LayEvW1QQ4GpDrzWBkuT7A31Zc1UWFBhGfkS+2qJ8n0ZKUqnogOtnz0hdRZXvccKQcZxiUFzlB8bzOUE6wkpL6Ic4XcvXvvoN/uLhQ/piz9unZzzZb9k4BU4Pi2RC5En2bUPgOvShRI4jlPS4efqU+65HFEYUg6HThh9sdyzCAF+5rIymaBuapmZiBbGnQAq+80++x+npBZ0j+I133mExmVE5Po10EV3DIg4RkxHlpUQ6PlYq9mWOqzXPDiXxMDBWiuloRt/1SCnxlGJrOozyEK5DIyynsxnTaPJiBkC+5+n1FZdPL3n27Am2MZxEAbouaRtDGKckccT+kGEstG1PGEUv1g+JL49YvuIXFU0L/O9CCAv8V9baPwDOrLXXANbaayHE6S/q5OeNALL9Fr1fk6ZTrOOg65Ybq3F0x9lkzP3Io/cCqn7gN09PiaOQR7dLZlFI6C9Yrg987fyCm82GYl9wNx2zNSV5V3ESR7z93q/x3SePePj8CmN6Jo5P5nVMwhA3Cph4IVVWQeAzSIXjSgbffTGOKBSVHAhlQKwUN5sNh9UKR7xYvhksFhC4lPkWrTWMz9kfGrzQ5SyJOCx3uIHP+fkFoatIsXSmw40D8t0WiUBEIcumwRw2mMOGfVvhxTE3t1sWpwtOJ2Nu84LDLieII6JxirLgjmMsA+tNRr7uSH0XT9W4rqLPMrrtjrJtaUyP1S6xH9Jrg6l70tkJnlJcb3eUVUHg+3z38inTsxMm4zEYzaPnzyH0COOYSRCRV3uudxuMsXz97n06Y+i1QQ2CZJzSAMIKOvNikd/oZMZys6ErOmbpnCCKUK7LO/M53XbHB0WBlIKhLGilJBkn3BY7iqwi8SOEVCySMZ6jqMsSJRWD7mmzlnCQ1KZhfShJ0hmxFOhRhOkakiCh7w22PKB8l9r0TASsrm+o2pZ0EuFPI95yXNabJXdOZgzWoR1A2gZZ1SChUbCuD2gpeZwVREqykA6u7ulcFxEFrOuGblvQVTWhHyIZmPaghKIap1zdPCffrrgTRyzOTvB3O+bTGTK9xyDgq8PAcr3ng4c/oLYDIy8ilQGPi1u80EfXBj/SGN0Quw46Dim7hrT2WUzn7NoMX/go6bHNNjz88CHPP/g+q+Uaug7luexWa4aXoitkhFAOrgvacejqBteRKPnjFhJ/8fyiovnPWWuvXgrjPxRCvP+zXiiE+D3g9wAePHjwC7rxy2dT5oiuJ+w1Mgxw/IC6q5BFSWTBaMu+rRAW6q7jSVWSVyWzyCfvOjzPo9UaXdd0bcuyqsiMYVlmLOIYPQxsqgKpHFI/YLPZ00mB1B2uHlCeIEhjiEIszoseXhTQljlauAjPo6gqHK3BGHTbEkQBrhLEYcT16oaRIxiPJ2R5jh4MY99D94bA9fF8n94KmrbEVZJNlTMW4DouMvbpLdRVRak7rB44NAWjyOMkTYnjiKIuub58jhtFOFi0conCEKUAK3C0JlAuVVcTDz5tq0mShKatKbMcLw5ZJAlNW9G0Da7y0cbQtu2LX077ljhOMF2D6yo8R1AVBRKXrqjxlIeyDo6UCAn5Puf5ao1Szou19a6kBjrg4fKGRLl4bsChKrha3+K7CukIXCEIlMsAdL6PaWpOx1Oa3YFNkeNNUlTVopsOwhGmbWmLkkprlCPRWqPbFqE85nFM50Rs8hJdVKSjERZom5rQCzGtBZFhe0VR1RStxalapFQEeOR5jiCgajpG0qUSDjLwGc/miLrENJrbmzWdsHh2QCtFO/QckJR6IIl9tBQI38PrG3o74EYRuiy4O5szFvDhbsPzgTbQAAAgAElEQVR+s4YgZp3tmY8jvGGgrCrUdIoYpbx39z7LxUc8+vAH1G1LY6FVHmfnp8yimPXtDY3uSOIU40qksCAVsyhBepLUhtD2HMyG7WbJ7fNL6pdzLsMowjKQVQWi1fj+ix+/BgFWWHrdYh2LciVKqi/deCb8gqJprb16+bkUQvw94HeAWyHExcte5gWw/AnX/gHwBwDf/va3v/A3Qn3SgfGdexwMPF+umEQRgRo4VSHvTCLawfLny5w0CjnzXZ6vV5RNy4N7Z7RqYJdVmGREsVnRDB3z03PKMscoB1dbaDq2bYkr4L1792g2B/qyIFAS9EDb9XSBIbMCt6zo2h7P92m1ZgihKBpMV2Fsj8LHSROUK4k9l7LNqesCjcJNUxypSHrD3jQ8v71BDorT8RTZG7qy5P7FGXmXE1QZYz/GyAEzgMahznK2WY7vewgvoO8tF3FCXZU8LzN6IPR9pAUjLIfdlihQxHGCcAai0EWqEcLzEcah1jXbfM/FdIbtBhrVs2latBlgKPnmdEynezIBaRzhYbk7nRE4LuvtlsDzKVqNNgY/dsjKmrapmF6c405cmqogEJJxFKNdFzM4BEqy3a6Qjia4O+d2taHrNJ4fAi8atW1e8vT6mkYbLs7Pib0Qf2bRVuB4ilmywFQDoYDKGMo8QwUeKgo5FBXTOCacJeSHAmPAWodz38cpanZagza4wuKPZyzcEfM4xrgJz9ZbNmVFGvqczM5pqpqPlre0vebD/Q7HcShNTzp9Md9z/dET+q7l7PyUu2nEsigZyYQgGkGWkUhJ3rTkZUXswrvvvk09WCoJVehjTI8p9+g+Qqdzvne9ZNRrTiZzSEeUVYlyA965iJHf/AYzYfnv/t//j7qu0UnC/GSGi+Di/Bxdd0RxjBO71FXD6XSBGTratucri3v84Hvv80d/9V26tmVzdU3btgxS0esO5ViCOKWNLYGv8DQ0bUsjPYIAurYmP+yoq+pXSzSFEDHgWGvzl9v/BvBfAn8f+E+Av/vy83/+ZTj6eWKxjKVB+QojJLvDFs91GQ+C28Gj0pp3v/F1nqyXjJXDg2jB7WrDD54+5+tvP2AqPTZlzRhwopCuqTlPUoquIZ7HPDiZ8Wi55cG9t/ngww/wBk0UJVx9//tE4wTpemy2e2LfB9Hhew5i6BmsoD3U9L2gLEtG0zFOlFAf9sRYtDR4fsxmtcT3Y0Lp0WiNEQ3TUcw2b9BtzeTB2wzW4kURRdPSCwfVW1bLFe7I53w6YdvbFy8GGSd4niCREqVihLDMpEvrBTSxQxwHHMoM2/U4raarBavVDs9zybuO02hOvstRfoDW0DQ9y6wEM9DZmtnJCaIaaJuaum1JxmNCM9AUBb3W3C6XOH6IVJLTwGM+SVkWNZ3uKMqSi9NTPAOJH+CdzLlarujzCq0UWdORRiFfSWdUWIqmxuIw8SLapqEOJW2RESrJKI2pVnvK3ZJlFSNdgTsbsy8qhOmpXr5HSAYBvpJ4yiUcxeS9QSmXZVbSdj3l8prx/ITSUQwKYjNw75132RY5wgpWZYNrBgJeNAw6K7DW8CTLGQuPC98n9gO+u90yHY24F3hsiozWKoK+5146IllMGCVj1kVDawVKG0Jr+eDqGdP5CRfKY1lknC4UQerxfzx8xLWxpOMEx/Nwk5Tr1YquKvn2aIwF+q4nSXyIFUXfs3jwgK83JRfPP2KT5WS7LaYraaoDoYo5mZ2gdY9tBGE4gq7n0Nbsrrbsrvd88J0/4/HNc7TWuMYipMIB/CB88VTkKIzp8f2IpskZmp5BG6TuiVyfwdMIKRCvvQXqy8Iv0tM8A/6eeDFQq4D/1lr7vwoh/hj4H4UQ/ynwFPgPfnE33zyfXEbpOA6y6zmTDsk8wWgYupr5eELUGlbZAdk2tIeORzj4o4iJJ3h+vSKvciajhNiAdBxyM+C1HY6wGOXzdJexb0sOxpKVDeuba5JoxPj+fSZRiMZwe73EO5kitKbOSxzfIwgT+sowm0e4yiF0oxe9QOXiCDDaUJYNnek5mZ3QG42VEiMTQtdjRI4cj1luN3hxzFdOTsjrksttjk1SHHpOF3OysqbYHpjHCekooTQ9+6oiCVoKq9k8v2Rydo7nhzR5geo1vX7xGjBlDa4DWAfHSHo90OmGtskZTxacT08ZtKYTLc4QYKuGptVoA7e7PWWnQb+YdlVvtxhrCXwXZQyDUgxVzYM4ZIPPYCUay+rmBs9zuRvde7HiqLfURcH85ARjLZUQWK1xygqrJG4gyYYBicegfCoG5nHKtO7xpMAEPs/XS8K+I2wttu1Qocv53Qv0NmfZti/GTquW0A/RosUtW/KsZEAQ+AqimP1hhxPG1F2H41q2bUm52eK/8zZWG4qioOob5uMFc+GSBi6bRvHhYf9yjX9NtWvYuzCZxoTjBCMVX49SuqyAkzlrY2EQeNYig4gI0E3NRZJyu9vTHmCRjAiUIowjDq7HvmvJuppWV/zl6jlV3zEaBsazCcvNhlA5jM7Okabh3xoqPri65R/9yZ+hTIsfJAwo6qqkki4yy/HSFBv4bK4u2e4O/NXjJ3RlSShdWmMYfJ+uafAcTW8MfpqihUW1A1VRoY0h8j3qw4Gya0nTlHS2eDGVi1+hKUfW2kfAb/2Y4xvgX/tFnPqiEB9/O4KbouO2blCBx21W0/aGMyVx1hs8/8WKlLEVhNMZg2nYui4TJYnmIYddwEkcoy20vWYuJaEQHKqSm75h1mpabbFVxf3RmOVuRaCg7DX7rCAIXBZJQrHfEsZjxHTMIT+gl9sXK5EOPZEf4AYeVinKvqUoDtydnuDHMTM/QFjBITtQVSWLxSm1D50ZCAKXuDVsr664qhsGo5krSSslwncQHqx3LfN5yul0RoCD2K0YoohJPCKrC1QSohxBX1Ro1yX2IiJfsN6tMQIC6TJOIjoLV5stHpap56OMIVISRzk0WrBvS/brHfHJAsPAxBvjGAtWEyxGBJOYO9MFH+321GXGzrY024q3HyR0dUPsKg7bLc+XNzhRQDCKmPkhB93RlC2u1rTKsq8afBwmSqJ9iTIGXdU4Y5/37lygfI+bIkc6iqKuCfqMkySlqmpQEhtJojDg/e++T2gt0emCdnsgCQJEFGG6DuF7GL9iFs3QuqfZ7QikS28d9kXBbDZG5yWBtXRW05gWJQzncUIyntIIy3C74tD2dGYgeflGJOP6BLFPm3dMXI/A87kpGuq2p3VdNvmaSS9xHJcJggmCneexNYbDak0YR4ykZJnnUNe8PZvjmIGlLkniiCdX1ygh+We+/g2oC2yb4YgRwSjBfesr/IvS4+sna55e3/JXP/iQO1HEHk1d5KyrgnsP7vH1t9/iHz99xM3lJevLazbbDW6U4CvF0BlMoElmM/quRjcNtm2xSuJHMbLrkMqlaUq8cYzferRtS7lcUTXta+8E/fJwXBH0EsuL2Q2vVgVVbcfUkQxCs64q3rt7n7JseT6AJxycuub962sM8JXTBVpJeqUwTc+5FfR1xXPd4zc9ve+DH1B2PRjN5PwOcdXwxBgi3+feIWWZbcmqA0hJ1ymSwWFwNGVVMJ0v6ISDAJI4YJAOfTsQWmizAydhiG0arBxQ8xh38EH3nI7GZFqjRE8HCGupt1vO56fsS5d1VSMDj/lsTrXd4gqfqmg5TUZ0umGXH4iMZXQyBy0I/ZCyaTk/vY/T93RixzQdU7caR0l+46tfZ1OW9MbQ0KOVZBSk7FY7RlFEKAVBHLItaqpW44QJv3Zyl2gSUpmBoOrpB821Yzifn3H33l3GdiCOExrdE7uKZDLHGs0kCrkuKm5ubxjNprRa0xQ1xrPML04J4ojYj6nyPV3bUzXNi2WGhx3eIPD8gFgoZBRhpMNgwVrLIOF6dc27995mQKCSmLqvkIeSs9kJRVMzVh7ueISQDociZyRARSFqdkqTFWx2WxwktXUIpERKi0o9VBxxcXqOaRua3R5jNHrUY3Y3mNEJjfIoDjs6R9ANHqfxhLaqaQdB03ToQWAQVAwsjUFtW2ZhyEhKSiuouo4+jjkcDtxWOYOxuJFH7LswPmWTVzxc3SI9hbIOchBsNntWnSZMp5z/1m8wmszo8gIjBFpY0tM5bhLzL/3Wb7OvDXqzZR4lPL19jOo67D7nj77zHZ4+fsz19ZIqy7DCoDxFVzfgCJy2Jx4paj+gdCzn01Nq07PfbpkGAfUhR0iB1QO97pCzCAfF8PL578v2pqOjaL7kk4/np1HErqm4Wa+ZT6f0VUnfD+g44GB6bCiYnU+4vdzyLCs4nU0I/YDHqw1D3zN96x75piJ0FTqURI5kdnrKbbbDj2OK7Y6iqwj9iHEy5Wa9YbfdE0Q+4XRO53iEbshkMiXf7rB5jZ+6uHqgyHO8MKZvG3bLJaEfcLo4wUr7/7P3Zj2zJPl53y9yi1wqs7a36l3P0ud09/RsHHM1JUqmZEIwKEOQYfgD2Hf+BtZH8KVgGLCvBEuGIViSb2iDtixRJkSKlLiMOAt7err77O95l9orK7fIjMjwRZ2hRmN5uZCgNtEPUMisrJssRMVTEf/8P89Dl2/xx2dstweM6UknE8qqIBYuu65FFQ27pMMag280MgwotlticfzRbooDs+kpF8OUsiy5L7Y4TYcXDdjUd2jXIY2HRL7kdDwlGQ6Zy5BysUbpFj+Q9L3mUFX4WjNNUpwk4uHjKwKj0J0hiyJulpbaC+kTyWQ6wVYdbmiZDSLmpuLVzY5tGHN5ec6jsWWrFIumpcl3DMdDbvMDmZR89fFjqm98C9VrnNUSbXtusXz34x+wKUuEdTjJRrhZT65b3M4QhQGVtjiNpqBnX1X0xpDGMa4SmMkJcZygqgLPsUxkyu3yLRGCi8kJ+fIe7QkQHpVVXJxdEGiH3es39KGL5/uczi+plCLAwRUeQQ8OHdZ30Y4HgcOIBBsE1N3RPLpud5zOTwnGEzbbLW83e4Q2eH2PbluMddBBwK7dMsShqFqG0ZjL0xOW5R4eXLFYrhlePeDJJOP1i5fEMkQGHovFAtUo/JMx9/sNHj6vl3fEoUTfK16t1vzmt7/DaDLi0emMXjXo9fo4GRyPf+fJ++Tlgf/5t34HozQyiXjy5Am7t3f84affodrnNK3CaI3veHiiR6Yp1nHojKbuW6SxSD9idXdL54IMA6zWnD+4otMdqukoHfCiiL7tj1JMvlhbc/iSNP8l/DhxTqVECIGIU1zXZdEqlrdrLs9OEcBitSf0PeJQUuuWt/sdd7e3DLKUTZ4zblo+Oplx0IpkmJCqnl5oolBS3N6x7Vu2dUNVlORFwYCAR/MzXCkRnku53+NlI4qywSjFIB3gDhOqTY4QPrPJhKasOLu8RFiL67q0AhyjMaVCOh7aWhpjqExP7Pg8OpuyTgqatmN2PkPiUJQVLQ2+G7JcL7l4+IhGabaH44OY4fiERikCz8X2goEMQClsHKJcD1sqYmvJLuY8f30DCA5VwU4VnAYRgew5nc3ZrXfM4wjPdTk9OWG7q5ilKavtmtskJOodgiQjmUxwVcJaezw4O2cwHPP5q7ecphGpFLyp+mOjetvieT1JPKT3HKwXUQmHq/GExNb84l/5Vdrljt9+/ozf+853GU3GJG6Ak42odnsi12NdFjzY5cwE3OYHqtGQ2XTKqFTk5YGDKpm7ZyhrkFnMeneg0i26bIgmI2g1sXbI64btckMbuoSBg+MGaARaNSTjKQ6W2Ak5H2XcKcVit8HvDPFsxuevrwnTGBMviKxHoxRRUzOWA94IOIsjvFbxQmnG2YBduaMuDLPRCUE6YFtV9OaeolVcNztGkUdoDNu7W5y6YTgYYuMYP64ZBCGb3QGpDIMsxektozRCKcXLm7ecjUbsDiVfffIUt2kQwwlCKeK+5+pkwM994wnLouTTV2/phOH1YsHzT/+Y9dsbTHesVQoXjLE0jcbxjpr0QRxhlaLujq1bLuColkRKhOviui63tzfE2ZBoMIRG4QUS+65U9qempvmnDT9ZNym0Jp7MGOkF2ljGgwQvOPD+5IQeKDd7VrsdrSpRvUOEoNeGZVExzDLaRnH65H3k7Q3Xu4rrqqBqG4JGM5zN+WA653w85uPFLdvtDiMMXixReYUymvV+z6nnY/Y5GI10B9iyJGwUXpJgECRSkitF53lESUJfFPh+gOuCMZpD0yEijyz22OuaetczjhIuTk/ZlQd0bxnEMTvR42djglYjg5D72zfEFzOk9Xj5+prBIKLLd3z0/gcsX19TudC1PYMwwbeWly9f40WSJApxcCm04XQwpqkqCt1zbgVOmlEbjWo78vUaNw65mIyRXUfZWpIsoTeaPM/JYskkCNkddtzfXdMYTTS9pDcdkb8lkgPCwMWtKlbGcrta4kmJcAQ3KAaux4mMERcx3/R9fv7qAfeLe/7pZsmmqUmyAevdjvPTM4q+o9ea0AtwGkXbddTaYgXMz08RWiFc/7g1diBHczLJjgk7niSMXe7uVqw2W9IoZHp2xmAY0rQlqtcoXzB2Ax5PJhjPo633iNYQyJBVWXB2cU5TVQyDY6cDvUe+35OkDqM4YXx2jqhyhtdvuN/sMLoFC2XU0G22zOMBudYUqkUe17IEKuegavYYtnc3DJKUvCho0bRo4iBCac34dIaoDoQy5O2ba74NzB894OTNS6g74vNzri4vqVdLAmW49FL+05//Fn9bNfyjV694+/kzNndL4iyja1qUMVgc0iyi1faoK49jXM/jUFa0vSGSkt4zDOMJRXGgFhpxyHEAbY7tWZ4QVGX1hSLKH8eXpPlj+PGV5pvDgXxzS5SGyCDjxPHYXVySlwe0hdvFPXVVoATH3BjP4el8zmQ4xHcDjLV8//oNkYWR6+IPBsT+kJs3t1wMBtTS5TvP3uDj4sqIw3Z3DKbye7IwJD6f4zketB2rw4LF5prBYEzmeVwOE+p9Ti8lYRgwnozYlwrX8zH0XIymCDdgv9vSqBZVHZAyJr0c0XSKVjUIL2C72+Jay76osU1HXTesVsct2X53QABdq4nDmHW+5g9++EN62zPMEp4mQ5oeCAOy+SmOUrw3GnGz3nI5m/HqzRseZEOyMEAYTdU0bKvy6BZlLannU/Y9fSIJtcHpDKKpsW3DuoLVriZKIiYIZpMxWnd0dUssjpZ6kevy3c9f0hrLR199ysXJCPYBlR9QFhU/eHNDdjKl3O2IT8Z84/KCp1XJr33nO3zv02cEwiUMQu7WCzqtmUUD4jhgu13SdR7ZMKMsa5abJZfzGSfDlPPBgOf7Pa4MKKuSKEmQYoBUivHU4GvL/ds7TK+x0mFycUYUOFjTs15v6EYDDqrGip6m75i4IdNQslKKcnOgyHdEXkCP4H69IZvNEbqiKje0tWIYx0DMzXbJszdv+MrVYwglb26ucaMAORijreW22hE4HokXsDvkNLsdAos2Gu0KmA7RRUFc18Rhwh6QkUe53fG8U/RFwZ/75jeZz1LWr17hWUsyP2UQlnT5htNBxptPPiHPc6w2dE2LNgZXSpI0Q8YhzXrNIBngBD7Xb9/QNx1ChpTLJUkouc9zgkGCdVzub29xXQff82hUgytDeqUwqv2TeflFwpek+Q7iJ86vJkOWzyoGaUajNVUWY5KY/eefAYL7OqfK10xHZ0gfzHZP8OAhhWnxlGYWxyzKil4I6qZienWFkAF61LAoS4rFgXy9pzE9u82GQTri9vYtQRzg0yDcACc8uhuFpQQvRihNbjvSXU5gLHtj8GRAeKgxdYUjHdpGsdyuuNlsCQbx0ZC3FxS65dX1LaHn8fHbP+bBRx/idob6UDAcT7m+vuZ0OKTY5xjPo1EdRrc05Z7d4qh8sVhmsxmtarjPD3hxzMDzGWU+rWr44ds7yrbFcyuEEGjfJW8awjCi7StevHzB06tHZK5HqWoOZc14POSuLJDjjK61jOKEwHEQicu5DHg8P+F7quKsqZk7AdtozNAPeLFYMJvPyXVPh8N6X0DT8eHFI+pRxQ8+e05WHLgMJSemR6QZJ9mQ/zCO+PDrH7L+9Dmf3N9Q5zmyFxjH5U1bEDg+euCzU4rACsLAwZced/sNcRhwmmSsdiu0L9Bdx+5weKeT7glil9oeqJRFOz5t0yLGPntV8eKw56NBQhaHxFnMQDjghOy1wvoWekOvOubxgIPn4QItluVyRdvX+KOIrtQopXhyccnzmzuul0vixCXvG+q7LeMT+GAyYSdDdNMg/IjWWAKrUcJQa01oQ8ZdRzqfsVkuOBwq5HhAOk4pVIfoFGp3YBxGBNZlPBkQxSGqg7rraDS8uL5hu92wWS7pjaY1DiIdEwaSwIOmKgHD6v4WKUMGrs/B7UlkyK4uya0hUg0ai5sOkVIirEU1CkcINO+SLb2jjPLL7fkXHD9abXpWMBydofHxXJe7+wU9lvv9nt4Ygh5KN+T+7Vvqw44nT57y6Sc/JJtMSJKUKEuP9akkwbg+N7ucsiz54OSEdVXSC4/EFyxXK0LXoxCaJJRs65ooGxNYwd3NHcM0ZSwHFK2ht4a6bLhdbbicz3CB2ML+kNN7gmKxxfY9ZAKvB6ftcBNDg6VoOwJjCGXEcDpns1gRuwHnswlhlLBshhS2Rec1bRDylfkM0Qn82SmOF5C48LX3HvF2teb7t0tK4RPGCdt8S10WjLMp++2Gxf7AbD4nnaQ8u7vh4vIhZbWn3G4xquX69oaLszOa3iBdh5k8QTgOd/crXKdHJhGm1thqz8tNx6dvX/HwK++TphOqvMD2hib0WBvD18YT5p6L5wrcQHDnKt7kS3Z5zXQ+Z9BbtOexlj6D3pDJiA/fe0K6THgTZpSfBBR5Tdt2rA4HWiyD8YhEhqyLDdJYnDBksViy2OZMr2Z4bs1sPEEmMVYbru+esVQlbmfYtAaBZpCOcFSHtDAPIgoJmpa8LhifnKKtZrHZ0eia4SjBy1L6pmcwHFBFDr7jUlYKVym8OEZKH7VbUfY9jVLMm5bL0yltHOLXDR8MT1jJJXvXASvIm4I4SRmEknOGtFh2mw2h6/P+xRmO0dT7HSfTEffrHdoKqrw5mkKfTDn0LR+/veZXnjwAL6Qtcsptwb4X/Pd/7+/wt//Hv8t2syHLMoyFDoPnuPhCcyiPD/ucKAQLwvNwjKGvasLhCAGEMuJkPEMZTdsojD0KSnrfoVUtwrpYa+i1+X+erP+W8CVpvsNPOreXfsDLqiExxwc1wygicF1u8gNNb2hrRWIc7sqavFYs65KR6Zk/PKd1wXM83js/5dPlikEY4jgOcRTRAyPhsPY8ZJIxjEpM7FAc1uhe0+FwUApcj3GWsdgskaenRwsxqwjDBOUJXOmR7wrCYYYyLZvVnvpQkU7HdBomWQYW6lLRSxfXh663nEwnhGXFXb7CGMvbzZrLM8lklFKpY0bOXhsaa/G8AF+4CKXwZcTdfs+zN6/pm4Y2FDhW01YtqmxQZkMUhJyOfVzgenHPdDjEMYY0iXBbgw1jdNux3G547/wcPJfNoeBsMiEvK6IkZL1Ys7u7Y3x5QSBDhsKlu1ugjaHzBkwmU8aDhNmhwgQBc6PYVA2287hKMxI3IPANETC9PGO93lC5HmBoA5/1rqBoWqYy4Jdm5/z5v/weouv47LNn/J3v/BH1eoVvx8SuTzxMqcuKpswZRgmD3mGv98ThiKt4hvA8vqs/JkkH9F3LPE3QAopOk3gOfWfIF2uk7+KPh9S+JLCglMYNI4auh6TnoA2TMKLMcxaHCkwPSoPv0G0XnGRDhLGMhEsymSLjANVpAmuZxSmqUvTJEGEty1axqg7MooBykZPnBV6WkiYZp6OMqe/x/HbDti55LzmDwKXveqxwGGRDeuvQ9pa3t7f80bf/OVdXD+lNR21q/tff/QP+5t/9n8j3e3wZ/ok08kfB9LprcaxLHEmsEEejYiyl0HjDhLKqmGVDeq3fEWZL4nssdIXvuBjVMshGVNUBz3NwA+9fmpNfFHxJmu/w487tAFkg+db5BS8//wwR+nRxyP5Q0grB/WJJubynyg8EQYg7SBjOTng6vwDXxyAQZcnFfMZr1VCUO3720fsEXkApIHcEi9dvqFTLtqpIw5AXN/e0nkPveNyvt3gSxsmQq8ePj0mWbcuhrsm8mGmUEIzHiCCmxnB/v6LdHpiez3n08JLYBuzyA27gM4x8VKNwnYCN7fnk9po0SnhwfsViv0UJB6M0xX6NdjySOGVkG3RVYhE40idHE3cNf/BPfo8Prt7n5PKUN9s1aRhSlQVhkuKFAYfFil6GJK4k9AWnV1OGnY/yAmzU4tc90btJ448GdHVLWdd0ncbtW1rpYYMIJxrQ7ivOJxMunrzH89fPMb5A2Q7bNLwqSmZxgshzttMxi6LiyWjMaZzx2euXfPTgIaI3WK2ZZkPKuzvyLsDrHcZn5/Tre4qm4WKYcXI2x00GPLp6QJrE/Mb3vsfL9Yo0Sjksl5SbLdkwxQaC9eIW1/dxXcVnb96QJAnRIEWrniTOUF2H6Axn0zHr6nBsUhcuyXBEC5xICWpN5oYUZU3gCU6zMRPP5363wk0DzPKA0RqUwvSa8ckJ2kBRt3xw/oCh5yE8QXF3z83bWx594+s0veUimfK23CGN5XxyiqMN02wCYcLucDjmje/2dIGPG0oS19Jol6btCWKI44DIddj3PZOLCYuu5uO3S/Zly+u3b/iN/+M3+Me//bvsdzlKNYTZEGs0sZRH5ZnvYiqF71iqsmCQZRiOcl+ZBPTWHI1JYkmVa/bLJdl4ij8ccJJJAidks1ijiwpaTXoyYTgZ/18WM18EfEmaPwaBxb4bHt002KY8OqR7LnfbFdvl5pi7rTWdUhjHI8lSatHhez5RHKGbjtB1kb3GdQRRklDtFVI4OH1P3XUcVE3RHK39h8MMJ3RxXYdinxPEMX4SI+MBrgwYZWPWmw1VXYPrIQKfyXTK1hq01vSmJclMlo8AACAASURBVE4TQsdjNDjGCTjWIZQhvSfwPA8rOoSxeNYQDRJm0xknyYDSdgjVYbTBFQ6hlAgs0SCh3+/RqkV4A06vHqB2e7JsiIwGtLrD910OeYHvuTRtzckgpHGgoke7EIQxUeBzlo25bhQtlgCXdJgyiOOjDrzVBK6gNTW+hdvnnxPGAyIZIS3ormOx3SKtAD9kdSgZORK/t0zSlH465lWriVwHoxsqEzCQIZ7nYTyJUzcY6TIfDSitiwusFgtMrcBClw7Y5AdGfoBj4enVJa/znNJzacoCt9Pgeqi6QfoxQRAyeDc2xe6A1wjOs4z7/QHdQ6ENwzB89yd11Kc7roMfBATSxQECGTIYjpG42FYhdEvRdjiuh1IljTDEkU9vO4q94oyjLaG1DoVq6aqK0/FRLx7FCbVq+HAyYdsbXvSGXmlcNwDbgjUIeoTvMRxmaKXY7vY4gUca+IwDn4Oq6XyP8+n4GFPh+YSOy9tqz3b9jGefam5ubvgnv/PPWB1yfM8hJMB1HYIkxpc+gZU0RtNZcD0f60BR1kcHKixRECJ0D56DpseTEk3/7nOIZcJhk6NbRd8ZklHK+HRKGEVfvIImX5LmT+BfjE5eVdyuFiSjlPX2wH69Y7/a4RiNNBpcn7ousVhCGbLebLiWPifZlNAThMMBd7pkNjuj6zTffv4Z0SBmOJ0wCgLcAHqnZ5gN+d7dc5IwJDACfxBws9mxyxt849A2C4RqmXgBYhgTRinCdakXCxqlcUVPEvpor2W7WKHKmsF4TLXdEIURxbtJi+dhe42tGsJRj2PBxyF0faIwxPE9XM+jOhQM5qc4cUKZ79krxUU8YHt/R5ROyDE4my2TyZjdrmAoA16ulkgPOnm0hHN7zTgd06xrPs6XONOUYrvnZDAmLw8MkoSgE+T58RzPECUjorzC6hZjXUya0GYxzd0tp4MBZaFwioKF9fnmew/oTcfGONiyYJREaKso6g1fe+8Rz1YblIWhNUSjOfXtPUbGhBeXyKbiOvDphcOttSSdIT4c6A4HvOkJ/9Ff/Pf5epGz2q5xteV//+3f5vvf/y6iTXnv0UPKIqdYrFCqoXQEl5M5k2yEUseaYGMaVKEQPcjpmF29Q18fmJyccxsavjl5wDgeUO9LQhFyPjthtT1wJQd0dcJ98RLhOXhRTCx8Vus1QRgQjsY4jqCuFKu7BUZr5Cjler/lVAZcFzuqtsezDj4ahWbfg9u1jGSAKgo6YziZTtCtOjpmlQfOLybcbRs6C61RzD1JUveMZMYP337GJ3/4XV788IeYqiKaTanulgRWUOc56XyM47lIN6DbNwgp8ZMYH8t2tcA1GicIqIMAOk1X1yhV07f2WMMU4Hsuu7JmeXuLNZpsNufP/vKf4+sfvsfZdPTOrMN+oXRBX5LmvwIWqMoK37p0TYNXlSTC4brcofYF+aFABw5dXbDdelw9fkQiA2oMgS84G6XkjoNpGx5kKXI+51NVsjxsaWxLFGUkszHNMkciOAuGNDKm0hBYD1WWRCdzun1BLSznsxlZHIPnUbeaVb6k2h5QriCQLk/PH1Mt1vzR9jVfPT8nGw05VDXDyQjrCIwV3KxW1EqTxRkWwc1ug9aC6XQKjcK1gr7TOA7cvHiBHwWYTnM6m3Nzf0PRVBhhcJweV4boTjMcDkmHKc7ynvXuQGsaTkczJlHE2WiERvDyUBGWGpyARkDXGEzd0HQtXiDZ7/Z0vkdf7yhcgfA8fK3J25r7N3umXc/V5ISx55PNZtw1luV6iyM6rh6+z1US8fHr52hjmA8znjlr/uFnn/FkNsNISXR3T2vhcNhjN5LM86js8Yf/SAYUqmZXFJy/9x6R41Dt9vzC5UeMz87xpeQbX/+Iv/43/lu+84PPUWWFRbDdblHAZrdlU1SMxyds71cMswFGaDAds8kZvWvpXZ+ibrG7BR989Ws4WlNWitaL6NHc1wrHKHReo10fWWvyfclO1czSEff5hmKtkKsV4umHREFAFEpkGPKq3OMEA/6XP/5jetuSjucMByOUbnAcj86RxJPkaGjieYzGY7Q2LPY5F1fn5EVFWyq6smA0zBjEAyrV8clyQdU0vPr4E25evqQ+HPDCAJuXuBY8KXGMi0BQlDUidbGex2G7QQqLjGOG0ymBDLGeT4NFNS1OD7Y3BDJmHCdYLAfbUZcHAs/FzWJ+5pf/DP/eL/9FxmFM1/bviPKLQpdHfEmaP4EfDU9eldy1LcvrBQfTcb28p652x3TAtqKoW7w4Isuyo1TNOvi9haIgmUy5Ux2i1bQ2Zzie8mg/JvVOCKOE7+3X2H3OmRvwtji801YbrpcLTiZTomRIW5bESczI9TCuw8oYXGPwEByqikGcgFIExuVmuSaQgtF4wk61DBqFH7jUgcdkmCGBznboLGU6HHF5fs6LxZKuqohdQZ1E7BcLnLbDS8f4boBHTZKFNG3N4uYtzb7Gky7BaESbxGzyHePAEoZT5pczlssd03DC2fSEUIYc6g5rjjXFY9MzDIOAFiBwsL1Lby1t3xGGMcJx8UyPcBys9Ag8B0pBNhrR+4KTKOJVWyPQvHd6wna3ZfPqBdb1eJxNWKiO2eVjUt/jz3/rp+nKkkmSEPcli7xgOJ4gupbrquJ8NGDmBVjTE11coOua3f09fTaibTWOlAh6uv2ajy4v+Nlv/TS/9+1PeHN7Dd5RwTIbDBi6Rw/TWhVcnc3Z1wV972MwHHTHeDgFrUmGCb2EoSvx4pTb1YL1PseRIW+rggQDwYC3+YZNW7Lf5jSqQOUFL9+84cHpHIKOm+Ut49GI987eR1vgvkb7AU3RIJKA8cmcvihp9y1agA46WjkAKREywglCMtdwiBM6ZRgPUsK2ZREeuypuDnus67MvCv7w9/+A25cvOeSHY9+pdRGqw/c8BJY0G2JUQ5IOyXVH4Lr4VuBYULrHlCXWa0iGKYEVNIeCliPhGilJs5TZbMbNYonRgtH5GR/8zLf45tMPSVxBEPrHZMufmJdfBHxJmu9gf+xoLexdzefXr3D2FfemYbfdoXY1jvRIZ2MG1iEUkvPTE9I0pO17PHzyXvC7L14Qypir2YSqLggHEfPTGbYzBMLiWsN0POfZq9f0QGc6JudzSlPRNoZxmnEyTen6FqN7hOlwhaBtWhzb43qCWli01pxNJ/SOwHEFaZZiVctqcUM8HRLJAN0olpsVjvCYJCnTyYRX2zV1WxNKyWKxxQjQPvhehLWWKHBpTYC2gibfHZMVkxgnicjXO6QfHnPGXQ/ZQzgYk+QdJ3FMXSqMAT+A9pBTmpbZbI47HRPFEYk3JO8Uda3YbfcY0TP2A4LQY9r7dJVCSQ/H87GhYYum2m/J0ozUwuB0CoOAXoUsFxtemJoPZlfMpyesl3dc3y0ZXz6k0h3f3e4YS59YDnjvbE7qONysNwzGCaKFZaN5+OQpyzfXqM2KES2BrjhsN/i2I/AFtoX/4Bf/PMU+5+//o99ku68phcbWikgGuH5EaB1c4bDNcwJtefLoPX7w6iX77ZYPnz5llAyoMUwdj21Vs9zuSGVAhaVXCsKQz5cLgjjkdH5O5MfURc7y+hZbN9y8uSGZjPCkxCvgzXrNVIZEYUgvHM7PzzlUJfUuP5qZTCfs9jnlYc9ISk7SIXvVslMNT4YZHzHhuirpjIvbdZwkA657w1LVbG9ecf/yJW8+/xwE+J6DUGBKhRsEaCBMEoTvYFuBow3d4YDjOoRJeFT2NBVxEqNUi6s6gjQjjmMA9k0L9KSjIdvdHlzL5GrOxWTOe1ePEY5LKBxGrkP0rk/zi0SY8CVp/t/AIsNjdEChGlbLJQGG3rF4riQNY9Dt0T+xS1HaIQqH+NGAMIr4cDKlKnJqF7YYqrs7/CChF3DX1tSOYRoH+L6L7gzX93fkmyVCG4xqSYRL3/QEoaQzCo0HxoDpCLIhntuzVh2T+ZzQl9xtN0RJRCAckumQZZ1Tb3J01ZFNMhIZs81LHK9Crjcsl7f0nuB1fmxsj4GLwYRtVZMOYuJEku8PFMs1q7sbwiwlC2OMDKm2G5yJxPccdlXO5yuHzf7AREpM31Oallh6dE1F2yhqNEIGRIFPY1t2mxyns8RSwniCwLKrK6LexeBijCEbnKB7TTLyCOKEcrXjzX5PLXp+ajhF54YXyxztOGA9XlYH1q0iiRKMa+nWC8RkxF/61jfw0iFNr3HrHZHweLVcMGsOzKczVtsVT61hOEp5W27I+wYn8tnmOa7nMzs7xUkjTtuG/+wv/QongzH/w6/9Guu84GB6tOnJ7+5I5jNsrhjEQ0Sec313RyRDUtdlud1Q1gVxEvH29pZROmQUx/Sei4wj/NJhkg3wHY+mqQmDgOGjh7x4+TkdljrfHyMhPNhvUqIg4fntHTeui3A95FF/SFdWiGzEZDKh0xqD5cHsnNz23GzWDAcpgbA83y3x9hVOo9hPJiBDAmOw2tDuS/LbW+7ublGtwrouwhgczyUIJHge4WRC3zQYq/GjkFIpwFLnBeFA0hxynMDDDwOGaUQvoG0bhOsenacyB0JJXhVUec7lkyuePHqP02TMB5dXbA5bPrt+zZtbyVe/8dOcnv1bpoJ/Bb4kzXf48fheIQShdtDaoAJBbw2roiJ0BYEQlFWD7S2ODFguNpS3hgdXV0yGE8Iw4r4qiQYZyhgSAWIQoVRDrw3lJkd1mtv1G86nE779z7/L3as3NGXNRpVI26MUuDpk5Ayp2hKrO6ywWNeSNzWZ73MS+Nze3hA9foRjDcVmg3YE1jvB90M8V7A9HFgWBz764CtIA3f7JfW7SFkhQzxvjR9I7rdrJuMxiRdwUAqlOw7LFW1ZM5rPjlZi+AyGGW1gKeuSEyHxY45ZPmHIKBuC57LcrkD0JG5AmCV4ZUFfN0yDENfxCYZDWm2YTU5Ydy3G9OSbBa7u2RYFRdtQuC7ZbI5eLPnmaEo1HLGvGkYywK0qvr3fc7vZ8mg4ZOZLctehVTXubsnDpw/ASh5cndNsVsgg4lW+Qt3dMJ+e8fD9D3gQSNb5mk7V5OtrpCe4GA25udnQNwpXKK57S5RmDIHgZIaWMX/5V1I+ffYpv/5H38GpKlyt8X2XzBXUhSJJU5bYo1eA5+AOx+ybA+lwxHR6jkpSLicjAN5UBUor5sMxt5sVVmuE57Ddbui3Ob2yNNrQuR6Z59E1JY0qORR7grZj/vABjW6p2oooTEjkjF1VkmYDdFnheR5t3+HoFt9oFre3SBkQzoaQxbid5mw6Zb9eswaEsjy/veXlDz+jLQ+EcUIfhrDfo3WLzFKUaukbBUpRG40vJdZz6CtDICWDdIznNxy2W6q2xXg9GIMpNL0MOBQ5D04v8HwXZSyPnjzm8cNHnJxdcTGf0RxKYilpe8NkOMTz/xRmBP1pwo9vz7Fwu7hj9eaG3XZNUeVcPnhMsVnTYxGOx746MBjE+Kol9jxOTya4notSikp3HLQ+hoydTFgUB1JXYhDM0gyV7zF+yDQIGUnJbHKCvPDoPv8ExxMEQULTazabNR2Wi8Qn8QPW9ysa0xDOZnRdSZwESKdH+S5NbWiFoDeGYr2lNYKz2YwkjgmEQ9A2PJ2fsdxvebXd8OD0lIEfsTkcGA6n2F6QJDEv37zENZbO9FgBJ35Isc9pZUix3hBGAb4bUeU5Mh4wmYzYbjdYxyWUPoeuYnm94WsXj3HSCAKQ2YDCGDzREycpNt/R7Hf00qU7FIxkSBTGxImiur1hu1kzn4wpo4Dvru45HUxwXZcsSUiBnesR+T5lvifyXL7y+IKPHn+ENg1VJcgrjVaWZWMI8h0X8RD/o4xed7zeFny83rJ+9oLwZEpPh4+DXRfMZcDk8WMQsDOa5rDD1luWbcvZaMppNuA//4//E/rJmJff/j6H9YaFKVjd3RG7Ac/XCyrh8eTiEk96tPmeQTag1YJcdUhR8odaMx0EtHnO5eSUgefwcVXQCYPvDzmfnNF1LUs0jrX4jsB0hsr22Lxkty84nc4ZSEk6lHzl8oLz8Sn54RgsVx0KDvs9w8mY4WxMauDz7g6tLbHj4Crobc/Xrh5gXA8zmVAslixvbvjk27+PyiukDOiUolcNiZT4nkcUhZje4AUBveiJvISmqjBNQ5oM8GXIdH7C9etrBkmCkDH4HtYqoCNLYpo4YV0eSGXA5dVjTs/POD+bEaYxnuhxpKRUGjdJWAGFPXZO98cw3y8M/l/vRQjxN4QQCyHE93/s2kQI8Q+EEJ+9O47fXRdCiP9KCPG5EOK7Qoif+Td58/86If7kZREChDKUh4JRMmSajcl3G7JogNaGvDyw3KwpyhzjOdRCsNmsaFRNKMATgqIqCZOEVGY8DCImYYBtKp6tFmxaxfkgpaprKivw4pid1RgtCIgJNdSLNdr3mJyfgLBUbUepLWGQYDVgAtx4xP0yR7iSIE0ZBCFdU3MxnROHHqMswTEdz199TjIZIoMEoV0GQcjr5Q2vN2tK0zKRAZEvabQhS4YMs4xBHBPIgDgJCQcJOpSMfZ+uOBB7AY7rMjs/x+iOuin55PaabdfycDxj5Aas13fs8z220nRVhSr35IeK9lAyS1LoOlbXN9wv7mm6CqNrmq7FDSQ/9cFXmPsBrRDUqmGaSr56fo7vevz9b/8h//Cf/RabYs1oNOJbH3zATz/4gCyesWk8rHW5jCLmaUY8GnOVZmRxjNEeYzkkKCpc0yMHMbWAT17veXFbsLGGYDyirgoWFpRuGZ2NkNkI56DQh5ouiBl98IS/8vO/xK/+3M/zi1/7KrPJlNc3b/j0+hWit0iloKwY4SK04XIyw2t7WtXiGs00jdgVOa1jUZFHmGV8MD4hDGOqpiaMY1Rbslje0gqD9R2KqsJ0ima5oN6s2CzueHn9lq417A8N19dvSdFcnUzZFwfiwMFtKmQHnz9/RdMqns5PeHw6BwRtVVEZwyLfU+Q5r16+5PblK0aepFMNuVLIJME3HdYBL5SYukHGCU1V4ltBvd5wuLlF5Tn7fI/0HFRRYpTCeC7CdYnCo71bH/oI1yVWhlDGfPT1n2I2HuO5PqEb4mpDmde4wDQeMBuOyaKYvtPwBWo1+hH+v6w0/zvgvwb+1o9d+2vAb1hr/0shxF979/6/AH4V+ODd698F/pt3xy88/oU13HGIenqSKCQOY4R37IvMjSIaJLS7HJ0XxKdnpNkETwb0MmIQhkzSlC2gqgZVKbq0JQ56It9gZ0MKB6TWPO8Uy+WKQSKpu4blYosbSu7ul4ykJEmS4z1VGu1ZetHj+pbeKJzeI3A9NvuczS5nksY8nE2oGxc3kMgoZGhT9nl5/EqDlOf7JeM+wArotOZ0kJJ3mlQmvH91xcEYFi9eofMcG/g4MiT1I3p19D88lDuCIMT3QtZlTYfgbnnHTz1+QhCGvNhvqMqWgYw4PbvED8HRPY/iEXe7DbXr0yhFko24rSo61yFOE4bjCZkLq7Kk7iCUIWXXsGtbRnHGIJ2zXC+YBwkfr5b0g5hffnrJL3z4FWQ0RvY9WRJjAsklPrt8QylDvLZhV+UU5YGHjx+zrysGjmC7z3ly9YCPzk85bLesTY/GR/tHZ57WsXhVTdM2vOwaHgcJ52EIfc/u9i1qEDO/uuTnPvyAYrPhZ3/wCb9+9Zh/8Du/xbbXTOMUrRs2uw0yHaE6w9V0zNPH71EqRXUomE9nGCy36xXFfs9sOEYaQ5aFGNtyqEtmgzFq0tK7Dm/3n6APNcJ3cH2PaJAgMLy9WZLvK+J0wJoEi0RmQ5LQJfV8bos9pe9xlqYYAbXv0bswm45pBGw2a5Z5zrd///dY3d4hPRe0xsXSmI5W+gwcF911GNMRug69UujeoFRDMhkhZUjXKHaLBRWCwHPxtGGUZdRVjsoPGCNY6Zyrqwu+8v6HPH36PrvDnjQb0fkum8Oe984vGfdQex7GGGYyZPIuI+j/d6Rprf3HQojHP3H5rwJ/4d353wR+kyNp/lXgb1lrLfBPhRCjH8X5/uu64X9T+NHA/Ig883yP7g1V1/DZ7Q2BtpxISRBIxvMTROBixfHBhVAKfzSg2W95VXfMHlzx01dzHH3s5bPDkFpZSmuJ44jIWtR2T+J67JyO9WFDGkb0XU8XS4YnM7rOEMYJdV2x3+xoO8XDh3Mc3yenp1c1seuhI0nbw269R2F5ejZjNJnib3x0VSE8D6UNhYB1XXKajuiMQTWGJEtJpM/3Xn6KwKNVCk+Aayy9ELg4qM6g6oZICK739/g2IYpjEtcj9TxUvqfZ54w9Cb7A9SzpIEVKSbFacFsU1K1CRB44Lvsqx6qO+dkFN3f39J7PTeRyf7/gYnpCPEjZ0XM6mTDsPMrdAQefZ5s19W7LLzx9yjc/eIq0Pdrz+eNnz3jSdUSDAb3umF5ecrvZUOz2xEnI3dsbvjI9YSwlzWHHoc5p8y0RI7am5zxOCIcplefSOR5T1yExho0x3B9yOqHR2RA5GLB/9oyuUJwPh9iuw41CfuGX/izf+jO/iPfXA/7e//br7Mo18f/J3pvE2rbk6V2/WBGr73Z3+nNu/7p8VVnZvCxnVSFslVV2OakSFjZSWUIUCFFIWB4wYsgIiSkDJmaAZzRiAgMYAQYbI9uVVL3Kynzdve92555m96vvYq3F4NyUEjsTpLJNvRL5TfZW7NhSbJ2jb0XE//993/kBVZFx6AbUZU5mGmyWS5xZRGUqxm3KqDWtEMwDl4NpzKfLNVmVkQ8VwjAoigxRNGQ3S7peIweDalfieR65sWHqx3Q95L3GkJL9Do6OJziOxJWS5XbJPPCJZhOcMOJQQCNgV5X4hiRL9nRFyeWPfkSxXePYNtJx7npRlckoLaSGrsoYlUEz9rjDwCSOqbIUIcSdEfUoEFIhgDCOQWtEWZCtVgxS4odTcEyixQGPHz/iwb37NGmBIRXWOELZ4UgT0zQZhUG6XWOGPrQ1VVP+KbHB/zP+pHeaRz8mwrf55odvx8+A1z8x7/Lt2D9FmkKI3wN+D+DevXt/wmX888VPGhHnu4TPPvuCw/NjAsvCj3xM26YsS4QyME1J3fQUTUXgOqx3O54cndP2HaLN2O4avrzeEXgeJBkHYYChFIZj4w5gdwOe57FvCsYRTD1SVi2ucbcDqEeB3ebMZwtOj4/xPZeyqaiqhmg6AQu6uiZ6W5XsywJz7Mnahny1pi4L5l6IKcAPPE48n7WTIpCIskaPFQvH5f75CX/wox9wu1yxL0oOZzPcYeTC91DKZKMblmXCg0dPkEtBqwVG39+ZxPaaoiiZRyHDqCm7HisMEMZdgahxbNze4PjoBKkMmrZnX+bEjku6WmGZimocmQQxmJKj6QzPstnkDWpfs0tTXm7WvH/vPl978JALL+AsCFjXFfXQIivNq+0Ky7ewm5puFJxUJU7XUzgSuzM5nB/Q5Cl6MiWpMr717gMm2FiLAxaWRbG9pS1THNNj7HLMriPzPN7kBZ5t8emb18ziKUFZ3hmQAKIqaUdNp0zMeII1jPwbv/VbvH7+Od//5HO6QmPbNgB935KmCVeWhT9zmUQeYaUp8oLGEFxVDbunL0ApNts1WkLXwK7WrNKEtqgwkIBG2hat1vRJTr7ds4gimrIgt22mUUBfNDTNXRjgcbTAYyRpCjwhqIyBXZpA21BYYCqTz59/yWeff0ZX1nS6JwRs22IApBTUYqTpBgxD3PkJCIOh12w3W+KDA8xoRr5eI8WIEwT0zV1QXzSLWa53jIZACvDcQ+49esDXHjwgNj0+3l5yeHCAHwXEtmKXVQTSphhaGmmAMukFDEr93wq0XxX88y4E/bTf9lPD5MZx/NvA3wb46KOPvhKBcz9pQnx6fs69+/cxhMGyTBjKLb3nIwOXyAuorzLKNME5OERbPRiK6yLnwHdwZ1N2y4THBweMnk8Quhz6NtdXN/R1S9K0fHx1xfFixmEYspss2NY3SFMyDD46z5lGAXEUY3sho+5QtsV2d4usGwIvopcGPSNpmmArRRDHiBFEo7ktElzbJs1z6rJgcBSHswWdbtCmQvmK4+iUP/+Nb9DWLR93Bj2Ch/dOicMp0jTohYUWBnoQeFJx+foVapTEcUTXa4KDA1pGDuYzXEAnW+ymo+k6TNfFHgz2xoiSBq0U7KscU9mYjouyHHZpzmAJDi/uYdYdWV2wXyXsyppMa0rXYhZ5vP/uI/6ldz7keBpxY/QYTsyjk1O2t7dUyxXfmE8xLWhoqFvBMi3ohKQzY47rioOHTyizlG63ZRgUgxkQHRxyvd2S9D2u0Ixdg6w6RiHIohhXSe5PJlzdXuGYCtk37NZbjPiA44MjVOBydf2a/WbDkWEyiSd86zvf4T/8W/8B//l/8Xf4+PPPeLla0yM4js6ZHRwycW1U0eE3BgdRyNhprrd7zCjGFALKApo7ZZZvmeRSsJeSoe/p6wbPsWnLglEIBmGwWS2pdQ0D3P/aE17dDohtwi8/eYQlFdoUvN7usWyXvOnIjZHOtNjkV1yVDdn1iheff05ZFkxmMxrd0TQNk+mUpmkYbUkvejxCjBHKumGrC8ahZ35xTq01fZpiGBLPdrFMRclI2zfs9imGNHFDm4PDA87OHvK1+w/5pccPuHm1xBQjVZZSzmL2Q49lKW6biqHvQZoMbcvUD4m94CuXRAl/ctK8/fGxWwhxAizfjl8CFz8x7xy4+mdZ4P/X+DHrd0WJLQSmUhxOZ7R1ycXp2V1GzNgxmAaeY7PfbQkm9zmNYi7igKrSrF6umIuRyHJ4tt1gWocsi4btOqV0JI6yeP/klG2TkY8DjHC1vKHtOoIwRhaCwFVoR1Kme+qiRCPwHZ9BSdK2wp9O8XSPfzhDWR5yAN33tNLgdDojLQrGvkcpE8eLMLoBF8Hz6yumkc/JvXvc82L+7qsfcLNd4eoRkbfk7Q6UIm87hhEmno3wPJzBwOg7RsALPVzbInBM+rrk1XLDDe/pgwAAIABJREFU4mjBURRR9D0eBo/u3SNIdqS7PTPHxxgl19mW2dGMoTOQtklXllRJQtu29GXDzT6FrsObTvngnSecHS+Yuj6yG/l0fY02Oixsdl8+xRAKpQzoR2Q9cDQPkbJDBXOKViNdl+u6o3rxgtix2bx5wfHFOYiRL66vWN/e4lg2gzAwfR9zErG/vWXXLHl0cspyuQRDMZ3MUH3DuJiw3ZeIy0tOwpBFfIRrhgSuj2VZDE3NL7z/Pn/jt36bf/gf/xFVXVI2BV5gI0zJzAlQnk9W19hNjT+JsJuCJNsQeiFiHDiIAm63CQOCpikwHZtgNidrm7t2Mt0DAmXb1Hqg2WVYwO31Da295/377zBxHH7pnXeZnM65fX3FarnFVJLO99iWFeap5Iff/32ePXtGmqZYtkfZtQjTQLgh9SDo+h4LB7MeqHt99zA3DQbDwELQc7e5qLI9/sEhre4xRhh7TbVLYYR4ccAvfv1bnJ8c87VHT3jn/gWfXL5ipTUPHj1EK3j3wRNK0bLJ1swti9urG9p+YB5FxBhY4i4f6KtUOYc/+Xr+e+B3377/XeC/+4nxf/NtFf27QPJn4T7zp2G/vYuKMKR82zNm0LUNo9YMDLiRSxCGCNFTpRmmYeE5HuPbI8UgJW+KAscyabuGwDS5mM1RbceR43B/NiEIIoZBYAwjhjLpxwFjGJjMpth+wAAIrRn6nqwskHrEQlHrljTNEaPA9wL2RUHba9q+IynLt//oCsexGXuN63v4nkeVVyTrPU1aY/cjXd3Q6JEw8JnNphjSJN1t0HVDWxakqyW6quj0SDeO9NKgLEt4q1Iauoa6aoim0VsvRQPPtPEti7apQUpc2yZPUpIsp286xqphZGTqOwxlTblLKfYJWVZQ1DXSsbh3dsyR43F/uuB4uqARcNv2bPKGpNqxXN6w3m5pAdu10YOgHe5US4vFgtnhEciWqswotlt005D1Pb2Euqt49fIFRbrHUwbKtNCGwYurKwzAMy3S3Q7TsekMg5fLFVpanJ7c5zCKiadT6q6jSDOaukYwYlkmumkAcGbTu+9mCa5nM/YD6m3AHVJRak2OQBt3bVPKM+ldh6Ku8QxJ6PkYroPhuneZStyZW5iOje35GFJiS4l0bAylaJqGZJvy5OFDfv1b3+Brjx9z//yMi8mce4fHTD2PE8/jndMT3n3wAFNKtqu7fl1GsG0bKSX0A0NVYiJQgK0UTVli+x5OGCEsSeh7LA4W2LZFoBQw0jU1rdY0gB41ynGIwpiTw0MiP0D3A3Xfk9QVtTFi+x6z6M50ZmDEHsE2DNoiI1ImlpR040ihNfpt5fyrttv8f91pCiH+S+6KPgshxCXwHwH/CfDfCCH+HeAV8K+/nf4/AN8DngIl8G//C1jzv1D82FOzUpIhCimlRDclgR9QFgXSknimjYHJSpfYUYQdulzvNkz2R2g0szAmnE6IhpYBi9QaWdc5E8fmyfSAxdERH798Sj90pOmebVswOC5G3VA2JYbrUG72XBwcIqKYcBYjgOJqjTShlpBuU47PTskHyNuKRudU/YAbxJRNw8Rxqbqaqq8o9hvc41OKukYAlh9x9vAxt7olTXLypMCYz+iGBu1IxlGz32wwlcK3XUzboaorXD9ke3PL9XXD6cUZ1jAS+D5SDaRJRTEMTGwThpEfvr5Em5K559PYFl4c0V9pVNGhHcmUER+D9XJFNrRMwwm/+uGHxIHPYj4jUjZm1XFZbPjk+prbsuaBkvzyvUPaA4ubN5eMlsXx6TFp3VGWFe3Nlu6wZa0c6vWGM39KGHsYuuXcj7ENh8t8j21ZBJ5PVTe4ExfEiD2O+L6HsmyqtiCKLJ796JKu66ltky5LiZXFaNuk6Y4036Msm5aCm1VFKF1m9+9xv675zq9+h836lmyX8vSLF3z7vqB46PIwimizgi8vL7GkxPNcIsdl6rs8du4hdU/otnz/9SsMaXFyeEhdlJSGoklzxn5g7HvaokDN5ggGzNjjt/7Cr/Nv/Xu/x8V0Sk/HOBqofU7senzjV75LZCryruW+aXDmwP/+3/7X5EWG4/iUSYJQEisKGNOcYayxlYnuKqKjiL4TDN1AX7f4foQhejzHRtoW290aoQeklAxlQV+3oHsmF8d8/bvfxZlH1IPmZbYjf1mj+47z6Zy6LhDKpakrZFkQWiav6oRDP0Z1LSU9dVmwThKOjo/+7N1pjuP4N37GR3/xp8wdgb/5z7qoP038+I8T+T4ugtC26cyRLq8wLcW+zjCbisPZCY0wqPZbTCS6rFmtbgmmEWnfINM9Z75PPvaMmxKpJEIpetvkuqrZlC15q+lHgWg7itU1umoodM90NiNyfUZl0EuTPk3vcmgCnyxLiKOQCs1uvSH2AizToFcGlmEQendGEp5rcrncE0YxgWWzWi45OD5GzAI+On/A1y4u+Pv/5/d5/eaSXZkRTCd0TUOnW9JqYBrdeTY2fc9iNuNNUdCUOZPpjJv9hlK3tFrg+wFZ0bJZbZjMpmhDsc8LNmWKFJLt1S2O73E6mXE4n/Hi9SvmsymfbrcMRYnyHP76X/orlFnFWRASKcW6bXkz1MShzc3r10z7gfPjBVPP5mnSESx8PNfHjWIukxypeywBMvDJ2o50m/FwcY40BMI28cue3VDxh08/49DyidoOHTuMbcP11RvwfcJuwJ2MmDOf7RdLej3wwdkZoVK8ePOGLz77nIvTC5pkTyUGWinxgwDLsTDqiqGFrsmYT0P+te/9Nrttyt/7u/8bpuVTDgORHsn7lvuzGNsZ2DQ1ddHxwPGIG003jOgwZFcmvHdyxseb1V0ukVSMCNqiZNSavu/RgKdM/tXv/Tp/9Td+g1/86Fe5ODnlk8tLsrHj1HJpJhMkI8IyQdnMph7DOOD67/Hog8f8o8+/oKoqur6l7yVKD0xmc9qioGoalHQxOxC9vrNzwyBLMkYxot4mEUReSK87QKOUjfJD5nObxfk5k/mcs8MFKIP1eouSktP5jHYc2UuB61g4w0iaZMjDAx6eP+RwgJvNinJosTyFsoy7yIyvEmPyc0XQT4UAHMAaR8Q4slnvUUpgWjbGYN2pfvyGQbe4kc9Ydzx68g6agappGMoSPShe0SLqiq8fnnBbptymCY2G80ODh/OYv//DJfl2B2VNYJhsaIn8iLkTEE2nDMrEkOpOESEMTAWjqXDCCWeTBWEU4hkdt5st2C7b7Zp0uUHGPqMTIw0T0/Rwo5i0SdmhmU1mfP2b3+Tc8/DqBts0eXB+QV4UWNLE9Gw6AVYPcoT5dEpRVZS9xpAmgxg5OrjTN5+fXtDXDek+ZbPbEtxcs/QcTGXRZiXKsqj7hi4pWVclfhAilcHl9Wtk4HN0ccqjR+/ywekDttsNhRKUUpK9WPF8syItch4cLDiYxhSW5NlqQzWOvGtAkndUl5/guQ5HDx6S9gNh4LG7vsUawUi3tG3LF2nG2ekRqTQJXAtVFASn5/h+QNekeLWNtzhis93jLRbcpDldO5C3JeGxT952OEHIiyTh7FzgTmI2RULgRhijQXJ9gzGdkoywfP6Sx4+f8M0PPuBv/s7v0BYpb5Zr8qahajp2WUEjR3B9LqYHpNdroknMyzdXFAYcuBb7uuUwDgkXCz5//gXXl7cYtsLyHeo0Jz6Y8fC9d/irf/l7/PZvfe+usJjkbDd/zK6qeffd97h3sGC929HqjlCZdF2LIyKUY1OJlq9/65f5H/+X/4PddoMwTMzQxzmcMzYVTdETBB710KNrGAZ9ZxisFFWVIaVFIw1sYWDZNsqx6aoSopg+TXjytQ+Zn18w91xm0kQbgud9y3wScHp4xI9ulvTtyKbNiA8D5mcnXBYl011CoTXXScZJ6OF2AqPTX60t5lv8nDTf4sdHgB8fz9VsRidAtg1TP8TyHbI0J5ASbAcpR9ypQ7MrUUpQiI7Ii3CDgMg0iRyP0oDAc9kqg9txRLoesbLIB3i5XGP0GmGadxEDJ8fUyzW2kAzK4MX1FWEU4s9iMA3qQdNJg+PFAZ7nUStFN/Tc7lOKVjNxHKxBoeSIZTu0RYPpeGjTpFdgjopyV6Asm0UU0gjBEE+oxhH6EUOPbJqavGmYOxbYd3do27JgfbtkNBVm4KH3BSdHC3Z9i7Al61crbNfi6+894XazZ2waXNtlNpnR6w7fdSiLPVlVkJYVRV1zcHhIF5sI20FLyScvX/BO5GELRZLm7KuCxXzOL55c0I0jr3WNLFK+PT/iZujZbFZIJZl4Po/unbHuW5q6Zb/ZYjs2FT2ZZfJOPGEYBbuupUhzpOXx8PiEs+Nj3mx3NKPClIKp5TING9blnu1yhy0NUFBKTblZcxFP0EGA6lqGruPebMbMc+68KTuXbp8RDAp/7tKnKUPTce/xY/6Vv/yb/Kd/5z/jy6uad05PGYqUTeBygI1VdZgC8rxkfnRA3dVcrZe0bc6z5ynPXj+nLEuaNAFTIQ2TD3/hQ779nW/xvb/215kFIS+ePefq5SXffP8Dzp48Zq41U93Q5ClNneEYijAMuU0S9M0acxyIZxM++s53OTj6r7i6vcWREtX1UDdooNcjxuEUq65Aa/JmhEFgSUGvFcKQNNsdKgpIdYeyPQZhIPYp909PePz++3xwfk6y2fDZeontenieRyMVSkoW5kCu70w+3ly9ZH5yxoE1sCtzbooBV5l0pkfSNhTd8FXkzJ+T5s9CniSYlk3TNqRNiadbhmFkVBLL9/Fmh5hlQhRYbNKEV68uOb644MPzU8JRUPU11miTi4GbdMuh46FGSMuKLN2xTzL8OADHJM8Lbl58Sd+WOPEchcCLIrwowqxbRlOCZ2PWBlKaRFFMfvmcrK/AdEnS/V02tSmRhiZJNoR+iGO66KZBjjZ9UjIUDdJtOJn6fPziKddphrIsdnVD0RVMZgfEnU9dFOy2S2bjHN93CQ4DJIq+bsjSjHQxZ6Ys7KGjUiCThKdNQ+wHHJ6eI6TAGAVNIzGaGoFFYgv8IOIsnHAYWdRCYpouDx2bXZpy07U8CUPuuR6Pn7zLJ7c3fPb8C0xDIcIJRtWw6rZMogjHs2ESMDUCRJYhygpfKaaxzYmhSKsRbUhe6IHwbIq9z9lHIOuSQ/ucYrsl3exwDIPw+IhWV7zaXnHV9sR1S3z/BFMPbFc7VDxBGwYTx7pTRzUNiQCzytF9RyksivWO2HEpjR4zrTBDjyGKeHxyzp/79q9xud1xnW2p6Fl490gNSKsaA4HSHVlakeY5U9tmdAJuVtfYnovUYCuTDx494jf/0m/y7V/+iNC18aYzPl++YTA6vvtr3+VePMNSBs+LnM4PKZKEqq4p+wFncYjtONykKV7XMu4EWdcg7bu4ikAq4sWcpEiomg5zGrPPU1TTo5uK0XGQUjFUJcq06ZsOyw8xTBuRpuSrDYuTE7ww5lsffsjDB/fZVjWtUlhKYQoIkUwMgTkOKN/l8fERm7Sk6HuuygppwKZoEHZAEHjsupr1Zk1R3Cna/szdaf7/BeKfePUVOO6IG02or24xLYs2T1gVGV4QUVz3GLpHCLAcl5NoQigkoRTcs22+3NcoT3Lsh7gG1JZH3rScdD2R5ZKyQ0iHJFmj2oaDeApSYRiSaRRSNQVawHE8I9ElRZ7T1yObIedkPicYBaNywY/osxLHUNimIj48JMmzu6qtI5nGEdtsj+dYuJ7Lr330XRJbYfkeyW5LJwSubbM4OGFf5GR5ReA7WPaMwA8wRnANCykM3pR7gknE1AswjIHlasXF0TFVXjAFppOY2PMomoZXyxWHkccobF6+fkl0cUS8mHMym3B+ckJVdnz+9CmXA2g6TCnIxojbJOXNZkupO4KjQ04dm/lkSlmUOFWGmDpYaoElwDBMBsNAFA1tXmBJQbGI6AZFVZRkfc4PX6x4dzolsEwuu4bXZcmuzJFeQF5X5E+fYTmSwhz4xuEFyXLJqtR8cHJOvX+J8BWfpjvcLCWOpzSWgaksSjtmrCvUZkcUhrwsUlQ+srYchmZHU91yfHrC3/rdf5fPrr7kjz7+I7ZJRZVVGL7EMRULz+VqvSJQJg/iiHXX4jbAfs9+e0t8HPMv/8Vf4d//a79Dr3zKqkL1Pdevn3F2fMrMf0jkODizOavlkuVqQ1qUPDi7wEbw/OoK+fop52f3OZnP74qAlkXz9AuyXYoeR7SUtEVBvksx4wmxZbHaJSg/okwSJl6IoSRpnuK5LjU9wnFpqo5Oa5RtM5lOOX1wQXC4oO5qtDFyZDvUAlZJgj+dYJoun794RTr0HE8nhD5YeUVSpExMD98L2Zc5u16jpYGlFLaSXznChJ+T5j+FHx/P/emCQSoyY8AwLZLbFXbg4rkhBgZ931GXBYYwCP0DOgWTyGXMSnJlEYx3dz6VMHD6nlHX9IxMZnMOzg7ZWoq67riYa96UFS92a3TXkQ0j6+sbvDhElyVfFhlj26IBFYQYgyRPtvjxhJvrGxZGjRFFKGUxCTyacYR2wJWScRwwLIlnzli+eMXCkXzw5BHL2z1ffPmS292SLssRg6ANJI4MaPSA55jUZcP6ennnkuTYxIsFs8mMJM9ZpRtcPWABz5PX+FHAgeXRdR2b1RI9DliugxmE3C43PDk9xY2mmI5HWbf8/ufPebKY4/s+19stTw7mdLrnH3/5JZ0QOEHAe8eHdEIQuT6ebTP3ffaZTRRNef7sJY4fsmkrnvctcaeRo8Z3bf7B55+yvLzhvbMLrOMFPSaWHPEGk/PTU3IGamFw4LtYU5eb1Z69bggtC/qeru8ZteDTq0uko3j25XMsTzHxLR4fn5JcPed5s8afLvBtD6ISK15wdD1QNTUecFvfOV8FQ891VfP+4Qkf/ZX7/E9/8H3++POnnPoOsW0RWC5PdXcXk9Fomn7Ed2w++IUPeMd8n48ePWJ+ckY+CK6efk7Wa47CmPsPHrOYzSluVxhtR2U5uNMZR/s9vefi+wGGoTg/PacvEz79/OkduU+nxI8fs1+tSbc7xjSlMEu064AQNHXO6DhMvQjdj/SDJs22SM9FRCGm6WAvZlRZTtVXwIjtOQQnx3zwzW9jK0VVNoxNjZ7OOfB9jHFkleVUTUc19kymMVWSI5WBLSVh2bPrCpAG3z0+5k2S8eVyxSKKOJjP/zSp4Gfi56T5Fj/5RBNAlmbUhSbrc7q6unNYNwQxiizJ6FybyDExLQ/hewyeQ950DHlJ0mv6uuLXTk/Z7/c8LXI837/TZJuKXZ6jXJM62ZOlKYluWHX67sld1VTKZDGCO8C+6VCuiWOZTHyfcugRM4+qBc+xqZuGzrWhaViJkWa5IktS5odHhNKgTlJ8P0APmpnl8kvvvMPu5oYfbX8fKUwmrsf1asMoLNKiQkqTbBwR44CtwAgEP7q55D4DvufiSYXoB3rLIVSKc9vmy5evMOYLosMFP7p8RjdoTqcn9FmBlga27xFEMZ3uGSyJKnPa0qPRDW4csNruWBYpv/Htb3L//Jw/fPWGxSTEkAPpvkIDk/mMp6sV50KQ6g6GBqEUR4bBRteUXYe+eYWpe77z4CFHvsc/vLohjmOkP0WGEVZeUmnN4+NjrpMlTqJxio7I9zk5OmOV7Dg9PyBJW57f3mKaBhWad62Qvut4naYcxAvOU0m5vMEMI7JB8oOnn3NRdah5yCT0CGybpCyxq5xxNDiwQ1rD4FsPH7F6/Yq0qynTDm9q0TomK93g9oLAMLh/dsLxySHGxGGGT9f3RMrGe+ddHKXwHZdovqC4vqIrMtIgQOwTLhYzVsPAWJfs9zuc2McRgqwzsYTi5OQI3/OpqoKXL56y3m6Rlok0JcLz0GUFZU1nV1RlRRjFKKkwbJth6KEXtH2LNEDnBX1Z0vc98/NzHj94yAM/5Pnyis5yGKsKexZzpFvuT2LSvkd3GsGIznOcIER2PZ1rs8sS2sDh8fwIzzCwrQbXthkY7yKR/9QY4Wfj56T5Fj9JmCMQ+j4CA6F7TEcxjCDpkY7LzD7At22yKkMogZEXBGGIYXvEcUyT7rEnU7I8552DQ94/OuIfLZcsk4RFGLKrO6q8xpImSAXSwvEjpp5Hk+Ys/ADDsTk9PmHStGybjF537NICWxlsVilRPKWuW8I4QhmK0RcEvostTQ5nczAUs1lE2za8eHNJ1vXM3vmAutO8Wb7Gdy0W8ZTn11dEvs1un5FkOR9++AEvt0t8ZeLaLtU4cDRZcDhbkJYpwWyCI200kNb1nW2ZUPQMKCWI/Qm7LEFZkomSmMphenBI2Wn6YcAzBI0Nz19+Se94mEGAEwRMZhM+vbphWzcUXUvlByR1SZZVHDYVz/IdH7gutA3m0Qm9KXh9u2KXlTw+PsSKY7IyY3IQ0l6+Qfs+voDANHn1ZgnBDff9KcmuZKU7ZmPPUexiOQGDYYIGLIebIkVo+NrJOfnQoeqapoex1qQ317SOy4lu0YMgadbs6gqyDV0w4/rpC/LTYx4dTNFtxa3STJwIAbTbDQsv5Mnjd/iD12+wbYUqSmQPotL4Ycwvn5+xOJiwTFOmJfRKc88xcbqOpRDcs2zaquL68jVdUxPNFhgkjKZL17Z0js22TRmTLQ8ZsceM4OgIMZpYqscKAtCCy+UaIRVWFGIMPV2jaXd7XM/HVIpdWdA0NRKwkfRaM+qGTvZUTUXTNARRyNHBgnffeZ/3Z3Mu4ph1U7LrOuJ5gOg6rgYYDQh8n7ltcpPnyKLGigyuu4q2KjEdD6UsymHgWVNT7tbMHIUzD2jpGUcYxYjxFaLPn5PmP4G74/lIBeBIJk5A4AToquV6tWK9X3P49nI9p6Msc6ZTF+oOYwY9BYYjybqGN0XJ8eEhSmvSvmP0XZ4WGfbQMzNdNl3FZBqyWq6YSMk+yymrjJPzI7K+Z5slVE2F77gEkwnPX12CaVBUObMoQvoWmo5uGBlH8LHIigLh+0SRx831LbrX5IbB9K36SHsudnxAfLhF5gWmUhiGi+VppsOArFsiL6LNMjQjdVbgez5K9yS3G9Aj773/LmmWk2rBtm9YXJxx4LkUt2ua1Z7j2YwPzx/S1CXlKDiOJuRNy6erFbESRMqmaXf4E4sHUUTZtAzKpunhi/WeETgMG5QGzUAnDequ4YUYMPqRMJhydfmaNtljTmZEvocPGFVN6LhcOQ6G7+NLwcv1hiNLMju8x+5qQ54UbA2BLRV/bJScTRc4w8jHn/2AmzRjZo3MFyeYQ8cnSYI/GpQDFG3Jk4szfvTykutpyCNskt3ubpffG+TS4t0Pvs5OjKSOQ0OKtCMGqXi1WZNmBdJJee/hQ27yHD2OnHgB7x6fcO/+A/qu5ViapGOL7fsYmIhRYBkWdewwNQSb5ZKq0xRScfH4EQaQvt5xEjqIceR44rD74opqEtCVBdE8RNk2b/IaZzTQRUNStzz9/Ck9PSM9cgChFHYUIUdI+x4xjdBJQRwEdLpBScmoJI5lc1OWTA9mHN2/4PHpfe4dHGC/7btdFTmO59AOgrkVMErBPk+Y+ArtuJhCsF1t+Lp7jh14vEhyhmSHqkCPGfQd0nLY7rbY4/ATRPnVIUz4OWn+DAgcJZEYiGak3C4pDOgZmC8m7LdLqjyjMUYq3WPaNYsDD2sUzMIpZ37E6/WGREo+efWaeDLhOJrQNBXpLqGTiqEtcGyHfdVj2RaDlPSjIIhCvrx8wyKe0jsGed0ym04p8xTRNNhOSGhbdFWDuvM3wJ76mO1AUzeMamDfNAxNw9CPNGXDm+Utjx6ecRK6uKbD9XrPvuywbYfj4xPyasXLyy9pOvjHn33K6fk9lG3f+SgagmVdMJ3OmB7NMQcJemB1e42MA05nUxzbZZnsmdsef/7PPUE6Drv1hkkcIqTJqryLXxC95uXrJQfTKV40xfQVoqt56IXUAmp/yrZIebNa8Wx5zbvTCY4f0Ns2XZpxNQ60YwcvSqrLS945OWFyMOGLL5/imhaj7tjpFt92eJMk9IbBsSHp+5E+65HdiBnaLHpN1jTU9pTm9haqEiuIMNIMExPH9lg1Le04suh7hG3SuQ59FPDw9IgmK0mLgmASc2sIvKbDiyOWXY3IcpapoioqItPFrCosU9H0GmOT4wcTPnjvMcluy7tH91mcndJnOV9UJQ/iCLs1WBwesylLVlnCbVXhmRatHrmYzHC3W6a2Cfs9m1YztWKk7dP0Gkd4PPB9dl2Ddk3IWtLyhunJBVoDI8g6R3cd9CO0HcJQWEoy2vadPVwYUWcJoyjQQtMNPRIwhYHWHbM45OD4hAcn50wOZ0SRR9bUDCOczeaYw4A7XTB0HScjHHkBz9OUUQtwLAZGStNCDw1TY+RFUXBvcURtGNiWSyphNl/QtRqFAeKrRpk/J82fCsFdY7fvOZRFSWsB+s6IIrtakhYF8zOPiR8wt2yOpzPcwCMOXS7COXVVE1sO0nEo04zHk5CWgWzXY9QdPSM3XYveVzT7DGmONM2dM7Y39ISeQRBNMEcwu559mqOkgfBtBgRpN6JbTa015mAiqpboYMab1y+JnIjakFwt33A8mWIoQdc07MuchePQLVfYUqK6kWkPrYBV3vLo/CG1HtjkJabQWJjYjsvQdjRtQztAoyxMw+SL16+pGXlveoQYBjb7BM8yseOQpGvQTUEzZlALxCBZybu8Jd3khEHA6Fj0o4EcTCrT5P58yrPliqevXnPv/JR3Ht4jUC5pUbIUA8emxI0CxqxGKAhDn/m3v4FsOm7XW8au56rMCD2T4vVLgsUxg25Z7hNOJxN2Tc6QpbznujDeyf5027F8fclaChbHx9RVxzBKiBes9cDU8fjo6IDtdoMcDQIxEncDje1h+BO2mzVXdctNlnJh2RTXNxi2xanvE/U9z/oeLMX2ZsM6S5mGMWG8oK07VNlhtILrqytMxyTtOvqqYAwP0Npj7BqCvqRoWtabPe12i29ZXByf4E1iPt8u0U1NaDokriKvW+BzAAAgAElEQVRLdsi6YREEZKOk6DtK28OdxbT7LfZyTXB2hLAd/vCTH3G932NJRVe14BjYWqPGkaaucBwJTYUhDcquxRCSvuuxPZuqa4knM44OT1jEM46iAD20lEmF60d0SU0D+F6IjWaV5bT9yGiZ7IuSiQPKhy9XK0xLIFFUg+aT2yXRfMJkEhMMDeEsAmm91Zx/9ernPyfNn4GhaSjSlLptMAOHoa8RYkR3GtO0wVA4nk/g+SgBTdOQ5QNpXpD3mkkUEymJ79qUg8bo9Z39P4I0L0jKAlFU9HWLpUzaNCXrRzql8D2XoiiIPR9LKmxp4ocBWkp0ViEthW2bdAjaskYJQd+2KGmiDJOuKRn7nq6u0VoTRhGO5RIoddfg7HpE05jdboclRqIgZuwHnHHEtB3SZEOne0Y9ohCYXU+52VJKhfIgCBym8QGGGLndbdGN5mgWM7gOgROSVxn1aGAw4jkWu05T5CmuEhxGEYbvgWHRGwZVXfMm2dMJ8OKYEggNxVkQkg9QjND2mqYfKKuSwPfQXUeHS9J2lFmBb5rYtsV8GlGnBUoq+mEAy0SaJn1jsEr3TAyTRpn4vs/Q9wjds/AjAkOyKRJ826Ef4TZNOb13DzVCRk9oWajhzpjZNG2ep3vqLKUboU5SxNERfVMzmU1BCQJTMOiWl69e0282GLZNUhZkhmDCQF9X+LZDVTeMw4DFyJHjYJk2Vd/T6YqZ7zH2I32+R7omi3hG8daIpcPAkIKWgVH3yK7Ad02SquD17Yq9bvHjCD90GYVibHuS3ZZBGHzxwx+y3myQ0mB8S0t92+F6LlWRkScpfdcjRsGIwajMuxNL3TBKg7Kp8ZTx1nPAwrE8XKMhZySeTGialrLX2Oi75NRhpE73aNuhM0aU6zD2A0LYNIxIx6KrRsa+RwoB/ci2acGA8StGlj/Gz0nzZ2C9WpEtd8wPFoy2TT8YrNJrxCTANU0GW7FOU0zEXfW8yPhiU1LWmvOL+wTAaeDROBZ//PwZR46HL032bUkmeho9YEoD/3BGvd5w4IcYTQ22ojUEdVHeKWq8AIVACQPP8cirBtHU6LzHcxSO7XN1+Zp0u6dXEvPA5SieYfYQKMWu2GMrA6PRzE/P0W3NzHWp8pR1njEwMIlirpdrJCNNkkIzkHJXuXSbjoenx+ySPb4rGYyBsmlwa5fv/9HHmJbL6ckZsR+y15q5H6B0T1EkvHN4QN7W/ODll/zK+x+QNx1d0+FUDbYt6A2D57fX/L064f708M5Udxywe0G5XqEsi3K/5raqiJ2Aw+kU21S8ul3x8tPPWBU53/rGNxg9h3y3YZeW3Ds8pleCW+Vy4FrMfY9mGNjWOa8NjTtU0PdoAZoRKSXrzfbOHq1riUOPdLvjs67nPHKwJx5CWjy7uqR6VTD1A16sl3xwco9+0DR9i/I9lDRIdI+yDP44XVOUGb7jY16c4Yue3TYljg+o5MDZ8RFhGPLx02d0+5TYsjg7PSPHpq02iNFA2CG2UzN1Jb5j8vT6inoy4dT3+fD4jHVf8epmhWs6jG3LH1ytKVogLxGuiT9o6tdX+CenDMGdlDLdbfkH/+v/TKVbUGCYijYpaBlp6xq0RnkecRCyXa0RbsggDSw7oG8bJCNPzi+4/+CCh4/uc7nZIQfJvWhCYo/IQaEMQdK1aGlhCMnRfMKDwwVPt0tm0RzTm7DbZziOTa87ppMFpfV/sfdmsdJl53nes/Y813SqTp3xP//QM5tNihQZGpZNyLENG0GCAAES3+QiQZyLBLnJVXKTAI7vMgBGgAASnBhMrCEKEli2JUeDrcEiqSabzSbZ3X93/8OZp6raVXue98rFaSqETAWEZEVtgC9QqL1XbRQWsLHf/a1vfd/7VgS2ixqld6mRrKLqSqq24c6165MVa/6YNP8IlEAjxJ20VZwwnQT49iNOFlfUXceD2Rabq+u7qEe2bKkm+/cO0EYjbs/PkGGI8+A+nWmw44/p+pqoLqnrhqIqGZouiq9QbNbkaYw5HqAtW1Qh2d7d4fz4jLprMfqOrupw8Rl6Lm1VoBkWug5xmVI3DbrvMxiN7pR+2p6qrVAMDc1y8YCb8+f44yGVYfLsZkmSpdi1ZL6zR+u6lGnCVplxenJGGEdsBwFtldOrOvbAQrN19N5BU1s0TdC1NYurS17Yf8DE9yktgw/CJbpmUJ6fMx+P8ITF1999jGLpTDyXgh4Mg2VeYkuBSGIkCkbgY7gOriLYrBbUikKjCh6vNuiWzmUaszOact/3UTSds7JEGXjs+A5eFHNzeYmwbWzL5JHr0Zclj9MNpmpQFA3fW1wzH4zxhM7ICwiERGtbzHHA474jRNy5KdYhZddgtTUvDQZsooiTOsRSJoS3F6zjBFPeWSi/vj3naGeLy3DF48uYVVnijSZkJ7fcm06JG4Gn2zzcnRBYPlVTojclviJpbQ9/PCEpMpq+x9maUjQ1y8WS7z79kKrJeW33PpVoSZOeUh2iNpJ920X2Er2swPFYlTl70y0msz3CZ08xFpKLxYJlmvJwNuOd776PsE2Mq2seHt1HFfC7b/4+//Sdt1FEjzkIMBSVvOnxxhPWixV93yC7DtPQsQKXAoFjaPiuy2i4C33DG1/8PJNgyNNnx3QIPNPgymnxEAjDIxgPcNueTXpnN+wqEJgWxWVIFhWYgwFhHPGGa3N1uaDTVdIoZRYEGJ5Ltd6wpUg6z0bVNZAgP0mMyY9J81/A9+/PQNNQgOP1Ck+CIqAoC4yyYTKbEqgatdCIq5RRZ6CqFoqqg2FgD4eowzHP8gwtWaNaLnPXoVY6VEXH0RXC/IqqEHi6Q181LOOIXlU5/egZTdnhBAG9vGvntF2HZRzhdC6iaInqCktIur5nU615/dED0jjmarVE08CYbyNU7c6DHJiMpjimxvV6wcQPWPYdnecRr1boVUWfJ+ztTKiRtFLQdD1hnmE6DiiC7PwSxw0Qlkm5idECk8nuNtv+mJuqJq1K8mTN0J8wuXefvCpoDYVlW2PW8MaLL4OjolQtQ9vhZhNiaiqthJEXoJouKKDoKoskQXFNAlNQ9B0Tf8BLDw9RpcL7Hz2j7Vq0kcdpkhJ0PRPfA1XFRDJG8u0sB0VhqBmEqsRULHYnM2Rdklc1H2yWHI6nGKbJlm2xPxriyZ7qquTDpkJZSA4mU/YDj0Tt+ebTS2bukNeP7nN+dYnV9bx3u2A0ctHqCjNvuOoz1suQe9tzhuMJg6bgvEr58PiYn9q9x7oVTB49wtZtTNWkUhSatkGogu+tl8wVHU1V2ZluQ9fxNFtz3xySlDGdorKuKg4OjjDajnWSUC8X6AOLMI0IVhrrOGJnEHAWhrSqyjqL+ebihkcvPmLbcRkMHH7h7/88/+jXf4Prp6eoqoZneJRVRgc0XY/imNieRVW1pEmMoeh3yvyWw3Q8wXEDjIHL/fEYX9EY378PsucAQeZabKqadZbz0IW4rBBqj+5brGmJy5zTPEb1LOxgwFjC0+dneIFL79nItmfuurwbhnR5zr2tCeUffiA/Qfgxaf4h/IGxWppgKoKhZWNaFuvbJaiSoWkh65KPzo9xhYnn2ShIzqMQd+BwrxLc6CaNqnJvMqZPYy7zhGwwREPFLDuaruVob5dny5DG1JnPd1jnJYubGwaTEW2e4+/somow3NuhaDqECgqSKM9o+5aNpuCPAgaotF1PGicIQ+Hg3h7V1YZeg1S2aB3MLJd5MGB3Z4ssSxnpGrVpoHcdZtsyDsZcLpZUrWC6v0uWpTTFAscx8MwBG0XjdB0ydjxGps5nj16idyzitKIE8nDDwWhC4ASkt7fcLm7ZGrhs+z72aMAmT5kpA9oODiZj+qrgg+tT5lvbaEKgNDXfvV7yqf0dXvEdPlquOCsj7k33cRXB42ePEZ2gzxq8wYD9wZiwBV+Fi7Zg4g5Re8k/PznF0A16TeObmyVZVeJ2JZdDn6Fp8e7lFZqlUfYd7x2f88gf0HQNV1ISIe60NJGIpmbdS6pewVMt1LLkyLaoHYfGslmmEV+9WtLmJfOdOV6SsOVb3GQFZyfPmZs2L2/v3+UlvYDXhIIwLcKuQdV11mentFnCkW8S1zWWrvK0SCmjkM/N55ylKY03YnZ/j3fe+jZGr/HYuublYMwg8KnTDCeYchxt+If/7Nd4lpS8ce8Bk/GIoip5dnuN5QaQVDw8cNHKhMfvfY9nT5+CaaKoKnGSYJgGnWZQ0aIBbQNd21KUOe5wjChSOt+nVw1U2+YnX/8slmlxcnmFFILJ0Gdp6Lww3md9coqpKmgteHXLbZFiCxUUlWrso7kaN2nEMI7RTJNuEBCVFbanoZkmmyzFM3Tc2QwdkH2LrenAJ0+5/cek+UdAG/g0morIShoUUDV293fINjHLKKVpO+bTIZ7pElc5paZQrEI032fLG1FXFVmRsGWovGJtc5VmtLpOKQSOqaMLgVAULq/OaLKCTkpuNiH+aMzYcynzhFWbE8YRW6aNrmnETcdNvGE48TA1Hcu0qas7sVbFUPjC0Sus1hGdpmM6Bp7noFUty7Nzvvjlv8iD6YybvMGxdT6KUqQiuEliNMMkvLokB8zJgLrOebS1h6ZoNFXDZBQg6oQtVcFwHKq6ZuI6RF2FrelM9w9Zr0O+c36BbZq0XUvPnbujVnbsjE1OFte8ON5isVoRKQrObIdS0VhXFY7s0G2T767XGAh2XI/305Kz6xveePAiJ0nEQeBxdn2KoWkUyZq+LYh1mxenQ65WJR13JS0TPyAMQ+KrC6To8R7uUXYN371NuM0zPmWNSaM1geGAaXMWxmyShF4RjJHMdIPRYMDbN9cUuoplGJxdX/Hb79X0QlA1N9yuQzTHxtd1JvfHmJ7PeKrTPL/CCgJ2xiOyTqVWNCwEYRzSpDntdMbq8opivSRJEjQvYG9ok12vGM63UQ2DSNH51O4DkvWKm03Ey3sPydoWUwjE7YIY8I/uU9QVZ5chb50teWV3Ting/bMzvLZhZzAm0XTSqkaXgvO45v2LS7KmxjRN2ixHOA6KaSCynDYqqMscVQBoBKMpUoBpODjjEdLSePTwPmPfI1V79IFPkxacZQVP84Ri6KBoCstNSV83PLu6YjadYUmJRDDqBNVsTiNVoizDaxq6pkVVFeIwZOR6VGWJpEPvGjZdj0Sg8okMNH9Mmj8I+QPfwWBE13cEukbfdjieR1kkOIaKYlncRDFxXdJXJqbl4rgWqWiIzB6vaxCaymDoomcRIq/xVYNR4HNVVmRZyUaT2LaJrhmEIr+zPv3YL9oJPJq+wUp7NOAqWmFaLkM7wLVsVMvD0g2aKKPOc1zLZDT0yfMUDUlvGvRdD2lO3faEVYFv22xND2kqwTKNGU9H1FdnVFS4vcK+63Ld1mRpiYVJIktsyyDfRMSbFQf7exxOZ2iaSabCZdMji465a/G9xZJkveTwYIft8RbrNKVRNe7tH0AckyUrbFS+/fQZiQqGVHi4u4vUNNZNxW2e8tp0RtK2SEWgWTaz2Zw+CrnYrHi0f4Sap2xkh9rW1Be3NF3P0O/5vccfYgdjVE3jenHN9XjCQTBkMh4zHZtUpk2fFIwcncJzyLqWDSojQ2d1dU4w3qLsO9I0wdsKePfmjKu8pMpyLM/jMlzjVhnStfjg/ILJeIzuDjja20FpKtZIdg0VHZPpvQNk3lNWHZdRSGGZkOesZUoVbrDbnrWuM56NaLSOGtia2Ay6MZ3vk6YpZhAwMi1ElrBoSuI4wXJdoqZC8wPSosARPae3VzwLF7xwuIct4NnVJQYCZzjg6vKcpOn5/E9/Gfdgl5//+z/PR+cnlGrPyPdJug5DVdBkj65p1HHCZDbA2hrSZdAgic4vMAc+fhAwHAx4uL/HpqlJqwYhOwy9w7McEqFztrlhoA9JZY2nmkzGY7qyhCBA1XU24QZJT9V2eI5LnMaYpoXtuPT1XTvs0DQxpeS6SDAdl77p2GTZHzyTnyTy/FHsLv5n4N8AbqWUn/p47L8G/iNg8fFl/6WU8lc+/u2/AP5DoAP+Mynl//2nMO8/NXz/5tRxjCY7wiLFsh0MAV3bUCs6eZZjflyek5cV08mQsq+pDYuLdcmLQ5+RbRFkPbXwyJyGIQpWmePoKu7REXnX8vQ736EuO1xFv1MqH49o4phc7bAsl73xFGFoLJYrFEWhVSS7e3MuNmvqokPJYjpAbXuiXrCpKyYDH7XtKERPg0JZFMR5Slfk5F1HmGWsVyuqpiDQDRAtuhQ0jsML+wc8e3ZKVCkYWDRVRyNh4LhYvYpl3ZVXna8XeMMRquvy0ZMPqXrQPZu93Qn3gm1uFJ23ro6RusBrBbdpiSI0VtGGLrDZcgccmCYfXF1RaDAfD6FtUJBkEp5HG/pNSp3nXC9Czs+uyIuM0jEpNIVDe0CRx1xenqO7AWVVk1xd8+13vsMX3vg0Owf3WEUxcRjh2z1S0aijmE6x0QyNkW5QS0kjoY9i4jjm4vaWfLnC13Vst8c0dXY9i0YbMWzv/Lxn+4d85uiI29UCvcwwDA3d1LEkZI1G2xSoTUmjBMwkaL1ANUxmteDC6BjN53iKQpHlzCY224aBgY4YO6zbhpskYQQ4nsfe1pi+qwmXa+grJrZNvgqxLQNfa1ksl7y6v88yinj7+IT33n2fDkHWlbx0eMQL9+7x0uEu7333u/yf/+CXSa5vEYZGqtzFb3lRYBk6atdgDwM0NFzNZd3GNH2DuzXCdT0G+9t4QUBWVmyyjLRu0NWWoaXTbWJA8uDFGXN3gtPC6uoa1/VRPYu8KKmLgt3BgPuGwtM4ItysoUrZGe+wzHJcTaWKIjLT5CcODnkr0kiiDWbbYXzSzIE+xo8Saf494H8EvvKHxv8HKeV/+4MDQohXgX8PeA3YBX5DCPGilLL7lzDXP3X84NusznIMNMbb21QCDDROnp+gBwFuEOBaBsI2GVgOdZQQZRnDgwNEB0lbkYQVTddi+wGOPWAZLanyFUIxcLyALsvY0U3OVbhdhhiiwzIUuqpF6QVJnJCToY8DegGqphI2BUbZM1AN/Pmcq+MSratJyxRzYDNxBmSbDWVb06NgmSZ1uKYpSmTd8nvf+CZTQ+HB7oSzyyX7kxmyyLi8vSG3TSaeT761xdZoxiaJSLIcz7Mosw2KrnG2DsmznOHAo1ltONus0XUVswXLC7i4WpKFOW3TsGUadGnCWZghu57h2GG2PcMe+4w9n2+cnFG3HduDGetwQ2HYLOOUKE9J12temc3Y3poSyZ7r6xvassKRkjjNebM+p6DjaD7nM6+8wHqzYurtEozHbBa3vPPOO6zLktvjE+azGbOjfUaWTV1nnBUlY91ECCi6Bul4OMGA/vIKWZV8dHzGInjOvTdeJ29LdEVjo1rsuh4vmSbzNEb3HIK9IzzTxKprIgEXFxdUacZkaCJEwdgwGexO+DBJ8eOY3rNJsxTXclgmEbbsqeuS1HB44eFD2uUSW9Mo05T1wGNBT190bG8FlIpOMJhiS0FVl7zzvcc8fXZMGGeUecZvv/UWm8Ut86N7DIYD/vWf/ine+NTrzA2H/+Yf/x2Or66wDJteQp9WSF1DOg5hWyGTBG80IC8kdRihdh3FJmR7b5fD/X0eHt27k5QzbZqP7aK3vCG2odMpFVtCobxqcA8VtnWTdDDiSbjkhdGYumnI24ZEBcYTrGDIA8tF1wQGKjvDId86PSNoOwq1I61KfF2h9Gy0tEAFeu5ymp+ksqMfxSPod4QQRz/i//1bwC9IKSvguRDiCfAF4Gt/7Bn+GUAAruNg2i6KajE2TdquRh840LdkUYRtbOE5BmmRMBzNkK6La1lMRiOsgU+flRiqyrZlEhYZlmFTlRV23/HId3l/dcv2yCYRM5Kmok9SrpIFspH4uk4hJV3Xo0cxmuuiOndeQgWSrE0Qa4X7u/tURcHN8pJa60mSEBWF3rGYT7ZQmxbZNmR5gRQKe4OAs8U5mlOxF1isogzd8/nw9BmN6XJ+tsR2fVZxQtP2rMM1tmtyu16zv+Uio4hJEHAbhaTrDVVSsvvoER6C4XBI0lacrkI265B70zl9WVMnCZ1hEoVrjnZ3aVXB9XJBpamMggG7g4Bc1kRNh6opBK7L1tYE1zBwbYfz5S11VRKGK/zgziwuiSqSMuP1+SGqpjCZ+NAqZHnNSdch244yDFH6hvc/eJ8PHr/L0XQbc+CBonAmdMq64mxxzcR2cHWDy6trwjgiDtdUVcVfURXufe6zbO/tcXp7S6YKgq6j2NpmdxiwalOGnk0VdqyKksC2UCdb3JYFj7Ym7Pc9idozsg1enzwizxdcrjbojs+WZTIZeGTxhvpmQ7Zasu06OHnOui2pRIvvT+nbBDVPGY1dLFXj3TTiW8fPeOvkmJunz7hZhAwcD2wdZ3/GeGfKGweH3B/47Iy2+Nn/9Sv85m//M9o8xwl8WkDoCnkao7QKrmWTKBpl29A1NWLVYQiJZlgMdw4IZnMeDndwNI0mz3EMG13TUVWF0ShgpWYoqLRNxbefH9NoKopp8erhDi/4I9ad4DqOkGVJ00o+vbODyHI+iEMiWbJTJHhaTykMkqrk924XWJbBtutQfNw5p/DJIcvv40+S0/xPhRD/PvBN4D+XUq6BPeDrP3DN+cdj/wKEEH8T+JsAh4eHf4Jp/MvF91cEnXqn3NO2FWVTIE0VwzMos4a+aSiSGNe1Mfqe0XhAUPeYrkve9XRZzlBV2Tk44MPzUwzZ8mIwZugHpLpC29QElsHjiyuKWtJ3LXFX4Y62EHFKFEVMj+4znI64PT9HExqyazGDANm27HhjXMOkkwJNVwATTfNQXJVkGdP2Cr2lI0wDjykT4Plmxd50C61K0ZIeZTZlf9/gg/MLWtsmWa3YRCkPjo7wNJ2zLKaTLY4+xJYmjqqyAcLVhpvlNa5j8pNvvEGr6qzCJatNhDed4E8UdMsgSnI0FHTDRPccfMfj8vaWMIrYG495dHBAksVU6zWUCc9Oz/ns4YsMxx7LIuHJ1TkXPbijgFJ0qJ5JrguW6xS1VXg4P6DOY95661uMpruUvaQpMvqy5OJ2wdmTj1B0kB3M9va4Wocsnj6jymNUfwhVRXR7y6nnUeU5dZZhmSYCGO/tYw8CSlOQ9w1lX9PbBqo7oG0a/LpGKDXt4owPFiVKI3h0sIcqOhRhUsQxeB6N8GhFyZPVisnQZbg/plN17mtj4ptb7CDgxVd3CaMIE4WVopI7DjteQHx5gygzrhcLTr71Nt979ozHN+dsmpJ8k1FkGaKX9FLiui6vv/QyL7/4El969CJ70uTbX/19fu1XfpU23EDb0pQ1lehRVRNvOKBvOpqyQlNULNen6zuKxQZtPGY23WLg+6jBgLhvKfKS07MLNNfllcEQcza761jzB5RZglRhWVfMgimLMGQ2ctF6ibLZMNVVnncNWhSzki2KfVcxYLomUdFyNJmStApluOJkuWQ6HbJuCpAC2/M+cYQJf3zS/J+Av8Udx/wt4L8D/gN++Evhh2YmpJQ/A/wMwOc///lPTPbi+9JwVddS9A0yr+hMHYmJpw0ZDCUISSZrwqpgYnkslmsCw8SWEscyaXUTV1UxspTLzYbZeMi6b+gVyMuWTZ8Tly1qpeAAumoSJSVGLzEMg02acnV5iXRVelenzlvGgyGG47K6XWA1gr7MqUwda+AyFRqLcIlj6Oj2Xb2dXvWoEjQhiIXkzW/9Pr/8rc/xl7d3UUVGSsto/wB3tSBJQpZxiI3JaRgycl2KqiSvCgxDx3AcOsAyTVZlxWS+R5NnCD9AbRvc0ZA6r3Ck4MnJKU1R8oWHjxCDgIvLaxRayqogBVTHJK5LRnnOOg4pUfjo+Jzdgx1c3wIVhKIwH2+h5zlZWlJkCbvbc0wvoE9bbuJLGnWHD26vubw85Quf+yK9bnD2/ITl8TGraE1Rtzw6OsBzfaJNynp5S6vpaI7PwPW5SCJqW0dUJaK9Uz7ZGg75N//aX+PVT3+ai6rm4vqSvcmYn37ldSaTMQoqapmzTBPaVtKhMrUCjJHB6WLJzpbLVt+yKRoy0+S9997FkjDe26MzBhw/f0bTVfhBgESipSmBbjCoW2Y7c3rDQABvvv+Y3/3t30HKjrguSFcJV4tL4rogzyscf4hiOTgI5nsjXnv4Mn/ltTewHRczCPi/fv3X+Llf/SecPHtG13YE4wlCU1CrijouwHMwRgPidIHrutRVhawrNO76b/Z2dvjzn3mD86ogqTJk1fDk/JzBaICscz5lGUjtzltI0zQqepzBkK6uUQyN81WC3+uIrqXpG4oqQ3d92vmUiWOxrxkYlsqHtyGrsObT0yn1aEzh2NRNSV61H7cmF/9qbgT9MEgpb75/LIT4WeAffXx6Dhz8wKX7wOUfe3Z/Bvj+TTI0Dc10iWTOlmGhKyrYGlkU0bcdtqbhujq0HderkHo8YjYZMhYKteFiqhrXfcPh4Q5K0RGrGmmSUhcVl/WCwLRxAw+j6+nGQ6SoUEyHfHO3YTMGZNYxmW6DnlGXFesoYRwElFVFHcf40ynpbczYcShMix5BlqwwZEen21R1S6+q1J2krkrKdMVp4FFmS3ytY9pKXtk54PFkQhTlLK7XPNzdxZqM2a8qAjSSLEdqOs9OTpiMRtQf9wibjkuZ53imzkY2REVCUDpoQiNre95dXGNXGYFlUScdRd8QODa9cSd428iWupPEqxWO4+C7A07Oz6iqCst0qbOMDkFdlTidwunzU+LVmtPzEzoNiihjGgQcbs25vb1G9zxsTTI92Cc4OoC6pslKPD/g8uIKVdOQbcunPvt5FufnlHFG7xj0bYvpe+weHfBw74CdoyOiaIMuFP7y57/IbD7CzxVEXpFWFUK03IiK26JlbJpMqpxEeKyqCifWCVyX3jG4rEruWSatoyGGNla85tHuDsfPj1msY9zxhJe3pph9TSlcPnjyhAKjWs4AACAASURBVK89ecLzJ085uTjjow/fZzAck8UJVVYwHg0gsJjMbPYnAUlRczSa8fk3XqWxLcyRy9PHT/nFn/0Z3nzza5RJTl1W6JpGVZe4wYggcKnijLrtaG43OAIMTSepC8aOjTBsZvNtRvMdjlch44GHkxcosufF+4cogXunJJUmWJbFTZaRlDWjgUdX1xhC5Y29A8oyQ2oGZ1dXdG2Lbxr0Ws3xh09Yex56mnL/0UNuDA1VUzAUwaptMLuOoWnTNiljx8U3rE9ULvP7+GORphBiR0p59fHpvw187+PjXwZ+Tgjx33O3EfQC8OafeJb/P0H+wEcNBuxNZ2zyDdFqjSJ6GtNk7LqkUcwyz1AF9D3svfwSrqni+S5tCwMkpqrw9vklj+7NmZuCHculRONb6TX+1gAfhShJaOKEOFpzb+eAk+dnbNbhnRSaAlme0F01uJZFqwg6TdAB8WLBMPAxNZWqyKh0hV72WJZJYFr0QqWsa9RWokjJcBSwuMxZ31wRfO4LbJ7k2L3Ber2mRSHtFPzBmCRvqaREyhYv8LBNg3eefoSmaEzncxQhCMqKRnbopkmeJcjSQBMS2VTUWYrluJSA4rjsjmecXd1Q1jn7gxGGouJujdlEIWG6ZrOO8DyPF+/do0Fye3ZGnmXUan5HbKbBdDzm/PKcRZkgoxRDaLRVS9HG2AcHOKMhZV5SJwWnt9eoQmXb8HAGNtKyuFzfsv/okGad8vT45E7x6eqKJgwhVnntz32JB6++xPzhPchb3j0/5+UHh/yFl19mfu8h0eU5337vA2azKcFsxqbtuLi+ZccMsITgpM4wLQuzygj25yS9gmUrgIruuiz7NW1+i9fYRJ3EHw8Z6warXvL1m0u0eMGb336HopQ0veTNxx+gtw2ua1IqFVXgork+nmOzHQyxAp8vvHQPVbfRVJ1R4BHrNr/y9nf5pb/3FW6Xt9RZhqh6rMkYxw9Ib2+IVyECQZWXGK6LoigoaERV8XHbpEfbtUweHDFwXPY8l0zAzmSLrsrvdDJNn5muE0YbEinYCjxW4SlYNlbd4u9OORiP+PpHNyzbjp1BAKrCrejZHQ8xrhekpo6qjin7nq7tqWTPt8MFm/Ua33YwFYunacRaQNa2nzjChB+t5OjngS8DW0KIc+C/Ar4shPgMd/xyDPzHAFLKd4UQ/zvwHnda2P/Jvyo7538YtmngaCqm65PFGVlTQFnTWzo9gh6J6ph0aU1fVWijCXkrCSybosjpuoZt10N0HWmVsu4FgT/E8zzypuE8XZPmGTqCopWM/BEbY0GqaQRBQCtaNmkCXYqpqbgDH3SVOI6JswzTNHA1Dc93UQT0skfKBlVVcD2HtpWgadC1qIYOms7z4ytaVLYnU1xX58kqZFtzeDib8Vw1iOMUNxhQNB2aqmEFJrqjUoYJs8GINI5RpCTwA0oa1nnKMqvRDR3X8UiLkrqusUwTU7eQbYejqnSawu58m1W4RuYlhqIiO4mmqjjjAdLSSKKQtmuoqppFvEDNM4SAy/Nz0s0G29apEXSGAb3EH4/Y2j/A1BWWqyVlWRMt1uRZwv7Ri5jSYp1mZFXJIHDIsgTTNFmtQ4q6QiDZ2dnh4OE9tnbmiA6oK168f4+HhzvMt+dg6hSiR1dVWiGIuo6+ldyf7eElOUlREAQDAgUSS6FQBTLLcQKDsqxRbBPiDuFpCF2nrRq8gY+lGUSbiMcfPia5OuPd9x6zSTIe3HtI4DoUUcTQG1IBiulwNN5i33EQzp1uZpjX7M1GdKpCqqqUXce333yLOEpQVA1F0WkoMQyN3tQRpkmZJQhNQzct6rrE9F1szcE0DbJoQy3vXnRSKGgCLMciFz2VoVHkHb5h00nBUIVCETiejW6ZGK6HbllIVSNrK1brkCavqMuC1LHJ6xJNNRipJrmuggp+MCBTBLJqKKuKSnbofUcUJcRhiK+rOKqGRPxBuuyThB9l9/xv/JDhv/v/cf3fBv72n2RSf1YQ/L85Tb2sqMucaTDgWtWxDQOlk+RVCUjmrocpBZrncn5+RpImlJMpD/cP8GwTUzdRhGC5CNnUJdXYoulruramTDKEYeBaNpZp44uaq/feZzQcotoOrapwm62ZmC6ObnIdReRNR6CoJPEa0zW5vr4m7jrub00ou5ZJMCRuClrXpul7kA1JW6MpCqIu6ZSeVVRiqBazuUfRZQyyksPxjLqvkJ3kRoKm65horMoNfVGhNBLTdokWSw72tgiGLmmlcBxeslmsUTsBimTQTdBcByHBUjW0XvL48WMsVUMf+jxZLBBtxzoMMSwTw/KRzYYwirlZLLg8O4E4x1B1qizBsjTqLCMOQ4Sq0QmVOq0oupRgPOa1V1/DUGC5WnJ7ccHN2QWWP2Q2naFORnxwdUmvq+i9wjtvfReqhnv3HzEaD7C1l3j9i1/kz332M7RdR15VDC2Dz750yP58m6ytccqW59k5x0XC/PCALWCRZbQS/CDguF6xSBM++8KL9DfXHBgOHxyfsb9/D5qKdhXR6SWTwGUgTNpGsrm84vy85b2ra26jiG++9y5Xp6d87vXXcYZbWJ7Lluiwp9uMxmNUCcZ4xAv39+nSklWe0glJULc4io4+GbI8Pef/+Af/kK//5m/i+AF936G6Nrs7O0R5TJdlCNUAKRACdFOnWmeorktflViaQiWAVjCd7rC7vcvuzpzjaM3QdTEUjf3D+4wtl+v1BtFWmKpOkhdIzeC1owcUecaqLiiT6q4XU5O4qoZA0OYFuuhYRCm1qlIsY6xO5Uma45gWqqqzWdyw57lYRY1mWkhFoe9AquofrPw+SRHnjzuC/gis44iiqvjo/Izz8JYHR/cx256bcIVQBffvH1C1QNvdtSyOAzzH4jqLsAtIlIAXZ3s8cLc5jxJGUqVbrqAo2PZdBsOA9/OCy8WCKgyJy4bbLCZNNviOzdA2kT30qmQyGVGXNV1VMhoNuD2/olZV9scjhGWzWizZDjQMqdPmGZ2h4gYWMskpi4quaTDoWaRLfvXXf4W/8Zf+KmHb4poG682C57crVMvl0z/xOSSCMN6gVTWbcEO6yZlNp6iOQtEJirxhE68xNIX5ZIYqQbEsyqLi/OQYfzjG0TWMHh5MRuj+iKitWUYJWRxh5BlbO7sYjkcrWtbHJ6ThhqwqSfqGceCzNZvx4UfvE10vCYIhpmlSrUOyJGI8n7N3dEje1Vx88CGbJCa5WWIZJvcfPcAKPG6yDNM1aIuGm+cn7IxGdFaL5dpoquDhyw/561/+S5xfntOFEa/uzPniF7/IdD7n9sl72J3BydUlG9kyGJmsdAurN3h8/AR3NKRLNuwf7WHHGeeXl+xvbXEwnZEcP2d3EKC2JQPT4myTcNPV7NoDFh8d8ytf/Spff/tbvH9xgul5PLr3kO3ZDrkiaMocicAfDZlvbfNgd4d1nnO9Cjm+uOBLe3sMDJXbPOYzu4f0lsff/aVf5Hd/9zc5ObmgrivMvsUApBQkYQh9T0+NaVoI3aBpWmpZYwUBqDpdWbIMQzAMthSVw+mU+c6UqClRNIXrxQoLBX8Gq7Jhx3XIo5qje/d48/Sc4+sbWsPg3nSK73osqwrXDZCOxyZcoOotk9kIeR2hxzFBEPCB2XGSliiqxqKs8V2HoRA0RUWn3eWEi64jzFLSPP+zpoEfih+T5g/gB9soDdclzFMsKRgIBdk1JG2DaQpMXefs6TGKrjOYbUEn0VqBqSsc7oyRvYY/GuJVLVHb09UFvdEiLY3FbUYbJ6hhyNVmiTlQ0FuHuhXIukFKhXaTYg00UBWGhk2apKhA4znYvsc4KfFUFTvwyWlxBy5K10LT4ZoaBTWisQkMG99RaBtJ2/cUZc43/vnv8dd/8kv44yHuZMoHTx+TxAmObnPoOYRZzvuXl4SbDX3Xsj2doZkapufQCpOmTLmN1tR1x0sPXsGzLNZhyGa9Rm37O+dCFRbRiuHhEY1h4JaC0WTAm1875/L4jPeePmU838FsG9K8xEAQTLcp1yFnZ1eE2hLdH/HyZAfZdlxdXVJ9XBIUuA4SwXe+8U1k2ZK3d7qfLzx6yM7OjK/9/jfxt+f4NISnl8xeesjQ9jh+732+8OorPNzfpm1K3v7GWxi+zb/70/8ammqwiVOq/DlXvcJYtKS9pHc9Pv3Sq5yenqFlFY88j6XsWdUd6fExVdPS1vDnt7bI2gaEYHF8Qq0LllXNUCoE4xG///6H/NxX/jd+5zvf4eDhQ1597dNE6zVq2/K5T3+Ktz58jDMYsWkaRqZG02TQVfgSlkLgdNBWDfuTCXu2TbgK+c1v/ga/9Au/iGLqd/3kzd2S2B6MEFKi6wpN19ECedeh6gLdsqjSGqH1CPUufaOqOv50hL0zxxqNKNuKbJNiGyqWY5JnGRdXV+yMR9yUKcOtGU+znJ1hwHwQIDWdME/JNYWRkJyfXXDv0SO0ccezdEPcFGy7Dsfhmj1NZ2SalHWFmqWMHY86zxhtzwiXK/KqZNW0+AOH+3sTXEOABPFJCjP5MWn+UAigzHMU26QRYPQDsjhDKAKBSl+2eI5PrqmcXFwyGG4hyxZdaBiKheO4FFHON1ZLzOEIvesxe4XAdnDnE3oU6rxGzRLS9ZrLs2uKPKWKEiw/uMsj5gXe2OV8vUF0HY5p4GkmptApBz59XSLKhlq2tGnBdZswGk9omp5G9AhFoDsBpmdxfHuNJXu6tODDKON/+dV/wr/zV/8iptzi6N5Djk/OeL66YNc94tOHBzw+f86zixipCA7n2wxQeX51gzBMLq8uKWWHY2hs4giTO2WcEtjb2SUXkr6V+MNt1qpCc3ODodm0qxVPPnpGXzdMRkM25+fQdhiOi3RdVnFI0sR0aoslNZSmY3D/gMunT6irCjsIcBwHXdPYrNck4QbPdVHqGs33WUcxxffewzA1XFXw5L2PCLamHLz0Ak++9Q4v3L/PdHub909OeeT5TB+8xKtHh2i6S1MXBIHH6TIiNzTcIKC3dBa3EacXt6QXNwSGQV+3TKVCiGSwc5+yqSmvL/jw/BQzTkgVQRcEJFeXNLrGuq1559d/g6+9/S0+OH5C7WuUoselx3FM1nHCch2xt7NP1d45PV5fXdJs7+KnGxzV4IFjM5xMkP4Q2ZS8/Z23+Dtf+Tku0gyhqzRZiTGd4Fs2dfpxZKZpeIOAom2p4xgTgewUeqHS6BoKAlUz6MuCKo7wBh6B5WKqoNk6Zmbhayrz+ZSJpuILlU4z+c7qCrtreGUwoWkkI9djXRfkZUFlWlyWNRUNssqpehWnUciilLe7DQNV5xDJ/nDAKosQNgyMAWG4oq8qFEvFVUxus5q+aug3HTTdJ2td/jF+TJp/BLq2wULnIgw53N0jiWKqqsIwHHxTxxu4rNYR6SbBAtgZUghJ3qsodY3IM16ajrktcgx/AJ7DJquYw93GRwcXqk60qhkOxpw9P0c0HdNBQKtptLogSiMaoTELfMaDgEW4pKk7pCroDYHsKlwpiO72e9isQzxdZzjZpq4a2rqmrlV2tveoooRAs9F1g69+/eu8tjfj8Kf+AhQ19+d7SNfE022u0pB4vWZvMEJxHaqmodNVbNumyAuGlo2iauzOpmCYpFV111aaplgTj3C5oqkqtoYuRlYRLTestZQiy7E9H9VUqWULhUrWVbieze3tLVmyAdtA7yR9V7G7v89wEPBBHNP3HZqlY3suhmmyrgtwTKSiYrk2RZaTqSp1DngWXV2BqvPg5UdYWclPvPQq49GY6+fH2IHFlz71Oi/ff4FQ9hRNR5yWrEvJbRiiOyai6dE1lUHXcfPkKYYiWPZ3LpO22jOXGopuoPcStQdtMmQtFZq2Yw+JORlwWRY4juDVB4dUiqA1FW4XC2zPJi5THNPGaGC1Ctl/4RFlFONJhaSoaQwdzQ443D9ECTcofctXf+e3+K3f+qd8ePyEVVbij7ZIoyW6ptP1DZqqMhgMkUj6rifOC7IyhaqhbzvQVLqyQkFgByMMRZB6BoeTewymU156dIQpJafvfUQw2WJ7sotWNkxnQwa+z9nqFkOopEXD96olzc0tk+0ZwfaI148OuaoluaVzedvyNE4JfB9PMxmNtzgQPX1Tc7O6wXBdor7HQHB7cU4tBBPHQWkqFNXglbGL3nb0loXu+n8gQvxJ4s4fk+b/w96b/Nqy3fd9n1V9t6t2e/pz77nvvo6kKIkSJYJSbEEgHDueyBkkQWYeeZxZ/Cdk6qlmMZBBBjGiABnEgSMDli1REknT5Gvuu827955+99V3a9XK4LwnULQCyEEIvAD8DvbeqF0bWNhV9cVv/Zrv92+ABqYHM+RPamLXY7ffItqK+WhC10uaQdLmJaEhKBxN6Fqk9xtCbNbCQiRjfvfpu1RtzcHJKS/WG9QgiIOIsK14U7WYUnIwCrEuLnj+8U8wB41jmci2p8gyxodTsGqOxjOyLGW5WiMsg91ui+1a9IaiCxOqIsfAZBSPMARM45gWzWazI5mOoe2Yj2aUIaRKM1gmQkn+j3/35zz62q/yJIm5OJiRGAb3bc+fPvuYXdPjhD5D39JWHZdWj25bBgSjeMwge3rTIs23OK4LLVwsDqi7nuPFEVlVsl+uOXz3HaRjc3N7T5tnBKZJ2/XkZcUIwfHxGZgWQ9swyAHWGY5pUpsmmyonf/0pRVWiHQcvTii1It+uUDx41CxGYyzfQ0qFZZqstismsxldVWEFPrZ+mEj69q99i2y3w/Bcvvn0CcHhAXki8IqabW9ShzG2NjhyfMrtjq1bsRMOB5FPXhZsqxaamvffe0q6WTMLPV5dX5JJiemFiKziMIoI4phVWeLGI75+fEa6fsPj998FbbCqMzQm69t7xnHEOEhoPcUy35J/+ozjJxcspjPOLEE0HWPkNVc//Zi0rvnf/+iPuLx8S9a2DEphtZKhyvEnAVrY+H5Iud0xdJJeSkzbxnQdPMuhV9C2/YOGQVXiNQOUJYXssA6mhMeHnD15B8M2OLIjTG0yOTzFGjls2z1//OoVruNjMtBaFn0/oC2F4XtsipLcFuytkmoQbPdbLNNBthV6UMw8lyj02WUNN/crEtfhZr1iNfSESuMbggZBVtWYcmB6csDMtRFVSdf1CCm/coQJvyTNv8LPtzVoDKTSGJaFcG1MJdmlW2zXZ8BANhJdlwgUmzan6nsO5nNK2TKxBb2AXa94ZBicH8R8fLNCBCNOghHfHC/44Wef0UrFwWLBejwjPUxpXZt1tWe12aFdgygYYZgQ+BbD0OONIrpOkcuacDKiyasH4QRtEfg+7aCoUcis4vHRMfsy5265It9mGI5Dttvw6PwR0yThcrXio1cv+O1/9F/yk5/8e7K7e/zZnF9/+j6R6fJidYccYJy4fL65p88yZrMZo3hCutnSVCVN2dL3HU2kmE3OsVTHbrfFUQNfnx+Rr3dslytef/zRQxuS66GqEm3aeIsJ4/GYsmqIplNaqWhVR/2FcHKWbhm7EybTMVprinRPr2vaoiFwQhSC1qwZuo7NdothmjR6YFS1BGHMuFPs7laoQfJmdc+Z6xNdnNLYFm+3KbnQmPs97mBx9vgxV2XJdd/gCM3QK3JTMhcG8/mCWFh4bcVQlwSWy6uqwnRdjsKIm+WKvTL4zXffpaxbTsdj4umYtqrwJidMJzNU2/G2ytncrrCThM9vr/j02adMkynj6YTr2ztWqxUfXDzh+GjB4uSANK3Yr+754Y9/xMcff0TdtAQnh1iORb8vMDDoBwmGQsiBQWmKqsQKQkzTwE8CuqqjLnMM10MVOUPbEJ8cobseUQo802MSjwkdj8gKeXN7y14I6vWGiX9E6CQ4Zk7sOhwnIWYQYg+aj69vqF0XPwk59HxklaK8EfNkRuQ5dHXFar9nGsd0dcuryzdElkWtBkbDwNhyiR2B7Rh0ZcUmLZi5DlMDll3NkJfIokT2/V8R5lepgv5L0vwCX7YafXlhTDlgOD6243B2MOXy9VuqviG0LALDRFuwaU2E8EBZLGYzcgQfJhMOvIAfXF6ySTNuqpjx8ZgChS5LRFHhHCfYnoPVdLR5imFoOi0puwYlB04WhwTCJhQGZdnQDBrteFRlSTIL8Tsby/Qw0dSrLWYUg+PQ9g9WBZZpY8kOx7GIDxa4jk9fVfjxGMtx0BrsQbPd7xjKnA8mc96EI9R+T3p3R16W1FlJWRZYWuMB0XzKIB/6U7X9oAKVOB6Pj49pEpd1UaDzmleXb6jKmn5xTNUWGH3HcRKSK81uvcIzTRQdm9JBWjsG08Z2TQ4en3N3c0NflniTOVJIQjvg3a9f8OrlS15dXTGZTRGuQDsWQ9VRZBmqbYnmUzBgUJJ9vicaJbz/znvcXl8ii5p1UXHu+pxPxkyCEb4T8vndHae2y3TkkecrXm+2DIPJ+eKQvu5Y5hmGHDCajs/vr1j4FrPDhLvdnkbYfOfiERaak+mEsszZbjbYno/TNFSyp3QcDATD6jnzozFf359wOZrww6vrh/PahtcvPuP07DG9gG2akrgu0XRMmRXc7fass5xVnmM7JkqaD3KFnk8QJ3RFitkLvEmIkD2m7LFdF8uyMB2HJi1YTKbs7+4wXNCNYhpP6cuGKn8g/yD0ufjgPVwssqpmqRSzyZSDSUwiBIeWh7PwaAeFbnvCPudmUCjbQbct2WbLxfyA1rAQkc+Hjw55cXvN3b7Fc312Zc0waD48O2NuWnzet+w3OyxTcGtohHhIKcWjKQqDbLPFD0Nu25Zs6CgG+Vfb86+SevsvSfPn8CVxJmHIycGCm80NfSYIHJdKBViah1ldNINlUVcdU2GhtYGwDBrVsa8alGXy3q98wNvNiv3VjkdRQpeXCN/juigQZYmWDbmGySjhdHLAT17fkJUVTmxguAFF+uDal0xn1GWJlA221szGczQW2yyDKCaZTJFdw8i26fSAEtDVFV4S4Q2glWKw4Gg6x3E9sGz2yyW7uqCuaxzT5PzoiLdNx0+efcbLy0vauqSSimgUM7VN6nrAj0fc3N1yeXvFk9kJ40nA/XJJt9TksoF+YH95R55l5KsdraoRWhPGY7p8C4PEcR6aq1fXVzi+jxh6nE5yeHFGVWRkbQ1twyjyub9fMh8fcf7BB1ihx+byFtk2MLQkkxHFNqWVElf22K7F47MzJscHiGHAFTb/+d//++imZXxxwdhzsdwIKTWLgxg5HVHfL2lGCVJoaJfkZclN9zAVdZgkvPv4jLfrFZXncfuFzbATBLx3eMAYgXI9psmE7W6LZdv4XcvrqmK/2eOPEyaOzU5JzKzBqTPqvgTPQVQlxiAwTZO7u2suvv4BgWOSzCdESUhd1AjTQhg27mDQyAHhuBgDtFkJVYNUHWIUI1VHW0niMMKxoa07qrbB6Dq2Zo7t+fRZjut6mLZHO0g0DdIwWcQJjuviuhZSP1juLqZTLk5Pqas9purBcjCVJi87gtjnZrNmsG3MwGGzzKgGKAyXel/wUdmTpnvSLMV0PKwwwPM98rJCaclxGDHRgtsyZwgC5l7AxLCw4xi36VFqwG17BIq6yunb9itXOYdfkubfCA20UrLfLDGbnkH0qKHHkAMmHShJ0Un2bUUwGeN6Lr1hooaBy3TLXdFwOpkySSZsNntaU7CIR6yV5G265ezoCGs8J9Ab1O0dn253XO22NErSmSapkszGI9I0I3RdsnJPIyWWYRB00Nod2gUnDHDDgKGtyaqMeHFEWmUcTQ4QrkVVZziWx0Eyx/AVlufTFZKszQg9l+c//ZRX3/gE13dps4Sr1Zq3V5cI2+QgOqBsanoUXa+YTKdoAe+dnfMoGVPbNpiCWg0U2R5bgxuGjOOYOku5u/ocbRm4YUzXbKjbCisOkZ3CdCx8/VAtfnT6iPXrt2yXKxzLJJ6OqcsOEUS093e8+OgjHn34PmcXT/CcEPv2hnS3pas6tDAxzQF/PGJ6eMD773wAQOI6TI9OsJKIF8+f4cme+eIMpRSZ7HH0wJFh8SyI+MHnL5h6PrJVlNsNB4ZJ5zskScQnqy1//Jc/xA8CEmBbdrxzOscORyTHU7zQ4Wpb487GNP0WmeecjGKOj44whYHsSvadQy4UjuuxODjism4Ahe9ZNLuUoinZbdZMwzFtXj74SIUhx2VJ1TeUumUQGi0lhmnieg4KaN0Rnu9g9h2jUcB4PKMrShgEXV1Q5SlCK/Qw4LouBrBbryD0SQ4mHJ89Ynp4ROwG9CYwFDyOR+i2ZbNLsbRm15VEpw6xH6JSlzebPXPgrnvYxQSmpmHA8SLWWQZZwTwIGT96wtvVCqvtaMoCTJgcnLDNc6ajER+GAX3b0AqD0+NzCiW5Ku4xbcg6g6xqcRwP3/e/ctNA8EvS/I/wZaR5t1qi1YCUgsvtnlq3iMEg3RSEYUBydIRbV/gYSMvGkIpxN/CBP6ZUikrA93/yCdQVvezoo5B3J1M+PDzE6nqu25brvqf3PPA9jCAiWhyg7pcMjkvVtLihQ28a1FmLZMB0XQgecqpN01F2HfPQJZkmdG2Dj2Y6iQgTl12aEfsjTKVRXYuBwfbqDf1oRFoWBKaFanq2+3vef/QtVC948eI5RdtxND1CpSmqbWlNC2OQvF3fcn56wa5uyHYpo8mYNC0p9xl936A8h2oYmC4WSNlTVQXT2RzH8bi/ucERA11e0gIahaUM+us7rluFtA2aNsesW0zL5PDxGfU+RfYN12mKfTyDrWL54hW2a6MtQdkPDFJy8viM/+q/+W+J44iry1tkkfF3f+1XGWyfZbZn8gWZ5FIi2xZDlby80wxWiJx6EEXspcK0NIswxPJdPCn55NlnLLcpj5KExWTCTpaMpxFHcULZtLy92+D7LmndU3c1RwcT5NjlapMS+x4T02Dkhwx5hetHXGGjooDx/IB2u0cNNaMwROqBJqsRXsLl1TXTgwN+7beOmR0fs91suLtf449nmF2HUopGFya2uAAAIABJREFUKXAfFLW8VmJ2kmGA+/Yeo5UPLuFtTxCEWAg6OaBclwGNbFo8c4Tvh5wfnzA/PaFpKuQwMBkFfOPghM/Kkt5x6ZuaoijZvqoQtoU/mjIyDCofvFJy5MXEJyGu7bJuCiaOjWVbGJMRBibVXct+X+EacDh2eX17y/vnZyAlL95c4oU+XdUyiiMORiM+rgvS1sR0FI5r4XsjbNf/a8/kVwW/JM2fw5ejlEbbQdUQBAE4NkMNlZIYto0aBup9SlqVJEczqv0WM4rYqoZqFOA7PkPT8EEUIF2H3hBI12OnNfZ6y6oo8B2LQUOOwGhaRFszAKZlE3keQkpsQ2O6HifzA2TXkrU1gxpwvQdHwWQ8xtQ1WdsgjIequGoVy2pJEoQ8evIOqB6z6egwaPqWyHYwgggVSLrtnn/z02c8/fbvMjMGirJgkiSoXiKSEKvSmG2H7bvMXR8/cjn1JgzjkOfP33B1/Zab/RLTMJHCQDWKeJKQb7dopRjNFgg1MCiFaz/kV4e2oc4ylMGD/FeaoR2bw6fn1EOGbFqGVhJNpliez+7mim634fzxu9x0z+jKCsOy0JbNN7/+dX77936PkR9S7/eczqYcXlwgZYdUmoNwxLZXNJsNq90aB4PYdfBsn8H3eLbcku1zhDAITRfT15RSsXt7yVqAb9oczmIW85jxBubRhOu+JTY7btc9tYTTk3MOwpius9jdXnN4ckI0mbJcLjH0wGwywZ0dsNhX/GrdUNQtu1HAvkjRrsuQpqiu5/XVFY7n8fbFc8Rv/AbZoOm7nkAK+r5EDT2T6QJXKbZpSmhaeKFLH7pU5R5DuxhfaA0o8SDU0nY9XhA+RGuqRwuBKnOCp49w5xPq9kHxKIgCWuvBKvgwCLkrMopszzSZ4YYBaZriFBX+wQHL7T2fr+65zPZ84/QxkzCm1pKi6Qgdm+VyQ2+LB3UjBLHroaSJW5QkWpKqGtOyyIaei+mcvJWEtsVscsg7oUdOxc22xFMDkSHQfLXymfDVW89XAhrwRiGm6yD0QCtbJklC6LkEUYhh2aiuw0Qg1YP5GZaBFfrcphll06KLkqFpAXAtC5RiudmQFcXDuNx4TJwkJHGMH7jUVYFjmgjTosr2FLsNbVlRlBUDA6ZlMKgHwWKlOhzDxHNdtGHQyB7Tc8GysByXVmqmswW7NOVuu8UJA4RlYgQufd8i25YsyxiU4qNXb8jSjGScYLseI8ch2+4IgpDJZMIo9PH9AMMwEGiiwCfwQzzXJUpiosmYbhio8oqhadgsVxRl9fDf8cWgQNuCFjiuy6A1/igmTBK0AC8IsJXG7hWq62jKCq0UB0cnOG6A4biY2iAMQ8IoxsBAqwGk4vT4mInnsd7tWGUF8WSKEib3ZYXSA2roME2BYZqYloFrm0yTKUoITNtC5RW75YqiKNg3LbuypixLpO/ixAnCtKiblrZXjKcz1lnB6voaX2hmk5jpbIxgYBJFGLInjDw8U+AYgng6xhuNcCKPSjVgGYS2i20IwlGIFwaUX0aOAvov7rvddstyv+d+fU/R1EwOFgSh9yBt51qYgcvQPpiRNUohgL7tsPTwcM4XJU0pJaZpImyDyHNZLA5wXBebh+tguS6OMKjSFLqKcRCQS8VICCL1xTgmA9XQoQxN2zZcb7dkaUHRdmzTlH2aklUlXV2T1zVD3+PIAce2GNkWR7MJ48kYLxgxCn2U0GyLhzy9aHoWUYDv2zy/vKJtWmRVYykIMHCGgUHJL57Hr9Ym/ZeR5s9Bo9FaUNgm5nSK0ZTYgcXt6xvsAaLFlF4AStOnKetdRuhHmIZDbLpEGPh9S7KYcVVVZEXBPI44GyYYZU2aZSQHc8quAcdgGBTCMkjcgFY21JbJfpfjBSOS8Ziia9nsV4RByDgeYYQu63THxLBY3e6x0FRNw8hP2O0LOgucIKSVkiZN6ZTi815jKIUbOSy7lrIucOXAKIrotebPv//nuL/5G0SWQFgGhmVQbFJs1ybf57gTh2ic0BY1z/pbDGGxr3J6YVKsUvL1mun0gLZKHwQ2LAtcC1M+zCIn0yl927JdrmiFxJAD9miMchy06vEsk93Nis12h2EZfHC8oCtT+q5ifnJK01WM4ogoDNne3xEGPt/73t/DXUy4urtGOgFBkjAbT8iKgsOT95kqjTOyePXDH6NMk1LDRAviIGDTFmRvXzNTmmhxSDso0ramVzWV6bJm4MP5nMV4wpDv2e92JJMFnaE4tU1GWc/Bh0cMns99vqPabVgYHvnxgkYZ7NZL5lGE02lEZBO6FsdP36FqO45vIz7/rEWXHVEYYcwU2fKeQSrCeESJ4HKz5B986/f5dHlP/dOBpm6wbZdKNvS9JIpHYAnyrCDIKmh6tAWKnqYocAXY0zmybSjqCjseo7VCBy7H0zkXJ485SeZMHYdNsUEPLWPL5l5LEIp3FocEUUzXNmjPJvBi1ldLQq1oRM90PCZ2I5QfcFmWdHWKbTpAAEqS7ltME2pjIKsL4sGidR1ebXeUdcuqbfALydvnL+kCm7ttjS/gft9zHCfopmKtJFnTYmjQX7Fq0C9J82cgvnwV4GtBneXMRzHb15/TdJJoMSP0bFrZIwFDaJRrUxoDiWUSWB6R67I4nJN1PRcnxzwZJ7y6u2IQmslsQjce83mVcrDZ47k2bZYiswYPg1x2VFnGyeKEAU1b1WArNCa6HZjEIRvVMZrOaIuGNN9zkkxpWsXkwGebKlyt8WwLW2i0ZeF6Ll2WUSuJSuH4YEETx4ydkDzd0e1S/uTjj4giH9MyKQTI0KVSPQsnYjKdcb1fc24YHE6nvNysePnyOV2WUhUN2WaNwGR8dsrVx3tQiigKcR2XbZ5Ro3EMg15DnEQINbC+vCKTA55p44c2AwZl3RLMEuqi4Orqmn2d0WQNs9mU7WbJGytgvFgwCMHvf+97PL14zI9fvuTDp++gtETZFk1dYHkev372iLeffkTZwoEXUuUbQiz8ICDfblCype8qnDDhxAmoyxKjLZGRx7YzOY+n/MrZKeYw8KIThH7ABycn2Osle7flWV6irpdYWiMiHyMZUexLXr3eMzs5xndctBZIz6WS4GCy3Kx5NBtzeXBCw49Jm4rQ1GjZo32PTZrSNjVW4PLp5SVfu1lxOJ4ynY3Y3mj6okDXAse08UMfhIbIp1eSaTxHKaibDtdzMV0ba5ogN5pxnKDaBlmVuL5L8uiE8fEhu+2OIfDI+5bEj+gtB9+AyyJj7A34fsBZkrAdWizPo/NytIaZ7RH7BnspuF8uCXyPpwcLbrZrXq1WaMNCdg/dJX1f4SKQpqJEk5YVh6HHIozxExfbsLi5usIQgtazSOIE1/G4li1eFGOa9peP41cKvyTNn8OXF8izDKIkQAwDUik0ik25J4lOsRTYpoHp+FStZJ3uaE0TYzYwyJbdbofphuTbDVprXGEROBaR70EYUt4PbJdr8qrGcDxqNJerNXVdE0QByrNJXI/jyZSrfIvue2wBVduCLeiyPY72iLwAw9KMfR/ZdxyenaCbhlxJyr4lDkLqtqNVirLpCMMQo+0YbM3ny8+Jg4QoTohCjz/6kz8hHI1JdzsWizlCKbTWBMmYiRi4S7fs9xnr21vub27B0liGiW4khA73qxVNVRGMYmw/pMgyWq2x24bJdIzwfIRrsL9dIqVCVBU6DKlbhR84jEaCg6NDrt++ZXl/y3i24Fu/910+/tEPaXcVb8RrTt97j1//z76LCAM+/vQT/sF3v8s48Li9v8UaJdyVFY7ZUa7uGYTkyewYBsi3e949PkI7Dt2bt/zl8xe4Jwecuy1ZrzBcl7VUqEZjGxrP8Pjh1SWerBGDQZea/NBZEgQj7Ezy2rEx8gy/aRk3IVpWeNMjPohjBnNg6AZ2XU2dlZwfn/Hq9i3P37zlN94/JfRt3jk5QbYl29USeSepZYvp2FRVzTwKyMqKT67f4A2CvGvAMzC1S9V1aNXjWjbCstC2zWwxJdIWdS+Rdc3QNBhC4doGleopGlBVxeHBAdF0SphMieMRXZozALETMTUd7DTDDEfUWnGxmFNpzSAHIi2wpebs+ISyLJkezEm05s16i+sFDMZAEjisMov9fo81ivnWkwvWecpdL9ltd7zKcqI4xkNzvdry9XffJeslz+9vmDgWVjwi61tqKfBsgdl0WAqEkn9tY/5VIc9f5jT/BghgHCRoS6Bdi4vH73B4dkjoB2xXa3are16+fMFOSbq2JVAWprYwA586sLlrSrTnYbo+//bqmtdZSjyZYMUjbm7e0MuGdFAMWoNt4o98ZkeHCNtGewabtmAvJB/dX4NrMzs/wZlNqC1wgwAhDHoLLCXQjaAdNPuq5Xq5ZNc1FFXLZpfRZBm6bdGGwlANhilIhcYxbRbHc8zQ4/D0DN20NGWNEQRM5wvaqqZqO3rAkgpPQjIaU7QtVVUh9xmBN8IxHeo8J3AcolGAGXiYpolsWjTgjmMUBocX7xAtpuy3GU3ZMAAuEDgmXjwCqdhuM7p2IPRj+qzB0Qbr60uyLAXPwQ0Dzi4eM3JsVFPx9NEpRhjyp/uUl9uUMk9JxMCQpqSqYzSZ87Zr2FsCezbj0/sr2iLjx9e3NGHIbJSgh4cRz5vLayzDZqBnElicziY8PTlGD4IzN+BJMkYVDSLbU1YVJ0FE0zRsVM/GHpCNwk5LiqamyRswDeRuTxJ5xNMEqoaTOEF1msfJhCfjMTM3xA/HSMtEGya6lURRRByPKbcrsu2OXmgi4TI3I6azCcligZkkdJaJFwY47UCzKdjstjRdyyQIMRHsV1u6bYbuesxB4bouRdeC63A2WxBrgx7J1foey/HYuQ6TowOeuDax55JnBbdXt7za7mh6Sdd3rJoKheaz1S3PuxZpW1zMxsz8kNvljoVn862jBSdRRFYWtAYU+w19lhI6DqZUJGFIKwZ+9OoFq809UikaAb6wKDcpllKsshTTMphEIYHrfcWymQ/4ZaT5N0AD+zyly2ssXXO/3bBWEt/ywDQYzAFHQ9e0CODs6JAhdJF9B5lDKxVNXuAczJmNE57OJrTmQJ7tGBqoVIPqGrB8VOQxUjHuMgDHpFWK0LDo+5a6Lol8Dzk3kbaBq21GjotwA2rboNg9VFFryyRybVw5sFtt6DCYolGGxWCZnD86Zb3bQTQCYaNbyftHT9g0D1XZy9tLVlmF64c8OTnm+X6D1gLLcenLElcItG1S5Rnr5T3xYkoSBtxfvsH2Q5SSIBv6pqPvOpLJBC8KqGWD57ksNytWt3d02x1SSdzAx7NtlOcwhA675S2DNsB1wHUYBGhT8OrFC3QjmUym/Pp3v8PBeEJalXz3m9/AVgoPzVPX5ui9d5Fi4Fm6xx3FzA7PmPY5f3p5SRAmTN6b84Mf/SX/6sefUHUNJD4vP1vzztEjUteirSrOoxmjwKGTDbuh5ahseOfwmIkf0nY9+3TPTzcrlGlzbLpMohGh55IYHYPj0soOd7zADgO2m3t2WtLUKacGBMkIF4/t3Q2+4TH4LmYScvPsp2z3GTIvEK5D2VRcXl5hWhZ1WfNb3/42l2+v+f7VDWmdYdsjXMfFcAR91WA4FllTYQnB0DS44cBgCSw/pO86tNaYvcL0HM7PTjk9PiYMI15e3WBYJgeTAyLH4/RgwYCmVj1pWbHMUmLTYldmuNaYkRuT1wXLtOAijkmrFkt37NOUtOpwRgFZWyEGMLSkKBsC0+TQ9yksmygak202FFXO4WTMZp+R5imO45Bj0FUPXRsX8Yif3FwjJglrQ5Gr7q8m9b5K0d3fxu7iHPjnwBEP3u1/qLX+Z0KIKfA/Axc8WF7811rrnRBCAP8M+IdABfxjrfUPfzHL/8XBdD3iaMzq5i0pLa5hMXZc6q7HjgI0il4LhGlxv9viWWNU4BFaJrbWiK5DCnj63mNsKXhxv6IqcrTvsrzZMZJQtzmyFeR5g9AGh/Mx+80ez3OwHYd352fcX91QuTtGcYzvhtzdrQgsg8R1YBTTKglCU1Q5dSOZTueYvs9sFJC4LsvNlu2uZOKM0Br2siNwfSaxy8vb13z0ox/x+pNnVHXN5x9/TPQH/4hf+dqHDIbJ5n7N3WqJg+Dt5SWXV1fM4oCzd98hTSuybYYbuJweH2F7Hreqp2dAWgaj+Zx2dUef71nuM4Z+YFADhmkxqIFKSEYKbM9GiYEkiOiqiu3dPZbjkO4z+lYSRgGTszNsN2S7WvE73/ltzsZT0rrCEib/8OQRz9M9b8sSc7A5DgNC1WEaPfPJjDRr+NMf/RkfX11hDoLBVuiiRmubKky5u7ml6HvSrOTk+IDYNaEf6MYeNaDKEq+qmEURl1Lh6wGta5owIQojru5WVM09tuNyZprUq1vS7R7fdOj2HVfWSxrVsupT2iHFyksu728pmxLDNHDiGEcIOqDJS1zXJTk752Qy49j38eYJ7iikKRVK9mg9EJr2w//omYzGHmYt2d+v2G0v0ULhJWOqpkAPoCwbbzrl5NEFSRSyzzJE6FFUBWejiPnRDEcMLDc73qRbyrLj0XTCwXRGn2dslKZXEtd0UbqkZkBbNtJw2UuFsgRlntP2D5/nro/MOxrD5INvfIOqbeiqmgPHZug7Pr6+ZhKMGIRHoySbrMIPJUUz4NoObhTRqo5OQIf+6jVp8reLNCUPvuY/FEKMgB8IIf5P4B8D/0pr/T8IIf4p8E+B/x74L3gwVHsP+A4Pdr/f+UUs/hcJpXpefPoppmXhjMbE8QhXaoTdU5cFbhBgaAPXslhtlnx4coozCBLXwg59JvMjEt/nzWYHpklgW9R1g2loLmZTqqxAGprq9o4iLdgtlzRtiakGQjukQVJmGdo02G/2CAWzxxO6oiAIR4hGPdivmjASUOUFG3NgFvgYns2y3FGVJlUnqVTPUJYIE5TjcvRogbZNLt9ccvP2Hq0EvusyGoUMpkkQJmRZym675fL2lsh1ybOUQWiU1FRZxd3tLdqy0WFIBUSVxLM8fM+gLxv0qMOWkPcD4yhk8KCvW7Qa0AgkGnrFWHik7ogwGROOYuJJjee4ZLstqu24+O53ODg/I9ulfO+3vs3h8QlDuuM4CHAWcz5ZrvkP+x27puK98ZSnszFKCJZrxTbL+OOf/oSyLPj1r71PtsuRCOLIY1vW3Gxz3r66ZLnd0vFTjg4OmCQjjs8fE95v+fDRGeMgYFPm3GzWuJMZjqyRvUJ3NeiBAwY+rhoezw8pZMd+n6E7iesbKN/ms/t7bm5u+MGLT2m2G/qyZbtPaduO0ArJzR3Sd+mrGtM2sXybyHNQbYXbdJxFCbqHbpnhJiOEKejKmnGUIFTP0PWYX1SXozCkBbzZjG63JYp8hkEjtEJ4NvFkwjQacV9kvHvxhPN4QtmULIWmrkvsoWdumpyNE/qq5HEc8XroqPqevK2YBT7K9Hh9c8vB2MOwLFzbJBmNkWWFFfmsb5Y0ZYk0Lay7W+Iv7J/TrsGQHZMownYdKj0wFBLb5EFgejKlti0826JMM9qsxZQP8+lfMc78W3kE3QK3X3zOhRCfAKfAH/BguAbwPwL/mgfS/APgn2utNfBnQojxz7lX/v8CebqlKjK0EESOTZnXaP0QamMaqK5hPJmhO8U4itmWNY7dMPc91m2BMrdMLINHB4eoquKq29M5FhezQ+6qnNAwyVfX9EhUVWDJnjot6cRA2DQIC9K6eBAsMOFmdYubBMyPj1ivVuRtg+U4GAYI18XuB6qspJ431LsVR+H4IfqUEuWHCMtiOplTC0GqFeZmzTvnj/j01Wui0AM5ILuWKs94/eZzvv/nf0Gx2xEGAZfbHW2V43gWZhRye3vD6uqa46ePsaOQfLXl+OwM0zQppQTXRSlFkoxpu446q7j4xvsoxyFfblFVjZBQS8Wrz5+DG/DexRNul/e08iFPrBD85t/9O/zO7/4ur19+zvtPLzg6O6FXknkUoi2LQUmetS2bssIBVCdRjeTy1Rv+9Y9/zK5tydI9kzhhPpjUpsO+azjVJslswXa7wZ9OmVoWMs+oq5IfffxTDi/f8LVHTzjybEZHJzwrK0LXxJY1qTAJ7DG3WUXpNXwzGFPuTT6/ueLRyQld29P0Hdf7W/7DJ8/45PlbtBBUSuHw4J+kTAs3dpkHAfluw7pqGFwXoSSmMKjanGXboOOEb50/5v9KRqyvBnwMgjBmUxbs0j1hGKLagbqvMSwTLQfcOEaVLUYnqduCJIk5e3TK49OjB/GSZcU4SfiV2QzHNpk7I/pB8zwc2NQtF49POAwCCmGQth1e19EoRaB6Nk2HKSWu69IPBgvD42q5ZjIziPoanfXMHJdmPGHs+6zTjG3TEDgex0eHFMsbDoMFd3X1cN+aFru7GwLLxDAt+q4lb1qWqxVNWdK3D33OX7Vg8z8ppymEuAC+BXwfOPySCLXWt0KIgy9OOwUuf+ZnV18c+2ukKYT4J8A/AXj06NH/i6X/YrFZ7pkeHqMdCIII1fU0RU6Wl1iOie0KeiVJ0wwpNEHZUAUtadvh2Bae47BTCpXnvHd8QmeA1orndzdIx+RIC8YDzMOA0ndRtk1ZVeiuog5CBj1QA562UENPryS66VCuybatmIZjPATL5Yr5YoEyLTrZsr+/JdAmL9seUxgczhf4rktoWRwfHmElI6QleDrx+O3332c+SRi7Af/+9Wue3d4+OGDeCYyyAinZpBmmLTg4P+VkfoxjW9y/fo22LEazCZurN6xf3+EZBpPjQ+Rmg+l6BLMJ1X5PLzsiz8czPZ6++x6fpT+gbgVOFKFNE9V09NuM729T/DiibVuy7Zan777P733nt1hdXfLNxYy/8zvfpTQ8Nq9eMH/8mNA0uUfgRT6jysfWcH5+xmWa8r/+y3/Jm+USG4gsiybPef3sUza7PVdpyvPjY96/OOWTT57R9APatJgfLjgfe4xHIY3tcJVvWecliFv6vme+WFDne4IwxvUcdNfzel1x+O4ZZ9OB9f7BQdPW8NFmxcvPX/P5i7csLy85PD1F1y3XmyWjIMCwLKRSlNsdopd0qkP5Dkau6fsOfz5FNxLTEDxf3ROOYw5Ojri/XVJpxcDDtNIgFTgujakJHZBFhQ20VYUIPAzDptUDT4/PQWty1WGWHXESsWwrQtNntV6yENZDOsmyuLy7x5zNEWGIIRSOaTG0MHMidtRshOLd82OW92v22x3TMMA1LdoBSlpMw2YUhijPQxUZTbZHBBE69LDcEd4oxlM999sU7XtEo4QRA/0g6QaDoao4iCJSJbFNE/hqESb8J5CmECIC/hfgv9NaZ+L/ueH0b/riPyqCaa3/EPhDgG9/+9tfiSLZzzrfhdMJ1cuBtmxQStFXHW1bUbQ9kTUiESGmhLIsMDybrqsZ+RaiaQjDCYeuy9APbK5u+JrvI3Z7Ti2Xo/M5e9myzFI2GPR5iz0YuKZJ17VoCZvdntl0wul8QV3V1FnK06NzPjh/gmk7aNNht1ySqxp/mlBme3Qw4umTJ8iqwLddxrMprhKcLhYcTsdkTce6LDkax9jrHS9XBs6TE4y2xRUO59OEj198xvXNkjddx3a7xQtCrNAjGI955+IJloRPnn2KFTnEwRjDcFC1wvZdKimxbB8/iembliDwuLvJMEyLXZrx+uULvvWtb/F7v//7/Nlf/Dld2VJtt3Sei2NapNmeXmiEhtmjx/zab3+bRmnik0d8/ckFVVoS+gNdPGJ6sGC/2zNNYs5kz/n5OTfLe/7F//ZHfPL5a663a3bXt/iuw9B2tFWFdGxmSUK7T7lRPXerG+7vVkT+w7TUNttiXDzm7OJd7rIUR9g0Rcl9U/H4+AjHsqhNB9fz6AbJsRcQDZqmLJlOJriBzXK34816xV/8m3/LT559xjbbIrRgt98zyJ5cStJwxKB6VFWh25ajx08YC8m+ShmkpKsUcZCgTMHlaounDUzDxnSCB11XzybSJul6/XDTOhYIg6KsHkZ+LYvBERh+SLPLcMOAeDxhPJpSN4rSV9zrFpmWvG847MuW0pSYQjBOEuK6YZWl5PsN7xzPMLoBPQxca80kDBkVKSMUjWUQzxc0ZYGF5t60OTl7xO7qjmpQVMslH54cETgOd7ucn1xfPkyEORZ+EqKykqYqETbYUYzVdFRFia018+mEwBA/o6X5pZnvVwN/K9IUQtg8EOb/pLX+F18cvv9y2y2EOAaWXxy/As5/5udnwM3/Vwv+RUL8zLsBtG2J3Q9c3a45eOcMo6kx5IAGlnmK2HSYAwTaJHY8rtKcNoiwm45t2+A5D97QRtvCaMSmrhm2W2wbDjSoZMQHjx7z7/7yR1ybFsJxCEYunuvyf7P3Jr+2ZOl13y9iR9+d/tz+vfuazJdNZWYVqyGLnapkGhx44JGGhix4aP8F/gs8sieGp4ZgE5YpECIJkRZJlYqk2RRZxWqyrcx8+Zp777vN6aOPHbEjwoObRRVKEizANpiEc00OcOIMAmefvc4X+/vWWjUtlSwZ+B4WPUVWcHl5hT8a0eQFxqdxrIalY9lDtruUslWYwNd/9Zd469Er7EURy82aZ8+fo/cwn455sdvhV5JNVfFn31/z/ffeQ0qJaDvW1xd0eU6H4OFrrzEZjXhxc0Ga5STrhJvrS3TXpGkqRv6EV15+mW+dP0ErdXzTYne5wA4DdGEwDkdU432ebz7C8lyySvJXf/kd3njrLV76uS/z+O13KOKEXtbovocGKFnhuB737t8lmk5wLZOv/cLX+ODpU2at5KvzGUPLxFUt57rgznDKvabjj/7y/+Sv3n+XP/3u32AIE1VkZMslajRCyhzH9am7luvVCs938PfHHMyPkL1AbneoIqej40nbMxzPeHB0iK3pPF/eEDkOfas4ryU+HfvREFOz8FVN0NRosuam3bBLUv7g+3/Fuz/+MS9+8C5dnuM4DuY4xDJtyiS+HfiWFU2e0TUNoe9z/eKDdbJmAAAgAElEQVSCIs8AjU5KvNmM9XqLoWs8XS7Zbbdsrq5A6zFtk6ZqiAYh/myMrCpkWYDqqYqCtgekZHwwQkPDHo84unPMeBBRpAlS1ezdP8U1QTYaq82GkWGgTIuRY/L85opnsqVQFceTKUla4ZsaA3q0puNidYXumPS94OHeIde7DUlRMNE05oMAa5dSFQX7x4d4huDJ2TnH+/sEnkvyyZq569M6LldlgW5ZBEJQdTWXuy2jWkN0PS/SBHsQURmCtKroP1UEfXYo8z+ue65xm3P+Qd/3//1PXfpd4B8D/92nr7/zU+//N5qm/TNuG0Dx37fzzB6wbBtPWFgOeKHH0AvY0FJ0HZpqqfIcDA3f9ik0jbgoGFsWo/0DGktwuV1z5/iYtIbH9MRZyirLcTwfs9f55Pwpvu2Q5tdkpsD1POZHe1TbW014ZwScXZxz7/CY+WxOIStWbcNyeY0mFbbvAR1tkrOrtzS6oKl6BD335nOmjs1lvOWvPnqf87NzXr5zlz1T4OwP+PBZSvmpagNN4+Ligl7WpHlOOIkYTPaoVcuz82eYrsXJ/ID3vvs96rZmdnqMLWxuihxxdUO8K/CiEUVdUhY5NS2GaSOThMnJMc/Pn6MDrQaNann37bfxZlPqpsUIPAaGgaZaFprGIIx4/fXXOH3tZeam4D/7yldZFyWvjEe0uuQsixGdTp1ldMCzF8/57d/63/nL9z66nWpQLbttTFPVWJ7HeDAgVQ66ZdIsVgjTRqJxPJ7zT/7xf0lxdcnv/Js/5scff0S5XCCEydn1JbnWMBvtIWyHZbyjFh3RZcNSKgzhcqcq0A7mHExPOB3NON+t+d53/5o//YNvkcdbjK4lb1tm0YC7x0fYoY9hebz7znvstiuKVtGplraSKNWCajEcB2M8vg2OW64xXIvJKCTPUtJKYo1CvDJg6HrUvYasFIauYTgeu7RAt22CwQApJfH1Bs12ePW1V5mPJyzjHVfJGsMPsISHLwReldD1LTulEUU2dZrimw6Vrpj3Bq6wWaYZT/vbKJFI05mPRmRdz9XNNdVkzLIpUYFPjIbR9FRSEkwDMtGxLUsyreXq/Amh6XN65whVNOzqlsttSlcVPJjN8ITF9YtrdkXGeD5HNYrVeg20aHR/bxVBvwT8F8A7mqb98NP3/ltuyfI3NU37r4Az4B99eu33uR03esztyNE/+X/1jv8/xE9H+Jq2jWd71E1MjyDfJWzKBMPx6OrbQ30hbG42K7ROodVjjkYRjjAJTZ8DAcehz7rqifwAvVN0dc3e/iE3F+fsjybs0oyrZINqWxzDQBYlo8GA2XyPtJKElkbv2GRJTKsa4lri+x4T20XogrMsx/ZNvHAGVUN6cc4mSfnow494en2F5ruYHdyZTkllzM2yhEHE1XJDh8nZJx+wfHaOnhcow+DkrTcJNVheXpM1koYOq61B9RiGQLc9gvEYy7SZWYJaZjSVRLcEXdcyDKNbV6eqZn11zeHDU2ajMesXL9AN43ZMBtheXdO3CtP3ENwaejhRxEuvvc7J8QnltiA8POXj3ZKz7ZJ/cOc+QTijVS2TvTnxaoVDx29//695d7XA9kNKlZCphqKSOJbL9PiIu8cnPHtxgevZVKZJVTUIP+QL4zlv7s0w9ie0hsG9Rw/54XtvU9YdA9+hzEvSfks0mzGazelMg1J1RLaD0dQY5pCXhhOOj4/p0oTr3Ypvf+877NYbPMe4lQ4aJoPxiOcXF/zir/wyByf3SQtJ8t0tnh9SG7dCAd2xaGuwdYEQBh0aQRDS5hKtbbkf+Ny9c0xla+TrFT09sipxLBPRADqMxmOEUtStwrYtEtViWyZWFBIOIuzJiMPAJt/skLsd7njCyWTOu6sFq6JkqvXMAw+tMtglCXqrocmK0AuokxjTMFACBoGP1vYsi4b1zSW2cLHQSZQitGxGrsO63mClPUp1zKIRgWVzvtpwfrUkciz2Ao9IGFwrxXmywbd9RoMhq7bG8l20rEBvWwLHZTocf+YIE/7juud/xn+Y7P+Tf8/ne+C//n94X39n+Alxyra9VSzkNWIQ0nUd6LdnZKqs6DUN2xDYdKi+wxQmVdvfNoZkzXxvxsCPKLsCuV4TWAatZWPUFaezKfloyA/f/wDXcajaDi/w8VwPTXUopVBK0WkamlLEZY2ix0ADqWhsDTSNLNmhjwOKWmOxWZNv17RFxY8/+hBzNuVkPufudMb+K69R9DmffPQBl0+fc3nxgl5YvHj8jP5Td+zQ9xh4PnK1QBYF5ihE0NPkBcrtGY5GZHnKIBoQuC7TMOD5s6doQCtrZJHjzvfQfJcWuFkuGe2NsEyBIQw0YdC2LYbn0tAhDAfg1lVI1piej+ncVnbD2ZzZdMxyu6brO3QaJmHI2XLJdhejpOTt99/h8fMzRqM5rSWJfI+6zKilwrKd20gP22E8Cqnr5rZBEboMp1NeffNNNNURBi4P7tylcx2eb1ckjz9B721QHfFmQw+M7p3i+B5ZVjC1bY7GE2zDwDLMW39TaaOqCsNyOTg5IV8t8QMbYXuoHtzIwwpcatPE92+nGGwN9Lalsm16OswogKZHaxVuFGEaBn1RUiYZd/wAx7LJ6pJBFKE1HV1TYQiDStY0qsH2fXR6siTBjyLCKMIxbAzDxg5DiiTHt20aDDygrSqsQYjWdmRFTq4alt2t41KHRiolJj2W7TCMBuhCR5OSrCwpLQdN16nKmkaDeRRS5ZLL6ytK32ed7bg7mjAcDFinGzRD0Gm3DU9/FND7Ln5WMBhPqfOYZbHGNmwm0QAXHdt2sP0AN/AxbfvvhAP+7/C5Iuhn8G//HRSN3mMKhzyTzMdjLG/Is+fPaaqK8WCAQidwQ8oywxQmfa/T1ZLOtnmhJFOZ4Bs6RZ7y0bZGs2zuyZjQCbnKCvajiGq7ZFUldLJiHA15cXaOtAV7s32WdYdU4PoBnmNh9SCThES11HmOpzoc2bIut8S7LdFkQusUVK3i/myCUSvGkym//uvfwGo7fiOV/B9/8D/z/OyMeLtDdDqe42L6HvPjY4rrK/I4pox31AIM28EyLEbRCG/qkFYZNrB5cUl3ehdhB3iWoG4kpuORo1FcX6PRUVaSm+UK1XbUhkHfShw/oDFAtRqG6uiyElkU7J2e8ODNt9Bti8YQPHr9VfLNjsNBiDcMcMMJiarJZM7i8pKPr2743rtv4x7s0/UWQtiUtcHRy/c5Oj7mZrtEJTnL7ZqDuyeUqx2JaXPn5JhvvvlFfvGXfxmZZwjThbrB6TTueBHSDWh1C8+G1G0xfZssy3Es87apBFDXpLZJVuVcXVxgDIZ898MnaJbDm2+9yeXVCzR02qxgEkX8o2/+ChsNzqWiaRXOeESTJGiqJc432L5/G4+cr+nQcWSFTCCLY4o4Zbh/QK1a9F7w4M49Npstq6YiXSwRCipNQ1cttdDpBwOKLCcwI8xByP5szslsjtol+H6AKwwe7O9T1JKn6xW+0JjP9vDCAet0x02xQRY1RlUxCkOUJdADD19Y6LLBairaMOIZDblTY2o9tmNRSoN4s2HPd9n3ApIkxek0ltuYi8WKRla8PJ0gW8X52TnVek0wP8AKIhbXV4yDiH3XRTgu+8MxyjAZz+ZYrve3RcxnqeL8nDR/Cj+9MCPLhUZx/9HLFHlBkqTkMsE2BI7voMkCww/IRAuGSaUrOtHTuzZHkwm/+Np9Pt4tkJXJvuuy6HomgyFmmZPLhE5KctPkg7MX0EhED6s8wZ6OmezNoe0JdRdjFBKvV1hNw2wwojbG+LMpH7z3Ps+fnOGGHmI4YP/4DvcPD5hEEUcnJ4xGEVmeo3kO3/6Tv+DPvv1t/vCPvs0mTxgd7INlMzAcxn6AORohjVvvyFxKhBDMwyGlLBH0dEDcVUSRz+npKZcIPNtHRhCMIupC0uoGRZJiSkmjajRDcP7kOUbgItsGB53e1tD6Hkv1yCSh08Dzfb7xa9+kqhVaU3Pv9A4n4wmfXF2DbnJYKDK1pbIy0iTlj3/4PZ5tE6wooO16lKYIowBDmQTjEYFu86DMuL68Yr3doSk4fuklHAG266N7PmeffAKmwbvn55R9wyaOmU+mOIbGe2cvmM9PcMocy3GpW8nz7ZLT+SEXNzeovucrd77CeG8fxzT55GZJ27T8gwcPWCQp41e/ALrGar3ldD7HH0w5u7zg4uqazWaLrlocIfAjHyk98D2UAn80oq4rMsCkx7BtVmnChh4jsKiXKzZlwXK1AFlj6iaWd+vrWqkWSwhCz6IsC3zXR/Ntkjzl6ukzNNvAOZhxODtmvV6zaxSFajC0Htuzubx+AUnOw8mIwusZOg5H0ZBlvGWVVqR9QaX1hKpFaDFtVbPvB2RlRpoVpFnOKwfHmK2GEC1SNpRVzXwyZ5XF6LRcrnZYaUZeS+5M59wdj7E9nzgcMDs8ZBx6NFnCgbD487MLdNUQ+t6/sy8/C/icNH8Wn84cybxiHg7QlGK52SBaxdFgQF8ktLqBpTk4fU/b9MRSksQp4cs+g+GYyLbY7krKTDF2XU4fPkKLY7IkxXUj7NBFpDmnWcGzvSnvfPIxrm6hOoXnGtRpxiAa4hkGgRcQmCaXN5dcJjv27Ihjx+G9uqaj56X79zm+e4979+9SVSW6ZvL87IJ4F/D6yQnvf+c7/NPf+N9o9Fttd6E65t6Q8d1D+kLRJSma3tNJSVok5PEOL4hwTBNdNbi+hwQuLi4JXZ/RcMrgeJ++14lThXu0z7DuuDq/wvFd/HFEnhXULSB0LNvCMgRVUmBULZpqaOsG3TBopeT1Nx8xGU947533+fqrrxHYPs/OL5jPZ7x+fExYVpzFSz5Ybfjr777LYrPhi6++SqCB7bi8u7xB2Tqm7TLoBa1r4wwjjvaOeLa6ZLteUsYxyrSIy4ZdVvEnP/oRuzTlteMTvvkLX+HAj7hMUnJdxzq7pG5byqzE63ViVdFHPlmW4wchnWlgxQm66VBosN+2fPP119jqgvbpUx4/fY4wBRVwFm9I3vkRH7/zLo+vL/BshzTfMR5NcCwb8oIsy9HbDm88ptM0dM/H7FpczyaMIi63MZYu2C4X4A1wBiM01bJSC5IkQUlJLww0o8dSNr7jEY0i/CgiGI4oUOg9KNmgNw2RZ9N2Apk0SNkh8gJsi7HrMtcN3k526LbD+dkZXdsynu2hqYbN9gUb4eD1PXPHI85TbnYx98YzLNNi4gRURc7HNwtsYSJbEKbOxHHpZY0ROmxkxswPmc8meOMJVdfx6ukpe8MAYWvge1xfL3j55JjhYABS0vv+327Kzwp5fk6aP4P+05VReo/SNJ5e36C3ClsIllWOezDD7MCRsFktuLy+YjKconWCrpKYUlJbgmd1zmKTcXI84GyxxBUCs67RPI+q7fFkxTLPaG0HTIssq6iz/NYIJHR5vlwQWCaWZaGZHcHAIxAeFCWbOOGlN1+n1Dte+/JXsC0L33NZLa9YXq4ppeTpZs0fxTFSSnZFjm4YdKqhkZIXH37EA+clRDSm02A0mrLfwr4t+NHjJySrNVmeEUW3m6+mZyhMek0nXm8ZjcdcL26wdJNXHr7KB9//AfFmgz+NkJYHrotRK/KyQGtrLMtEAzp5q/aplaKrJQ8ePeKNr/8ilxc3vPrSy5zcu0+hFPuzGfV6zdA3iDyPf/mDZ/z2n/wxznBCFDrIPEEXNnYQMpsP0U2DtpCM98ZUjcJpNLZVji1MTl9+jUPd4DpJuMxzbMdhFgSEgwB3OmKRFVh9T57nJFXD+PCQspHszWecRhEXywVS6SRJQuD7mH2PbRmkRc78+Jh+vaapa14sFniOje5abBYLfM+n3sUQ9gSBR93BMPIZ9h2a0NEtge+FNHVDK3M0rccJA1rZUhYFVuBxnsT4exNeffgS588vyPMK3/dYnJ+TpglhGCGTFMs38RyXKk6JfJ/D+R5HxyfEVUVrdGhdz02cIHSDPVNwf2+PA90ibhRnl9dUZcm1Y6NkTei41G3HwSDi408e03cV+/t7RLrF0HOo256sKHixXNIXJdLKMDSNtGkohEHruCSqRVeKJt7QqoZQWLR0fOX1L2AAy+0Ws1HYnkc4mTBGsUlLMt9ndjxnbAbUZYEqC2D8d8gG/358Tpr/AaRxQiUlvdDp6EFoNFVNm0hUJWmUom0qulpytbxhNJ/T0+IZUMQJh/aMRLWcX96wlxZ89dWXEHsztklKkuVYaNS+zWQ25zTJeVKfUwmBllXYVo0hBF40wPJtqt2WuTfEFQ6pbNi1img85dd+9RvMoiHLPOPp1SWLqyXvfvghUtbsz+fYrsN2u0W/DYlAswW24dGLnouLBaeHNmPHYnWz5O6dOzQLiK9vaNqauirJ6G9NIgyDR2+8yXq7YZmk1O9/gCY0jk5OuVosUbXC8z101ZOt17StwhEmgW0jZYlSBrouKOpbV6iuLPBmY976uZ9DKkXkehyd3CEcjxh2HV3f4U2nfPjkCcsXF/zlD97hwd4xwSDixW7NKk6Jgg69KdgPQuqqpjNd9rwBH5w940Uh6euGsWdjOS5ZrTgaj5F9j+F7TB0XP/DIKokjBI4uyLKMh5MhH25WZFnGaDZDhD7ldY0vPIaeR5znGHv76KMxQ8/HBpLAZzAaM8lzzouC0XSGIwSmuo3EVUaPGztMhhGyqRgf7JFtYjzXYzKJyLItRVPRA+PBiLYq6QYOTabo6JBCw/o0pyqPE9JlhpQ1egddXYMQaEKQJmvqQjIYjxnP9xmf3KVLYuoi43DgMRvPqXod3bI4dX3+9PkFq1axA/Sux5AKZ+Zh07DY5ohBxP35nMs8I00LDoOI0DO4ljXLiwWWVHihj+NaSAXbJMUILEJdp7NNElXR5BW2EEzCiGg44ufvP0K2Nd+Rksh38YYhliFIy4Zl0dD4gtcfPGR7ccWLNCNUignwWaoy4XPS/HfwEysqWRS3P9IiQwmNXa9hagK9bdDoKWRBsdgQDKdkSiFlTZznlKaOpwn2wzFbP6UQBk/LnJfRwDD4QEqOAoNeDKmurinyjEbT2KYJTi8oi5RuMKDXFMv1CsvvkbWkqzVaH1rHxjB6rq5esBeO2aqOplVsN2tU0/LwwUPcwKeROWfvfYShWho69N7AGw4wdMHPPXqVZV6wOH/BWkoa36esKrbn57StokdQaTqGH9BaNunqBnF1xvHhEd7xEe+9/w69bDme7TMfRJzT0tgGaVEj6hzDMjAdD2Ea6LhowsByTLS8pNR0bGPMN371m8wfnnL+9JzXjw8ZmALdC2iqkkHfodkO/+u//F3+4jt/ycHdBxhRiNN2TMIhnWqx0JCy4aZIeHA0ZRjZNKpgOhwz9StGCMZHe9x0GnmpmBk6p9MZRavYyJpQCN7QNPoeGr0ncg1W25Sp7/Py4Zy218mlZOgG6K6Dskyc3qWSBY6AOL2mMyVFq8i6jmA+5zBJiRcLctui63taU1A1Es/z+ZUvfZnHuwVdVWJNJuSl5HK1pet1DNshryoODIGwHbK6IitiRFZyb++YPo4ZjadcbxOqNKOrJY1p0FYVDDyapqOrFb1ho3oY2TZVGqMbHa8c7JM2LWUpqduOS9XQXVywaFse3L3Lvd2O680WKSVmo4iVZLg/5WobUyuJ7E2arOa6XTBwfGaWx8F8j4+fPWWXZ3SGjWkYTByHOMuIN1vSNCU6OeTnX3qE32sooTM8OkCVFXWR8Y03vshM11lnGY+vrhhEEbZtELQdq+Wa6yJhV1d0qvvbfflZ0p9/Tpp/i59alr7H9gx2q0s0L6BWIBDUWnN7hmRouK5D57hURU7oeniDiB6d7S4mOPZ5/8lj0kZijobUUvGD9QqhFOs0wTSHjMwWrW2pygrLFLSqYezYJKbJKo45OTmiR2O9LTBsg1bomI7NRHjsTYa8SDK22x2V3eOZLrrtcPzSlONwxHfffpvv/fV36R2fNoowapvAMPniF94ii7eMhxMcy8WRNcs8wRQGL378IUWS0KOh2watYWDYDvPRCI0eraiwVct6u2EajQm8EH805OLijEYYTGZzkutPtdFCZ7fc0LUNjh/ieR6qbbCETpUV3H/0Co9eesTTqxumszl3j/YZ0TEpSzAEda/zR3/yp3zru98lmo6YhiG+ZeNZNrrWE1NheQEIE+EJdnVFm7bEZcHDvbu8MZmw3qxpLJ9hr/FgEqLbJuuLCx7szZjImrc/+pBKNwiFQPWC5zcL8l2CMfBQacwX9k/5aPmYHz99jB0E2L3OcDhGE4L19Q1+FSLqDmMwYz4ZkZYZmyxBBzzbpYhTBoaGXtUE0xlF2zOlp8tz1nKFbRp4noctejRZ0cmG9fU1wXBCmkkyWSHpWa0W2L3OeDi81ZWrhjKJ0T0fy3YQlo3W19RSUOstBycH6JZNpxpEr7GNY0I/JPIDnp6fU3YK5+iQNElIi5x7+zOKPOdFVRIXFXFdkzQL3FYxG0+IlUJDI0l7FpstvtMhPY8GDVnUuHMDy7J5tlzTdC2yg12e87XRjMFkRKUagh7uRz7eZI7fjjkybdLlDU3bMB0EWKrj8WqBp3JalYPhYFo2Xf9vSfOzQpjwOWn+FG6XpQfQNDw34M79l9Bsi+VyhV4r4uS26+24DkWc4E4mJFeXmGVB9PJLHM6n+FGA0CxGAwdD14m0nqWqsUrJzLG5Ow35pJC8e3FGJ0tkVdEXBfMoYlmV3BlPeHZ+xu7ymum9+1RFQdPVSGrmls9X3voCkW0x2iQ80Q2W2wXL/JLt2TUYPX9aN2xXO+q2oW+r28CrHlrb4unFJcejIR9eXdI1BW+88QXM1Q0f/fAd8iSl66HtWoRwUFKyu7ykvLqkDwe8fvcuw7090sUVm+2WarPjyfMnjA4O+IVf/hXSzYZrx+Xi6oKmqrE9n7xMUIaOlJIiiekNHS2I+OKbb+JFEerinLv7Hl8+vEtp6nS6gUxS/vW3/g3/9Hd+l4OHpxwf7tFZDuYgopA1phAM52MQgoFt0wuTq9WKbj7Ft0PKNGNweo+oqnk3STiMBoS2SeP73AC6b9PtNjw6OGT7qSZdbxX7YcSPdxldLtEcgx+nMVs0XD9ifzRBaRqlapm0HWmcok2m0GiEno80NFbPc2RWcse2uFENo8CjlZJnqxVakeL5ISqvOBxP6UrJNk8YzyJ2TxMc20HYNkkhMcOG1raoVYvW1CjV44mO0/0p35eSOklxPB8+dTU/CAas5AalQeQFt5W4Y1F3LaeT2adNoJq6qgijiIFnM3JddqZBIiXPqxLb97krDDJTZ0JDLyzSqqHVdIxWYWo6bjRG9DqtMOjpUZ/Gp0SWjZSSxuzRNY1Oarzx8AGjMOTkzj182ybIUiw/YJXumI4ikrqltx1s18JzwdyVPL3peLbdgW7ycObxyt3XmOwf/NTO/Ozgc9L8Gfzk8Xy33rErKmbO7SxfkiSYAsyBS9O0+IMxndDx/dtIVb2SXL54wXg+ZrdYM53PKXoNZfTMxyGv+j62aZF1EqdZc71LGTsWZuh8ap+WUpQVfbdgNhpRFhX5Zo1pmOwfnZDmOZsy48MnnzDzB3y0uCHbblku12y2a0SrcGZDsiRG6xV5UTAwHEahjzVyWS2XlMsFR2++id9KPvnwQ/7mg/d49vQpolT4oxAlGyzbpSwKRF7cnpXR4tgGu9WSs6ePKbOEvK7INjH7J3cJZnP2RmN0KaknEZkMWC9WqE7gaBGqkrS2jRhF9F3PK299kd4yOTt/wmsnR/zCV79Ga9mMD6Y8vVny9rMzfv8v/hzdtqmanrTTsGiYKkWvdUhDw1IdetszGEf0no9j2fiGoDMNXNPmBxcvCIcBRqFh+zY/Xl/gX/YIw+L8Zkng+kjLwfQKtmnGerPGErcEWGzWbJXFrolx0JgNRqTtreOUpWkMhgMcx0GnwxA9QtW0usHb73/I2Ha5SBNcXeNiF7PQOgaHBwS6Rq51LIoabbvh6c2Soq2pk5R4m1ALwWzs0wuDBg1DSegki/MXeF+Hvi4YBgNMxwBHo806UAqNjvViSQPowuD+g5c5uX8PpRSWphF5FmnTIVvJZbzBMS28GjrX58HBAT9cLcjLhHFvsu+aSM/AciZYvYbneEQ9JJbHLs/55PojhGEymR5wMIh4RZg8W11CXdMXFSrNaZRCcyy+ev8e4nCO6fvs9RpeWZPbkoN5RJJVrG5iQtemswTZrmIiBK8fHEOWsD+dEfghtuVgmp9Nevps3tXfIX4yTGv5Hk2RsXU6ttslQTRAaRq7NEXoGmm+o1carurohEkc75jv7wEGmzymUUNCoXFR1oQHIz5SGYE9oNccXNVzPJiSFAVu22LN50xnc1Tfk6cx0hJUjotq21v3oySjyXOUq/M023Jzs+GHP36POo85PDllNJpQtYq+19g7OOGieY6nTzk5ucNwMKAGmjTh5PgYbTDg6tnHvHj2jLQoOTq6w3r1BE0IOjSEYaD7gjYuqCXgOXSbLTGCru8Rzi35CwwE4ABO1/JgPAbR8/jpc/ROoFXlrfGJLoAOmpaTl17ijddfo61qbNvmP/+1/xTLd5j7IeerNf/iN/85P/r+DzlbrhjtjxjthUhaXr57QrGKKVWD6dv0doCW53z8+AlHDx8wdFwqKVGmxrrasd2tOewOGAqDD5OM1rY5CH20xYZdqxi5HnZd8yzdYcuaqW2zNnrMwMY195FlztA30bCoihxP6JhGj9cBjaJoFSII8aczrOGI7vyCURiimyahCrhZXpHbFo5hQFtz5A15+9kzbHqmhxNk2/L0yXOu4wzdtjDQyOIE99NcnDhO0HuNoinYcwR1ZrAQPb4f4VguTV8xmI0wTIvlYo2uGqIwYjQeIWwH1/Np8pznm4Sj42N2tMx6jUk44JPtCqNIcauagWvTdD2NCdp4RpfHVGXB1jBBlhiq5yLJ2MkKx3QQpkm6XGAXOX3fcxiF5AJaeqI7XLkAACAASURBVFrVIauaeyeHvPLqKySlxMxzlOuTjEbUKIKyY288p1jH+JaNOx1zubjkRVxwOprwyyd3Oc8StE6nT1JqP0DYNvrnI0efbfyk0jSEQSZrlpc7LNdls15h2B54EbqhY6UxXd+T5Aoz8LGiAe5ggEDnaL7P8OAQ0SmMJEPdxIzunDCaTNllJTdeiCMs4uUSDY3F9Tkbmd1mb693DG2XVilc38fwbcpkh2kYnJyeEsc7nl5dMhsNOH7zEbWEm+WaRha89uBlVmlGVkwY+SGarMk2G67SDUURo60dvMsr5q5L9+gRTx8/I84LOtdnaBhkqqNqFU0DtuNhWjaN1lGrhqsk4Wg0ojFM9Oo2esH2fCazOU8ef0JLx8Mvf4l/qJl88KO3+f73vkv06YynhY6p6bzy4CVWyysQFl985SGha1JbFh9dPOf3/tUf8od/8IdUbYPwLFSlWF0uON4/IrlaYjoeWVFiazojW7I330MzNIxO8fRiQS80HMNg1VYczafQN2S1Rp6VTA/mZErR2RZRJ1hutti6wXHb8WwXs6wKlCXw2lunHd/SWCVbgrYnQiM3dCzRsY4zVNOTlAWT2RTL9TBMhygKGYzHnF09JpUNvhtyp9WQuiBvJGnbMnQ9AgGBezu32HcKw7WouxqpetI6I5Iap/MHZFdXqLanNw303mCx3pI6Do7r4ngeSvXUVY1qFcP5kKau8aIB0WiAEIJ1EmMb8MoopMlSNpsNEz+8NZXxIizbYhCNyDcrTkyTS1Xz4XrB+uKcKIjYZgUtHXene9RS4gOnRydsZMX58pqmzLBNm3WZg+3QFhUTy8bfP+DlRw/RLJOgqBn5AYbnQw9DlfPs+gV1HjMcBsiqYR662Jcamuvz8WrNqevidz2qa0mFwzAMP92P2t+vjKD/P+GnDTtSpQijAVFvA4KNpuOgUxQ5slU0SYpu6PiOoK4qujJH5jl1ntO6Hq1h0PcaD8ZToqbieZxQNR2hbiBoqfsGx7a5ideYFoi8oG171CCiVoqfe/iQTRyz3Kwpk5S9/QPaqmXsh3ivPcBDUOxi3v7RD0hpePXBa6wXK9LtDs8wWV1dc331gsF4yOhojuwVmmPj9j37h3fYOzymrmre+f4PGBzu40VDNk+f02vg2z7Gp0YhqAY0iMIIJwrJkx2qqlGio3RaVNtw/2CfH3zyhHfffoc3Hj7ka7/6dTbJlstPnoHQccOI6cEBoWkTZxkPXr/Hrz98Cbuq6Q2H3/29f8Vv/PPfYlfcepM6mk1hgmg9sl2K7gaEpUSolk4IsjzjCg1vFOIaOqPJiLZXOKrDNUzSvmNnO0wxUMk1ERq9JrhQitDR6d2IxdWK0DTYH45wCp3zuiDNFVZTo+kaZmcg84wkK9npMPZdhqHLOovR0Lg4f0ZkaxzdPUHmFRpgpJKrxYq8aTgMI3oMbMOi6loKITBMnXc+/ogf/uhHNFVNvdvQtQrD8+l1E2U53CyW0Co0YL2JeXe1RLMdFHDn+Iha5ryfPkYvKqK9ETW3Kqv98YTxZIpwbPY8j6qR3AsHXOYlP390h0GjiKXkosmI/AE7KVmlKcb01jNzoHVUtktk2ARDk/N0i/BtHOkhpeTFdo0jBLNoiC5reqUwbA9DN9m2MXvHI77y8AHHJ3eYBD7XT5/Tj0dcxQklCr3NwfAI7ZCiqfGFIL9cMB7PsAKH5uyS9WKB1XdoSUpflFT7+1i2/ZmpMH+Cz0nzZ/ATI+KiKrjcrBmHAVPfo0OHWlHkBVl+a8XV1xLbtCjyHVQS1zDJmoZjx8Dc7tg1EmG79KEHrsU2TqiykkRXOD3kvs3c2SdJEjAsGrXEDiM8w6aIY0zLZj7d48Frr+BHPro/wOp6rtYr/vxbf8zlxTmHL93la1/6eaajA84+/hjNMDi7vKaWFdPxlGgQMh3uIUqFKwyyouSjZ09wDcErL73Mk/c/IF+uGDo+g8GQeLOmlglZKWhkhdNr6MLAsG0a2yEYDKk0g2Rd4Q+nvP7oFX7p4QOUUvwvv/97PLt8wYPTu0wO9rl88hTNMBCG4OtffROhW1S64Bfu3WN+ep+2afj93/4X/NY/+012SYppG+i9jibs25whcpJOYUYhju0QDCJc38OLbqshCh27KeisiIZbP05vNqXcbuitgmg2hUFEXZacXVxgnYzIhEuRlVxuVsxMC6fvMQyDmRtw1eTkRcEuSbAHHo2tofU+fRLj6iZVJRn7QybjGZ2waHudarUiyyumhiC2AvbCFmFqCNMm6TQsWbBabLjJE/a8kLaWODo0eUod79CEia4LXGGgFRXO3KbzXbQYirLio+fPmQ/GDKKQVhM0rY7eKkyhIdOStK0x256m0yjiGMsy8SZTHo6HCMcj38XkccV5taM3TGrNZHuzxg1HOEGIaTrgaRSFZDYa0okezwhxsy0yz5F6Ty00ikpSGwadJXixuEDLJJPDI2hL3jo44Btf/3m2uobR6+RFw/6je7SqpUkStmVOLTpOhw7zMEK2kvhmw8HpQ4p4eztTGwZ4QscfDtksblDJjj7PacdjjL7/THlqfk6aP4OfLIylgSxyKsMk1wRlkRN4PpbnYfbQqBov9OkQyLomSVPMHnzbwgG6qqJsaoaDAVdNw8BxaOoGRwh0oTE0XZK6RnMEgerRDAtZ5CBb7Nk+uiE4unuHTilO5yM28ZaqLOianizOUUoRDELm+4dEXvQp2UlWmw1SVgS+zyAIEEIw9AJyYYBq0QBT62hlg+UN8McTWG+pdrdacGEIZFFQy9u6u1YKy/cZzeb4oyHb66vbCjsIGJi3j16hHzAKfCxTsFkscIVBud1Stwodm6PDI0ajIedXSyw/ZDQe0jg215sNHzz+hE2S0KmW3hCAjuUF6JsGowXHtrEA3/PQhEHXgyUMyqIgtAV1VbPIN7iDIXM/oFGgNT1Wqxi4DutFg9Q1el1DygqZN2S5YhSF3HV9PrlZ0KPRVJJaVrT0YAgW2zWuZxMZAWEUIJuGpm2ZhB5W39M2LUXR0GsC3bIRPQjbxHMcRNtQyJpSux3kL+sC33cwhGAcDHCEQdrexlbYjkPTtWAIuqpEVuWtmTDQ1Q1VXmKMBa1SxHlOUVW30xBAsY1xZxGhExBGEaYwMDRYbdbsexZXyY5tkdN3LUsNNB1s2TB2fOqmpusUXtsS97euWR2K8+WaqTsg8kLapifZJRiajuuGJEUO6GBoWL6PLjSausa2DeaDCWVd0yQJRQvN2GUYDQmqBqFrZJrCMwUaPZaloyydyzyheHHJyHWZ7u3RNA2+75NPxhRdQ6fdfhGfNdOOz0nzp/DTizK0fU6jAbksOd+u6A2DpgfXdpgKg66v2cZbDN3G8mxWac4u2fLqo4e0RYOaDUi0lruTiMXNiupmyb7ncTocMDFMzvKS+mZB2Ui0trn1IzQCdHo2ZYyiwb5yCEKfH368oSgkrmVjOzZVq6j7DmcyIa97snVMESeYbccgDGiamoPZjHVR4loWfavo255UVjjpltP5Kelmy7OLcxzPZ31xTpHE+FGE4zvURYHbQ1XkmJ7H5PgYXej4mkYXBUT3jnENmyLL+Zvv/4BQ16jKEqfvya6WbHNJKWuwLaIw4stf+hJ9b2K6IW988QvcefNlzm6W/A//4//Et7/1r9Fsh8gX1KpFKcUwCnBcn20W4w/HWI6BtzfC701ebDcMggBZ5GyBkobZ/hTVNjhoNMsFgSFwWkWWZny026IbAtN2EdKkLDKsuuIgGuFZ4v9i701ibtnS9KxnxYo+Ysfu99+f/z/Nved2ebOtzLLKEsZYgMQAIQ+AAR6AMAMQQmKER0iWxQSMGCBQGeSSVUaA5FJWGZUMVXZWOrMqs7Lvbnvuaf9+99H3sRjskyhVlWUlUOm8lvKd7L0jYkkr9la8e63v+97vZTgasEozoqSmbFqSPEMBlunhSpc8jzADD9UpBk2H1zRQFtDWbDcbLjYhBwcH9E2HMk+o85QnN3N6sylRGrFZL7Bdk4njs15FLG8WhGFMUTfolg2ahqxLzPEQ1UK0WROHCZQNGgLLtpjs77FeL9k7OCDdbHj+wx/gTaYEtotu6AyCAQ+Pj3GGI8I6Qq8UH60TyCsMJFOzQ9N8EgTLzVMG/X3mUmDakrRrqcuSqanxZLlClB2+p0GneDS/QnWSoizw3YBBEEAa0d87oKpaqjRGUy0Lx+Q76wV33YAmy0nrmnXXYPlj3NkUpMIPPCy1s+2wTMXBtGZRlXijIaOqom5bHsUhsVI4PZf+wQyvHyCAP9tZ5xeDj1N89WOBH/+rFVXOOoqpmpa+a+P4Dmbfo6hLsjwjClNkqdCrkq5tcGwLrd/j+zcvyKpiV/IxCKg7gawa6iKjqgo2cYh0bFzPYzIJGAZDuk7s3ARtg7ppuFjcEJclbd1yuwnpdItOwPnlOWmakm3W5HWFKXTaqmR7fU3ddhRAKQQCxeXFObpUBJ7Fi+vnzNdL3KBHXubsOS4Dr8/lRx8x8FyC4QDPd7F0jaau6E+m+MMBjuvSlCVVlrK+uKCOIkzX5lNvv8Wrx6cUSpGWKf/o29/mt//xl9hcz2mbhiJNyaOQvutz//4dal0QRjGffutN/pVPvc32xQv+wW/9Fl/+8h/sVpeuiXAshJRIQ6cX+BRtSwbEVUZFzU20oRawPxwhpY4VBPiOje0HbOKctmFXFuS7KMfjsun41tU12yiiLktu1yu2UcwmDJlKk1WU8t3FfKfhtk16vo3oGlAt1WYDgO2azPYOyNuGbRqjhKS2bbSgh93zKJViNZ8juxLP0SkdwdN4w3A0xvJ9VKM4He1zf+8MA5OirKiahizdUpUxTVdTtNmuh2pW4/WCXcG7ZWK6LpZtsH3xlCwOcWZjDg/3uXt2yuzggK6qyJuWolH4BwdYB4c0toE1GnK2v8fJeEhblAjT4LpqyPMc0oSHx/cw+n2E49KVUFQ1t8sFYVJiWQMsr4c0HWbjAcPAwRj08I72EJaJDtjoDHsDXtxcUhQtD6fH3PHHDDRJbuuclyV1pzgb+ZTrBav5Ld5kgq37GMDy+prHjx6jVSWv9EcMfY9m/4BE1zgKerRtSxmliAqEeklP6uPFmr9caf4Z2D+9w+zhfYxO0GY5ZVfTVAVRElFEKS7QSZ2sA00z8AdDqjCm0yVJU+FbNm/1fHqug3l4TLbdIJqarIHvPn3Bq67F3YHPo2XMQCiqKiNXObYl+czR6+h7ezsnwCgCBLppIz2ftOlI4ghDami6gV63VFKnbEqqzZa6qijKFlfXOJqNcSyLd58/pQQMz6NYb5hv1uhBwLosGFsW42DIeZgQJ2uMwMPqOmSrsFyHsq1YXV9yeHzG6ckxi/WaL/3OP+LB/fsEnsvlcs7myVMW1zd0dYNlS/KqpD8a8tf+6l/lwcNTrtcxy6Sgub3l/R+8T6IrPnjnPeqywPI8Og+aSlGXJb4/xLNcNtUtRt1RZBX6oUexStmaFW/evcs2SRgEPXSp0NGZWCa25ZCVFbdhyGxvSmcI0rLheDLmLPB5f7FmG8b0LAtvMOb8xTmXdc3AMnHrmnW0QdNMRNFysH9ArmvYtsm+28fXJSszoW3g3YsLXjs7I67Bdi2swMcd97m+nXM+XyGEIGlb9DAkjLYkmuDItlmFIQLF8uKcKs1RdYcSHUhJzwvQjZ3zYlGWtG2HYduooqLOC6Zuj0a3iEXKYOhjuy7zKKKrCiyjx2tnp3RdTSfBikvs2QhH6tiwM6xrKgYAaGx1C9nW7LsOt4s1mmNiGKCJDk10ZGXBOzcJHpKB57Fv6xieR0+32GwjrrsSfb7EazumgcHewQGnoxEnszHfPT/nRZrycNBnMJ1wuwqxXMlRz6KxRiyuL5mNRmSNJCkiqnZNqhS9wYjk+QteG++x2GyQZUG/30ezTCR87CwvfhaPoBPg7wH77Gy/f10p9d8JIf5L4D8EFi8v/RtKqd99Oea/AP4DdqGX/1Qp9X/+HOb+c8GPS46yxYqmLEjKEtISt+dRbzMC3cQOJPF6hVKK0lBUFDR1hkSxb7rg93iWZ7w27PPBR49JlCDPShxN4+2TA3rrkA9uFtRKI81ykragsnX2hxPIG1JD4Xc1izRBth2L82cEoyGj/RmUBT2/j6YtaegwfQ9nNGDimDxbrlhvQxCKB699kqIoCNdzqqJjHa/p5zGH+zOuqpxP7T9gfzwmyTJ60ynN1Tlmz0PvNIwgQKtqqrxAWBZa2aBUy5e+8hXassJ2bcLTE66Xa24ubqiiENuysIKArCzQgC/86l9gdO8MQ9gcH/Z53ffYMwwerbf83pf+kG//8EcUZYWSBp0u0ToN2zAYeh5NmdMfDRHbkF7QR2gGR5Mh+6M+1WqJbHbWyLFq0YHDV+7hSp3baIvSBaoqsE0NXZoMPItCgi3gbNhH9TzStsHVBH2pcTQaMesHfO/9hDiMUJaOMx0i05KbqzlXyRMCx6PxHWylGAYBYV0yLkpm0xnPtysGH73gw8WGsFIMLZe26SjShL6/8/i5CtdcPnvOzbOnvLi4QFMSKS1a0WFaLkqXSNfEUC2G67LcbCBOaAyLzWqLZWi4UuOj5+dswy2dLrHY1cCeHh0h25apBrXSOTyecHu7IPd67B8eECQZF+fn9PsBpmMzVy0G4IUxrmewqkoGgwEHswnrVcjVzYLS0JiNJ4gy4dDuESYZdRmxWW1IjJoqDDk5PeNTp6fcG0/ZHw15cnnL3RoCy2Y67BNfLliGC2xHJ3MNkrAmqks0V+LWHde5Yn/gcRYEJOsVnoRlnpKlCYUQ0NT0qxLNstE+Zn6UP8tKswH+c6XUd4QQPeDbQojfe3nuv1VK/dc/ebEQ4g3g3wHeBA6B3xdCvKqUav88J/7zwo+352GaQdHSiV2cKUky3nh4n02ccLVeU9o2B+MJN6tbBsGEwckU93jCvcNjKkvnItrSH4+4aaGrMu72+tRKcVlXnI3HFJMh73/0hG0Rc36zoMxq1psIV+ks04jhJkFXLXTg+t4uSQQYSlHRYY76iLbhNo14MJshNEltWVTA2PM5ffVVvvrVL7NZzBn5fTY3V/Q1QdXUFGmLKy1ee+U1vv2tP8aZzpC6RGjtTs8sdDK1izN1aUUnNaIooekavKDPJ77wed58+20++Lt/byePZOepVDW7ONx0OuVTn/0kznTIPK/o2wY9z+VrT57wm1/8IldPL8jSFMd16doGsS4YT2dUE4/WtOiQeK5H18Hp/iFCSuq2ZrVZYdQdyyjEcB1cx0UhuFqsMaRA92w8w+Q2zvjsbJ9N3XAxX1Mp8B2LYc/nZrvkyAvouz6L9ZIoDGnKDKkUE3/Ae9ELjPkcveo4f/dd4rbGcHuIrka3DO6entFaGtv1gtQxeeXgkHK1wTV1TmaHFFfXqKahsE1A48F4xNP5NVEWcXNxibJ2CSHR1pjBgKIsaJsWQzNpaRnaHnZTk2nQtQ2Kjq7N0bHo92fYdp+rgw3hYoljWSQt4PqYrk9XliR1SeD79Po9tLrC8Tx6v/JZts+eIwV0SciikXSi4WTo8YPzNbeioy4qbCT3ZlNKaeI7Jotsy/lmy3yzJswyBr6PKyy8wAcN3J5H39CJogTdlyi7x0wJqqolNSQz38QejwlrQRWvGdkWWhzTOSOwNILhiHi55PrJYw76PYa2izw8QKYxtWppu+5l/PDjQ5jws3kEXQPXL9/HQoj3gKN/xpB/E/hflVIl8FQI8RHweeBrfw7z/ecHKanKEq0sGfb6hG3D0+tzNM0EQHcMbhc3dJ1Cd3Umdh9dSMo4ZWwatI5Nebtge3XFW6895MFwxGK74cVizem+RSV1ev0BE6URRzW5nbJWOvPFgsF0jKDD9wOqokAhQAk0wyBKc9ZViWprfNunaGvS1ZJUN4jXG3qGzttvvsny4pwiilFIlOPgDAbkaUXdpOTrkucfPeHOwT4fBi57x/s8fvQhaZSjOkmvi3nrtftMhyOePD7nNk1JFzvvoP5kgnBMvvpPv0QYrQl6AZVtMZzOyG6u6Q373Ll/j0QKrPmGpMyx+n2eZCX/8Le+yKNvf5OmanAGYzxrVwvalCVFllBKnVLA3dGAZL4kLQuurq/45NufQNkG6WLFMs2oVMvxbIxvWAwth024RUqLqpXsj4ds2pZFlqI7Hlfxlp7tUOcNWZ4znU3wDYNUg65yCBVcLlbIVuG7BvePT8njCNeT/OW/8leo0pTVek3btHSOQV7XbJYbprYkSde44oD5dsM2iqlubkmFoEaQ1RXL6xv2Dg8hyYnWG6BFJDHKcTAtkx4KTUFuaNSaIL1dEZgOCAPTlpiaQZzlfPDsnFfOTHqugxf0OD474/yDD7Bcl+lsSs/Uuc0SwiRimFtMJ3vEWcnAdrjdrAlMgaHBKo7Jmpq+aXB8eIahFF5QY3o+rlKs4y2dKem5FmZdMPBsSgzGB0fkqzlxnbBvOihpYesaepWSBn0uk5qxtDjfrDGk5K27ZyStAgJ0x4Omo9VrlnnDZDbDcywOm5JkvcYVLUcnR/QcH0RL3dREaYqtSfYc9xfJAH8m/l/FNIUQZ8CngT9m51L5nwgh/hrwLXar0Q07Qv36Twy74KeQrBDirwN/HeDOnTv/H6b+88GP/9F6tr0rB7FMZNvQrRbY/QGmYdF3PNLMILdNsnWI3XdIq5aB5mH7PnkLd/sT9vsB6yzj6fUVJ0EPpUsSVfP+eklYNmyqlMvFNZkAmpb+aECexdwsbzl95S6FrhGGOa4lmR1M6fsummny9OlzwsWagxOfqiyhKnj6zntYvs/rn/4Usm34xje/R6NLBuMx3njA7HCfzdUthmWh6Yo8jWgNk9c/+UkqKbn3+iu896P3GAcDBHA6HvOFz3yGN978NP/XV77CexfnWEEP13Z5/M3vE+URcuRzNNpjOBhw78EbBI5JaxnUdcvT95/wviF5fTrDOTjk9778j3n/vXfR0ZES0rZEoNEbjV5abRSk+Rqj8EEp+kFA1rYUVUG82RLsz8jqEtd1ORgN0MoWmgrP9bkqC5qiwPADbtZLtLJB+pIqSelrUOkteivoyoro/ArHc5FThzs9l7RUDO0pSoGmFP2u47qumPR36hqzaWE0otEltmnQ9/ugKf7i6w8JbIeohVUacxtueZbluzrfqqBzTYqy4Vvvf8jm5ha9gdHBAZcfPd5lzHW5U5ZZBq0piLoGLQi4vLkieRkGaLOMVinCtCDsanTVkuUlUpf0hyNM2+LOwQGBbaB0E9/02ZQ5qmuI04LnqwXuMKC+vGWbpNiuw6HjExcF56s1vmPiIojCLSUdrmEibIf+ZMhqcU1PGBxaA7Z5iTmacHWTg9SxpI5neLitw8RxCcY+fpzBnskLTbLKCw5me8yvXnBze8XBaApJTleViNmUMNxyc3GOP9uncyRCQJ6neBMflTQcHp+hWyZNXWOa/wIXtwshfOAfAP+ZUioSQvwPwN9kt6P9m8B/A/z7/PSYrfpTB5T6deDXAT73uc/9qfP/vKH+xOs8iliv1vhBj7LtGAYjkrzCs0GX0MSKpgR3NGPmDpFtTVXVbNOEh/fusqpyBprP5PgYDI3Y6LhYrOnbFr7tkBdbLMPGtS3MriRsWqIoxrF0MIaYRp/hyMfWDGzTQpQt5sDhMLB5J02hKMiLAjrB/OoGezLk9OSYJx++x2K9otMterrEkJJoHaJeSg91y0S1HkXT8uFywcFsDzfNUJNDXviXdF2Ha1lcb2O+9fQ5q6RgcXHBwekdOsdkO18jJbz18CGiF3B4MuWzd+8xHO4zv7rmK9/6BrXQaNG4e3SHg7NTvvL1P+KbX/s6VavAsrCsHqIt8fs+9SbZfedSx5+MmR3sM7AdSt3EyDI8r49mWyyWG9pS4dsGyTbFcnTizYrA8xgOR3SqY9TrU0uDrFhxvrhF9gcM+2MWbYqhm5wGI1brJePDY7ZFwolnkhgVUV6Qpgm9YZ8wLehJSZcXrJoKNI2jszNeOzslub6iRnI2HjOzfbZVzXW4RXZQ0FHT4fkejvRo0NBmFZfX5zy9OKdMdnHao5M7xGWBsAzCtsISBseDEZloidoC3Q2wiw2GUrQSkqrg8ZOnvPLWm4RtQaVawsUC03O5c7i/s/cta+qs4s5sSBl3JGmBpmkYjonddERNRVqX+J2JHwx4tlrRVx1FlTHRTbI8wjB0RqZF1ypGRYvrjFhGMYvliqpp8CceZVXRlSWnlmQswdQlnrRZd2BaNkm5ITUh2i4ILIu70wFrQzHpDxBIjFpSbTYkmk5gOMR1jWZK7h7fY3Fxzrvfe8Ts7hkyXOANBrj7ex+rPpo/xs9EmkIIgx1h/n2l1G8BKKVuf+L83wH+j5cfL4CTnxh+DFz9ucz254g/+cN0RY4pd05/V7fX3Lt3jyZVFFkJXUaVJmi6he+7dEBjeWi6JGwKVmnM20dHKK0jQBHXNb2849TQCfOCkSdJTMnBbEpblNyUazQDmrbF8XwGukWlSvTGYRB49KYzBm4Pq225CTeYlkVdVdxuVuwfn3B6+iZRFnJ5ecn89na3vXT7ULekRUWtQ6ubNKqjrGum0xnhYsM2irClgS5g/84Jr6/XXN5c449GFK1ivtpQlDmiKrBMi+vn57SuzRc++3l+7eEbRD2H/YM9PE0iHYvvffQBHy4ukNLg1ZNXeHX/hHfee58//OrXSDYJSqid5JQOx3WxWknTtKi2RSGQlktnuazjLVKTJGnKnYMD8rrB0Q1qFC3gew4pDa7r0TQ1uaHomQab1Yq07dhu1kyne4wB1VSwSkjthmUgSRG8O78l3Sy4O5ygWS5RlrFsSs5vzhG1REiddRxy53BGY1hMxmNO+wPCpiVsWu7t71EUBbrUOO75bMuKrGvQu5qZJZHSIApT+rrOe9cLHNNGG5rUbYNh2cimIk1T/MEQ1bREcUpZpmjoFEWJ7BqSMiWvEfV0OQAAIABJREFUGlw05jc3mGnGntfjyWLBYrPGsi2kaVDWBZ7XJ9ls+NpHT3n1+AQhDXq+SZsWqLpmoMFw0KduGx5dvEBVFcZogBF4hNuQJC84G59RNjWm5/FivqBqG5aIly6pfZbbknlSIVcv8E7vMpMa/cmYD6IIzTDYuD6yk9x1XPTRiOXNCo8Aw/VYZBl2U3DW91nGOdsqw3cc9kYjomjL7c0lvmtSo6HrJpppsQlDms2GYDT+2BHnz5I9F8D/DLynlPrbP3H84GW8E+DfAn708v3vAP+LEOJvs0sEvQJ848911j8n/ORq0xz5KNsgCiOkroAOC40mK+nqGsu0yeoCDZtCGuRFzvl2waB0iAyXF0WNsB1M36Xv6hSVwaZuEcGIwnHRhcYmyehsm7LIKUVHnCdoeh+trRAWrBcLzh6+hud5bFZr8rKgaFuqpsHo9dBcj+n+PsK0ePqND0jiEHMY0LYNLS2W7yGkwDYtiqrmyc0l+6MpfcfjchvSodhEIVgW8WpBqVpE0/La/Qe8uL7k9uKKJAkpJZRlidnr4QQ9fGlSScHMNjmzbG6ilK/+4R/w7tMnKAGu53Lv3l2++bWv8bVvfIM0z6izlIYOw7Tpyoa4jUnjmLvHx6RRzGKxpFg3WJaFPD1EEzqOEFyfP8dye4xmMyQw8jzSIsO3JYZlssgKBsMhdQfrOiZJMmzPB9ei0wRSSHIk/aBPrktqz6MOIyaDHpuuY+SYmLVJtkrQpMGdg32WZc54NECECcd3Z3zujdc5mU74QdexvblhU9ccjkf02xZdKf740WMGhod3fAYqJwpjTMPm+dULri8vWF/fIAIbYbl0taTrOlSjyOoSE4VUDkIaNE2HJiXBcEhYl8hOwwAs4PL6kjc+/2vots33P3wHVXdIw0bqNn3XpSwKBnszpl1D3nV0tYajmeSixtcdtHbXTs5OS1oEVVeTpQuMqsHy+txkGceeyzxN0XWdi8WC2d6MqOtQbY3d1pwMB1BVuP0emu3QCI3BeIDnutR5xunxaxSaTlxl2HbG2NGRpsX3v/c+J4HH9TJEBi69wEWWMApcWlNQVi0ii9nv+Ux7DvMyJG5aZNMy4KdsU3/B+FlWmr8G/HvAD4UQ33t57G8A/64Q4lPs7ukZ8B8BKKXeEUL878C77DLv//G/KJnzH5cbCaVwDY1su0UYDvuDGdFyhbAdhG2w3qxwXQe/32MbZlhKMNsboZsWe8M9NNvihVAcSI0oL5gnJdM7Z8RKsG+Y9Dyfsul4enXFdDImD1wunwusVpHOFzSAVfboHx8jhEZ0dUvTNHhHM/LLKzRDZ//4iKqsqaKILAqpVYOOwBImcjhFampn0xFucL0eLTp6o2E3HTfXFzRVTZekrNdLTu4/QBeK/t6M/mjMwdE+3//Ot1huNuRNg2PZvPb2Jwj6AbQNs96AO9M9jH7Ag7MHfOu3v8h3f/g9XE1nPNvjztkJj99/h9///S9hGBqu60HTojcNldSwPZematibTjFcF9l0mE6GqEryzZptnHMw3edgOiFMIyzbZrNYMBuOcIIA27II1xsKS8MIXMosxTYkR9MxG8fBRqNqGy7XK1whaQzFJkuhqHEskzhNsQWIOmFvOkRKDU+TNKrFtw1EW1LaOpbRYyQgjSISx2KgaRizKV7TMl9tMH2XoN/jZDpmvlqS2QbzLGVVlehNzYunT1jFIZpl0htOyOuafL3cNXtW7Fb5TYMuJd5sRLTZojUdaRji2BaugDRLyYua2nBY6hLV6zF1AgpZYPctTB2exBscU0e1NZkpqZWkM1v6PYd8UdIWJV7g0ZiSsKnJohBjHYElMXRJXwqWeU5oWYiiQrNMjmZTVFFw6riEYUzStbx29wHP5lfYuk6eZ8RCoeoGt65BKJokohM6lhB44yG9/WOypKDTGozA4LkmsWwbv5ZM9I5suWY8mNJmMdeblKRpWc6v6FY3TC2fse3Q/eRz+Yskh5/Az5I9/yo/fb6/+88Y87eAv/X/Y16/MAhACUEyD8k2EY6vCKsK27TRTI11vOvrWK8r2qZjtDdF6Bq2pnF3NOb09IhHV9fcGwbsB32Q+u6BbTqEEkRFxaumyWWVI1yb+WpO24FtGvRcj7Dcsoo27J/so89GvPvOu5iAaRns9R1EW4OuES4XDN0ATdfZLBaIokHvOtosQbDrrt06O1143/VQHeS6IExjRpaGsnSG0xNuFje4N9fcnR1g+z6Twynn19c8ffKEIs0YHh/zyc99htdef4vJ4R5mkTC0evyFh6/y3fmC/+rv/gY/ePQupqbojwZ86u3PsVqv+aM/+gZdWVIj2Zvd5fF6i6brlGlEURY4lsd6vcLJMnrDPqauUWQNVaFI8pQ8XKPqhqpVNGWJ4zk4vkNX13RNQ1kWDIMerucyXy9BSA60Pu7QJYlDijRnFYVUrsVo5NN2HZ1q2K4jGt1kXhY4vsX7H3xImdfonktSJjw/f8Ydf0TjaGzCOVfS5uadd7mcz6jSBC8IyFEsVhvauiLsCl49OuVmuWBRF5iawSIKuXpxybOPniEdC8uRdHnDoGezEhptVeFaFoE0QNdp2oY030leg2HAR+stWltj6iZtktC6DqtwxdMP36MREjkew3qF5TgknWJPOtyfTfnh/AbNtLFFx3Ro83S+pWkVumlyVeaotsXWdXqjMaura8Z9j9b0qU2DUb9HneXk8xumd85YNw3LOEEZGrWqqeqO9589p5Y6+1LwubO7aJqJbuj4gx5ZlpNLC/KCuq3oDUeUZUtRFLzx8E3G+2O0bcT1i2ccHT8gW68RnYLlBcJ0GMxm6GXO0cldHq0SVtcb/LOUYdD7RVPCn8IvFUF/Buq6RSiBRIGmURQ5TRXvmiwYJlJCU5Y0TYkmDcI0pkhjdFXhIhiYNi3Qsy2qskAKyFXLuqp5fH7O06sXdK5HUjakVU3W1VSaomxbrH6P4/t3KfOSuiipBRRNzZkmaW2bLIrI1xtcJKbnUc0XO42uLglGAdvrLbXo8AcuvV6Pw8kBySZEbwu2UUKyCaktA9N3MWwL1TbkSUrVSMzIoi4qDg4OSZOUvbM7aI7NfL3mrdcecnZ0iOn28F2XzWbD+eUlXaMIgj5vffIT2MDN02dUZfXSWE1gWTa6bVMUBQBdp+jalk6Xu2y+pbNrXwGOZTEJ+lRlQdUqiqZioBSdJliGG6o0RQB1URFFETUK23KQUkMh6NqGVtfpBwG3aUrVNpRlg2UYVFWBaVnQQte0uK5LuIlo25aBENj67t5jLWVRpUSLJWFUI+qai+sblC4ZeC6u6rhNEjqlCPOY7Sbh4vqSWAgszaSsa27Wa8Iwxup7dEJgCkFdtiA0NLl77AQKzTYR0iCNYwbBkCwMd23mhESzdteptkFXHVVWUHSKtCqRuo6hmRRpTq/v4Ok6tm0iUOzZDuttQVtBoOt4lkVa5dRNgwRU04Chk6kWz7ao6oY8S5Ftw950RF2VxGlKKxSrOseSEj/ocXV5hRMECEfHCTwqwEThGRpC0+iA2yiilvDAsrhezFmv1gylwB2PKfKSUTDC6PUQTYtjCMwuRRk25TbD6EACWi9ANS2aZb38nj5e+CVp/gn8Px1VdAPdMUB15E1Jm2UMPR+jrNBNi1bXKNqaMslxNJ2BaZOmBU8ubnhluk/XKj7arLhrCa6ykH3fY2C7uCRsu4bX794nSkLyqiCixvJtwjxjfzblzsNX0EyP1aP3EDrcuf8KA8/mtTv7/JM/eIFKcvYmEzIUP/z+D7B1CVLSiA69hSAIiLKEtO7oioY7nsOR7/PO02fsHR6xvryiLXNefP9H7L1yH8v1KHXFs8cfkYcxddUwms548PqEz/+lf4lHH33AWdDjC0fH7E3HZKbOe9/9Ed/5/g9IipKj6T7/2l/8NQLb4u//5m9yfnWNKQWFpdO2io/e/xBTlxQosDREo2gEWJ5LLTVU4CFcB70qsQObSc/j/KMlsufT1RllZTEiwHAs4mhN4PcZDIc4vsd6vWYy28O0La6ziKzMMHsjzLLBRqDbLnVcULQpj87PsU0Tmg7ftiizDcsow7NcVqslSdvQlhWPHJ3b7ZqB6zHwKrJog5AapWHRDwI2l5fonk3VVByOZ3z46DmOaWC6HgUt0c2C9OoW37bQkFRlTk1FXem7Bte6ju17CFunajv6rkubxCRxSJUXGJZESpOi6TD6AappmC/W7B3dxQa+4HmUls5VnkBRM28Lqu2KrqwZzIZEacayViR1y3J5S3B0hyPHJ3d80irnbltx1TU0psE2zjkxLe4NevzTJ8945eFDekKyKJ5SdiWH/SmOJomKCitwMW2Byks6y8JFom6v2doGzTpENyEtQxalxt7JCX3XRXYdm9s55SaiawS93oim3BXdW21NGtf4bkueplh+QF3X9DyHni4JnJfb85d7848Lef6SNP8MCMB4+UtZpqTBIaxq0jRFRRHD8YhR0KM/GNN0DcPxkP39I662EY624lc+c4ZWFVSdwt8/YFNVuGXJnemURBdUqy0jJEabYw8dnNBg6LtMTk4ZDid85513kIbJZDhlNvYZeA4/ev8xaZpjWRZxXROnKarpiC2T8WBAmLSkaUWtC4b7U26uF0hpY6IBgkbvCNe3jGZTTj2by2fnzIyd++Kmc/CDAbeXl9QKTM9n7LlkcYRtWeyNxmyjFe3Q5OrpDf/wy/+E25trmijiwafe5qDf5zd+4zf49ne+h26ZoFoMXadFY5NG2GMPzdKZWBOiKESoDlWWSClp51tsNNK6IU9zLhZz8qJEhSGaqZOIDD+oMHs2/f0Rba2h6TDyfMqy5OmLF7QC/JGHa9qYeYywXO7PZpSuQZknJEnOeDJj2HfYzles5iuuNyukhN7+IZrnUaZriqYkn28RhsbAH+7UWF1GWZQcBT3uTaespjPqJEKVJcP+kKDv4Iz2UGXDs3d+xNMfvUcZRei6hKbGtWzqokLTG0zLoikU/nhEp7XET6/onZoYtk3l2JieS7kOibYbpJTUbYVqd3FVW1d0ZU1Ua1i+i9254ASo/q6mtUlzlklO1DbMbIO+3eNZU6J3DZq02RuPiZYLrjfZzpoYuMpiUk1iJTkH0z0exymBrrM/3aO+KokWWxJdpxAQFhWaZfPq3gmULeu2xEeg6xZOpyjqjgf9CdMyZf78Kb7jMBqPCO7fpV0u8BpFEm8QA49Kc9jzbFzXJqsVmmnhei5KwUw3UW1HU5VI2/74sOVL/JI0/wR+HHT2bJsOidJNsiRH2jaDwED3DOq6w7QcStVRdi2mbRPGIdGwT89zCduWPI5ebu0FZ36PD5OQUgrmacLpdMZCxoS6Tl4orp9dIQ2Lz/3Kr7LexHz9618hWqw4+8QndskSBUmSk6QdWVPS+RZ60eLbu9VOkWbcphGOF2BOfWwgaxvaKkXFkoPxlKdXV9TrEMcyScuMyXTEYDJFSp3b+S3Xjz/i9dc/gT8ccbi/T6/f5/VXHzIbD/lBWfC9997jdBgQFwVf/KM/5oNnz/B0k3/7X/9XMYc9/vv/6X/k2fMXDGe7QvE0DamrmiLJEIakrjpsKamjDEO3UPBSUwxpnCANC1O3sE0XvZPYrss2zTDoaKKMJEhodegFAU3ZkIuSm9Wa46MTxv0+2yjEkjb7wxk3FxdcaxvuDyc4hWKDoGpazg4OsCyJXsNsPKMucpSu0SLANHgwCcg2KVlV8+mHD9j3PHqTPa7DJVmaMnF99mcznjx+ynmVUukOZj/g7WCf9+e33G4TPnz2gk0cYgixI8KmoW4q8qrE8QJ010Q4Btts1+3fGw0RlkW1yajaXUlWkxYEgwHSECyvb6nRcII+qhOYrsfz+ZJhKNE0ibAExTYGUVPQ0pQ5ZZqR9noczWakRU1mWRhmB1VM0nSoTtD3PMK6IDgY0aDxbBPttPJScrNZMzUtfNOjEw3bLMXoW7zaP6EIUz5YrRju7XN0PGVkubiaQd7roQmBN9ujmF/gxWu0umJxFTM5eYg+GuBpgk0cE+xNuL7aknaKMquo0wLNtEiLEsfzKcoKadu7sM4vlA1+On7ZGu4n8OOu7QBp01C3DVIprFbRhTFNXiGBtq3ZRAl5VdPWDWM/wDA9igaswEOzJLnqMNuWkWnQCI39YMzYcBki0IqaWAnCrmMauLxy74zRoI/sGn70/W8SLZZ4aBxPZ2gK5qstSVVRdSldniLKguMHp7z9q5/H7/dA7HxU9k/v4lg2WlEzsV1eee0hr7zxOsf37nN65w4jb8AijGnrhs3NcudVo0sUgul0n+uLS0zbYDQbcjgckMcRz29uWK83HJwc8/DVN1g8u+Lx+XOmxzN+5c3X0RD8b7/1Rd5/cY40TVpTYg0DTNOmaSqQCrqOLqvRNZ0oCqnLgv50RtG0xFVGGG5B6vTHIxrV8uTxIzabNbquk3cVqWhoq5I8THn26ClFUSCURq0Eq3BDZ4A0JF2Ucn17Q6ubDL2AstupXEaGi6WbhGlK3jb0B322SUJWlljSRCpBWpQstzFFVeD7HrpjcptmJGWBa5o0mxi7bnl0fcvFcklumMQa7FsmeqFoqorlxQuuF3OqpiFNU8IoBhtaU6dMU4wG3F5Al6c0UYwhNNzABlPSCQ2ajizNcW0Ly3Gx/D6qBfSdvls1HULquJ7L0XTK3t4MLc/IqpRVFKMhmek6okrRVcN2s6JqO1ZxyvVyw/PFhsIycYcB2ypH0xR1mNBvGuyqoNhsMMsSXSguki1J03BwcofxcIRetogi5XDoMrJNwixkfzbDsE3Oy5Tc8/AO9vlgs+JRUhImFZPelL60aVZLSilZaBrOaIamTBwEveEUw3TxmharKCjrCsc0MQ1B1FWsywL1suHyxwkfRyL/heHHq0wA1bQIBbploHRJsd6wbRWWMjHo6NoSqSDOUp5dX+CMhuxNprw1GpPFIcss57jnk0UZ715cc3x4hKlbXMyXDBU0hkFzG6PSkr3RmEdPnnNzdUFW1Xj9IbPhiIcnp/zBd75Bqzp6Wc7Fk+esL69xPI8Hb7zFxeMnSLRd13NNR1kWRl2yjiOyrmayf8DewRGm0fLi4hkHJ8c8vnqBqTSyMGS1XnPfe8hrn/4EWdnQVg15GvLo2XN6n/wMVduSrrcIz8f3PFLV8GhxwxtvPuQLr79JH4O/89u/w/PFBmG4hJsVtWppggpNSJTUd5ypy51sUGpI26I36iOaClPqJFHC0XCMYZmEZUHdtCgpsLSGuhNopklVZpSqw7Il0SbDrwt028Awdk2Fq3KXYKqFpC6rXVuxpqWWgmVT0EgNw9BxLItMtqR5iePatFVNVaaUZYlj+Ri+D1qJrWCx3amImjAii0Py1Zonz1+geT6a75ApSOKUm2lJ2zYszy+4euc91HqNaBs6QFomSHNXvdArqasSlRRkrULrGqwWPNuliGJ0OpzhhNloCGlGp+v0en2ErlFmGV2Z0etZuLZJGoJmmlzdXLLnuzwYDGg6gdl2yKqgH/SYjIZs4gyhSya6ZB4VhNEW69Amb1q0pmNdlJSdQpcGwnPI4xxzs8LsB2RxQq/ncLG+Je9qrm43OK7FG3sH3Dnaxz0+ochalGHg2i5G2/H84oq6yfAkWHZAqTuooUfguVi+w8V2QZRXHM6mmH2LcLNmvrhGT3MO9mag1Xzw7rs0XUuuKSaGzTTof9x2578kzZ/Ej2vBFNBmKWVVUN/kOJ7P+GDGKoxJFotdCZCUjIP+zvbWcUmihM1mw5PFCqTGzBAktkHXKqaDgCDQsR2HV4b3uA0TbuIY1dQkrWR+fkHYlJSmAY6D1wuYHB8zj7ZEcUJTVjRWTpinxI5kEPQw2orrqxdE4Za+65EUJa6pUXeKrGmoihKrrbEHPeIiY7laMbI8/o1/+S8Rt4r54oZ6PufF4yfsTSf0RyPWZY5pG2xXCxbX1ziWQ5imSF2DvsX1+orJvXvcMSRxlvK7X/8G3/nmN6ijmDLLsXQN1SnC7QrH3Wn386TA0k102yKrcqTUyOKEVCR0HchOUEpJ1ZWgC6RuQCMwTYtKKRxpk29DsjDBMXT2RgHUFW0aYfVGRGnGXt9lMJtStR1NUWJbFr2hxyIMWecpA8PidjnH93oEsoflO7gTndv1khfXS/Ki4v7IoUwykrIkNU3KKEKrMppakJQFhtTxZ3v/N3tvFitJlp/3/U6c2CMycr9r3aqurup1lu7hNDlDUpQIUoR3WTYsSDDgDYL05hcDfrYfDBgGDNgPlm0IkADJD6YsAQaHAmmZw204HM40u3s4zV5rr7p7LpEZkRn7iTh+yBqKokhgAJNW05gPuMjMeyMTJzNufPk//+X72N+fUhUZRrxm5IV0RcP9+/c5fXJOq3dbt7AXAVDkW4wwoEw3hIFHXNdU2QbP1AjV0XSKphVstiWTfoTnOCTxgrqt8Eyfri7wp2PMVco6XnG1WDMJGxwpqaqKerlCH0tCx6bcVjyNZ9zqhWgteRYvaVRHLxoS6o7ElHSmwKhLPGmykJpiqyjpuLy6YtSLGE6mjAWclxW5YbIoSuJsiwH0XBsv6LEqapos4y2h8E3wQper2SUtLc1yzuHxTQb7Q6hK6tYgK2o2eGjd4XeSR1fnzLMNo9GYcjHH6w0w9g5ITIOx7ZAUM3w7wCxLfGOnMfpD0vwM4w+fHCElTuTT5tlORShNaKUJrUKbktHeiNsv3OYyWWJ4kqgw8UVNni5IfZeBHjKWFmfLS27sTbi6WqCkyfSVz1GtU8LI565zyMdnFzyd5XjS4TqraDYZca147eVXqJTC90PCAOaX56yvr+kPRwTRgOvZgvXFjLZuaTuQpsH54yfoapfjJM84/uIbOEjyZMO4PyC+uObGrRuorsEoetx46TbRYMK6UnirNYOox7JZU2UF9WZDvVqTNC2v3jrhKy+9zuU6YzwYsrq85Bd/9Vd49PARRlEQCgGmpH8wYbNKqPIcx3TZ5CucMMCSJo0hadVO/7Itdv4vjZT0h326TUrteUg0XVNRZzld4OG4DpvFNaaGKAgoq4briwvMIODGZEJdKc7mM3R9RINB2ZUo1RA5Ns+ur3cizZYk0Q2d6RDXNWGr6fVDhC1oWoUB2KaNFfiYgGUIcqGoUVgNdLYg7EfEFyv2RyM61RF6LgQuftDj8dkFv/2N38J0PZLZHNtx6PX7O63QrqNaLsF2iQ6ndLM5Pb3zhK+yEgyDOkkJgwB/NELaNtvTDFsaJFVKUta0WhNNhrSdIOr1iXyPZJuQ52t6/QGrzqS5nrNn2cyTJQfTASdhxKaqyeqa5WpF6XnkZUXP99iPIhrTYJFscFtF8NzrZyM1Q9nRRWPqeI30GyrdMNAhtgZbaHLgIs85STJ0lfO9h/e5efOIUgoit8+LBw52V+CKEUtsHDR91dJeX7O2LSSSg8kel/MZopMMbYe8qciLjIN+RNEpOg1Dz6YOXXqjIfDZamyHH5LmnwhtCnzTovYdiqbFkx4WHUEUYbo22rXpTEE0GvDo9Jy+5SDcAMt0uONHeFmFfeTSC3y2quNw2CMILOL4itnVFb7vsvQ8rquCru2o8hLVdAyHEwaug4VgnW6o0pRKKRoM9vePqFtNUjXosyvKuqWuG4TomE4OcaMe52dnCNcmdFyUgMdXF/hSYvdChndsurZjb2/Cpt75+IRRxNn5M44PD9HaQOU1q/MLlq5P0O/TmgaZqql9n5deuMOHn3zM3//HP8+zTx9imSZSGmRVuVvv+QUYJoYGw/EJPIXt2UjLoYvX0HbYQYiqSoZRRJymiLZjW1Zo20LVCoHElSZNllGXFa1t4vV7nJ2doRGUWYrtCGbplrFlcfvomFa1XC8usRwHy3bZVDXStZhfzxlPBlhNxyCMdnPsVcXT+RytFK5wODk8QqkW35BUvofl+xxakjsHh5TS4nQVc+A5xAcvskkTzLZlq1sK2yItct775ANK0RFpDaYJpqTIcpTjIHs9tO+Aa7POUwzfwvdDVNvRmWqnPxr4+KMhWVliNorReEKRb3buptLCdxzWZYFhwDaNuTu5g+dYuFJwoTNA4lgOfuAxjEYskxyMmmWVs+e7GLLCH/uUG02H4Lv3H6FEy2A4pgkCWkviSoHrOFRaYFo2jRDs93q0reLT9RVp22KbHY5hsVUmYc/j4MZdorolMCR4Jp3j4Q+mqGTJapWjqxp7OMQZDjHShCbqU7UKX8Pg7itEgcfD+w8pW4VXV1SGwA5smrLkbFZiWyaD6f6/sPv7rBDnD0nzT4DnuOTLFVVdoaVJ5xiUqwRVVzh+gNEqzuM5/X6fw0HAYHjEfFuwN7ExLJfWtCk3KcfjEYUG1XX4wiUptvRHIZs4YbbdkpUVSmsWszmCFt3U0O/zcDbjeDjixsER86sLdFXjDobkqqU/GbGdXaHyLbZpUqsOTImqapqqoD8d0eYlRlVSiY5Sd0TPq6+z1YqsyDENg5cOj7lKVwzDHmVe45Lx0t2XEY5LJ1qexTMMuROG+Nan97ixSvj7//s/5PTyHNPzyYuMDhPb9zjZ22eTpGyrAst1d6o/poGpFNq2Kejwo4hOtPjCpaxqoiDY5TXbDB2vEKEHFuSrksqyCRxw3QBdKXSryLoOpRVtvGabtbRVycbxkIFHFIV4boiuCwSarRaEwxFDP2CVbFBKMY9jAsfB1poSgR1GuH0bLTRkDXtuSIWiLAVuEPLawSEbVXJyvEewTPggTQh8l6Frc3454/zxY+b3P6XNatZdtpO/kubOxXQVM751i57p40chy9WaYhnTyZoiy3YiJUJgSIlWHUaryJsCTIOibRnt7dEkG5SwKFcp4XCAH/QoTYvFJmNsGHi2jeG5nM/mPIvPiJyAQFisVUlV15iex4v9MeuiwwhCOtNm4u1DWfLs7Jw7hzc4GQ94tl4TeBHxYsaZuMJuGyxtEBcbvu8HKaWgqyqGzpjP7+2yTNqMAAAgAElEQVTjpjnucIitS2Sy5Wm8ogtDeqqlamoqGuwEgmhAF/VZXF4S9PuYts18McfIXSxD4IQDxlqzcSyWywWuCbUQuxRTo/CeX4+fFcKEH5LmH+APf6MBVFXDtlJg2khp4jsmohdSbjZIaTIeDSnzGt9R9JwA3zTx+hGbqmBfD/mp42N0lnGlWkrH4tl8yXpTMO6FDFwbZ9+nuZ7RlBmWLemPIiIUDy+vWc1mHJ8csF3McP0Ay3bY5FvqKmMVr3EDk9n5BXYQ4DgO9XwBraKuKoRqcF0Xz/QQqiVZrsnKkvnpJduqZjCKONgbMtnfp3UDdJ1hSItmlfLB40fcfeUOe8M+QkgCabOYzaHTVGnGJ09/l+XpBQeDKafXVzi9EN01dKLh8ZMnmK6JkA6mYWFWBbQt8XKNiGpc08JoFdAwnR5wfnZBZwY0dcVkOmYdrxDtzj63cG2k71MB5XxGzw9x/AC3H1I3BXqdka5WpFVN/+UX8QIHz7LIi4JWNIRVief4hNMe2zhh23b0+yGirIn29jg6OODZ4gppWRz3J5R1RUPNnmWCZVH0dtHiZbzAHkU7Id+ixZWadZcjNor5xSWnn95jdbFgMJ3QVjVtVZGVNaYlMX1/NxSxKemqmqqqCRwfR2gSodFSYogOIQ3wTHAs7LxjvVqDYVMhSNMNdVWhqxKnHzHqRdiOSW7VmJgYaUm63fLydMqTVLKtCrAL+rbLah7TOQF5XRA4DkiHbaMY9Pvc6vew84RVnbF5mmAEDgNrRwabZIthSKoO8rpBGA3FZk2Za4SCz999heH+CUYvIhoOOZ9fc/zyK1jLhOuP32c9ntKaJrZhQVWjthuWrkPRKuyuw5AmflMTpDX2dJ+kqzmdnzIMjhm4wc58zhQoYydg02f0r4oS/kT8kDT/CL5PnAYa3Sqifg8hLdaLJZbj4vkBlrMbIxNa8PjsjDsnx8RXF7z4wm0c1XEdL9noO6zLgidtzV0ZcWc8Qno+RtlwcnjIvWfPmPRCmlvHvPPe+3i2SbYpCDybTgiE7ihMuD47p6i3FHXFdpNjtB2t0nS6o8pypID+dIpud1asdVGxvLxi2BvTPreAdaOAzdWM7XxGUxcMXAe5Dx/fv0evF3BycEzRH7PMM1w/xAkcBl6fyWBEHMfMLs94N4558MmnZKZgYAhoa1zDo9hmuwZsBEVdYFkga8FwNKCrfKR0qFqFlLDdpDiWzSJeIaQkSxM6pTkejjh6oc/Zw4c4jkMQ9VDUeJZNbVnYoYfnO7RVTVc3SMdhWS7o2pan9z9lNJoyiPpYXoD0XZZJSjg2qOc5WrUcTPfYZCUvDHuk2ZYPkphDz0G3HcU6Y9QLiXVD3Qq+dHLAvWyNvYHL+SXTvQFGbeCHNm5tMRge0y0SPikLOtckOpwixyPK5QJX2diqo2G3VXeDHoMwoq0q6qREmCZdZ+zGGBFo2ySTLUW+RbYtQQeHhzdoXRtTSNQmpaccmtJnPZ9zenrGaDTkR8ZHrLY5D/I1pYTY6NCGhUXDOm+wo5A70z06QzDPMiaWZBLY+MogyzLmro09HLN4/BRvPKTMt3B+juW51JlikcT0ghCpNXXTYFoWRVYibZe+L0DlVJVHEsfYlktbNTTbFC/oUQ4cZNHSYHN/GdNvO8IwRPgB69WK7WLOOsu5sk0OHJO66ZiYLs/OL8iznNvDHh9/70O2dcN0evgH1+RnCT8kzef4w3kTwW422XRsurKkUjmt6sBo0X0faVs8PTvHdDzuHB2yXa2IBhPibEM07CGCkHfOz9kfjzgMp4S+x6NHTyjSlNo0GNdjJr2A9+dzSm1g+iFNrUjSgqJSCHOn2xkNA0rTYLsqaLIMo+3woxBddcjAx2yancwYCgNJXtaYlkMUDqjrgm0Sc/POHabHxzwVkiJeg7RYXK/o3JAiXjFxXIplzK2jI8Ivvcl1vKJsBZWt6UdDgumE7OqcDMHGtbFpafOcge3vPiPbpW/3ub6+wLQtnMBlMBrTuCY5Bo3eYPsBXujjCJPFbE5d70g2cBycYcR6NUdKG0dKpFIE0YiGFqNpcYZDLMshy7dkqiKQAcFoyCTdsE4Tmspicb1AFQ1Bv6K+qji4cYN5ntFUDYZSKGlhIIhti3WxoRAdtXnIYdTnIOohBSyF5uk6hqctLxzuYQYmszLnw0dnTK2AvWFIZ5hs5zFJuiZeLqnSjHqzpXfjkPGt25x9dA/HdyAvsTHwEWS0bIuCIAhJkgTDl+wd7NFVLa1jIVF4rcYxI7ZVgd7kRJaNUhXhMOL66RlN04LQVOWWuq45T3d+Ua1vk6Yps0dPiPYPqJCUqxWPFyvuHB6AbVLpjrXqaHRHo2rOT+ccDYbcOT7k2rlAlzW98YhtVVNvcizXJsgMpoFPoRv2adGFZLbOmexHvPriXW5M9miblsYUeI7NNl2RdwWV71ElOQNLMzk+RluSKo5Z3btPOxhy83gfQxek1YA42bWCLWbnnBWKD9OET+7dw9mkvP3OuywXa45uvMCLd+7+K2SFPx4/JM0/hO9/o31/i96plrrtaGnxooAy3YLZpxEmTZUjAx/VCTohyFXO0B9jmjaOYUBRYLYdker48OyCqsqZTicktHz88BFF13FelKisYNzrs1ynzFcx7WbLmz/xY3zptc/x6PwZX3jtFb7xa7/O/WSNYRhMT45I1wXjgyMWuqOZx2jXIdVQNCW2aWFISVHUnJ1fYA1G3HzpNV65+QIPHj3Bd12KTcJH77zDV7/644zGEz55+JCurXGGIzZFzmAccDDsY5iSydE+Tugzmk45OTrgg/e+S77dQluBazI6PCA5O8XwA3rTKYZqEapDJjmb2Ywm3TDe28PVAW6vx/LykjAYUlUVFRoHTVlW1NWWKIqwTBPPdrGqkkSAlCZVmlKiKbsOmxzncA8xjnACGy1N6nhNUm3YXGdEocf16VN6YUg0HLKucnS5Zbva8KytWKxicFzKRhJZHsqzmMUxqu3YlFuuqxDnYoFvGmySDVld01kdtilps5rzi3MKy0JpQakUnW0TP3xCPRhjDyOkbYFq0a5NnG/ZVBmibOi5Ll3XoDYZyrTxvJBwNMAahBTZFiE1jh/SZFu2yxWOZeBZLtPJPqpRbPKExrO43KZg2nTpGllsCaXBZpmwyjKKTtNTLXGWE9/YZw8Yjye0UlLQUbSaom3BNfAdzcFowqwpQTdsi5ymVtwZjVkHIVVZslwvWG1SmqwgCCMOxxOKSrMqGwJTIp47sPqTA6SUaAz84RRdbejKmsNBQGW2VGi2tsVsnRLHM1rDZFt3vPfsMYuLx3x6/ynf/fBDlmfnFKuUNN+C0JR1+fx6/Cx5Uf6QNP8l/IHgadtimxLbccirfPdPoRpEVWN4EuiwLBPtOui6wAtcTC1othmG59OZFqpt6doOSwj6owkHoymBobi+mLPc5phSojqF89x2VrWK24eHvPbCC1RVxWK74ejggLapMC2J5fiUSpFu1vjKRXfdroEagzzPaZXC8QPQLY1SNKUiWSf0Ah9PTpkcHpKt1hhaYGrNJssYMgQ65mlC33Yosy2tNaFrW+qiIU021HmBPdWcnNzg7Pqa7MlT6jynTFMMP6B+/qEVbcu0H9FzHMgzCt9jVef0ogDLFKTbAifwEKaBKEEpRV2XCASGNNlWFU7bEfodloCubagrMFSNMiS+3wPVUFYl/niEKErieIVpSRzHYTycMOj3sJVivLdPFEXE7YCD6T6FE9KZMJnsEycbpBaITjPfbLhOU/rjCQPTwHMtSsNkVeaMAo/b0zGXZU5kSrTroAZD6mY3SWU6Llbo0W5zpGkgXQ+tNZ2Aqi6pVYuBRtQNtdipFVEZ1HQ4Auo8w+gHCNOlUy15ntH3Q/JtQtXtxkd3z68p2pYwCIlcF+l45G1DnSVoYbCoa4RoEOp5znDSp20VHRIkFFVFpSqkAGlaaCHI6xrDcug5JkVbY7U7iSHV1DStIq+qXS9oq9Gmjdvvs60aGq2RjsRS3W4Iti6hUrTaxA8DpGOzyQW0LUoocC2wJaPhkHuPHpO2Js/OLijahqcXF9z/vXe5vrjm6ukp6XpNFEU4+Oj2szYH9M/xQ9J8jj+qDt0YAkwT4ThYgMpy2q6lSRK6Mkd4NpFt41sGV7OEfLth9MYQ58Bj6Fr4oc/VfMY2MXnr9c+T5yX1OuV4ZLO2TY5HA5qi5H5V8vDJA9bllr/4Uz/BW6+8QjmL+dqv/CpqHPLep/d5/PgpXV1RtCvqtiC0bRZPF/j7uzxpvkoJVYMxGtJ0HXmyRdeKwWRCYNvM7j/EHw2489JL3H//91D4bJKYj+59TDiJaOqKURSyNxjw+OkTVnFCGR1gaYvItPn04gHrJ0949c0v8GM/+mXOh2PuP3nCp/fv0V1ekmc5FpqGjo2UOFJS01EZLa1WFMWuYFFtNjjRbpuqMbAdl7DXI9cdqi2QpkMHZHVB2HOIsFhVDZ1l0KQ5QnSI0CNvWw6sPlvLJ3R8QtVi2DZ3XrhN67jc6EcYhsGmrnnp6A667RDBgHqdEBgGrx8eYvZCTNdnU2Royya0PdI0ZYUm1Raj0GM/8BlKh/1ogKMa1l3AyYt3eHB1zoHtU1cV16sZF3HMYhUzv5pRlhkqzwm9CJoGITSG7VKVNdIwkb6PEQTIwMeWEq0EgRviyZY2qwh0S2eaaNcmy9fUqmEgJdFoxMl4wrHrsC62zDYbHixiqixDlzXmIEBaJuflhiiyyGYLPigVB6MxCLhYLgFwXRe3aqEUbKqSPc/nSVbgit3ggGVaDOqWRVlhDYZYagm0lJsN/Zfu8uU7dwmkRq8TJB6NAWmWkXYNj+/f4+XDIxpVkK/W6CBAuhZpp2C9opKCbJny3ru/y5P5ObOrmCcffUxbFTRZyWA6IdqfUi9WGGgMKf8/ZoEfDD8kzef4F0YoAQKPaDpmFEZcL5YQuCAN6EAIiWc4FHHCkzRlmWR4XkjZVpSiI16tmIwjul6PW4OQNkkoi4q6bbgx9rgtBVet4GFVs5jHnIwOuHt4i+FwyG+899usTmdYQYgvLWZn5zSVos7LnQ7jVjG4c4KhXRbLGPu5jmQtTaKoT9GWFNfLXZN14NNzbCpTc724YhgOmNw4ZCQatGFQxLuJoxsvv8jecI8irymrmvvvfsye9un3IixTcvfuXR58+oAPvvsBf/Xnfo4bb32Z/RdvE4Q+zx48pCwLtJAIpZCdom5Kiion0xqkh9MPKeMVhr/TR7SRVL6JjgK2SqPaFsPZCSd3QNWUyNZEKE2IYFsqAtMArXGEySZO6RsOwrYwbQOr12M8HhMMemzKmrPthkAarNYpZasYj0bk6YqiqJl3Bb3RHYZBQKkN5psUWeSE7ZBOCKquo05WnHguV1nJN2bP+PLJTdJ8S+VJfuLgFX781VdI1jFN01IUBR+XW77zG98kvV7w8ekpp+1OfLhaJ9w8nFI0HfHVnLYqaasKVVcIU+LdOGFwcMD144fMruZE/ZCiLrA7jW4Fvm3jRyGyKnFNk7OmIMk6ptomns3JkwypFOEgxLRNOmlhRi5+JViWK/K8JF8vkY6L4XnkWc7l1RUqTciyDBkEpHlGJ6A1BfHsiraCftQj6kekWmCXu92ANGHftVltUqTsI8MBRlUhtisSa0t/6JPUJc1iiXY7lK6Ra8WqbBBBwNnjx1w3FYvFiuVqxeMHj1lttuheSFXVdBj40zHSs3FMiSX0TiXqs9Sg+Rw/iEeQC3yDnVWJCfwTrfV/JYS4Dfw8MALeA/4jrXUthHCAfwh8GVgCf11r/eTPaP1/qvjDxNkPI7yoR6dBqRbpSmQYYNQKaRgYaDoNhnRwzRLfsUjmMZbtc3DzhE+WCxyzR5DmfEpOFsdUZUniSIo04Wa0Uxmaej6DXo9Hn37K137ha5ydnTMa9imMitfvfpHL0yuswAVT0FUNWbIhySq2eU7dKrqsoqlr+tMJ414fCok5amnrltPLGWlWUhgNhycnrFcxj06vePON17hz3JL0hwx6Lndv3ODJ1YpPv/c+qsyQnea9776DEwTcfellnLZF2w7+ZMpVtkZS8PjhE169ecLi7Clmz4e6wxSCTndgCDwszFJjOB6F09H2TewNOI6PbdgIFFZVoW0ThYmlGkpVYwjwnQi77lhXFYHjEbhgOwaWH5DVCkvDYpMwjiJ6/TGe44BSOJ5NOIjYlgVW2yGqEqEUj8/OaVXNdLpHrz/hKi+4iB8z8h1UlmP4DvfrggcXl4TSZH805sOLSyzXIexHnFcVjW9z+3jINk1ITInZD9jGCZ7vcujZ/M1/89/guD/g3cWS3/ztb3H/9CnvfedtsrQglyYiCPBsm6YuENIkyba4WY65vKQoErQAy+9RG5qehKJqMYOArG1o0gTfD4haTSRtUgwGhwc0tkWcpvTHAyzDJF6lOJbDNttStx1Nq2iFYA+XvMq4vDwldPvMshxrPkekW6qqQtcVQoIfeMTzFY0ER8KqrBF00DZYrkfU73Mvy4hbxZEhiVrFqq4IB0Pq8wVmC9Ug4uz6Aj+Q2EKwTSouL6/I8pxvf/IJV1dXvPM7b7OdzymFxo4CDDRW1KPVxq6QFA0JHYdeED4nzM8Wa/4gkWYF/IzWevvclfKbQohfBv4L4H/QWv+8EOJ/Bf4m8L88v11pre8KIf4G8N8Bf/3PaP1/6vj+6bl79y6fnp/RZDnS9Unmc8pNQlspGsOiH03RdYVlmliet9MWTNaYts9DaXLn1bvsj/tYZYtUCuX7SM+l3BZcXC34ytERgeOxaBRvf/Ip3/zN32RxdoodOHSe4Cdff4PvPXjEwycPccROf0mpml5/SL2K6TkOQRQRn57hRy69YR8/cBnujzl/9pSkqJGDIV2e8cHvfJe+HXFwcsLLJ0fM4xWdbTM9jhDCohUmy2dP2MYrwqjH0clNsmqDUi1to0i6ms6xuHv7FnvH+zx8+ph7Dx6STQZ85atfofzmt1jNlvj9PkmWsy1LbNNGlQWR59HDp0pXlOucdb1mfHMPZ9vQlRWiMZhEEVeXl3RK4bgO2ndZ5luEadKaJtFoxGaTUKYZdj/AdFzqJMU6cAmDiKP9KaZp0GQ5nWuzKkt6ncFgNCQKAqTTMZ9fI1THsJHUto3leaBbos6iqhXLZULfdTgYjhk6Dr9/esaRPWFgu4yiiHm64Si8waQquX//EeP9CZlqaDc5t1+4TeC2tL7D54+PmP7ln2FdbLj82Z/l69/8Fr/yrW/TlhVd15KrBiElOssRi2uyQjLd38d2d2kIqQWGhsiW3HvylDTPOR6NGQz6TMdj3GB3zluhCacTQGNhITtNFAYIabJnSMR6xWA4RTg2Y9fl48cPoIN+4JPVJU/OV4yjActtTpFnTA8PmaVbVJaRVxXCtmgdQZ2mGKWCoM/5xTX/ziuv8/GDB1iTKc24z9Ok4uV+j1pKPKVgPsMUFtWq5sH1FcvNBkMpfvXtb/P2t99GC9hkCa7rYCKQSuA813AwWgWOBa6Lcl3aP6+RptZaA9vnD63nPxr4GeA/fP77fwD81+xI8999fh/gnwD/kxBCPH+dPzfwfJ+j430Wl3O6zgDLJIh8irwkKwrcwKVDkK1TEC3SMkCbCK0pTBvTCbFaQVxW9AOPjSGos4yBZeMMxzxta9azlN9/ckqc7qKmYtDHm/b4ub/wU+x1Fr/6T38JYbTUeQ2dgeH4GH5Ag2bP9zm4fYsPVUNydsbick6r4LU3Po9/vI9X1fiNYFHXLKqSjz76EFNojk+OqOqO01XMapHihSFnp4+YnZ8xvXHIjaMjDFOSxw1uYGNPx5QX55y4Nlbb8evffJuiqrFMyfnVBcNozL/2r/9bfP1XfoUkXhFMRrRNRVc39I73aZMMCwl1hzDAsS2WyzW26rBMSVOX5JlAA73RiDDwsYQEJdBtTSktLKWomoYmK9hWFcIyIN3izwNMNyAOPULfZRMnGHkJUpBWCiEMbEuyLrb0oh6D0RBFRxbHO5k1ocnbmqppOTw64nBvQj8askoTvFGE1fN5YzIiTRIYRAzrgiZJSTW8OBwzqBuUsPA2G9x+j1ZaZMmaVVPR92xe+5Ev8ebnvsCbb7zBd775G/z6r/8mshXYlg2uCarDkD3aCkBT6ZZsuUYEHm4YYZuSECjocC2oW4XaZhhVy83xhDjLsYOION8w9Fz2ox7zdIMOAsx0QxgFVKbBuih2LV2mTZFlDHwHf3zAs8USxzTxpCQrK6p8y9D3MTDoBSF5WVKUkOcV8eqUnzVNIlNy5/AQLwhpLIeB5RJaNhd6Q+hahGXNdpuhq5rHl1ecblJOH9zjd3/nm6wXawbHR/ieS6clgWnhBT7CsekQWI7DOOpRa0XV1KiuA/FZq53/4L7nEngXuAv8HeAhsNZaq+eHnAHHz+8fA6cAWmslhEiAMbD4I6/5t4G/DXDz5s3/d+/iTwn/PKepsV0HUdeMBn2i0ZS6LFgvFzjC2FW213MaU1K1DcUmASSm7AhDlyjwMQ2oVUlTFWzpkJak7znUWnFtG2znCbejAb4DhoSbBwe88dpLXFzOCJTJP/7618k7zcTvs1QJwpBIpclm17zyuc9x4+4d5HDAUZajVisQmv3jCbrtyGZrBtMxWitK1dALdn2Sz9ZzvvHO7zIdjDl56RbhaEzXwr3375OWDeXVBY7ncDgaQF1SNjVZlvDFu3dwS8XGEDTZlrHrcvvFu3z89Cnvf/ghP9vvsz8ckeYZdrvr3cyymireEPge6SrG6QXkvg3bElVUmOymrpRS1G2HHQTYtNT5hq3S2LZNXZb0TEmZJugsp0FjqRbT0DiHI7zhgEHUw3NctnmNNiQD08EMbPBaqlJhGDCcjhBFwzbPsLVm5HoUaGqp8ZRFXxis4zVdXXMQhsR1TS/yCIcDMssgNTTJNuVxIjkK+nxxYHJ1esayKNmzbWZ5xl7wIresiGvV0rN89sKAFhDbNT/95hv8lb/0Fr/4+qv86vuf8K3f+g3Udou/d0DoeBhKs7qeQ69HWuY0JhwHAaWUOL0eTV3wwtHnsCqIs5jWMrEtG9ssCfoRkxv7bPItcVriDnt0QrB/OKWUJk6nSduKwPXoH/fY1CV5q5j4Q04mkrLVrKXERLCpa7ZRyI3+kP3hiG1ZsIiXO20Bx2WRJDRewK3DY9bnp/Rdk0n/Fo7l4LVLnl08pQojDKX45e++yzvvvEucbnj05BGOULjTIWWlOBhOIfAJHJcqjllWOdPRFC1NlosZ/WEf2QlUvRsC+CwRJvyApPncgvdNIcQA+D+B1/64w57f/nHv8V+KMrXWfxf4uwBvvfXWZyIK3eU09c7YSgpa1RE4Nv0gxL91g6I64uJyjnru4/Leo3vYroVXubsIpkwoRUXPdfA6QV0ocmlhNy1VpchVw2R/zI996XNcfPKQJ9sNK+BoPOQLX3qLyDX4R7/wy/z2+7/PxdUVRatQXbMbtUPT6paua7k6PSPcG9GoDf3hiDd//MdRtmaZXvPJ/U9YLtaouuFwb0oQhfTHY0aTEes8xXEc9qZT2rLm0YcfM1utcdoW4TlI02N1fU2Xl0wPD9ibTtkfjxGtYkEF/QFhz+Ptb/w2t154gS988Yv84i//Et989x1+4ss/yuU2YTW7otfr07YNIs9pHRsv6jF0PFb5hq0SuC3YgCUgL6ud+Zrt0LmCpix34sUonDDE8AMcVdOPfHIhqdIVrRZowwbLIMm3JKrE1AZRGFGIjn0noFA1WmWYecXtuy8RX1+Txism4xGOaXKVZVhOQNnmAPgO5NuER4trJu4A0wpxLZNllvK0KNi/cZNMtFzpmvV6i1+19IdDOjRYJu1yTt7rkbguZtMQmi1dUxJMPOJcM3F6/LW/+u/xlZ9O+O8dk+99co/tbIa6uMDd26M1TQYINmVB0SkY9Nnr94njFWXd4Vk+QgjKbMNGdcy8na2xb7sUUmLUUG5zptjUukP3Aq6uzlEY9H0fqooo6uNZBsNeyJ60ee/ja5pGcDjdo8oLVsuYIqtwDwOyPMfuBXRdjRaan/rJn+Anf+QNPvr0I072D5C2Tc/WpMUS2XuBvuNwabh8NIt5tor55ge/x/vvfAcURFGf/ckefj+kqFqyIsNQLa3T4fcjxlEfKQ02WUFl2LTKwDFNrP8/VM+11mshxG8AXwUGQgjzebR5A7h4ftgZcAKcCSFMoA/Ef3pL/rOFQKDRNGWL43v0XJ/Q8vCFZBIOqYctl80Vpmlxc3qTJI7RhkV8doqTRwy9AaEXkJUFVVNyazhhNBox32xwbRvZNBSnc7RhM4+viGTAKzcO+ekvvcn//Vu/yaLccjGfkVUlSoPheRhlTacUwrbp93r0oz7P7t9jVSToVOH5PkY/pFytsGyXkeNSbRPyoMdktId0bB4/vE+yXOAFIZ/7/Ot894MPuTq7wHQc6laRVQqlO14YnqBtm3WRkV2UbFWF4bsMXA+703i9AdMXbvH4+oL95i7/9l/793n7W9+msm1+5i/8Rf6vr32NKs12PZyAqRSjvT3mp+ds5nOk7+G7Nqqs2GY5tQDPsWnQqKqDWmPLXd/lzdu3mG1TWiHQrourYC06HM9H2h40AqqKmwf7hLaHiAJ8L2R9veR8u9ylAlYrRNMx7PeYHu1TSpN1usG2bTotWGcbhJS4rocvAvxOsk6WLDdb1kcTboQ9xv0xVqWwdItjw90btzg/O6e15M48rKnZm0Qk+YYoXaMdHyfYw7ZNkrZEmJrMMGFgMa5q/su/9Z9x7/KMf/ZLv8Z7772PBYTjEcv5HJ1XDCZjkmSDRuy6HMocx3WYhAGiHnKWZlT5lo4WDDi/vODI9VFdRVabCEtQNS2uaZM5Fs2m5IsnN3Fth/vzGe0qxZxOcIYD+ti7XO+NQ2oJl9dXpNkGWxjk6QoDwdFkyo+cHPHGl95klWX0MAj9HmlbMBpPqZmvSZYAACAASURBVKuSzvWY7kUkXcHy3jXrq9lOdb0qaYlwRmN0UyPFrjuirFqcwCSVkp7v4mCQljWmbSN1h8T4zEWY38cPUj2fAs1zwvSAv8yuuPPrwH/AroL+nwC/8PwpX3v++Hee//3X/rzlMwFUXZCsYrRTwVBA0VEZBoHrcnhwTC+MCMwZj5Xi/uyKBk1RN5Rphm8aRL7HpgLX83CkwdDzmScJ6I4XTm7Smine2RlFsiEdj6iblvcePuLw9i3yTcKncQxa0+FjOy5+tOthVGXFJtuSAZPoiGVySpEVkBf4/R6BF+D4Po+ePmUxi9GtYjgcYUYug+N94vMZH3/4+wzCkOloiIFGui46CjClZFXljIIAVwnyrGAlNwy0SVpumTo1Ulq8/PLrdE3Lo3uP+Y//ypsMvmLyzve+x4++9WVuv/46T58+oWh3drFZp3j0+CmyqjFMSbVagSnpVIshd7qkGCaW6VDlW4Q0CB0fp9djm6WEgYsybSZeROj7GL5HnqxJ1zFBo9gbvkg4nNAUBeuLM9qqgM7EsSxcS7I2BM82S54mK168cYTp+sRJyuHeHqYQvHR8QLbJKLOKFo3lOuyNerx2fIPLpqJScGAYxIsF+wcH+HVHsoo5dB2sriPtFJZSzNKCA8vCCj1mQvLR7JJ+1Mc1Tfq2QWEodKspNHz+1Vf50he/wKu3XuF//J//Dm//zndwQx/LEFi9HpU0iTcLpOliVYpX7tzl1YM9FpcXnOYJiWESZC2HwxG1I9FxTKJLtOOQC01alUT9AXa1E20ZDMY8ipe0qsELQrZK8yheEbouotK0jr3zIG8bbh4ekaQJthNg1DVIk8FwyM3hFBkn9Osa1/dxLIs4WVObPuvVkm1ZUOZrPr064+HlNVppAtMmmPawoojl1RzDklRlgy1txmMXpzXRUUTgOBTJlm1V0tLRPfc6KtsG+OzVgn6QSPMQ+AfP85oG8H9orf+pEOIj4OeFEP8N8F3g7z0//u8B/5sQ4gG7CPNv/Bms+88Ygg8+/Yh333ufL73+eQpaOmOAFAaq7PAiH/9wgFW3tGguHz5gaTrkAnTVsM0KxuMJr4U9srZjWVYIz8aqbY4tl8v5NY/OzphVFZ3rcPbsCf9osyFeJcSLGU+fnhFEPlmS0KQpRV4ioh5eEFBXFdPDA7p0Q9c2OL2AplK0qiL0XG6cnIAfsMlystWKqtQUacJ0GDAYTDj78AGfvP8hX/7qV9GmpG0U0BGYNkWRkScpL528gOf7bK6vqOqCut1pIVoW2KZkenhInCZYjsU/+/rX+dG3foTItXlw+ow33vgCrmvy/u9/RL3ZInTDOPLYZjAYD4iXK9JVjKEUbuAjypbeMGJbFGTLNaAZ3h6TrFbUtkAtWjzL5/DlkJdunpCuY86enJJ3CseUFNTE6TWeZVLXFRtV0HMHbBdLokObo6BPg6IzTNpa0XYZoeuSbFOGjosrfSzX5/jmLZ4t1yzLCu2YeL5JoBsC16epKho0qVIkdUMRx3x+OEB2Fn5TMKtbVl3DttMMpE0YmlysV0jb5jTbsh/a3No/wXBDrFVFPEvw9vZ4/dWX+M//1n/Kfysk3/n2t9g+F4XpFh2W7LCrClXV9AYug5tTzp/E1JVEi5pwMqA2bWgUnikRgYtsFP8Pe2/yc0tynvn9MiNyns74zd8d6lYVh2KRIi2JbjdlDWjBkAAv3IC9E+yN/R947b/Bf4G99KJh9KqNXrQFTU2RkiiKNd6quuM3f2fMPDlnRoYX57JNsSVbi26rDNQDJHCQJxeRiHPeeCPe532e0HLoB41sOnzhslwvGH/tgLTLacuWarME4WC5Fr3W7LKCpioxpeDk5HzP6+1bGkx81XJQHPDWgwecnZ1R5TmVKbA8n8YWDEDX91jC5PMPPqRVLR//1c/460+e0jYt4XiE59qMRiPyNGNV7H22jo+POT47wfET7hd3FOmOqiopy5K+bfDn4f59HPvLFzH5h1XPfwZ89++4/xz49b/jfg381/9BRvePiNXFDWZRsityFkXJo+NTfMdlJTsOH5xwPov41Lrh4t/egQa375i/Ef69ur/l6OAAZQpEUwM1wgoYHIsfrVacBx5BkhA6LqYJnlKcHR7zwSef0gmFbZqYxj45t4QgmE9BaZTWnD56iBYSpVq6VuF4Fk3b0bcdWjjg2KyuXuO7Lt58xurmhqJpSdOUyXhGPJ7QlntrjkFKnMDFcATlLiMOE+rNjs9/9gHhbIYfBYS25LMPP8RxLNzvfgP3eMrIi/nd0a/yyevX/Mlf/jV5XfLw7IjWsHj/3W8wFBV/8Sc/pCtLBq3gTONIY78AtC1RHNMWJXXT7OkmSuEIiWNJBj3sjcmynOhkTkfHeTzFCyKu1mvqpiVKYtR6g2EIEArRd1hScnp0hjZtuqoglB6W62H3PZETYgY+SsIuL7GljRv66CjhdldgO5J6t2UceBTrBle65GmKM5mhuo710LNSBSfWAXXVk9gWd32L1Xck2iQRJuemzYsyx/Il7maFHgbuLi549PgRvikprm5RgU9elpiBT+I42MB7j77B//AH/y2KgT/+N/+GblegdwVREqOloBt6zuYzjoMZX/R3GI5g6oRYhmCb7b3ZTw+nKC/k6uKa1hw4OprvjfOCgDDw2CyuIC0JpUsl9mpUyhVoLMI4IXAkWVuyuLnBPJhRdhW249MZkMQJ0zBi5vt8enuLODmCNOXIs4lDB2tQXN7dUxjwdHHLn/7sL7CES2gauOMQ0zTwfIfOTBjFCY7uOZodYToe66ZheX/HdrsmnMyYBgEyCtBCMgpiJo6P8SXyO/85vuoI+nugm5bbm2u2Rc7k4IhXJ8c8fPQIHbjc3a85RND0e8vRZDpmeXuDH4acPnmEF0VIV5AHFrPI4XHs8+NXt2x7RSQN8qJEjiZ87+yc5e0lP/7gIzb3K45Oj2lVw6f5B2Srvc6lNgcUw16VPAjoBkWabijFgN31NMsSM3SxXJc8ywil4LZvWWUFs/kcdzqlSDN2ecmrZ8+ZHB8g1eyNWAaoMgMiil3J+PCYd7/9HRZ3V2TZlqLc0eY5LgbvPnkbczBYXVzyrW9+k5Hl8UcvL6mLnA8+/pDRyRHffOcxJ2enLO5vaXuF5fsIrcmKHqnAF5IIKIuSrizxAx8nCMnRmErR9z2OI9FNtaciLdaYtoOcO0ySmMLU+KMEyw9ob29ILI+pP2e5rdlaAwdzD7Ov0EOHm0QM0qFerzBli61spJY0CAbHwixreschK3J0KZiPYwzPRFkWadPglzWpsSKJImzLwTMFgWtyf7nEPDlmQJBnKdHxIdp2qZqKuu+433UIrYmMnnowiMchXC9R/cAujvGShKyquL2+4SgKMRyH//w771MV/5xP/vwvuLhZYDouTd9D06CAvpeUVYdrW1Qo7DjCMQRmmrEoKiaB5OLqBWMroO5KRq2FxUB8MEEHHtf3K4RUaMAeR5yHR9idZsv+DH9oXfQGLi9eUFQ573zjm3zzeEY3aMxwzOE4YZXvePTWW9hJwG6xZvPZc44fHTCsF9xcXhBIQZuW5G2P2WyZJzF9D3Xd0TQG0rUJHRvPsBCexfPLV2w3G0LL5uTRY3zfwelNNk1Fkee4wsJ29h1kX7Zk86ug+Uv4d4evQqKajt3tHZNkzKMk4XQygcijzTI2ixWeNhGupCpK3DgmUw03zz7n/fe/S2Aq4qGmzxXbtuNOagzf5Ylhk5U5iTBgsyFfpdjC5sXVJednx6xfXnB7ec304ICuVxi2xLFNnMAj3dV0eYE0BY5WGIZAqR6r6fHGEY8fPOKb7/8Kn376Oe16SxUn4NiIvqPLCrK6x/Jsnjx4TGc5lGVBeV9gC8Xx2Tltv5f7cucx5dBQlQ1pUeIJiWc7HB+eUsg12c2GV2VB0dQE4zHlZsGTwxN+//33iKTBLAzxpMkgTYIoIRwnLC+uCGYTPDRF3yMdG9BkNzd4J3N61TH8nC9opDhJRF81uL5P2yuub2/JRc9mtaIuSwxt0PQ969sbZufH2IGPbgoQDrYb0Yq9avzp0TH50DA0HbVWiKYm1IplnhMHAW9PZ2htsFM9z67vaVFs6h2utLELxSbbUesBo6l4atpIy6LveiaWQe86rOuS2zzl0jQ5tF2CqgHXIXJjJklMti7Y7DYYwqa4fs2T41NcabG8fI0dhoSzGaYf8v3vfJff+40f8L9c32AYBgqTarMiOJghgoinN9dcVQV1owjGgq3q8T0X1zK5SZc4lkto21jaYwvUNuibO7K6ocHgG0/eoSoKXpYprdFznIypyppNmrJb3GNJwfG7byM9h9PJjO8/fMgwDRgIsdueyhg4Gk/2fNrpjMqv+PRyxdlQEHkSs+yw0TwYH9OVJXgSK0wwmp7NzTWJSPBCl0AGvHr2krRIsVyH3jRRg0HXdFhYpNkGw5W8Xtxyfb/497e4XwJ85Xv+98BwbAwhCKKYYDxB1TXQM7JsToKISRzTdh1911KVJaptME3NIAQj18MfBJtNziQZo5TCGzQj28aUkodHp5wFEdVuh2nbeHHMAKy2KcIPiCdjPN/HsG00IN8oX7eqxbIdbClxEJiYmNKkbVo04M4S1kWB6nvavqOsS7q6YmgbTCn3hZi6Y51m9H2HsG0aFLXqKZoGRwq0ahGGBZ3GVOA4DmlRsCtzIlsyHk8IAp+vn5wQSIkUEscQWE3LzHZYXN9yf3eHYsDQMGDQDh3FbktdlOyyHbYUaKDu1V4k2RT7H6IG1fWYUiJsCRgk4zFxHOP5AUppTNXjOjamkLRDj9IKYUqkZb3ppPHwbAfLljhS4Lkutu3hBRFCCo6CEM/Q5E1D3ncko5hRHNH3irquGZoO1/WJooSuaWmbinWZ0TKQVw2DZeEbBrppMKSkqFscqbFME1fYRLaNE0aMp1OkhmybYXiSUeRzGPkIx2J6cMD84AAZxXvtVsMgdPbtrLbrYArB0NaY6H3XjGbvA+QFuHLvn1TXDa5jI4RGKk0wmCg00rEp3zRDLLcbjLYhX68psxQBSMuh1ZL7Yr8db9uWuqkp6oY4SjgKExLb5uH5Q+xO4zc9EUDboIYe6TiYb65FmrHcVSyWaz68vOT5xeWeMSElTbP3oFJaE8Uxge/TArlSZOkO3fS4lodhCPSg6JqOtu+J/IDZZEqSjPa95/8+W/EfHV9lmr+AX5we13HwphN0XdM2DR+9fk03m/DAdrBUR9NWDKYJTUdZN1TZjmKdsnsAl0VKsPVYSovYc5C7nG+NDwmikJ+9eEGvwJ2PeLbLeGs8ZblYcBgnWIHPh+oS0w8o84K2aVFdTa8HlGniIjCUoioLijSlVwonCRiUwu40Z7Mj7rZranevrK6LN6KygYfhOGhtUPWal3f3yKsrPMdDyZ7edFBlThz4mP1eFCOKxoSholUdSEFT1yy2+zZS15JYgY/qe3bLJYMa9mOUNn/2wUf85U9/StV0uEKTZhm1azI5mNA2NdvNlvnpCUOviCdjTEdQ5QVoAzX0YBo4tkXbt2jVEzkunm3T1DVxOOJ0NOXF8BnXyxvcOODxu1+nrnuydcF0EtOWOWG3t6Y1LZuiLNjmJXboY2NA6LK42fDWw8e0Aq5VjaUN9FARuiZOPMMwDSa2pNImbat4//QcpTW+YVEWBZ9vt5wmIU4QMEiH0DBIlMFuu+XBwwfMTZORaLnualRVMj0/Zmb5mGHAbrvFjwR5EFJhYFsGBjWqgf/kB7/Bt//wj/jxhx9gmRpp20RRzMlkyrHjslmvyfMdOvIZBs3QaZq+5CRIEHXHttdc1Cu6dsCLQqJEMpQ1bVNyt7jHNgWe5yLsPVFdVhUkEfPzI8y85J+cnPDeo0d44wm5dAn9GU7k4NoCdXWHOQwoQ5MWe8m6KAq52+34ye0tP/70M9R6ix4aakchDQ9PG3RlQdvU2MdH+HHI/c0NrdAo1TLxPRqtEKGH32o6BcezMwogGhxcx3lDAfxy4atM85fw87OTtizp+oGyzLl88TmGbWEqA6tXoA2C8Yi82XK9vKdvG4TtEMYTnB4sTAbD4PFsQtAPHMwPydOMdLkmiUbcL+/58JNPaepmX63VcHx8gOu75BcXlMslbV1iGyAHk67qoB9o6presekdielKLCkp1xl9P+B6HijN2HJI/JgkGaHLiq6skUISuS5IiVIdqsgo12s2iwXVMmVYrIlUT7dZs9tssW0TN3LAMih3OZHr0uQll4s1tVLEtssHz56z7RXf/N53efDuu3jjEf/q2Sf8ycc/Y9u3TI9OaVSPIU1oFB2wMTTOKCYKAwwpyBYLttkW15IEjoPruMRhhNZgRxHx4xOcxEG7Nk7sM5IWwrKpmhLdDbjC4uWrC9ZlRqd7TKVoup7SNGl7zfnxMdOTYyzPQQvB/GBOqhV1HNKpDl1VZOsthlJMJyMM28OTkvv7W5Z1Rm2ZqAFkVvHW7BhXWszCgFWR0mmDsm55dn1NpExMw8TTA7bW/OTulr+5vuNZXuC5HuUqJx0MpBsQxmN2aYpTloz6DuON9ztRzMGjR/z3f/AHHB8d4TseprTo+p5eGrxe31MWBUEQUmtFkedYUmL0BrVlo3yP0A9x3RA78LGGgbfGM+JkxIOTU6wgoJKSLM/p0hQMKAfF0A90hsn8+Ihvff1dHn3tCWdPnpBVFfYowZAC1dccTkM6VaFViq4z6s2KxLFY73bcpRlm01D1FZvthr6qodcEfkAynnB89gDLcbE7xcOzcyYHh5ycnBCOQnzHJQ5iaiEJohjRdjRZCm2BMfR/6z/5ZcFXQfMX8IsqR3bgoOoCeo3QBnVd8DAOOAkiDi2Xh+EY0/Y4Opgzn83RUjKoljgM8YSNaVl0VcORZfO82LLRA5uuo7UlB6fnfGN2ROgFXO5Setdh7AdU2Y7rm1s8P2CnDRw/wHFtXNcmdB2GpkZ1BbYwQJu4vk8YJzx4+IR3fuXb3GwXXDz7lPp+ya6pKc2evq8oi4I8r7CVIpYS6gbX2Vfa49mcrocUxSJLuX75iuvnL9muUm5vFmSrDUkUEk1iotBDexZO4PDufMzXHz3i7OFDpvM5pRr45IsvmDw64ejdJ3i+h4z2xm9GUZBeXWP0ijAIyDZLBnefrRqY3F9d09QNXa/I0owyr+k7hT0aEYQjmn7A9nyQsL6/xzEt4mQEmFhCMLQdroKD8QHBwRHXdU0+1FxnS242a6q6pu17bouUIS848kJ8IREtqHxHKC3iMCb0BGWWojG4vVkzcjzOxyMsz6HrGppBcbVc8WA85cF0SuR6TOKYggpCBy8IeHFxwWXT0UoDn4FhlxEmMZebNTeffIypekLHwRsGhjxFWSb5YIIB3gD/2fvv8d6jc7LNhsGV2KHHqsxYKU3vORiu4EBpxobgarXiar1itbylNk0eJAlB3dDqgbTrSMuSXZ2TxAnHszm+69KpAem6WFJwdjzDl5J0tS8otXGISCbUqxUPfZt2fY3RdBh1j6RnnCQk/ojj6QFo+Pz6mvU2Jb2+I71fcpuluGGMUQ4EfsCgevSgGCUJui5pdymry2vuL64pipZ0lzOOJ1RVx9XlNWXbcrdeExkmRtNT1S1aw/CPGBP+Lny1Pf8F/OI2oMoKdFnjBQHSdvG9kJvdjs5aglL4GrxgghtE1K7AcmzquuXVxTWTaMx8OiG2La7v77noGgxlIKqaY6MH6VD0Le+8fc7t3ZowL9gVJc8uX4NjEkUhdhtwd3uPEfkcz6fossJEU2+3WIaF63gM0uTJN96hTnd89tnnvP9r3+PzZ6/RUhL5IekuA8/Cn43ZbbYMZYkXR2jDZDBM4iDYKwgVJbprKZTCiyKcMGGaJDw+OqEoCsZJxPl0Tigsnl1f86/++iecnT/k+OQY37b52vk5WV/zow9+xOXrKwxtYg4mZtOhjJKmqhhND9GGQbpYoMoSZzIhiBLaMkX3PYMBfhLRSUEpBKNwxPn8BC+M9x7a2sDwApKg5aJu6euGcr3GjGOi8Qm96rm8vwFtcDqbYTFQF2sGZ0AKiyAIKIqcdjB5HCQs13cMUlB1AxfLDSdxxP1iheOHSG1gtIoDYXE+PwQ9cJdlXKw3eL6PNiSNIQhcj0e25Gp5zyptmE1mPAkC6t2ODR7fGc1YN2tWecp8PKVZr7m5veBodkSlBtpOMeQl67rjUVUy80Jyx+T3/+mv8qMf/pii7ZiNp6TbgoPZKaHnUncVVbtXaN/1NYY0OTk6BWWg+w6JgacMekOwLiqmrs95HJM3Lb7WGH3P1d09kyBgfDhhmV8T2w5n8QilDO7v7/AEfL4pmI/HlAgWux1R5PO+l3B1eY1dFRyOxvzV3/yMj19+jnYtxgcHKJ3gNj2OHZCnGefn53utVKCvK7xRhKNrgsSj1wPppkDYJcsspatb1ot7lACzNGj7fbWfryhH//+BKSQidPczJiQ3t3cE0xnz2ZzA83ClYGoJLiYxBw/PabICLUwcx0VIi2QyRfg+d2nKI0y6KKQyDW7Wd5x0A2vPh6Lg7u6GjePvHRpth6P5jPurazwvwpGCXnVkV1d0eUEcJ2RtjR15JH5EbsKz588Y1jsOz86p8xIj9DAHhS8tdk0DwiZOxpgDrFVLpVpc36PdFWjV0xQFcRDQ9QpLDQybDa83G6rjI/zpGCyLR+MpQZzw9PMv8CKPqsx5/uqKD5rP+O63v46b23Sq5Tf/yT9lOXqGMC1q2+JHP/lr4sDj9uaa8WiCblt8x8E2THpT0Kuepuro9UDf1KSbDUEQ8PDggEeP3+L45AGbYkdeFIwCj0WxYdfUVEXOZDLG9n2wLURg48uQcRRj9D1uECDbhio1mRwlbNYb8npHrwYi32FDQR/YOLWCRtHXFVddg+VHuI7FzI/ZljuMruFlteVwNGE0eEzoOBofYmpFRke13fBYSCZYbEzJbrvlqVIk0wmPH5wjhE1TtMjBoFiv8VyP5fUlvhfjBgGutKj7hqMDj3aVsdtsCJOYX//t/4LD/+1f8vTjp4wCn8ejMUa9Q4SSwDK5KTuGpuGt8Zi89Xhxdck8jHlWViyKFMNyUcKgUQPa0PhNR1YUVGqgM6AdWrLSwKwiln2PYxpIy8FzPPKixEtiYulC1yOsjpPpiNAOKXcrrvMlYWfQrDa8ur5hs9liSgnOQLursLGRgYsYeq6LEstxmJgCw3HIs4yuahkHHqYdEMRjqq4mnoeYAoy2Z3V3x04PmLag1wo0aOPLpXP0VdD8BRi/9NnzQortFuk6BK7Do8mUt1yHFoOP7xc8mox54Ad82LbouqEcFJtgjSEF6yIn32Uknk88GvP08oo4iXkST/ji+XO2WcFbjx/tpeQ6hZwqgqFkkky4en2D2da4QjC88WJpewVCMlgOVV0TxzH1JsUwYDKZ4VgW23SJ5bsEymCzuWI6HmO5DmWWYQoTGbj09Lh+hDQEAwadUswfPUS6NpdPP6MuCsqiwJCCKZonT95CCMEqTYmTmHpQCC9il6bcXF/x+uOPCPwIy3cYBzGOUnRdR+e6nL19im0HmMLiv/lnv82nn37G37x8xd3lFUp1eJ7PJIxYryq6KscRBrHvM/Z9VN+SFhlNuqW2WhoBJ9MDrrs72romODogPJjx7tvvMrgSLUxMbdAPmqjNyTuF67ncbXfMkgm7PMdMYmxh0PQKVbQYCKZJjHAkZV0SDAbLxQIzmmBFEZ/dLfDMMVnXEbaa6XTCu8fHdELw49tLtJR83fG5u78kmVp4cYJRFmzLjOfLBQ/Ghzw4f4DebLhcrYgti3Z+iLJshr4jL3PsccKwKUlMBzMwceIxY2kxnU+xXRukRPoeq82GJ/EJAs3YAe05tFVB0WkC18czBWnfMbFdvChi59tc39xj94pt3xNGMbumwRAClEJOYjabDX3ZEIcBMgzYbpd86/wRXhAwTkyydIUXJ8TjCdvrK+4WFW+fPSZ9+hn/51/9FT99+pTI2bM5FBKv0TijiF2RE48ne8GZtqYtBbawKFcbHCFRg8QNLLZlSrndEQYuiSlYVQWO55E4krquMdRevu/Llmt+FTTf4BenRgNSSHaLFTgOXVlTphmuHlgWGWVdcxSMCD2PflchEZyfnbIqc+bzA44PprSq4RsPnkDX4cYR7z0QlEXBtigJDo6YGD3VeklbVBhNzS7PuXx1zWqTYtsOVujRDBlCWxRFgSElWvWM4oS6Krm9uMRxfRCCoqmxG5vdKgXXwgSMXhHEMY1SdL3CkSaOE9DnGelqi2lo/NAiXa/QKB69+zV8x6N3Gk7nc4RrY2jYrVOiyXzfF46iWmeMLJfgKMQSgucffgAx9Lucz15d7g3Ssgw/iTHWI5os58DxeXZ/x1VVYscx3/3ehC8+ecptnmH3A0kU40Qhm6IkaxrcpsL1bAwpOZwf8Mh3uLhfMaQV/mAQTcccHB+SxCNeXt8Q+z6Hx4fYSYzabNgpTWUJmkYz3C1J+w4RWGzWNygMZG8S+yG4NvdlRrkucB0H2/E5Gk9oB0WVbhnHMUPeMAhJqwcSU/D89pKR5zPtSrQBN02LMR9jSomlGkaBjzMbYfdw89lzqknEYpux7ApW6ZIHX38fgWbAIJeSr03m6MUCicYcxZS7jMQPOHv4Fj/9yd8gh4HQc5nM3+bu8pq2LEhmc0TssN2lDMJGC8HYDxB1SxO6ZLuStw8PWd4vqAzNUFfUTY5qSg4mU6q2wpAGqJ7H0wm2sHBMQZ/vuCzWdJsV7xwcs1mnhF5Ec3NPXla4kxmrq1sur2/4bHlDqxX36zVm4GMJF1Ob1G2OQqHEQJ0XaAVNtsP1A5puQA09GnNvleEKlFaE0sWQJnW9pNAdQmgca18Y1F+ygAlfBc1/h1+emkH1BIFP0yuafqA24Gq7ZTRO6EwTWaR4vs0udMHxKasruq6h73tuV2sOHZO2r7HVwHJzx6GwiCYxXeLw2PLIl2tKIDJF2gAAIABJREFU0dDXHZdtyTAMHE8PuH32ClMK6l2JrltMKUniiAHImwaW9wR+iDk/oGlrzF4jhKSoG3oE7XZLne/oipaqqVGAjAKqYkerOlSWEx0c0HUtunuz7REGq/s7qrqmV4p8t+bR2bcQrs/z2ws+uXvJr73/a8SxT+c73C02+K7Ng/Nz8jxjuVljYtL3LY7t4kQJ7miExEI1Petmy7/+s3+L6hUaxW3TIKRD3bQ0fUtouQgEo8MZgeswPzhhFI85jUfkTU3kjYj9irLIWC/WdP0AvcaSDtFkjtm0rBcrAmPAVIpl06I8A1NpQtthsVoTh+eUhoFoOqZ+glY9g9L4nksyGbMtC7JdTaJNLAPePT7GSsa8urxkKBrGvsft9TXrpubJwYwwtFC9pshrrlXJzrf5nXfew9aSbOjx/YBwWyA0GLbDg+MR1ArZdYgyh6Zl7vsMErzTCXd3KW225jD26UzBP//d3+XjDz4gPDjicr0kGloG12Ychzycz7nZZYy8ED1obrMtNwP0vcb2YlZtgXt9zaETUA4DV4sF/dBjCUkgeiLPQ3cK6TiU25TCAHEfEQuD8PCYi/WWoW45cxx0XZEXBXEUYxtQDQMpiqpXDKaBGfg4bxZKx3a4Wi1IJnPUz4WMs4K7+wWem+GNJwyOg4ve231YPp5lsKtKPN8nSmLMtmaWRPRNQ//GkfLLlmt+VT3/Jfy8GCQdiTagyjKGpqHXLaHvYCKQXkDlu9y2PVXXE04jinKHNZg0XUOeraEZSNMUYQqyHhpM0ran2RVURcnxaELrWkTHhySmzcnjM86PD0jiiPl8zigMCH2ftu+pm4au70nGE+IkolUNfdNA02KYmqbd4UgLzzSxtaArW6quRvsW7jhE+h6tYeIJi9Eopm0aekPSNz1hEKAQvL65o3YE73znWwgFF599jpnn/Jc/+C2+++QdksAhjKc0SnG/W/PDH/6QLEv5T3/jN/nW19/Di2O+8+u/jm9JQtfGUA3ru2vqpkH3A3VeofKSZpORFQX5dkPieLjSpqxrTCHwvYDekBimid20tF2D6Qg+v3yFZQm0MFhlGZ4fosw9gXrsuBweHWEHPq+vrlmnKcKUNOuSsR8QHR7i+TGjUjFSFpaXUGrAcQiSkFE8JrAD+qqlGlpKQ2PFYyzbY10VGJZBp3ZkRsUWg8Y0uShyPlvsuFOC3rF57+yY6XTGn7y44KcvP4U85f76ls6AshtYrNeEjYFULdn1K5TjUXh7IZDm5ha9zGiEgW3BervjbrclPj3i+z/4AZ7jUGuDNCuxhYXW8OLqGr8byIqKwPeZT0bcDi0baeI6AdM4Zt3UFKrlOIk4SBKC8b7zyPMDlBSkqqREkZwc4p0kXGX3fHx5xU8/e87tYkVbVTjSog1jrAePiI6OqPOCfL1mvStQWcEsDpGuSdXWNEDZNGjDRAqJ2UO1y2mbClcIhB6QQjD1HaQcSDcrNjcLpG1xvbjbG9+1233RSBvs8oo8y4AvV8CErzLNvwXN/x00y0FTmQI7jogdh6YoqJqWu7JkKAemUYj2JY/DkIXrQeDTZg1936IkhIYgsFw+vL7hMPARlot0HbTl0NsOVV2xXm3RGsqqoU4zXMsgGYdst6v9Sm4YGFpTNyVu4KOKEtMzMUKb5nZN0zbYfoBpmai+p+73ftWtNgjmhxi2wPRdJvGUrOrojZ4wjFjfLugYmI0TfuV7v8qPPvoQx7KhKOnKhtN3v84nX3zB89evMNuWTg/obkDEE7SGYnlLX+x4+tFHmL7Pt95+wn/1Gz/g8+sbPvvwI/zQIwwisk0GUuBHEWWZ0bQNoh2wHZuiKRHCwrVcRGATj0ZMz89oVI+QNo0QNFLiCImFwe39ktfPPqeqKk5Oznl8fMjRfM5Gd0gL4jhGyoHjyZwSuN+sUYbkrizBsuiMjmQUYRY1QeCi0IjeIK12ezfEssaSJlppajSfvnqFP0loywrXstmoCo2H6wVMkoj1NiPbFSg/oN3VbNYpj+KEyHVo7zccnj/k83yF17WcPzijtHw2ZcHZdE5tmqQGjA8PGfTAzy5vGAKD8yRGhhO2dzc8On3I7/3W7/Cv//RPiKKYZ5cXvL64QkjJ+aNjtouUrGgZjxJ8DcdBRNpqur7D82PadsV0PEZ4AVav8JoGpU1oGoo6x0kiAunhA33V8lY0wTTg+avP6VrN946PMJIYjB7LsjDqnG1ZcptueXpxxbqsMByD28WCNqvwHActTY7jQ1zHQZU1qyyj7ntCxyUKXWrVIJwp5WaF14NvSm5vbnGFg5F4RIZNvarYrVeYQBjH/2ix4P8JXwXNvwem5RA5LvFkwvr2lsCNyBgYqoLE86nyEtF2JH5Iu6tQXc9sPseLR1jSp+s6Xt7fYycjur5BtQVJ6HGUTKianL9ZL7lrOs6SGH82RTc1TVmyy3IqDBpX0FYdvpTovkMYgrIpEb0AYTIYAiceEyQhtmNhdgZadTRNSxj4BF6AGfjUWcrt7ec4QhJEAXevLmnbFivxGc1mrDcbJpaFVi2DYXB+cIQXBtwXKbv1mk+ffYHl2Hz41z/l7NlL3vvVXyVxYnK5wQ18nj39jGaxYBQF/NlP/oKm7Qh0SNsPe6M0uSfhm7gkXkhxf4+wBDQmht63qx4czImiCNE3BI4Aa9+OutqsCKWgb0u2Rcpqu8MeelTdUKUZN3mBHEWsigKtNPMo5na5RloWP/jmewwDXDcVY9vlenmF0Vucj8fEoc8nFxec+jFVsaEqCxASxJ6qVacZRVnRC6jLnEk05ur6jlAWhCePKZVGjhKkJUiEpGoVo3HMN09OyBvFKt9xHAQkZYbl+myaluPQZbVa0WQN33pscZ6MMFyXWivCxCexHareILI1bhxzOp2hDmd8MR/z8ctL0vWGj1694PTsBPF6oMgzRtGY5/d3dGVGEI+422RUa59vn53RdS1VnjL0mtCySVcrDNvCMQ3mhoXjRPz2t7/N6v6WHz+vqNTA8WTEpGhopcGqyjFjQRBYSFOzy1vSPOUvXzzjbr1CGbC8uCFfr9Gm2J/pCo1WA9ssp892DL3CkpLpeIKQJpvlPcmxSdpDNJuDNHl8coxtmNSOsVcWM02yckex2tA3zZcuy4Svgubfwt+qnhcFTZmRtw292FMmDBPePZwzG0149foC0w8ozAHdNBxEI3ZqwKlbhh6ORiOOwhBnMuVuu+LzbMuhYaCxeV0XfP/RY97NUzJDUHYdT794yibd4Douj06mfPTsJZ0GHUfYjoOhNV1TID0X1zTp3ozz5PiEzWpFURZoKeibmul4xMFkwk26pe1byqZgMCV9r2jKCn88wtRwvbrjkw8/4O3zhxRK4wpJZ2g8R/Dk+IQ6THjxxRes1xukY3G1XrD68z9HlSW27XFwekq6vGXdFvzLP/xjXnzyMcqxyNCEXY/tOAilSG9vaG2XXu633qYpicdTpslo31OvQTvmXgyjbJmMQpbrDaYwEUnEeHbAF08/29vtWpJBCO6zlKN4hOwV89mYbJuz3OyojY7Z4FGWNYuy4GQ+xrYdDg7PiLqeuzRlt1ngdD3XmzWL7Zqq75HxiDDwKI2OTbljUD2iFtiOR6U0vgwIBYRdy7KuMaWJFCZFMmZoWnRd8Mzf8eLmDixJq55jDpqTaIzeZfTC5LeOT7kfFOfhXtrtpm7oNyuaumI38/H7gcD3UY7Li9tLZuOA86Mj/vc/+kO6er/AUpR8/OI1RlWyDCLcSQhiwA9jyrKmnxzywzSjqQriyZheLDmOR4SOxyj0EUVBHoTYhsFqueLF3QLfEFzucnrV42nBd995m6/N5rTYuLi0VUtjwbYuEdrEFJKiKBjaDtO1KRxo8pTAFHjSZnlxhe+6nB0f4TguaVHQNg2J49KovdaBQuHKkNgLWG/W0FooZZBWBX3doBj2O5w3lKMvk477V2eavwTjzSUNg6ooybIU0KSbNVWWEbouke3w4GBOErlkWbq3Uw1DWtVSZynZLmOTphha0VYlRtfhOj5BNKLvOmSv0PmOuq5ZrLYsFguQBnm/9zI39YCrwe4HmrLCdVwcy2JQmkEpmqbZWwyoniLdsVtv6VRH2zRIx0bLN2+h9m1oruPssz3HRjg2tjCRpslus6FrGtJdStO0xHFEpzqyMkc6kmQywvd9hJRE8zlu4FNkO+qmwR9FlE1FXtcYUnB7fYVqOwzHpmxq0vUaKQUtmob96izRGHKvZW1IgbQFWimCOCEIAnzbxXd8pGnhuQ5d01KVNYv1hvVqS+Q6nJ+dIR0X2xSYQhAkCcagqd/0OIeOiwIK1WPYDlXbAhCFAVKY2K5LqRR127KqK/K+QwiJZ5oIhr2ylOPgBj667WjKBlTPyHU4nk2RwqSuCwal0L2mzAvKIsdQmrrvcLw9PS1rGjzfJ+5aRqZJXlUEcUw7DCzzHesipewrpGWyTXN2ZYW0bXZFiWvZDH2PMkw6bbDcbmn6DldYqLanGQZsP6QuCqp0i647NvcrNtmWdLPmbrEgLwrauqMsSp69fEHe7rusXNvFcRz6umGZpmgNnmESCQkIBktiODaH8znCDqjKjqpq2W5Trm7vaFSHUj27dIcQguhgTjiZ4AchbpRAPzCoDuE6zOYHzA9mVHXJcnGPsCS16nFcGykknueCgKIsUUrRdi271YpmV2BbNpbr/CNEgP93/EPsLlzgjwHnzfP/Qmv9PxmG8b8Cvwmkbx7977TWPzUMwwD+Z+D3gfLN/Z/8xxj8f0wYQmIi0FpD0zD0il2e8/zqmq7q+MbpnNvNkhEWp4dzLl++QKdbRkmC4ztcVjviOsY0DZRj8jCZ4gc+t8slj3yf+8U9SwMu1lvyssAYYDwac7dbsF6loDSy2Wethm3Rtw3K0Dh+QFfXCN9nfnbKDkVlgNn3dGWFDF1y1aKKjLyoaMsCG4Mg8BGBz3azoW8bTN/DaS3MwGdd7FBFiXU0xxg0oZCIszltD9/yfp2Dy0vSrmO9WXJ2OsW0JZ7vYPQD63VOtavI12vs8RQhTMoi3YuNDJLBcbEcB9krlFI0gGPs2Qm36YKj0QGHkwlH8Zi2aWjoyYeB6WyCtG3S5ZIXry/YFDnnZ2cEcczh229hK8U4jjGFYLvM0AiOTg7xbYusadgUBQeuQ5P3bA1Bb2rUekulwY3HJJEBqiawDjC6jl7XdK2BVIIkiUniBHOXopsahGRVpFS6ZRdESNdmPJlgabi/vsEOAwbbxvAdvjlKWF1cM8Qx7z08ZyIk/eUlqWWz83xStli2zUkSIVf3eNMZND0aTVaWmIPCdGzOphO6usfyAkzf525xD1j7Hm4/YHBt+ipHlTVNbyAMAxk47O7uGKoWJ/C5vrjAcl0c30ELi1trgT0MPDw6xg8DNlWFNSjik1PYbLjcrBB1zdjxCMYTdk1NUZTcrzdc3N7y/PU1r+6vef7sC5oypR+gKHYkkynbdUplO0QGjJMQK/QwXJtlmuJZEjPw0Z5Fnm5xLYF0A7Q0uNneMQiTri4x6oqZ53GzyRGdwujVGxHiL0+WCf+w7XkD/I7WOjcMwwL+1DCM/+PNd/+j1vpf/NLzvwe88+b6Pnsv9O//hxrw/1doygIA6bggTYq6YVtVrLZbZlGC5SVcPH1OIy0ezg55eXaKqnu6wdhrbQqB8eAtMExy1XJVpThDy3XXEowSPNfBWN/z8PSQ26rm4qN7VBKhFWD7lN2aII6ph5plucXAQAqDMk3xJ1OSyZReQrHdopoWUw/gSGzLwjIEQpigFFpKDNuh0ZDfL7EcB6RESxN7FOJrh+0yxRmNubq/p0bw7tce49sWBoLZeMST8xPu7+64ycbcpv9Xe+8ea0lyHvb9qqvffU6f1z33Oc/dmV0uSUekuZKoUJAl2Qlk2YjyRwLECJAgEEAkcAAHThBLCGAgAfKHgSA2AhhBhCiJAwRx7CRCFCKAwlBSZCexyCVFch/k7s7svO/j3HtefU736UdVV/44587emZ3dneEuOTPE+Q3unO7q6qrv667+urq76vtmlIsF88GIvh/SkILJJMEKQxY6J0oKHKVwWy2S4wEWgsCWSKACbANCa5SwCNs9atfFsy0WRU4N2LYkinyUVmRpxhtvvolMM7a7PbZ3dpFhQJpMqcOQyhJMp0MCv0E77Cw/GgUuTQzTdIqNQxCGzKucIito9zsEvkuQC4YH96Co6HZ7TNIp47yiK5vUszn9Xod5mmI7kq7bIMkKnP4G2himswmNRg9ZKmwLlAWeMWRpil5UDGYLhCXoN5vcy3P+v+Exl12HmorZeMClbgfb9hFpSTGcU7Q2+czFy9y8eRNlajbb24i6Imh6nCRzLp/b46UXLvGdyZhGFOF6Pr2tPhYV9xYZwg7I6grHGBrNDqP0CAncPTwgrxboosJGMr63jGOlPZdLFy4iHYt2u8srF87hxjFRHKOnEy6/eJkLly8wmYzwowYn9+6xPxxy53jIweCYH77xDnfv3cDUGl1qur1N9t95FzD4UtK7dBktDNp1uHf7FrMkIQgCWnGLWtXcunGHdtxAthqEUQNXW1S1psoWjJKEXFWEUQMLQ1ksnxKetSFHjxPuwgDz1aqz+vsob02/Afz3q/3+mRCiLYTYMcYcfGJpf8ycVarZ7dLrb9Lodii1YjA8hrombsXEnQ6V1vRch3ulIotCbMfhcDQklpJI1zTCJvNK0Q1CfjZqMLUEw/mCTaEQ5QzjNCjqirj2cbTB8jziuEl+fMyoKHBXw3rdWqKxsaOIIPaYjYagFenxEfOqxBI1oq4wNTTjFvM8xY8iyArmyRRb2lRq2cMT0sYVhjAKKfKUtJzTbbaJXJ/aj6jKjP33rlNlMzb727x44SIv/+xVvv3uO8Rhg+Yi585iwk4Y47c6zJMZyWyK1tCQFpQ5ldIYXVM7Fs1uB5WXpGmKs2r6ThhCGOLZgshz8VttpmnGVr9PMp1RW4JSVyxmOUf37lFkKUJadDsxuzubGGHRDiMiz6fX7TOLY5LFnKLIEJmhVg1mWUY3CsjDkETCphUSuAF5K+LmjXtEbkQaBtR+wKxcYAvJC60dfN/j9smU/eNjQs/F9kKGUqKVZpGkzBzYCRtYumCcaGxp44celjB02m22Wk1UWVFYgnk+5/romK12jIx9NCXzpscmctmjbkREL1xhIQX2fMzFboTV6rM/GLAVNxnembB/5zbntnb5jVd/kfe+90OkbYGuyIZDWt0uL770EqPhkDqZEXk+aTJHSptapziqJi0Vnu3gS5fDwSGWlKDgyHHZOn+On736Er/y2VfYO3eBw+vXyfZ2eeWlq8S9FmWxHNHheD6R51NNJ9y5c5vDkwF5oQjDBo2GR+lZuM0AZSzmyYhxtaDR6+FaNnpR4Pguo3xGlik2Ol16u1vEUUilNcYYzKKkzlO0NjSabXSSkGYpzSgkjMKnYwg+hsf6ELQKqvZt4Arw940xfyqE+HeA/1QI8beBbwC/ZYwpgD3gzpnd767SnnmjedbLkd+JafTa+K5HrSXN3W0WuSaUHrauqV2HX/zKP8/46Ig/un6dul4OFt7odNnpbxC1G/iuTby1iS0l2d17xBhe2tvlQCvKTPG5boeZsvh+VbJfzvmZqkUsbZxaURcFBWDZNqZUVPWcxlaLqNtmdnxMpTW276B8B7vhUI1yqjQFz6MoFG4c0jt3Dqk1tpScHB4u73a2vXRKm6ZYYcRoPKHWil4c0/A6DGvBdJKg84qqKtENH2F7lFLS293jgu0snZV4Lk5zjnj3GkpXVIVClDWl62Cw8SX0dnco5xm3334bOwywWy3sMAKtCJptzm3t4EiPKGyAtKksmMznmHzO7GjMtTfeQpuKvavnufK5l6gdi1bQwPFdZmmOGBzR9H20kYTdHrOiZHAypuHYtL0mk6omn834QV7RCn2a0ynNoqaz00VMl70aITS+41BlOSWGZr9P1Glizad02zHv3NunRpAXy+mGkWMxTlPsTouqKslnJX4cMcsXvHn3Jl3bJaoMxzkcT+f4RqDGYxpSkmw5uB3JpQsXAUGoFcfTBBG7SKG5d7hPUhQIRxCkGYHtIC3FFz/zCputJifJhJ3NbSJlISSkRlGLkihwVh7ua5SekyGIul3MCLI8J97boRIsx4UWKZPDAZ9/5XP8zJWrWGETbTtk0satFb5aEFYWalETmZpJUTAdDvnu69/n3Wvvko/HhFFjebHkOUfHx3QbLTpBk6QRY3wPVxkatmBUFlgKxgcjyHPKSoHn0GyFxK0YR9tM83LpfNiPWKQL9HSK49o41AhTg+GZm0r5WEbTGKOBLwgh2sDvCSE+D/w2cAi4wO8Afwv4T3i0dh/omQohvgp8FeDChQs/kvA/DgRgjKHbjZGdFp4bglZ0fI/Pv/Qik2RK2gjoBZd56/CAi47gS1ubvLezw9HGEa0wQinNOFmQdWuk1tycDJkt5jiOx/fGOb3QZRFZHOSCMpnS2+jQbgaM6wq3GWNu3WA6S+h2uszyElyBKRfMTo4xnktpu9iehSpymoGPTQ39JlmS0Gy1sLRiMRmSOjau59NE4Ls+tjAopailxPI83CjE0hpTKNJkSmNji+75PeZHhyjL4mA84fiP/ykXzp/ns597mb4rOZaSGzff48qlF5geH4NWWAayWUIY+HhSUteKOpkzWlRktcZrNUHKpfNix0IGIVsXdqn00uFwiqAuquWHs2TCwd27HB6c0NvcxvgWe5ev4AcxxTwhN5I6XVACqijQRYm/0cF2bbp+QKUF6WyKX2a0m21UsMnRYAC2y36a8mKrjU5TfEsgqNHNCAQonSJsl7bnsn88oNOMGJQL7Djm5OCQnutjBS63ZyNGg4TL7Q5R3KbWEzpINjtt7hwfcC9ssOcG5ADNBhs7fSZHx3T7HXaaISdKcZznLOYZdq045zlIyyMroFhMaNk+cV5iPMmly7t0e238heAXf+Uv8I++9nXeOzjCUNDSbXq9NsKxKdMFLekgPQ+fkKDdos4KbAzJwSHzMiMMfDKlMVFI2IoxeY7legxqg5nPmQYRcTNmXmoG0ymTe3cpLME3/umf8N033+KfvP46lSpoBw2iZkxRlnS3N1jc0Wx2utRGsNHaoM412iq5eXTEZLGcIecAVrtN7nsExiK2Q4pKo1SFFfjUM4exKpCei2VLwnYHIQRFqc5clc8OTzTkaBX7/I+BXzPG/Ger5EII8d8C/8Fq/S5w/sxu54D9R5T1OyyNLa+++upTd858ei9buqMSDEcpTS+i121xZzCgFbjY1LiNgLoZkpYL9oSDqGvem09p9bdo9TocDg+xAo9mO6YsM9KTY/zQwWz0GM5mnO912bAkWaDp1HNEr8MP79zAnVUYU/Dm9evc3j/CDiPsMMRVCnDRxpCnc4wJka5HvUjpdvsEno3ruZRYzMdj8iQhaEbUVo0bLOclq3rp7aaWS8/jjudhtMYy0Dl/nvHNm9RKoy2DT43KFgStDm4johH4eFJwOBlx/cYNPNvjpXPnSUYj3nrrLaq8JPR87GaMG0WUSrOYJSRpgrQc8O3lsVU1xpIsqpJzvR4vnrvIMEsRxiKfJagEJnfvcufmDcbJmEanzVa3RRi3uLxzkdAYToymbHq82N6iznNO8pyNbpdJNmM0rzgZJ7SbbbTrspAOW7VhqEuKoiBsRXiOw6Gq2XA0/bjFwt1AqIJCZciexXyUcufubVRds73VJ5Yh8+SYkJqtXocDrdkKN9jcDTnJ5mBb2LbNtCiwFjOUMmw4AY3A5+jkCOMFqIWiDhrcGqdYxmPD98kPDhGeyyKZ8/+kU/Z2tggrw16nh7EcZDknaARUs4K8mBH3O/zSl77I7/3vf0A2ndHd7YM2SF3j+zHRlR30bE5R5jg4SA2iEXGcTOn0N2jYkjx0aIRdHMvF8Vxs1+doOOQXf+5V2o2Yljyg9iSFtLn+w7d45+49/vD73+ab33qN+XiC67mIec6kqpkVBapUJOmMhhdQSJtue/mBbFFoyjJndHJChcRvhHi+twy37Nn02z2k7TGdDLEssB0HnaQk6ZyCGul7iKLA8rylH03xHL7TFEL0gWplMAPgLwF/5/Q95epr+b8MvLHa5feBf1cI8Q9ZfgCaPg/vM+H97rAxsEgzdJoSnN9hZ6vHbqtHYEc0pEua5Lx55wRvMaXScDRKKFSN023iFhlRs8lOp8V8MeX6kSIII2RZEEiL4fGAsNUiyGpuHA3ZbjUYHR6QO4LItplMp8vZFUqRjkeEcYPZaIoFWFISeB6l0liuh1SKe4NDhG2x/NQisFyPKi9xwwAnaJDnFYsyRYY+rnQJqMgXOY6USK3Z6XRhnjI8PmYyHBNFIYEfYQcelmMhfRfpBZzbOc9xM+YH3/oO2ZtTnDhCxCFSaYQlqHRJmRlqoFQVlu1hWMavEUYQtVts72wTtFoYI0izjDSZcHL3kJM7d8nzAqjxPJdLL79C3GljHIvmzg6tMKJK50jHwXUl7w6H7HZ7uIDTaOAIgS8FIz1iPD7m4uYeRrpcn4yJPY8wjCgXCrcWVFpxa39ImUzY3r3ASTbnJJlQaYUpCi5eOs90lGBPcxqxi1AlqS4YzBOcwOcoy2hVNfOiIM8KunHMPJtjxSHDUpEnM46LDLDpSJfR8YB5vqDfaqOLnKZjIayQrK5xbQGdBk4QkJ3cYdMXZF5MqQX97hYLb47McnBDXrlwlb/ylS/zxrV3GScpBkF6MEXaDsPxEDvwsV0HdI2MIk5GY5wwoK5rWnGbyMqRrkMj6HD7veu0Ih8Lw3Ge8cL5C9waHvPefM6NH77N3cEh33rjDd67cxvSxdKTvheCgs6l84RhSJUWVEbRDn0KJLlbI8YjahwmaYrXiLHSlLbn4Xk+ynVxGwGdrU2S0RTflvhS4HsB01bMyegYI2r8sE2tKipd3e/EPHdGE9gB/sHqvaYF/CNjzNeEEH8+TiMiAAAekUlEQVS4MqgC+C7wb6/y/x8shxtdYznk6N/69MX+9Dk9QWK1EgChI9HTObqomFgZi6wAVXHBGHRkkXaa9OeGd60p+WJGOhgQSg/jONjSx6o1dhzx2XOXmScJDgbbsrH6G8SzOW0hKBR4rZijN95Ebxi01uTpHAF4cUQQNsFyMbXC0vXS1dskwVaawjO0LpwnG44pkgTLtklmIzaiJhf3rlIpxb3jmwilwbXpbG6yI3e5/s6bzIoCWymmB3cRtcIG3Cjgyosv0vBd3rn2DsnRAF84zL2Sb7/7JlevXOLlqy/xrW+9xngwhLqiLkpKVWJFAeQ5RmlMrXEQWKGHMoJW2MRrNbg3GbKHIRlOuHXnNpPDA6QRS+/unkVnc5Nmo0Fvawfbc4m8kFarSV3XjGuNdjzsRc0kyTgQFt24yf6dOywAJQ3C9SAr8W2Xk2TKOJ/RURWqUFj9NqHwiDyXYwy3kgnx+IT29gZWM+Dk9gFClYjCQiGwywJTFjRsD7G5RVYW/Llejzdv30RELXq+j7Et2u02nuvgCJvJcIyxLF4Ie0DNZ7pd9udzOq7N5V6PuSW5Wde0tWI0GpHOx3QbASe1ixuGiCBYBnazXYa3btI+v4dRy4vOtmxeuHSJG8MT3js4pBu3qATMR2OCOEJriWdbSLE89ufPnSOfDVHaYBnJRhijtKIyFUG3QVLkzLMFs8GQb87/jG9du85bd+7y2jf/lHR0zHg6puFGBN0GC6WJNvt4yRSV5mR5RTNuETge0rZoeCFowyhZRjpYaEWSJPi2pFIKy10OwXlpY4tkPEJbMM1L5nmJYsRCZ2gUO50+CokOPIpVsMBnkcf5ev59+GAkTWPMr35IfgP89U8u2tPF8T0Oh8cMJiOCKEbaNjIMKIUgcywsrWjNSuKoxfbmJg6KdtzhaJRQp3OMKrE8l41Gk9CSHHg2i2pBz5J8qdun3N7l1v4+uljw0kuf5c0/+z53b95E+j6NuIUuC6TjMh+P0JZNOkswuqS7s41r2/R3tql0RSUFdRxTG3CFwnIMiyInTVNKBFo6lHlB2GvidZvLsA7TIUlynaosGSYTeps7jI9OyKcT7u3f5tJLV9jb3qUXzplkCSc6ZWPvAk4l2PvMVU5mU27fu8P49v4yCqcrQWkCP0TlOba9dOllyaVB1DYskjGWF3Lj2g3yNMXxfdpeiN9ts/viiyhTcDIcIWyf7c0NMkvjlJJu3F1deD6hUjSjJp4fElg2QbNFZktIpnjYNBsNNjc8ZtJBeT6hUcwFUMPkZEjY2aCkpteKiHZ2uHvnFi9mEb7SeK4Lrku6yGkjyaya4/mMdqNJC4dZmnG4f0iv1WE0HGO0Xs546iqMtNCLBdu9Lk4zoNsIKRWkeY4nJYQN3hwPabSbbFoBdakxZUXbb3KUFkR+Sr/XZ6Zseg7k/Q0W9+4i5gWpbTN85x0qKSlsFy+MSHVNSI0nbUQjQFsWQkBtDLYn8X0HJwxp2nAwOEZLQXNjE0dIZtkEYxmKvOSNmze4PRmzmGdMDg+4sX9AkowxtqTX6OI3Q6qqIBQWgRTUvseiUsynCa1Oh8hysLRimkyYzzPUPEMF/tLbf+izdfUStTFEdojb36TZbqDKlKpQzIBBlhEJzWQwQGBxMpoSNHzsdoTSNUh5f7LJs8R6GuUZzj4OzIoFh8cjLE9yPmowGQyYSkkc+uShz+Venwt7OxRIwmRCIl20u3x3I4xB2xZe2KRYlNTZjI3AI+y1GBxPeOudd7i8tclxVbDIS5AOyhYEYYC1yBlrjef5CCnQtUVFDa5DYPuUUiJdlyovlgbL82j6Hsm9Gc3NDTCawA+IWy3uDI4YJ8swFy++cJ5eFNLd7DGc7HF86zayrhFasNnpErxs8fr3X8efJNy7eZfLL1whMzCdHOMoiaslg+EJd4fH+M0GG50mZhyTAbW7DL2bZxlVOsf1fOJOj3k5wyQFdmTj+g3iuEOj1UarGs+W9KKIXBhcAVthl37cQnoeWrqEdUEQ+eRFzrgosVSF79gs6hLb8ylyhRmPmOuKqNmg5XhYlk1R5IwOBxjHIRIWA5URuj6B5TBLUyxhUY5P+JkrTVSzTSvqkCRTttttCgnDO7cI3AaprphnE8ZZRsNzeHljm4N5gqMqbFtS25KgFXNY5FR5iqugGYSUueb1W/fo9XtkaC5IB9uU3E0TpFVSOBHDbIEb+GzELepkzLSY4SwcZBiT1g75bIoRMB+NOGk2cbodmrbD3u42+4f3IEmY5yVut8ukSDm3s0FW5PS3dlHFnIbjUZYlnu0RhBF+6JAv5lS2Rxx38bFJ5jN+eO829tEAXSmO79wmFBY7zQbKt0mOEwqtqH1Br9uj2D9Z+u8UEhlF2EGIDDymR/vMhmNSoTgZnuAGEa5l44cxrmWzKAu01LR8dzkryoso0hFWkZMnE3wpcaVHLT1UUYIRTI4GKAOVqj76gn1KrI3mQ5ze1apigee7CFOjsoxRVdPotTmochq6pNn0UUazmCSkxpAWC/zAIW0GzIuS6TyltFxqo/mBUWxHLbJ5gZUX4IUMZjN2Oz3+rzfeQOYFepqRZSmLYk5WLgi0iymW7zEtz8L1XepCoUZTbGCUpThRBEqxffk87WKKUMsAXVm5WLqlK0q24piDJOFkf0Cr3eXWKOHy9h75pYsc3btDoiusMOLSziaD2ZTx/hG5OsJvxTiW5NzWHrcPDpicDLh4+QskScq127dJjk6wVIlSJYskx/JsjLAwCIqiABStXo9kkhCGDTq9DaK4A5ZNtxWDMAghODoZ4UobI5Y3CmyHoNUmoCYZJqAy9vobvHf9Os24BbnCqyv8KKTSNSpLCVwfowsOZ8cUi5xuGLGoKnobPZo0OUoTCkvRbXXwhcNoZrEYTbHrmnvDQ27fuYvjhcRxhK1rpC047zW4PpsReS7pomAeKULXYzSd0bSh123jxW3uDEe0hCAXAum4WFmGtAz39m/TdXy6vU1sOyK0HI5SSOyC7ZbHTtTAqip0mnE0L9gKYtLyiO3tq0TC4UjDvdExrlJ0/ICm5/P53ibBF7/EN//J/8t79+4wzwuEUoRC4rsRSZbSiZq4tsukKPA8j83tDcxsBqXGlgKqioqaySKn6bnk6ZTClszqku2d8/gWyIaD12wxH82YzSZkSQ6+y4boIuMIGXh4lkVeZeSqwrZcdjd28KMOZppgy2UkyrjRwVUVrqqW74FVzfDggEprkrzAt20WaUqal8RxA7/fIytKpJJIS2AZswp38Wz1NtdG8wzmzG+Ra5KjIa7vMig0/e1NaqPI5jkn6YLuuV2ubl5g//CIzSxlurtHNhiSHAyIdnrUvssiSdBpxmb7BQ4OD2j1eiyaMZerknFVIS3BdrvJP/v2NQb7d5lkM6S1jPNcIqikRbfVwrNgnqbkSmOh8UMfUdZEts14OuXozh0sGbCYj7EdiWNHZGLp39DxPDrnzmMJEA2XW7dv0+pvcuHSCwzu7WMbaxk3HZuG6zKhJhuN0NMJFy9eItze5mh8wsG195CWjRc1QFVU2Xw51z0KcLVBW+AGHhiBJSXjbA55Tne3T9xsY0dN+jubtIMG87Ik1wVhI2TXdQhdj9p3caRNkS44uHWbyHHI8gW9rU3evHkTz7ZRto2WNqNshrNI2N7Y4dzONtPRhCKdMxuP2OhvkgLzqmRHSgIpeTE+jy8lNw9usNXfYnpScDNbYByHTsuhGdiUtWa4SGn6EVboYZwQmbfAGHY2NqkcG88IXFNjaUM6zTBK0GtGvH3jJq7l0t3eBEfSixucly77t+9ghwGFcFgUBWEYMc5m7ApFY6PNUegjApuXGjGB5eLUksFsRmRnuHVFy7YJ3OUYzqoq8eMGV7tNXv785/j+jWskh3fp7mwwSlJ8y+UkHaN2NKoRIGtB0GxgC9ifLkjnEzaDEKMVi1pxvr+JF4ZcOzjAF7DT3aTf3wBdU5sc4RrsTgfLPX3+crFViVQGz5XMBwMm04S8yulHXebDIX7gocIIy4XcgsD1CAOftFxw8+AAY1vMyxLfdfA9l3QmMAZs2yYXhvHBPrUGbRm0KjC1eras5Yq10TzD2Y9BQisC38OSFrOTAVWR0tjYZHv3MpthTNtpkBYFrWaM8iSL4T5bly5ybjbD8nxcJJ1exFbUoGkZZkahsjkvXrpIfXJCqQxGaD67s8fwUsLiCye8+Z3vUhYaP3QIXI/heLKcHmnbuFFAw3HJ0jmVNvieR5rnGM9lMhwT2C5C1wSuT2d3i6ysqIqcUpdorYnaHWTtIIuCe0e32d3YZffiZQZ373Lv+jXqbIe93fPcu3eIiW3GwylvZdfYe+kFrr78Cm/nbzAYDeloxSsvf4Z7nsdwdMJ4MKZSChDYjkCGEbUAz/OwXI/Nzg4brZgUQV4VdHb6HL19QBi3aay++DacBpYnyeYLHMfGbzVI0hTPNuw2G6STGTvdLplWGK2wpaQoFFm6YD4eUWFYlDmB51EpxUQVzLI5P3z3OhvdDpG0GDkS3yyHXjmNBtlkSitwsOyIc5fP42J4b3CApaHT7FArRdCJcTGkaUKtHPIKbM+lKhR3RmMaokZmGa3uBpbSBIWmpsZWBqkqGq7kYDQkqQ1NCbZt8blem8+c22JSLBiXC+Ky4DMXLjKyJKooOLxxg8sX9ojP7xIXhv3RIb04JleasNOj5dj80i98hT/5v/+EROXEcZe80EjP0G41KZIZg/mMtuVC3KTwAjqeR3x+a+kZKzcUi5Kw41Gqgs1+n6jRgCLH5AWVFGhssmTG4cmQuBkSBiFR0yfPFhymCeZkjjA2k1whZjm5U1L7HmlecHlnl63zmwjpEkqPSTLFCMHxYEDUiJgnMyZVQblIOblxG4MhjtsUo5zSlnQ6MRpN7Vg4UWPl5ejZsp1ro/kIDEs/j14Y4K7mTdcSXNulrEowhmqeIfwAUdfg2NRG4bdiLM+j4XnUWmPZFk3fAUvQ6fRwXRfH1Ghgks5RVUlgO5RZCrakrg0yCHB9F1faWEqhiwJdVxRFgSddPM+n1DWtTpdFUWD08l1iXRtcLGpjcAIHTwgK32M2T8jTjLjZxJQloqiwLEOr06LY2WE4GJDmBcPplAuXLuPGLRb5nFIrPK2XoXLzDDCEUUTQiqm0Jowimv02jrxLlqXookRKiReFpEWB6/o4vkeelzibS9+k82LOzcO75MWCDh1MsTxmKte4lqSWAqSNLcGYmnazxVavxzgrKLQiTTMcexnF0vUj8jxH6QrhO3ieRzN0SPOcKGrg2BIrLxlOxsTtNkk+wxE1R8MR83mOYy1D8Cpho7BwVInSNUZBkRek84RMVdTCQpcKaovReMrW7jkWVOC5VMAiz+mFAbYRHJ0cY1xJpQ1ZXhJUCyrLZq40/XaLtCzZaDbodvok0ynWZEoyX3A8TZYf8wRc3tkhTTPKwZALG31qVWEsm1qb5aNsUdDxfTZ7far5BNtymOUpRlW0+n20Kqkqjd+JsLBIsozAGALPRxUl0rYJPBfjWuhc0QxDoigkUxXS81DFAs9ZRi3QSiFUTV1UGNvHCAg8nzTNULXBsZcD6mUYEsUtqvEY3/VoNZvU2KCWkynysmKj16UoCpSqKMuSeZohXYelswVwXQ+vERHFTdwgQDiSKGo8PSPwEayN5ooHBrcDRjrU0qZWGks61EbRtCVuURAphZrPGWlFNwiofY9Xrvw5Xn/7D7gzOGZnR9DI/aWHIm0h3ZDeVhcLwc1bd9judjHWhDuzGa4RDI73mc4yXMenQJEVOUEU02nFqKLA9iO6nTbFOCE30PJ8fN8j7HWokxn65ISimOO0OohmDBKOBvtQaBzp4kYWrVaDWTJlPk6x5AlZe8zeufPkRc6ta9cwno/sdmh22kzfOUR1G6R1yp1r11moEk9YSAH7BweYvCQIXGpZs3flBYTvcuPdd3FbAZ3tbYK8otnuEnoOWbog1QWeZdFpd5hVM7x2A7Ti4OZd5js72JFHhIVwXMpckVY5ypcUQnJUFuxeOM9knlCkGVma4UiHohrjdrt4UcB8OkEXCtXq0m210JZNI4qoteKgKNg4d47sZJ/D8ZAsmRLbIV6zQZGV2N0G4yyj1BnDdIJnAraU4uVul1vjCcM0Z6EttpsB27shutmkVDmB7VKrGul5eFJiGcF+OScwS/dnX9jc5kqwww+KgrAs6Hgeea+DqhT7d48oLUM/9EmrLuMso+Na2K2Ig+GC0A/RJ2OyvKSTLGhtuujA5fYP30Zi2Gs0eOkzLzO98R5qPif0PLRtL2OeG0EQNpC2wwILPItikVMri1JbbMYNgoZNmhUIAe0wQkqJ1Wotw4eEAUJXHKghlzZ6qwHmFsUi4eTuPqW0qD2b2I/pRRsMhyfEzSYuoH0X17HIZgvssEnoefT7fYbDY8q84mT/mJOTAUaBzguavQ2oFVK6ZMmUi93zaM9Zugr0PayVl6NnjbXRXHF6biyWhvMv/OyrWEphAI3Cs13aUYM4DLn6wkXii1vMZgVDY7hw4SKLssRvxvzFX/4lZOBypX+OrW6LQIDtR2jXwTJQKE3UbfPFnW22sgWD8ZSvOJKXL484ePEK1XyOkA5hM6bT7ZCMR7hBQBTHzCfLQe4CKIqc9uYmMi+ZJVNKVbG5s4cVeIShy3e/8z0wAltKfM/j8uWLDEYTLp27SCsM2T63h2PbfOUXfo7vffNbCM9n58qLtJWivHSJ1tYGnueRL0qMLakrheN7JMfHbG7tYDs2eZnT3ugzu3KF4ud/HikgbMYopfGDgFYcLx0g1zVhM8axXEpTIC1JU9jMpwlh3ETZktZGHz1PqbIFCwsW5YLAWFiuw0arg/Ydgi/+eYaHAypTY/s209GMbrOB5QpypbEtl4bjMhpPaDkOsyxlt9ulZUnyuuDSi1fZbXWoa8O8qBCqWoZCns9pt1ts7e0uJyUogWMswv42mdakec5mt40jBMpzWag9JgcnSATdbpfz3S6ZgZvDAdthhNKaRhiQLwq2PZ8snSEti263i1EKy3Ho2RYn+Zxga4O2HUCVYypD7ftcuHyBXuBQDFOamztYcRNH13z2S1/Cdl3S4Yi/+hu/ztbrb6JnGQZYaIVQCrQm7nSpixzhB7Q2euRJQqZramriwKcftzClIq81G/0+wvOYjkacjMZIV2LKggs750imYyzbRusa33OwXhWMkintzT5UhsAWHIyG2Bp2+n0WWuN5Np3uBlpa1HmBhQW2ZDw44uTiCwyPj7HDBoHn4nseFQJLK8qioB3HaNch6jShrul2Ow9cm88KYjms8uny6quvmtdee+1pi3Gfs71ODWjMckYOAguDWQ1MEiwHQltAvcq/DM8KthEIDAiDMQItBGf9DlirdzU1IFf1asxqWdyvW/C+ITervGdnSJxtUGb1/3K7eODD1qmM8L7n6dUQxvu6nsqynH+/2le8v584s+/DZd7f56EWXq+8Na3iXt6vU57db5Vmndl+KuepDmpVq4NAr47x6fnQ98sU98s7K6dYHRWDuH/cHzx25kxejWIZE97+oDr3z8vpcRIsFa/FUsdTvU4Hy3zgGLF0j2cBSiyPjTydKwjU4vTs1whjYcRyTRgDYuVZ0kAtzErP98/zWRnP6n/6a1ZrlhGI96u8fz6Wui3bukSgH5L77LJh2eM6bT8PH0WzKodVOQ+3ubPHRjxUhln9W57fn5zJFEJ82xjz6sflW/c0H8FZg7T0OP5AIIwHnKKuZlbfv+BPlxGnhmL5Flvy/gttcWb5dH8equesgVpiOI0B/WHu9k/r/6BBXdYhP7jLA435gXLPzPl9VCM52zO/n/aI9v2oRn/WGJ6WJR/aDg9eqM6ZWuUZXczKuD2KU+NxehM5ne11VuZ6Ve77ddrL8swH9Tkt79TAvK/AWXmWUrqr8/XATLPTPOLU6Ij39RRnz4GgRt7fadle3pdxqcODbeX9Oh5cerCtiPv1c2bbg23g/XIf1V4e5oHzf+Z/HirnrFE8vVZOOwEPS2iMQDyLz+Ur1uEuzvBkfe6zl/QH9z979zxdfriBPdjIHl3D+2V+XO4PyvBgbQ9uf1Tv5GHONu4PL/vx5HlQlwePz4fxcJ5H1S8eY9vD5+IsFg+eF+u0v/Qhwp3V41E6vC+PeCCvOfN3/8b5MeWclflRF+rDsnz40oP7PFz/w3LyiOVPwsPn6KyRf2Qd4tOr+8fBuqd5hie5t5lHNM4PNuBPVsePkv9Ujg/b78OMx8M6POqC/lFk+ST7/ij1LHn0EXhUr+/h3Ke9w4+v4/19Pyrv47SFhw2IeESex5Xn4zh7DB5Vz+PW/aPwcfX9uOr9tFn3ND+Gh3tIp5xtdB+W53HKeRIepzE9Tg/ucep4Uv0+KY/u7Tx+rQ/mfLIj8CidH7euh4/To+X56EIep0f8UTI8ybZHlf1hdf2kenuPeupZ9zSfYx7nEfJxy3nShvC07riPe1F92nV+1KPmx8nx4+wV/Sh1fWyeTyjwT+JYPCvt71lj3dP8CfKsN4anzU/KOD+PZf8087wdt7XRXLNmzZonYG0016xZs+YJWBvNNWvWrHkCHttoCiGkEOLPhBBfW61fFkL8qRDiXSHE/ySEcFfp3mr92mr7pR+P6GvWrFnzk+dJepp/A/jBmfW/A/xdY8xVYAz85ir9N4GxMeYK8HdX+dasWbPmp4LHMppCiHPAXwH+69W6AH4V+J9XWf4By4iUAL+xWme1/S+KZ3lO1Jo1a9Y8AY/b0/x7wH/I+3Pte8DEGHMazf0usLda3gPuAKy2T1f516xZs+a552ONphDirwIDY8y3zyY/IutHzSL8wLhuIcRXhRCvCSFeOz4+fixh16xZs+Zp8zg9za8A/5IQ4ibwD1k+lv89oC2EOJ1RdA7YXy3fBc4DrLa3gNHDhRpjfscY86ox5tV+v/+JlFizZs2anxQfazSNMb9tjDlnjLkE/GvAHxpj/nXgj4B/ZZXt3wT+t9Xy76/WWW3/Q/MsOO1cs2bNmk+BTzJO828Bf1MIcY3lO8vfXaX/LtBbpf9N4Lc+mYhr1qxZ8+zwRA47jDF/DPzxavk94OcekScH/tVPQbY1a9aseeZYzwhas2bNmidgbTTXrFmz5glYG801a9aseQLWRnPNmjVrnoC10VyzZs2aJ+CZiHsuhJgBbz9tOT5FNoCTpy3Ep8han2ebnyZ9nqYuF40xHzvT5lmJEfT24wRpf14QQry21ufZZa3Ps8vzoMv68XzNmjVrnoC10VyzZs2aJ+BZMZq/87QF+JRZ6/Nss9bn2eWZ1+WZ+BC0Zs2aNc8Lz0pPc82aNWueC5660RRC/JoQ4u1VILbnwiOSEOK/EUIMhBBvnEnrCiG+vgo093UhRGeVLoQQ/8VKv+8LIf7805P8gwghzgsh/kgI8QMhxJtCiL+xSn9e9fGFEN8UQnxvpc9/vEp/rgMB/jQFNhRC3BRCvC6E+K4Q4rVV2nPT3p6q0RRCSODvA38Z+Czw14QQn32aMj0m/x3waw+l/RbwjVWguW/wvku8vwxcXf19Ffgvf0IyPi4K+PeNMa8AXwb++uocPK/6FMCvGmN+BvgC8GtCiC/z/AcC/GkLbPgrxpgvnBle9Py0N2PMU/sDfgH4gzPrvw389tOU6QlkvwS8cWb9bWBntbzDcuwpwH8F/LVH5XsW/1g6k/4Xfhr0AULgO8DPsxwwba/S77c74A+AX1gt26t84mnL/pAe51gakl8FvsYypMzzrM9NYOOhtOemvT3tx/P7QdhWnA3Q9ryxZYw5AFj9bq7SnxsdV49yXwT+lOdYn9Wj7HeBAfB14DrPdyDAn7bAhgb4P4UQ3xZCfHWV9ty0t6c9I+ixgrA95zwXOgohGsD/Avx7xpjkI6IuP/P6GGM08AUhRBv4PeCVR2Vb/T7T+pwNbCiE+OXT5EdkfS70WfEVY8y+EGIT+LoQ4ocfkfeZ0+dp9zTvB2FbcTZA2/PGkRBiB2D1O1ilP/M6CiEclgbzfzDG/K+r5OdWn1OMMROWkQa+zCcMBPgU+bEENnyaGGP2V78Dlje1n+M5am9P22h+C7i6+hLosgzc9vtPWaYflbMB5R4ONPdvrL4CfhmYnj6GPAuIZZfyd4EfGGP+8zObnld9+qseJkKIAPhLLD+gPJeBAM1PWWBDIUQkhGieLgP/IvAGz1N7ewZeCv868A7L907/0dOW5zFl/h+BA6BieSf8TZbvjb4BvLv67a7yCpYjBK4DrwOvPm35H9LlF1k+7nwf+O7q79efY33+OeDPVvq8AfztVfoLwDeBa8A/BrxVur9av7ba/sLT1uEjdPtl4GvPsz4rub+3+nvz9Jp/ntrbekbQmjVr1jwBT/vxfM2aNWueK9ZGc82aNWuegLXRXLNmzZonYG0016xZs+YJWBvNNWvWrHkC1kZzzZo1a56AtdFcs2bNmidgbTTXrFmz5gn4/wHEEmd7wlvLQAAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "blur = cv2.GaussianBlur(img12, (3,3),10)\n", + "plt.imshow(blur)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ml/ImageProcessing/glass.jpg b/ml/ImageProcessing/glass.jpg new file mode 100644 index 0000000..269dfcc Binary files /dev/null and b/ml/ImageProcessing/glass.jpg differ diff --git a/ml/ImageProcessing/img_processing.ipynb b/ml/ImageProcessing/img_processing.ipynb new file mode 100644 index 0000000..0d5ea0c --- /dev/null +++ b/ml/ImageProcessing/img_processing.ipynb @@ -0,0 +1,928 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import matplotlib.image as mpimg" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "img = cv2.imread('glass.jpg')\n", + "cv2.imshow('glass',img)\n", + "cv2.waitKey(0)\n", + "cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(225, 225, 3)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img1 = mpimg.imread('glass.jpg')\n", + "plt.imshow(img1) #plt by default takes BGR\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "new_img = img1.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Filling a dimension of image with color" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_img[15:210, 65:150] = 0\n", + "plt.imshow(new_img)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating border" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(245, 245, 3)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "constant= cv2.copyMakeBorder(img1,10,10,10,10,cv2.BORDER_CONSTANT, value=(0,0,255))\n", + "constant.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(constant)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Covering whole image with color" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "new1 = img1.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "new1[0:255, 0:255] = (0,0,255)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fMO1Q2A2cOrB+CrBnSrU8L1W1p3/eD9xOd3i6b+4Qr3/eP70Kh7JQvcvie6mqfVX1bFX9Bvg8z50izGT9C9wZPHPfwbRD4V7gjCSrkxwFXApsnnJNR5TkJUleNrcMvAV4gK729f1m64E7plPh0BaqdzPw3v4K+LnAU3OHuLPkkHPsS+i+A+jqvzTJ0UlW091V+52lrm/QQncGM4vfwTSvyA5cZX2U7grx1dOuZ8iaT6e7uv194MG5uoGXA3cDj/XPx0271oGab6Y7xP4/uv8VunyheukOXf+5/07uB9bOaP3/2te3ne4/opUD21/d1/8IcOEM1P+ndIf/24H7+sdFs/gdeEejpMa0Tx8kzRhDQVLDUJDUMBQkNQwFSQ1DQVLDUJDUMBQkNf4f0Xm/lRW7g6QAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(new1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "img5 = cv2.imread('glass.jpg')\n", + "img6 = cv2.imread('planet.jpg')\n", + "img7 = cv2.resize(img6, (255,255))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Affine transformation" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "img9 = cv2.imread('glass.jpg')\n", + "rows, cols, _ = img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(img9)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "pts1 = np.float32([[50,50],[200,50],[50,200]])\n", + "pts2 = np.float32([[10,100],[200,50],[100,250]])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "M = cv2.getAffineTransform(pts1, pts2)\n", + "new6 = cv2.warpAffine(img9, M, (cols,rows))\n", + "plt.imshow(new6)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Affine transformation on another image" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img10 = cv2.imread('planet.jpg')\n", + "rows, cols, _ = img10.shape\n", + "plt.imshow(img10)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pts1 = np.float32([[200,40],[550,40],[200,550]])\n", + "pts2 = np.float32([[400,40],[750,40],[400,750]])\n", + "M = cv2.getAffineTransform(pts1, pts2)\n", + "new6 = cv2.warpAffine(img10, M, (cols,rows))\n", + "plt.imshow(new6)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Perspective Transformation" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pts1 = np.float32([[75,20],[145,20],[85,200],[140,200]])\n", + "pts2 = np.float32([[0,0],[300,0],[0,300],[300,300]])\n", + "M = cv2.getPerspectiveTransform(pts1, pts2)\n", + "new7 = cv2.warpPerspective(img9, M, (cols,rows))\n", + "plt.imshow(new7)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "M = np.float32([[1,0,80],[0,1,70]])\n", + "new8 = cv2.warpAffine(img9, M, (cols,rows))\n", + "new8.shape\n", + "plt.imshow(new8)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Rotating the image" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "M=cv2.getRotationMatrix2D((cols/2,rows/2),45,1)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "new8 = cv2.warpAffine(img9, M, (cols,rows))\n", + "new8.shape\n", + "plt.imshow(new8)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Handling noise in text image" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAM4AAAD8CAYAAAA/rZtiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAD7hJREFUeJzt3X+sX3V9x/Hna63oQF0prKSj3VpMw8bMNpqm66YxRuYGnaGYSFKzxMY1IctwgzkjZfwx/xz7IZvJRtIJW10IiIixWXTadCzbH6MDOkopFSioULi0OhWMJnPV9/44nwvf1u/t/d7P+X3O65HcfO/33O+953PPPa/v+3PO99z3VxGBmS3NT7Q9ALM+cnDMMjg4ZhkcHLMMDo5ZBgfHLENtwZF0paQnJR2TtKuu9Zi1QXW8jiNpGfAU8G7gOPAQ8P6IeKLylZm1oK6Ksxk4FhHPRsQPgHuAbTWty6xxy2v6uRcDz0/cPw786kIPluTLF6wrvhkRP73Yg+oKjqYsOy0ckq4Drqtp/Wa5vj7Lg+oKznFg7cT9NcCLkw+IiN3AbnDFsf6p6xjnIWCDpPWSzgG2A3trWpdZ42qpOBFxStKHgC8By4A7I+JIHesya0Mtp6OXPAhP1aw7HomITYs9yFcOmGVwcMwyODhmGRwcswwOjlkGB8csQ11XDtjALfQyhjTtaqvhcXBsQTmv8UXEKMLjqZpZBlcc+zFlryaZ//4hVx5XHLMMDo6dpgvXLvaBg2OWwcGxV1VdbYZcvXxywGrdwYd6osAVxyyDg2OWwcExy+DgmGVwcMwyZAdH0lpJD0g6KumIpBvS8pWS9kl6Ot2eX91wrW8kDe6MGpSrOKeAP46IXwC2ANdLugzYBeyPiA3A/nTfbFCygxMRcxFxMH3+XeAoRc/obcCe9LA9wDVlB2nWNZUc40haB1wOHAAuiog5KMIFrKpiHWZdUvrKAUlvBD4L3BgRr8w6n3XTdeuzUhVH0usoQnNXRNyfFp+QtDp9fTVwctr3RsTuiNg0S9dEq9dQD+DrVOasmoA7gKMR8fGJL+0FdqTPdwCfzx+e9dmQw5jdO1rS24H/AA4DP0qL/4TiOOde4GeB54BrI+Jbi/ys4V5G2yNVXezZ88DM1DvaTdftVQ4O4KbrtlRV7PA9D83M/P84dpqFdvxZqtFYQgOuOGZZHBybydmqyRhPZ3uqZjMbWzjOxhXHLIODY5bBwTHL4OCYZXBwzDL4rJq96mwvcvqM2ulcccwyODhGRCx6SU0XLgbuEgfHZjZLwMbCwRk5ByGPg2OWwcExy+DT0SPlKVo5rjhmGRycEXK1Ka90cCQtk/Tfkv453V8v6UBquv5pSeeUH6ZVwaeTq1NFxbmBom/0vFuB21LT9W8DOytYh1mnlO3kuQb4beCT6b6AdwH3pYe46XpHVFFpxvgv0gspW3H+GvgorzUkvAD4TkScSvePU7yDgdmglGmB+x7gZEQ8Mrl4ykOnPtVJuk7Sw5Iezh2DWVvKvI7zNuBqSVuBNwBvpqhAKyQtT1VnDfDitG+OiN3AbnAnzzr5ZEA9yryx1M0RsSYi1gHbgX+NiN8BHgDelx7mpustcmjqU8frODcBH5Z0jOKY544a1mHWKjddH7Cq/7YjOaM2U9N1X6s2QF14Mhw6X3IzMA5NMxwcswwOjs1kJMc3M/MxzkB4itYsVxyzDA6OWQYHZwA8TWueg2OWwcHpOVebdvisWk81FRifhp7OFccsg4PTQ7nVxv/6XB1P1XrExzPd4eD0RNnQSFryz3B1WpinamYZXHE6ropKU2bdrjrTueJ0WJuhqeL7h8zBMcvgqVoHtV1pbHFlW+CukHSfpK9IOirp1yStlLQvNV3fJ+n8qgY7ZPMN0R2afig7Vfsb4F8i4ueBX6Zovr4L2J+aru9P980GJbs9lKQ3A4eAS2Lih0h6EnhnRMxJWg38W0RcusjPGvUre1U1RK96PSOtXjO1hypTcS4BvgH8Q3p/nE9KOg+4KCLmANLtqhLrGKyqpmYw2h28VWWCsxzYCNweEZcD32MJ0zI3Xbc+KxOc48DxiDiQ7t9HEaQTaYpGuj057ZsjYndEbJqlLA5FlVVm3qzVZinr9MWgiyvTdP0l4HlJ88cvVwBPAHspmq3DyJuuTwaljna03rnbU/Z1nD8A7krv8/ks8EGKMN4raSfwHHBtyXWYdY6brteg7m2aU2mWOlUbMTddb4r/jXl8HJxMDsu4+SJPswyuOIto8xiwimrThWPYIRplcLq8M7U9NWt7/X3hqZpZhlFVnK5WGj/L989oKo5DY1UaTXDMqjSqqVrbXF2Gw8GpWZth6er0dAg8VTPL4IpTg75Oyfo67jY4OCV5ZxsnT9XMMoym4uR06z/bz7JxG01wYDw7vM+m1c9TNbMMDo5ZhlFN1Wy6sUxhq1S26fofSToi6XFJd0t6g6T1kg6kpuufTh1wrCE+vmlGdnAkXQz8IbApIt4KLAO2A7cCt6Wm698GdlYxULMuKXuMsxz4SUnLgXOBOeBdFF09AfYA15Rch9XI07Q8ZTp5vgD8JUXTwTngZeAR4DsRcSo97DhwcdlBmnVNmana+cA2YD3wM8B5wFVTHjp10u2m69ZnZc6q/Qbw1Yj4BoCk+4FfB1ZIWp6qzhrgxWnfHBG7gd3pe31EW9KYTwqc7Xevaypa5hjnOWCLpHNVjG6+6foDwPvSY0bddN3qt9gTRh0N76HcMc4BipMAB4HD6WftBm4CPizpGHABcEcF4zTrFDddH4ixvU1hjb9v7W9laB3RhSe/JnXh93VwzDL4WrUR6uM0rQtVZpKD03Nd26Gq1tXfz8GxzuryW9n7GMcsgytOT+U8G/fh2KaNt7LP4eBY6+p4K/u6eapmlsHBGYmuTtP6WG3AU7Ve6uop2qWo43do8snBFccsgyuONa4vZ87OxsHpkT6fgu7rscxCPFUzy+CKY7Wp6yRG29UGHJze6Ms0bchhmeSpmlkGVxwrbSxVZpKDM0B173B1vwDb5cDMW3SqJulOSSclPT6xbKWkfamx+r7UnBAVPiHpmKTHJG2sc/BjUFd7o9xxODSFWY5x/hG48oxlu4D9qbH6/nQfik6eG9LHdcDt1QzTrFsWDU5E/DvwrTMWb6NoqA6nN1bfBnwqCg9SdPVcXdVgx6atSjNZXZqseH2pNpB/Vu2iiJgDSLer0vKLgecnHuem6w2bdeebFo42poWSXv3ok6pPDkz77Rdsuk4xnTPrndzgnJC0OiLm0lTsZFp+HFg78Tg3Xc9Q9lm/CycTzqZv1WWa3KnaXoqG6nB6Y/W9wAfS2bUtwMvzUzprRpdD08cp2UIWrTiS7gbeCVwo6Tjwp8CfAfdK2knxrgXXpod/AdgKHAO+D3ywhjGbtc5N1zugC3+DOvS0uszUdN1XDjRkqOGY1NOgZPFFnmYZXHFqMIbqMm9MVWaSg1OBMQUFxhuWSZ6qmWVwxck0hirjyrIwB2dGQw2Kw5HHwTmLvofFoaiPj3HMMrjinKEvVcbVpF0ODv0JyzyHpn2eqpllGH3FaaPaTFaMvlU7K4w2OG3/H31fOnPadJ6qmWUYZcWps9q4KozDaILTpbD4uKb/PFUzyzD4itP3N2ltc522sEEHZwjvNenAdFNu0/W/kPSV1Fj9c5JWTHzt5tR0/UlJv1XXwM+myo6UVbY06koDdSsvt+n6PuCtEfFLwFPAzQCSLgO2A7+YvufvJC2rbLRmHZHVdD0ivhwRp9LdByk6dkLRdP2eiPjfiPgqRX+1zRWOd1FVPKPX0c/YL3gOSxVn1X4X+GL6vPdN172z2ixKnRyQdAtwCrhrftGUh7npug1OdnAk7QDeA1wRr81DWmu6XnaKVlel8cmAYcqaqkm6ErgJuDoivj/xpb3Adkmvl7Se4p3Z/qv8MOtTZyPw3NAMqTn5UOU2Xb8ZeD2wL/2BH4yI34uII5LuBZ6gmMJdHxE/rGvwZm0ZRNP1rp2xKrNNXWlaN1PT9VFeq+ad08oaZXDMyhr0tWptKHNCwPrDwamIj2vGxVM1swwOTstcbfqp91O1pUyRuvZCp/XXqCpOHf8P49CM06iCY1aV3k/VckRE6WlbVy8qtWa44mRwaMzBMcvQ+6mapKwKMP89sz77V/Uv2TYMvQ8O5IcH2m++bv3kqZpZhkFUHHjtGb1rr6u40gyTK06NHJrhcnDMMgwuOF14lnezjeEbXHCg3R3XgRmHrKbrE1/7iKSQdGG6L0mfSE3XH5O0sY5Bm7Utt+k6ktYC7waem1h8FUUvtQ0UXTpvLz/EfE0++3t6Ni5ZTdeT24CPcnqL223Ap6LwILBC0upKRpqp7h3agRmn3E6eVwMvRMShM77U2abrVbwDweTPcGDGbckvgEo6F7gF+M1pX56yzE3XbXByrhx4C7AeOJSecdcAByVtpsWm60vhSmFlLXmqFhGHI2JVRKyLiHUUYdkYES9RNF3/QDq7tgV4OSLmqh2yWftmOR19N/CfwKWSjkvaeZaHfwF4luKd2P4e+P1KRmnWMYNoum5WITddN6uLg2OWwcExy+DgmGVwcMwyODhmGRwcswwOjlkGB8csQ1faQ30T+F667YoL8XgW07UxVTGen5vlQZ245AZA0sOzXOrQFI9ncV0bU5Pj8VTNLIODY5ahS8HZ3fYAzuDxLK5rY2psPJ05xjHrky5VHLPeaD04kq6U9GRqYrirpTGslfSApKOSjki6IS3/mKQXJD2aPrY2OKavSTqc1vtwWrZS0j5JT6fb8xsay6UT2+BRSa9IurHp7TOtOeZC26T25pjzb2HexgewDHgGuAQ4BzgEXNbCOFZT9E0AeBPwFHAZ8DHgIy1tm68BF56x7M+BXenzXcCtLf3NXqJ4vaPR7QO8A9gIPL7YNgG2Al+k6Ly0BThQ5VjarjibgWMR8WxE/AC4h6KpYaMiYi4iDqbPvwscpSP94M6wDdiTPt8DXNPCGK4AnomIrze94pjeHHOhbVJrc8y2g9O5BoaS1gGXAwfSog+lUn9nU1OjJIAvS3ok9aADuChS16B0u6rB8czbDtw9cb+t7TNvoW1S677VdnBmbmDYBElvBD4L3BgRr1D0vn4L8CvAHPBXDQ7nbRGxkaIf9/WS3tHguqeSdA5wNfCZtKjN7bOYWvettoMzcwPDukl6HUVo7oqI+wEi4kRE/DAifkTR7mpzU+OJiBfT7Ungc2ndJ+anG+n2ZFPjSa4CDkbEiTS21rbPhIW2Sa37VtvBeQjYIGl9ejbbTtHUsFEqWnveARyNiI9PLJ+cE78X+LG3OqlpPOdJetP85xTthh+n2DY70sN2AJ9vYjwT3s/ENK2t7XOGhbZJvc0xmz4rM+VMyVaKs1jPALe0NIa3U5Txx4BH08dW4J+Aw2n5XmB1Q+O5hOIM4yHgyPx2AS4A9gNPp9uVDW6jc4H/AX5qYlmj24citHPA/1FUlJ0LbROKqdrfpv3qMLCpyrH4ygGzDG1P1cx6ycExy+DgmGVwcMwyODhmGRwcswwOjlkGB8csw/8DSRJjBhEY9m4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img11 = cv2.imread('j.png')\n", + "plt.imshow(img11)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Erode the image with 1 iteration" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OAd+n6lH2LrVNqIZqnyz/r04A24bZFp85YJbQ9lDNbCw5OGYJDo5ZgoNjluDgmCU4OGYJDo5ZgoNjlvB/OMRe7PNVKjQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kernel = np.ones((7,7), np.uint8)\n", + "erosion = cv2.erode(img11, kernel, iterations=1)\n", + "plt.imshow(erosion)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### kernel having a size...slides through the image from start till end. when erosion sees black color anywhere it replaces black color in center of kernel box" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dilation" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dilation = cv2.dilate(img11, kernel, iterations=1)\n", + "plt.imshow(dilation) #dilation puts white pixels" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Handling noise in Face image" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img12 = cv2.imread('lenna.jpeg')\n", + "plt.imshow(img12)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "erosion = cv2.erode(img12, kernel, iterations=1)\n", + "plt.imshow(erosion)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kernel = np.ones((3,3), np.uint8)\n", + "dilation = cv2.dilate(img12, kernel, iterations=1)\n", + "plt.imshow(dilation) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### USing GaussianBlur to clear the image" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "blur = cv2.GaussianBlur(img12, (3,3),0)\n", + "plt.imshow(blur)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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