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@musahibrahimali
Created October 18, 2021 22:48
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2.Image_processing.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"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": "3.6.7"
},
"colab": {
"name": "2.Image_processing.ipynb",
"provenance": [],
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/musahibrahimali/58dbc0135465cdd90283930dfd907267/2-image_processing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RBKaGpypj7QG"
},
"source": [
"#github repository sync in google colab\n",
"import os\n",
"try:\n",
" # Colab only\n",
" !git clone https://github.com/hukim1112/DLCV_CLASS.git\n",
" os.chdir('/content/DLCV_CLASS/lecture3') \n",
"except Exception:\n",
" pass"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "STDEoUJwj7QQ"
},
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"%matplotlib inline"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "NdRevlw-j7QR"
},
"source": [
"***modify image by drawing via cv2***"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YXl_1MiNj7QT"
},
"source": [
"# ***Traditional Image Processing by cv2***\n",
"- transform (translation, rotation, resizing, flipping and cropping)\n",
"- pixel arithmetics\n",
"- color channel decomposition\n",
"- most of them are using warpAffine, because some transformations need to *warp* the original image"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CZZNdSJjj7QU"
},
"source": [
"1. Cropping\n",
"2. Rotation\n",
"3. Translation\n",
"4. Resizing\n",
"5. Flipping\n",
"6. Affine transform\n",
"7. Perspective transform\n",
"8. Padding\n",
"9. Split color channel"
]
},
{
"cell_type": "code",
"metadata": {
"id": "z3DS8HVhj7QW",
"outputId": "7b837374-3fef-4f7d-a01e-c419997207eb"
},
"source": [
"circles = plt.imread(\"data/circles.jpg\")\n",
"plt.imshow(circles)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UNywmnyKj7QY"
},
"source": [
"# 1.Image Cropping"
]
},
{
"cell_type": "code",
"metadata": {
"id": "8Q8BWdYDj7Qd",
"outputId": "8b125a2b-a557-499c-e7a2-d026ec47b07c"
},
"source": [
"patch = (300, 200)\n",
"center = (190, 220)\n",
"cropped_image = cv2.getRectSubPix(circles, patch, center)\n",
"plt.imshow(cropped_image)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Zs8PtFKhj7Qv"
},
"source": [
"### crop function"
]
},
{
"cell_type": "code",
"metadata": {
"id": "d-J5KR5Bj7Qw"
},
"source": [
"def crop(img, center, width, height):\n",
" return cv2.getRectSubPix(img, (width, height), center)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "gXF2fLfVj7Qy",
"outputId": "3247e698-6244-41e7-b6db-84c608bebb9f"
},
"source": [
"cropped = crop(circles, center=(190, 220), width=300, height=200)\n",
"plt.imshow(cropped)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iBAmNkjlj7Q0"
},
"source": [
"# **2. Rotation-cv2.warpAffine**\n",
"- get the transform matrix with `cv2.getRotationMatrix2D`\n",
"- params to `cv2.getRotationMatrix2D`: center, angle(+ -> counterclockwise), scale"
]
},
{
"cell_type": "code",
"metadata": {
"id": "lU6PSldWj7Q1",
"outputId": "0610a0fb-a5fb-4625-c6c7-2f5e0b641115"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"center = cat.shape[1]/2, cat.shape[0]/2\n",
"angle = 30\n",
"scale = 1.0\n",
"\n",
"M = cv2.getRotationMatrix2D(center, angle, scale)\n",
"\n",
"rotated_cat = cv2.warpAffine(cat, M, (int(cat.shape[1]*1.3), int(cat.shape[0]*1.3)), borderValue=(255, 255, 255))\n",
"plt.imshow(cat)\n",
"plt.figure()\n",
"plt.imshow(rotated_cat)"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f61b96dc4a8>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RiginTJvj7Q2"
},
"source": [
"### rotation function"
]
},
{
"cell_type": "code",
"metadata": {
"id": "aFoJk33qj7Q3"
},
"source": [
"def rotate(image, angle, border_color=None):\n",
" # grab the dimensions of the image and then determine the\n",
" # center\n",
" if border_color == None:\n",
" border_color=(255, 255, 255)\n",
"\n",
" (h, w) = image.shape[:2]\n",
" (cX, cY) = (w // 2, h // 2)\n",
" \n",
" # grab the rotation matrix (applying the negative of the\n",
" # angle to rotate clockwise), then grab the sine and cosine\n",
" # (i.e., the rotation components of the matrix)\n",
" M = cv2.getRotationMatrix2D((cX, cY), -angle, 1.0)\n",
" cos = np.abs(M[0, 0])\n",
" sin = np.abs(M[0, 1])\n",
" \n",
" # compute the new bounding dimensions of the image\n",
" nW = int((h * sin) + (w * cos))\n",
" nH = int((h * cos) + (w * sin))\n",
" \n",
" # adjust the rotation matrix to take into account translation\n",
" M[0, 2] += (nW / 2) - cX\n",
" M[1, 2] += (nH / 2) - cY\n",
" \n",
" # perform the actual rotation and return the image\n",
" return cv2.warpAffine(image, M, (nW, nH), borderValue=border_color)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "mlvIO924j7Q5",
"outputId": "a90f7abe-af44-493e-9645-dce3410fe9d3"
},
"source": [
"rotated_image1 = rotate(cat, angle=45, border_color = (200, 200, 200))\n",
"rotated_image2 = rotate(cat, angle=60, border_color = (200, 200, 200))\n",
"\n",
"fig = plt.figure()\n",
"plt.subplot(131)\n",
"plt.imshow(cat)\n",
"plt.subplot(132)\n",
"plt.imshow(rotated_image1)\n",
"plt.subplot(133)\n",
"plt.imshow(rotated_image2)\n"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f61b85e8e10>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gcPQCCl-j7Q6"
},
"source": [
"# **3. Translation - cv.warpAffine**\n",
"- params: img, transMatrix, dsize (dest image size)\n",
"- transMatrix M should always be np.asarray([[1., 0., tx], [0., 1., ty]]), where tx and ty are offset on x and y (-x -> left, -y -> up). And it must be a float matrix\n",
"- dsize should most of time be (src_img.shape[1], src_img.shape[0]), which are WIDTH and HEIGHT of images (in image domain instead of ndarray domain)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Aki7oRFQj7Q8",
"outputId": "87dae89c-fd98-4100-fac0-bf0040927fe7"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"shifted_cat = cv2.warpAffine(cat, \n",
" np.array([[1, 0, 30], \n",
" [0, 1, 100]], \n",
" dtype = np.float),\n",
" dsize = (cat.shape[1], cat.shape[0])) # right down shift\n",
"\n",
"plt.imshow(cat)\n",
"plt.figure()\n",
"plt.imshow(shifted_cat)"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efe0e0eea90>"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ycB3GRkZxPBfT9JPIpqdnI+kIersOsWjeQr785S/zzve8a7IzwEWIUtCean+dKpkqs0NlrJLCQAf10SoO9XUSqaoiFjTQAhq+inmcfmaEk85YTV97H3nHoWbOXNb/8Q66D+zjvZ/9PF4mxrhp0nNgN48+tpFcZhixpIG7b9vExz/3JYrjB8mnJ9j46JM81z5Ka1OET37pS/jdArmh/chUhg0bDxAN6QwNjTK/rYm9O56lsTLAwL4OnsjmmT9/Pnv3PoTPsrCizZj5YXxBGz0+jN9fxfzVp9DQtmzyWtVAuMDsnQSiPn0vxtAReqlH89/+48tcdNFFtLW1YVkWUkrC4XCpp1PTME0T27aZmJigurqaoN/EzmbQpUdNZRU5u4Bu+kjls2QLeRKZNJlsllQ6jeM4oGuTA/HhU//0T9x4ww1I15sOnFOEECpwzjI1ixaRNR2ymk1ZuB7DqWSgfxwnkSGTT5FxPPr7xmg9aRVrX38pz23r494/3c8555+Om0pRsFPopkdlxKQiVOTMU5djhWNc+573sP3ZJ9GC1fgrDDY/u4H2nVs57YyFiMwI+7c/xwMP7eD7P7mLCy5eS3VNlJ7eDjKpDK977flEIkGWrplPuDJAulhk8fLTaGpdScRnUPTKGe3qZdHZawksXsPAaJzWeW2To0a8WT9IXn0CX4QEEBoSqGys55JLLiEYDJLL5aZ74ovFYmnMpyZIpVJ4AiwzgN/vx9AEZeEQnueVGu89F8dzKboORc9FCIHneeRyudLFppfmxkejUf7tC/+O0LQX5EWcGr6kzC7RWBUSA7vgIItx3NwAniMZGxplZGwYX8BPKlng1FNP5Z577mP7lm1EQ37KIj56OjsYGR2kLBahMhqhrbWOxroqQpEyco6NU8wzuHsnWjpHfdjP3Ooocxvn46Ty7Nq2h33tPWhGhN/f+QBz57bS1jafhfMX8txz2wmE/AjNx8FDPZRV1jI0GieRTZPNZkHTcTJj+K0y9uzrxBeKUlnbQLHoTuZumN0V2xedYSSE+BnwRmBYSnnS5LZ/Bz4IjEzu9lkp5Z8mf/cZ4P2UJit8XEr5wIsexHE8w8ij1KapUSrt/etHP8qtt96KYVrkC0WkoeE4Dp7nkcpksCyLoGkRCkapqohhaQ6pVIqM7ZDL5bBdB91nks/ncTwQnsQ0TVzXxTLN0vAnK1R6Ts0jm8vxrW99i3e8+9rp96fGf84++bEh1t38I7LxXtpadXoP7WfeGdeStm1aWhpYv349sYoadu/ezZIVp3DTD37C6WsWsuLkRQyNOTTUN1LEI2KZjA50oPmCNM47iZ7eTmorKwkEfPitUoq4vKsjguVEA0WcfI516x7DsEw6dncyNtBDWSRENFLGSSvXUF5VRmo8Q1V1LXs7B1iy7CQClkn/gf10HdhGS5lG/85d9CQzfOD7vyfW1IojLAw8PO/EHCT/Ss4wuhn4LnDLX23/lpTyG3/1okuBa4BlQAPwFyHEQinlidvz4UkMUcqCNBWwgsEg8WSq1MApS5mTPJhuu/T5fNi2jZ3PMWdeI4YuSA+Oomkafs2k4LjoQkNogrxrg+tg6gZ2sYiUEh+lYU6GriE9j4985CO87Z3XTA9fUslEZh9/JErazpMq5IlWLCYxnsPSbHIBi3379lHIZFi/41FqG1qZv2gpb33bm1kwt5XmOXPoONTN4KF+YrUVpPNZ/GXlOEWdseGRUi2mohYzXEUwqoOj4YyOE4v6uPOeB3n0gQdYs3wZqWyKM9asZp/w0d6+kzmtjezbe4BgmZ/m2hoKdo66hkb6eocpj8YY7u8mokOovAEjsIfqcDVlFVVQGroPnJiB86V40XcnpXwcGD/C57sc+LWUsiCl7ATagdNexvEdc9rkDA6hawgh+MxX/oP7HniISKgMXA/Lsii6Es8Dn+bDEKVxc4Vinoxt090/QduSVaQzOYpSQzMDk4OHNQzLJBoKEgn48dwiAb+JrgtS+TTJXIqcXSAQCBAJh7n0gkvAASFL/7JZPv7474/hI22YjI4k6egao2LuKjo7+tm1ayN+fxA9ZHDaa16P37IQssjyU86kcv4yRHkNTXMXknUccukMnmczMjrA0Hgfhk/Dyeax/D6qGhdQYTVRsIdIDe5mxZmX8d3vPMTuDsl//uARvnfTOp54/FFWnLyEiy5+LS01lVi+BPW1FTy26S+MjYxTFjIhHEO6AfR0J/XLVlKzeCknv/UDzF/xOlavWgHI55OYnMBlpiPxcr4aPiqE2C6E+JkQYioPVSPQc9g+vZPbZo1wWYRwWYTPf+ELtC1cSCqRJBwOoyOIRCIEg8HSTCQhyOfz9PT1cskbLmXzc1uxCwVcxyESDBGLlBGy/Liui5SSYDA4Xf33+/0YhlEqvdo2nuexZcsWKsrL0fSp9WRU9JxNbE3nvEsvo6F1Pgf3dbJx/dNMEOfSC66l81Af13/zPt7xvs/wiS99j9WnX8w117yDvj27MRJpamvrKY+GOGnJIiwNaiprmN/YSG0YWuui1LatxB8JUgxmef/F13L25Z/g3FOX8+83nsO73nUGjz/6cW6+6b3cftez3Pf72/FbJge7BvCKIdr3dtDSsIZsPsne3TuI+gRbNjxA/YJzGdhziI9+9JPs6thHsDaGicO2jU9hTGW7FbO7hjTT4PkDYD6wChgAbnypTyCEuE4I8awQ4tkZHsMxoWkatfX1vOnyy6iurSEQCExXVIQQ6Jo23QkkhGAiOcHNN99My/x5rFq1ikKhgKHpREJhcD1CoQiaZky2D5VKra5b6kg6vFc9FAwigB9+9weldGGq02hWcZHUNTWzZOVKjEiQujktLF2yik1PPkBn+266uw8RqwqxsLmBmjl17O5O8rHPfppNex6ESDl2IUvPwT0YdoJoeRXBsgrMaAXSCmKEgrhOnOT+3TxxaILm+hj//MWr+cWvd3PTrzbzze89yDkXXMI7rz2DdRvi/PL2P1Om22hygt7BLnbu3EYikQDPQGMU14kzNJFi88anqKysxB8IU908F0MTNDc1TLfFO87sXkJzRsFTSjkkpXSllB7wE56vmvcBzYft2jS57W89x4+llKccScPs8cSVHj7LpLq5kd/e/XtaWlqwdIOqWDnS88jn83iy1AlUKBTQdR97D+wHAY+uf4yx+Bim30cmk2Lu3NZSG6fPh9/vR9d1NE2jUChMJh0pzRpxHAefphO0/PzTJz8JQsz6lQn/3gSkoOBIEsUikaZacgE4uOUAPjnIjuee4xP/79voOLSeUHOUSHkDP/nVZ1m+upkvff5n9G19jJA3TFQfw8z0UBHfiX98F0Z2AC1+iGdv+go7f/UtLn37P3LWaSfzkx9+mlWnvIue3XGyxXF+9ZcePvjZB/jKd25jXkOEhQvmcN7b38iZr7uClpo2Bg6NMT4+ge2M89TDGzjvgvP59e9uIm84xGJhzn/jFdx26538/Je/oaJxDgUXnGIRY5ZnB5nRuxNC1B/28M3Azsn79wLXCCEsIcRcoA3Y9PIO8fiiCQ3Hc5FIfJbFtde8fTpxx1RnjpSylPVG10s946LUay/00pCnq655G4bpI5lM4vP58PlKvaA+nw/Lsl4wr32qWl8sFtF1nfLycj7+kY+gqU6jWUUK8IRHJBKmo30/ybEx7OIIzzzTy7Pbu/n8Df9NIlFk++4Ez+zq5Y679vKFT3yaz37sTWx95E5qwhK/UWTewjawJ0iNdDHevZeAZnPXPX/kU1/7IXlpUVMdZPkpZ4MMk83WYRhhdDeEoafADGDbCa55x6UMjnvUNzVyxVsuwNAlG57ewpz5jYyMJXhmyzYaaysR4QrKK2IMH9pPZ/suFp+yFilLS9QYvtm9+Bsc2VCl24HXAVXAEPDFycerKA2D7AI+JKUcmNz/c8D7KC17/0kp5f0vehDH8VClF3stx3FYvmgZ4+Pj+P3+0ppFCFxKwTNXyHP77bdz/oUXIkWp2u8WHUaHBzn37NdQFgiRLeQpehLb9XAdOd32CaU8y7ZtlzKPCYFlWYyPj9PW1sYz27a+oIqkEoicuFzpYScG6dv+DH/5wx3s7ujg4++/kre/+5u0rW7j5/fexAXn/wM7hjwe+PXNnLZiAa9dEWP1vDbWnPU6DDHMnKoWtjyzkS39ktZyhwXV0J0xaCwL8r5vPkLIn+OqU5s4901n8NYP/zdf/fa3uPXWW7nhq1/iysveyJO/+y2rVq7ktltvxq/Z+Pw+Fi49iXDA4Ne/Wo/UJmhtXkghl8ERDn4rRPuuTmKNc3jL+65j4aozjvVpfEUc6VAllUn+JfrrRB1SSoQn2PDU01x80UUYhjGZFanUZtm2aCHrnniilFxkakE4XUcIya9/fgvXf/Vr+Hw+JBrj8QSO9AgGwmSzWXL5zHRABqYXl4vFYiQSCX7y859y+eWXz+r5w38vPAlDXTu56etf5Z8/fh1Zx8Eyg9zw9f+kb6ybn/7+XrqHuli98Ap+d9f1fOPfvsJb1p5KJudx1tx5tNQESRej6MLGS4/RWwjy5M5HqfcmWHnOhTz9zCYefK6LsK+K162KsnzNGpJGjKLj8fv77sd1XRora6iKVlNeWcm2ndtpm99KKGjRWF3OwZ4DPPBIO+eduxwnB5XVMeoamkjGx9m4s5P/+M7NiED4WJ/GV8SRBs/Z3ShxFEwFzqmSYWlRODj9zDMwfD6cyWq2EIKxiXFuvPH5vrSpWUZTAf5t73g7uk/DH7Qo5LMEg34sw0cul0NopbbQQiGH6xbRNR+aMNCEQTKRJhSM8Jl/+RcSExNMdW6qvJ8nLiHAzdu0tDZx4GA7t9/+G26+5VYuvfA8zjn1dPr2t1MTKuf+3/0n63/5c646cyEj3R0UDZv33fhtDH85CTfH5vW7OePffsJ9m7Zw74bd7B3PkU8nef3l5/LhD1xGS73JzoOjbNw6xm9+dge/ufm3NFU2sWzecgxh0dpaTazcT0NrPan0OJ6bIRwM4jc1otFyfJYf05KMjYyzY9tWWuY2093dxfZtW4/1KXzVqZLnDJ7fcZzpdsqpts3SHHRBe3s7ixctBOCNb3gjd9933wuW2nBdF03Xkbg4BZv777uHb/zXDTRU1bJ95248KXAnF4srFHLTK2w6spToNp/PY5rmdG++z+fjUF9vadynEGoA0wnL4ydf/QytDRG2PP00ui+ApsFg3zD9vRNU1pbjM/2ce9ocFs6vQMvp9I/2cf9ferhx3eNM/OzrPLZ+E1t7Bvn5k8+yam6Mb7//UkLhAiOxGmpsP5m8g7ZgARNJlz0bHiZrVpFNZ0iMT5DNZGib28xD63bQ0tLCgw/+mQ9/8H20NtUzb14Ve/Ycom9kjN/fdT8XXnI6Yd1PvlAgGDIJxmqYs+Q0Tr3oqmN9El8Rag2jo0QIMV16FEJMdxChCVyntMbLL265lY72dv7lX/4FOblcsSs9DK3UgeRJD00ITMvi8re+hR3PbWP9Q4/S3NDI8MQYY+NJDMOYTktXVlaGi4tlWYyNjSGEIBqtID4WJzE+AULgOMW/i0b6WctzKebSNNW3caiyAkMzGRydoLa1hta2JYQsk1gMFi9pRC9mKa+B+a97P2svTiO+5adnvJukXSRaXcmvvv8uTl37JnLZcezMGMH2bv7wzGaGB4ZpPqmTxspW/JZO3rXJpOLs37cP0+cnVl7JwOg4i5Yu461vvpyNGzfS2no1HX1DjMTHWXXSEm677T4efWwzH373VRzq68d1PVoa6ti3fdOsCZ5HSpU8jwPSc7j2rZcx1DtIVVUN+SIM9/cx0LOfd773H3h602ZWLJnHwfZOsgXoHZpgYHiESDCAZVlU1Faz4dln0PTSiNOp0rBKpHziyI318tmPfZzyWBkLGgKkii62B5ouqS2P0lymM9TbTX9/L5edezJWsBK9fg1WrJpA/Rzu+PL1bHj6ac55zet508ffjkwnSXXsQJNZRvr3U4incITNwUNFfOECt9y8iy//14dwy2qoipRz/933s+NQN03zG3nskU285ZIz0DOSB9dv4JRlDViREGeeczZbt+zisSe2sHjFPJobG+jp2svJp5zORDLHeVd9hKqmOXgYaDhwlBerO1pUm+cJopS1SecHP/oxjQ15yhugAAAgAElEQVQ1jA5049opJDbnXHAJe3bvZ05dLY898jSaESCZyRJPjFJWFsTzoFAo0tPdx513/G56/aOpue8qcJ44Du7exYoVCzj9jNV4mHR1DbJtwzMsnb+YhXPbWDxnPmbRJeRIuocnKPr9xGrKcT0bL58kvPZk6k8+mTd/4SOIXAFDGIRq6/FXNSELUTa2x7nr0QP0pye47/69fO+260gkh9m2/jGsikZOv+T1nLZ8AX/4xR9Zu7iNdH83jdUFLn39Qs46/w3UNbeRyRcQ5LjyrRcz2h8nn/GIhGrYsa2d3q4hOjs7gVL7LZyYBZmX4sT8aphlhBBEK6tpam4kHCitJRONhejt66NtTjMRv8nqNWvZvXcPmWyGSCSCMHSyTmn6Zihaxo033sjVV1+Npk+uiDhZ+lRDmE4Me3ftJFLmJ52ZwDAMqivr2PHcVlrnLWD9I39mJOjgC/i48Jq3EIjWYwWqmBhJkkqP4xc+yo0AQSvIwc1biHlJ4sOjNNc3kHfyNCyZx9tadMaHTyHnZMkPSR6861HOPPsiQv5ytu58jjVrVhPv6qJ2bhVYLlakFdvn54nNG1l2+htZe+ZrePihe2hqqicQCSH0AqnkIIGARdjykUyXMorheXgCdMGsT2Kjqu3HmOe4k8t8eNipCX7yve/w0J/+QH1DE30Dw9h2nrqaavZ19qHrOsMjo+g+g3w+TyZb6pHXdZ28XSAYDNLV16kC5glo0x9/CWQpFouEikWGR1Po5RUsXbWKfHaCuaECA+176NuzH6uxgeYFCzGCDRh6iN2HDrFrSxc/veu3/Oir/0bAn8a1C8xpqmTbc5tx+gZJj7usf/JBFi5tY8Xpq1i05g3s3buXbdueZPk5F1FWuQA3PkwqWSSbGGbPrg3Eavx0tg+w5bk9XPOOd9JUXwWFBFV19dzwrVs5ePAgV1z5Vu6++16WLFnCqvPfxLs++GFcaSCcHJoZONandUZUh9EJQtNLCUR8fj9muIyrr30PD/3xfvLZHMsWz2fn3n10dHdjWX7GxuNEIhEm4snJJblLfxsKhTANH6PDIxSLxenq+lTpUzn+pVIpYlE/QheENJc9u54lXDuf8y65FGmXse43PyA53M2yxUsgXE+sagV9o/2Eoi6haAM//+232L6vnXVb9/L60+ZQ3zKPCc9l3urXk/CeoKxWcop5Buv+soWULZgo+jjr8itpaK1lcCSNX5c45VVYlSlMp4YVJ69mPD9K49xexkfGSU6MMmFqJEb6yNoOVVU1bH1uO2PxDGXlVfT2DXCaaeLaNpplIP4OvrxVyfM4cHhiY9d1+eH1n2H9usdZtmgxo4ksh/oG2L7vUGl4lOuRymZAE3iOnF7euKysDCklDY2NPLnhSTRdx5MeQgOhmraPe3++/Tt4iSEaamroHx5nwcLFWNEWLCvFvg1/oqm2gkBNjA33b2H1WRfii9YQa16Ibvn55Mc/x8j+bVi6j3RB0LRmGddc9UaWLj0JK5dhYv/DtG9/hpBPMu+si4iU19Hx7GNs3dbFqjNWE2qaS7SimYARpO+5e/CKNgcPHmThilMRRoCH7nqYZHKCcy86iy1793LJm96Cls9wzz33sW1fikiNQSwc5sNf+TEVFRUnfKJuNcPoBPOCC87NcNvPbuJ3t/2SOS3NjIyN0jOSZWRslHzOQWo6Hi6pRBpN00rLexSLmKaJ5fdz3333sWzFsunpoMrxb6xrD268m+T4CHkPUrkcEb3A/LaTCZS3sOmB29m27gHOvfId2JEGLKEh9Shf/cb3Of/sVSyZM5cDe3eTHh3GbxjsODCIsEzOveJiVq5aCH272b95PXc98CChaDlnrVnBklPPoqy6nsick0EPkOzdA9JF2ja9B/dw8EA76WwOn69AQ0MDjz30KKeevpaKiiqe2rody2ew9dlOErkRilLw03ufpqKi4lifypdN9bafYF7wTa1bvOGKq9B0H6nEBH5Dp7qqnGg4jOvKUuYmRxIIBBBCvKCq7jgO119/PUIrLSZ3on6Z/L2xHcmOHTvo7uuluq6a+sZGNJ+N8AfJCRhIjnDSmjXUNDaj+QyIVPGH+x5goucQF154IcIfJFxRSW1dDa31Fbz1TReg+QPcfd+DSM+gEG5AVLXwmS98kcuuuJyy8ihpYWBEKrBzNnY2S6SyEhwby5D4nAxRPcf8aj9d+zrYvXU3bt4hm4wjyPKWS85l8bw65tYGOXVhM0tbahFCTCey+Xu47lTJ8zgydewOAp+AD13zZgw3R2VFOZu370QYAXYeHCRfcPBbpU6jqb+b6iByih6O5zJv3hye2fosasrRiWHdfXewZ/3drFqxGL2sgkhFNVU1bZQ3L8POJLDT3WQyBZLjQ9QuOoOBjg6+8fVv89kv/ic1NUEyWZt8NkchPoLIjxBPjrH4vCvpP9jLlz/+Qb78/e9QqWf54913snLNKTQ1V6OHYhhYCEdD82mk8agsj5FLx2nfuoFYyGRoaAgy47TvO4Dr6PQNThBPpshLDxHwMThU5LSTl9A5NMR//+qhFxQCTtTqu6q2n8CmVrtu37qRb3z137GLeUxdp6t3kK5RG003ySaSFGVxOnGy65aWPNC1Uu97Np/jYNdBystjqn5xAvjxf3yCOi2JIRy8YBVV9c00LFyK4xawLIvKaAPxZB+jwym6DuW4/sbv8N8/+i4nnbSUQqKU0csTGoWih1tIovnChHTQwwF6+pI88OufsevpR5CaRVEIhoYO8r7Lz6B/3OFtH/8Snu4REnnijh8hHWoiITo7OqisqcGVOtLNkh3aSfv2DRSzeQY7EnSMj7BnwCPmd1i0ahn/9F+/AE78RQpVb/sJTHdBapJ5q1aTSuaprowxFp9A13xQnCBv2xgBCztbRMLzg+MR+EMm2WwWv9/kPe/6B+75w73TF/HzGZ1OvAt6tlvc0oCUAeobF5Mv5AhVVxCI1OFkhwkFw2Qdm1BlMweeeYBv3vAdWlvbaG6Zg+YLE4i6eNLBKdhIt0A4FqVYLJKxJf6CS2VNlPPeeBGnn3M6j/7xD2hCsGLVSspWriUiIO14RENRDH8NVnqcop2nWBDs3vgQybE+zrv8MhIZiJQFWXPGBWzatIWnejuxbZfyoIs/FGPp6nOn38vU9TXbrzMVPI9HkyVFgU7DnDkM9fXQ3FBNIZdixdJFbN3biaeVcnu6rovrOPj9fqTjUiwWCQQCmJbF448/ztlnnMXjT6+fXtJjqmQ+2y/sE81gtshYeztWuJb5Z70FN5Vk4sDjVM9bjNT8BCLVpNNpDoym+OTnvsiqNWupqIyh+wSu1DE8DavMwrH9uNIjEAjhMzw8wLIs6hatQroO8086hUwqSTgawy7mMAOBUhpFKUknRvEJB8uMsXPvU5zymvPxGToHNzzJ5p3PMDDqEI/3kbMlFg5+06SpoY60a9DUXHusT+GrTgXP45D0PISuAYKlK1bSc6iTQMBi9epVbN6+F02DXKGAZejT2ZWklKXgSCkw5nI5ysvL2bJlywt63KfWRlKOL3PmLCXRvYO5c5ag2WOMx3ezd99u6pacTBEfIcOPz2fz9vdch24GkJqGz7ImE2XrCE2CBOkJdEMHoSOlV1r5VUgkGrrPpGgX8JeVoVkWAg/dMPE8B8s0MQyd4d44nkxQFY6xeeM6hofGeO2ypSQTWXZs28PSxS2URSwiQR+ZfI6ly0+iayiN5g8d61P4qlNtnsehqTZPKSWem+d7X/8G6/58Hz6fTjKZpn8iS97VsSeX5nAdh3w+j47AE6Ued9OyMAwDwzC4/MoruOGGG4Dnp8ypAHp8ceLd3PLtb9HbvZvXrlpMdcNivDIf0boWItFGyiob0QyNfFEgJr80TdNENwyKto3wXHRNw87l0Uxf6f/ruEhPoPkMdKGRy6VBuKXxwlIrXQtmKXOX59hg5xjoeg6/sNj82F1se3IbZWUxgo0hbDtIsMxHcnCI/v5+FqxcTWvrXLZu3UrtghW84x//D4alkiErx5iHRAJSCjTDx8c/9X9I5CQeFg21DdTGYnj5bClwuu70csWmab4go1I6ncZ1XW655RZSqdT0mFDl+OMF69Ap4vN0+hI2D/35djb94XZ6tz2OTPQznkwxkXfQhMSHhk/TcW0XO1+cLDBoSDQ0n4EnNBzHw9BNfKZJsVikkLcxdD/CsHCFhisEXj5OaqQft5ClkMuCrmPaNhZxTGHSvCTG3NWVNJbXUVvp561XXce8Vau58oMforG2DoHHsoULKLc03NTEsT6FrzoVPI9DPkpJjTUNBAauYbGgKYbm5dBMHwXXo6mpgbDfwtR0DJ+F55YWkJsKkALQhMAuFAhbET74/uumM847nso4f7wxfQaxmgYamuuY6N1FOGAQz0mqY1UEjSxkhohoHoYhcFwdTfqh4GB6DoVsBs9zSmtfSYHwZClxtlvE9pxSomzDo+DmEK4LThGvkMHRNApOEdPNE5B5evfuANNgeCJNZU2E0884j5NWvJaqxhqKnsujj9yNJvx0tvfgb2gkVlPF3uc2AtDVdejYnsBjQFXbj1NTPeRTOTl3bHiCn/7we9iJUbJFeGrLDgKhMqSmE09kJtdOKi35OpUYxLbtUluormPbNpU11ezZtxsppZrzfpxx8NA9j7G+bnp3bGTvji2ESaDLPJ7pY9l511LZuBgpJcGIn7xdQDMtpCcQTmmommFM1jy0UvCcunaEEMiiPTmhooB0PSy/D2ein+HBfsKmB45NNjNBsZBnaLCfsCEZT6aRRoDxRJ7x+ATLV52KEILK8gqeevhP9HT1cOZZpzMk4bJrP0SkevGxPo2vCFVtP8Ed3ivueR7LTzuLlaeuJVYWoramgnmtLdiFHNIpIqWLMMT0YPmp6rxpmhiGgenzUV5ezsH2fWhCU4HzOCTQcDSDquZ5WGVR4tksXYNj5O0iBh6Wl8NyU5hFl8zYKKmRMWROQxQtnGIez3VwnQJFO49nF5BFG1m08ewCnl0Az0VIDwOJaQgKuTSmbhAri5COj5JOj5KcGC41C2iCcFmMyqo6bMelLBalqrKGgN9keGiA7q6DHDpwEDuforO3i4aW5Qhf5FifwledKnkeh6ZKDIcPNvakQBceH7rqYkYHB8nZLvGsRzKTxfRHSGSyuI5DWVkZyWQSAMMw8DyPgOkjnctiGAb5QpE7fncnZ51z5jF+l8oLFEH6QLoF9m34A/nUCJoWY8fTD7BsSSuJiXHKY7WEq6Lk8zbhskr0YAPCF8AM+CeXqy413aBbCCEwTXP6+inmsmiaRjaXJhIKk04nySSS+C2NkZ7dCC+PKDp0dHSwYMEC+nu7iSfTOJ7H+OgYmjAoq6zk4MEDRIIhouV1JOI9zFnQwlWfugkMa9bMZnvFZhgJIZqBW4BaSq1mP5ZSflsIUQH8BphDae32q6WUE6LUjftt4FIgC7xHSrnlRV5DBc/D/K2ZGRIQ0mXnM0/w4O9/Qz6dYNO2DjTdx96ObmwXamtrsV2HTCZDLpebDp7FXJpQuIxisYiDIB5PEs/8/TXwH89K/1/AybNtwyP4NMnTf76Lk888i3RmjEJ8mLA/SHX9AgqpDOPxMUTYj+UP4jdDJOJJqqqqsG0bI1qL53lYloWUpVwIftOiWCxSHisjn88R9JvER8Yo5JOkR9oRXpEtT2+mvqaM9vZ2Vi5fQiaZoKammh272hlPJDjp5LUkc1ny+Rzb9x3i9aefjUz1YjRVsPb891K36OxjfRpfEa9ktd0B/o+UcilwOvARIcRS4F+Bh6WUbcDDk48BLgHaJm/XAT+YwfH/Xftbw4gE4AqdRUuXY5KnoiKMprskkmMIoVMejVHIZVncWsWKRc2sXDQHnygiZAHL70fXBdlsGoFHTW0FH7nu/8Fz5HQn0on/lXP0TH0hT/30PK90wiSlBdclSNeb3Kd0mzK1RPXh9yXPj6h4/ieTK6CaPPrnu0kMHWD5qSfjCkCzMKwIBSnITwyyZcODTAzsp33rBobbd7Bn02OU+Wzig51MDHQx0LEZO5MgfnAn/XueJp/Pk4v342RGmBjsw8IjPtxPKjWAWyjgZWwSfQepMBK4xRxzmmvp7jpA/9Awz+3sIGiZVEYjxEf6iU8M096+n/pyHTc/QPd4kpAr6dr8MJ7nlN6RdGdFIebFvORquxDiHuC7k7fXSSkHhBD1wGNSykVCiB9N3r99cv99U/v9L8+pSp4vRjq4no6uCzb/5U62bnqSkZEhBgaG2LH7IJXV9bR3djBnzmKyBRvHdUln8rgIhkdHKBQK+HQDQ5R64zMFm7vuuou1Z56Bh6uGMB2hv7Wonuu609uOZE73VIfe4cmqHbuIoUvwbL72yfeRnhjh2ve+n3CkjKH+XvRiir27dhLy66QcnVAkSkVZhFQiiT8cpK+nm/q6OvKZLLncBLaIUlsRw/LrjMZzhP0BrFAZRiBCNBoiMdzOxFiccNAk6JPExyfQtFLHUjwxTiQYwHZA4qOiMkpnZye24xIIlpHJZSmvKmfoUBcrTj2b7c88RnnDAt7x77dMvx/PO3HTIR6VDiMhxBxgNbARqD0sIA5SqtYDNAI9h/1Z7+Q25eWQHromsD1YtOJUWua2MdjTR3UsRnVZiKaGGlobGwhGypi/YAGFgk22YFMsFvGHI/iDYfKFUk+8TzeIRqN87GMfo1gsqsD5EkwFRQkUXQcJaLoOQlAqA3gIIadLYa7rTidtgckMWLoBEnRNB08iXQ9D00jGx+jt3M/gQD+ObSOEZGR4gJqqGD2d7bh2hmg0Qk19Ey1zF5aya/mDhMNh6urq0HWdfXt34td9VJZHyRXy+AMhRgZKJUbbzpIp2JjBCBKD1pb5hEJBYrEI1dW1RCIRdJ9BdXU1mmawaNESWlqa6Ozpoby6GiklZZEQhWyG4YFBVq5cyfDAQKmTabKT8q/P02x2xJ8aIUQY+B3wSSll8q9ST8mXWnoUQlxHqVqvHAnNBAk+DcyaVl77hiv5yx8fwClqXHvN27jtjntJJnJk7QE6OjrIZHNUVNSQyecoejpmxKIsVEYqGWcsGaeiooqRkRGi4Qh5pzBrGvuPCk8+vySkJ0tTHjWBTzemS5GO45SCIoCUuEUPzTTQpYvjOGx+djOGYeDz+dizaze9vb0Ui0UeffRRMpkMqVQGx07TUl/Ja5Y3k4kPc9svfkhdfTMNdbX09/VQX1fFgYOHMENJnlr3KPNaGgkGLLIZi3QyifAkp59yCv1D4xQLeYKmwcGOHhoXLANvAs0H4aDB6EAvkbI6hod7cJwMw30jGJ6HJm0MfxDX9QgGg6xb9yiaoWNoOthBcGwGe7vIJsdZdfpaEhPjSA8K2QR2Lj79Rfz3kkPhiKrtQggf8AfgASnlNye3TVfHVbX96LMBwwNN2uQxsXS45Rufo/3AHjQvz6pTz+HhdZvY+MxzlEXLyWbzYJgEgkEm4nYp647nYlg6tp3HzhYoFovohkEgHOCJJ56goqryWL/N49LE2DiZTIZ9+/YRi8UYGxtj04YN2LbNgQMHSCQSCCEYGBrD8zyklNi2TSAQwOc500FzatxtoVAgHo9PJ7PWdR0zGCIajBIL65y5vILhvv04WR85T9DXN0B1eZRgwKKhtoxCaoSAZVB0XYLBIKlEgtr6Bmpq6ti1ey9NDS14pk5Ic2huXsIIEbRCjmwqQXO1n/j4ME2L5rL96fX4jBANDY1MxAdxhAmFFJlUmsb6RhzpYbtF9mzZSUVFBZ4uMXw+6hvqGEgkIF9A6iY1ZQJHC3Hxp28rraBJqdp+ouZReMVS0k32nt8E7JkKnJPuBd4NXD/5857Dtn9UCPFrYC2Q+N8Cp3JkTJhsZDHxT25bvOYsdu/dz7L5i3lyw1ZCpk55OAbCoL6+nvau7lJpwDTJ5V1st4hWFJi6Cb7Sh9a28yTHx/jUJz7Czbf9+gUrbx5v+RilW0qCwuHHJF7YIVMq9UxVoUGi4QIGpVlV0pMIzQDHZc+BDgYHhtm5fTeuXSSVTpDP50gkEvxf9t40RrY7Pe/7nf3UOaf2pfe97355uV1yyFk44kgjzmgZR5JhKY48kGAbcSLYCqwvkYQEQhAHRqJEiuLYTmDD4wSOFsuRI1Az0uwcDskhOVzuvt/eu7q79qqzr/lwLu9QgmPNSHLE4dwHaHQBXVX9r+6q97zb8zyu65IkCf1+Hz/KLZ5t277/t3E9H1EUUaQ8MKZpiqkXEIUMMY0QjAJREiPLOoqSBxTH8UiSBMf3sMqlXHUdkFQFRdeQlQRLTbl94zaZIDEZ9NGsCigq48Bn7Drs9MbUDYWl2QqmZtOslRBFkSCI2NncomJqbOzfZbbVoDsZMBn0WX7sGUaDHpIsMRY0rNl1fC9GNwpMxhMODw8oWyU6R3uEkYemaYztMUEQ4vs+BSUkix1sJ6NcqXD75i3mZqfpuGMazSmgipCmtC+8zOwjH0JVZURkYt7fykPfzqrSh4EXgUvkQ0GAXyLve/4OsAhska8q9e8F238EfIJ8Velnsyz75p/yOx5knn8GpCkcbFzlN37l7+NFUC5X2T1o40cRw7FLmIgcdXvIWgXXde9bdqRpysLCAoPBgKmpJu32Hkka8ev/yz/huU98goz3RtD8k+6f/65S8N33uf/zez2Iq1eu8fLLL3PlyjUuXbzK9vY2aegjZAmyKCAroGomqm6RCSBrMu8Mx98toCJJ0v0A+U5W+Y6mgCRJZHGSrwhJAoamkgtiSUiShONMEAQJ27aJ4xRFUUjIS3nP87CsXEyjWq3y8fPruJ1N4shnZHusrZ/k+T/8PK1WCzEJyCKfSq1KGniYBZ2HT68z7B8xNz+L73qUy0VIQyRRwHc9JsMxtWaL23fucOb0afbbh6ydOoU9nhA6A2qNOmmasbWxCUCtYpJ5ecbcbrfvv/Zyq4zjeDhuiFG08gvuMMIs6SRpyvqJc2xubfDYx36URz/1syRiCYmUKLonQvJdhr+wzDPLsq/z/90R+/5/x/0z4Of+1BM+wJ8biQizayeZX1lh89YdQs8nij1kUcPQdIaHQ0gFFFFCFQTSLKZarZJkKVtbGxiGQb/fZ21tja2tLf6bX/kVnvvEJ/J9QwGiKPpLffO/M629vyok5IEx5VtBUhKle2tD2X1R6C988Yv8/u8/z4tffRHPtYmDkEp1ipppolZMZElAU0TiOCaIYlJZwHYcQi/BLFioqoqiKPeZWmIGQpoRB+G9NaWMJMkDYOB672J1Bfh+iqbKKKrMyJ5AEuP77r1yNuefi0ruL2UYBqZp5upXYsrabJW3dy5SLFWI4oQ33niD2dnZ/Lldj7Xjx5lMeiSZhFlQ6PV6xHFG5/AAkRTfHVKrV0kzAd0wcLwU2wmoFi2iwEaWUmLfgTSkZOm09/YJw5C9nW3m5mYQxIwwCVFSmVKlSJyE6LqOUjDA87GKOkkSkMUJqmawt7vH4toKR70++wcHVG5e4NHePnG1hCinKO/ntJMHDKPvasQASUbnzkU+8xv/kIntkyKxsbVNlAgMRi6269O1xzz3sWcY9nsMRmPMYpVbdzZxHAfLsjBNE03TCOKE1fU1/tVv/iaIAlGST+b/MvHvax3Eccrta7f43Oc+x/PPP8/u7i6+7zPVbFEsl/DtCWnk8vSjp7l15yaGYdBoTrG7u0uxUiZNBIYjh4PeBD+OEBWZIIj+WPDMsgxVynUC3q3GH0UBcZzrYL6jqZqEHqoiYVkWGzv7iJJCvWwhyyqO4wAiSZKg6/nfVFEUgiCgUCiwMlfnU08vU6tVeOvCdURRZjQa8daVG6QJ1Csmsgin1pd56vw57MkAezJCSDMkAoqVEqqq4nohBbPM9u4ua2un8VybV19+gScfP0u92WLsRJw+fZo3v/ESiiigKDJxGhEEAUkGzWYdy7Lodo+o1Su4rs1Rx0FTRFR8Rr0x/aGN7ctYZQNR1Wh3HGYXZonDCaXGPD/5S/+chBgJQPjui6APPIy+F5B4IBWAlN/+jf+WN1//Jjs7W8wuLDIYDdnZP0Qr6PSdjMQZsrqygKIajBwPO8hwXZc4jiF7Z0dRQi3obO/u8ObFC9Tq9ffMEN62bd74xjf5nd/5Hb7yla8QBAG+71OyysiyjGVZ91sSURSDKBB7A2YaJWYrEvMz0+hGidfevokfZoSJiGyITMYuIydEllR0w2AyGaMoCoVC4X65HofRfaaO53mIokia5UFU13UC10OSJGamaxQKBW7duY2omCi6hhD6JEku1BGG7+x3BvfXemZmZgB4eLXFyrTK7a0dPv03/ibt7W327l7l8u1dRo6Xs8OigJKmU6/AmRMrzLVqlEsWqqqQZDGt6Tl2dzqEkUOr3uCg3cY0ihTKFa6++SK2E7B68iyu67I01SRME6rVKjt7O4iCgheAJiQEgUetVqHRrHJwcICoVSioIs7RXbY3dxkOPSqzi2xvb5JIGrttj/nFBcgi6lWF//x//F3Q6mRZnPeXv8vwQBjkewFSAch1P0+ce5TZmTpTzWnEDKbrTU6ur2MqKqdXF3DsmLt3D3juuedoVCpoSYQEGIZBEHpEcUB9qkQae5w7fZyf+en/GHs8vM+CyX/Rt5g07+CdPuC3j5Q4Du8/H2lGkn3rObIk5T7lJorZuXaNz/zjf8IPPvtx/u7P/T2ef/6zxHFKsVimWWkgmyqaIWOP+6Shh5QkqFKIioelSdjjEW6kcm3L5eLtPttdm54bESkq7fYIxwdR0UlFkTAM8jOIAokAgiITkQupvKOVqqoqAIVC4R5nPLrHqIkY9Cds7fewI4WCLFAUknurYglpCqZRJIkzMlEhE/PA7PkOogTNqonrplTNMq999UWGhz3cYIwi5pTK7lGPNIh46vE1njizwmKzgiyrDMY+arFCpVln7AxBiBDTjO3tbeaWllFMEy8KmasWOXv2LJYsMNdooLdWkFQLWStSMGrEqbMNzrsAACAASURBVIiiiJiNMvPLS+iSxLA7IQpFrEqJTBKRBBmzUEAUEpQso1lt4vshc/NNiiWTxbUFPDvhzvWLJBnflYHzO8GDzPO7GVlMhnRPNCTg8PY1PvMb/4B+v08YxiAWKFZr3NrYwHUS4jii3igyGk1IYgFkmcHEpliqIQgic3OzXLt6lfn5ebq9Po7n8rEf+EH+u//hvycX2833Hd/JRv+kbN63dWTS/Lne9Zg0zYOwLIq88so3+MVf/EWG3Q7VUpEsTTFMk+39QxRBJEYgjPNBRBJFpFHGXL3AibUZeoM+4zCi388n5YZhEAQBtm3jRTGyrKKoOqIo43keAGEYkd1bqdFkgWPLs7TbbWRNw/VDCoUiwT3B4TRNMU3znm5mnkX6jotl6ZTLZXq9NpPRkGazSanaYGd/jzBIMM0ikR8QRfmZhv0epbKFLAo0Ww0KhQJPHq9D4lIumUw36pimyTdfv0K302b38Ihy0aBWsYjsEZ/+6z/B3du3GPsBp06fJpv0EUQF0zSJkhAvhUqlwmAwIMsyXNfmxOmneeO1L7G0dALbddCLBYL+Qd7mmMo91xVFIQt6jBOVQDDQ3DaaIhLEAppuEEQZCCqyquN7Qy5euIyQahwOPIZewEOnz2CUdLrDgJ//tX9JnMjI0nuldvn28SDz/F5BlpDHIInG3DJ+YHNsbYlmvcxo2GVzY4Mf+uQnqFVLLMxPMzvTYma6RaNepmjqGJqMqkhompavKQkiO5tblIoWJcvihS98gX/6678BSUwYhsTvyhL/bPay76Yx5jxwUYCvffUFPvnJH+LT/8lPc/fWbeLAp1qpoGoFBuMJhmHcn6rLSq5PKkkSlaJOvaSThh61ShlJ1EiSDMOw6PZGdIcOsaDip2CHIcOJzXAyBgSiJAUxzywVSaRZq3JsaZZm1aJo6NTLJULPvf/6kiQhCALCMARyt9Isy4ijiEG/iyRJrC4uMF2rsLG9jRfmuqlJmPcUNUUmCnzKJYtq0UJTFCbDEUkY4DoO7fYhR0c9fN/HNE329naQBYHYD5AkmTCIefLJJ3n5G6+yubuHqmkcHnZQijqlqRZGo0kgZhStMnEcI6QJvmMjZQmBP2SmXOFw5xoFyUd2RxSMEqKkkSEjKwX8IKE/yKjXVjHUMppaRFYrzC0tU6w2mF87jmqY1BtV9JLF4089eX+gqKoqoiihaCa9nS3s7j7Sd2Hg/E7wIPP8bkaWgCCQZiJpmiFLAoc3XuV/+7V/SL1sEQQRg7FDp9elaDU5PGyzfmyR0dABKZ8Qd7p97u51QS4wGo+xTJNqqYzvu+i6jixJDG2H/mDIf/bzP8/f+bm/CwL3hyTf6UpTlmUIGSRJxuc/94f88i//Mt1uH8MwAJBFiWKxSN2S6Y9cnChfA3Jt5177IMUyCwhpwmyzwfR0kUF3QJxK9Ps2omrieDZhGGJYJWzXxQsiRPmeuEqSICEQhiFWqQxChirmX7NTNc4/dJLeYEhv7DIYuvkZvOD++eM4RtM0XHt4/7xpFmNZBr4bcO70SW7cuMHhOCTMRKYqOqZpQpZg2zaSJKBJEvPzs4xGIxRZ5MSJE6juIaPBkMlowBNP5k6X3e4uC9OzvHX5NkNPQJVkLNmjVFJoNap85INPMhz1ObYwx3g44eBgH0mGYrmGYRiEUX7uRqNB2/ZZmlrjG299hQ89/TSd/SFxllKtVjk8PKRSqTAejzGKBoOjXQqCzziIqU0tUK002d/fR8xiNCEhCn12hj6zM3M0mzPcuH6buxtbKFqJucUFxChk6tTjPP7xH0PUvvt0Ph8MjL5H8E7P8R1rYeKYL//ev+TrX3ieoiaQIqJaJTY39hBFkWrNIEtFeoMhlVKR3mDI9pFLZ+QxdB2alSqu4yAL0Jxu4to2xXuMJdePMM0i/+K3/hVTU382q9nXX/kGf/+/+AUODg6wCgaBHyFq+cT6nX6qmMHCtMVgErLbHSDLMqam4UQxBUWgakroskBF17A92Bu4RIpCmoRIsU0YKXkJmmWkUT7Y8TwvD/RynvVKspyX0QUNRYgxdYkPPPIQm9tbLKys8srrF/GDlASNJM4n64VCgSiK8om5CqqqE3g+xVKBJIpZW51nbLt0ByPcMN8DVRApFAoYBY3xeEgaJ8hKrvy+vDhPv9+lVqvxsUdmONjrUK1WmZubYXd3h177EF0TCAWVN25u4rouj66t0967zcpci4Vpi9XFeQLNQJcCplsNeu0OpYKJKIrYfsDEcVleX8fe3yMuyXT2EuIwYH29RBjKNBoNJpMJg8GA1dVVNje2mCppOJlIee2DBN19gsEGzmTA2sIsO70RerlJGKooBZ1AESAIuHHxMgM/IhhHWDMt1pdO8JEf+UmKi9996vIPyvbvEYj3ys77PUdZ5vxHf4hnnvtRet1D2p0u1aLOk4+fRZMyVheXMDQRTdMY2DGqVKCcuVTVhDQIydKUIAhQVZ1+Z8hkNKbb7tDe3SdwHTqHu/ydT/8NIMZLAjwSEiAmIyGf9bwzU8qISbMQiCGFv/ZjP8XP/K2/TWfQR5Fz3yVZzJ0dsywjThOiLCUUMkauj39vY10QIfAmKFlGQUwpWQbzy2tcbQ8YpQqyplKQMjRBIsNE1XPvckkWkHWZWMhAkUgFkEjQpJTe4RZLs3UUIeWDT57joZPLdNq7aJrC4eFhXs6rEpqWIZOAkHugZ1lGlkTImsFwMmR6voZVkDm2ukC9pHNybRpd1hkPJ0hiimWYxGGEY3uEQUqpXGdltkHZNCiW6xiySk1TqBVr7B/2uXHnLlt7u+y0D4l1g1RW2dzeRRcEyorKaNiFTGOqOY2iSMiGTtTvU5Rq2N2IKI5J1CLTK8fxkgSloON5HiESulCjXDGQlJhSdRlFq6HoZVIxoznboD8eMb06g5OJGFMLiJ07tPQM2RSYqpd57fobFK0yxUKFUBaIBAj6HokTYk8GxLZCKoq0qjpXL7/NFz73b3M1sCzN3xNZDEn8//dH5D8YHmSe7zfcW3C3e21e+refYdzvkMYBN2/ewvdD1tdX0TSVTBT57JdfQ1V1SrpMkqXsHQ0xTRNRlPHD/E0+DFK2t/YoVaq4XgASVM0iQRDwzDPfx6/+43/0LQpFEoAkgCDz6itv8o1XXuVLX/4ijjOhd9RDlvO9xuieZTLkZbQsSnngjCKEe6yeLIrwogitYBAFIZahkSYSipzhOQMSBERJgxSSJEYQMxRZI0lS4jRGEERS8jLbKhVJQx9FlhFil2a9zM9++if5wy+9jO+HHLXv8vQTj3Gwvc+ZR85y684W1+7sYTsu44lDkikIUn7BiTwXWRY5e2KF7qBPkiRUSha6qtEom8iqxOtv3USzKkSxR783ptVq4NojCppElqR4nke5UkPSLUwlY22+hXO0SyroDIZdqmUTzw04c3KO44tTtGZmGA+GtHd3uXj3DppcRM8yotAlEyWePn+K3tEmmiqzvHIMe+IRRj71eoU4jomiBN93KdVazCwssrNxm9XjJyCBdrvN3NwCo9GAeqPMzs4ERZqgGNNs3nyRUtFAQUOzylhGi7lTZzka9hl3e5ilIo7t8m/+78+SIWEYBrMLs2iywsH+IQvHjvFXf+6/QjXLxIiISYQovfcZR39hDKMH+O5DBlj1KTLV5NqNFzl9bA3TKFCtlImjkCgMqNer2OM+aqGMqRWxTB1TzigbKo7t0SyX6A2GhGFCEIX4QYAfhciZyOGgR6tS45Wvv8jP/tRf55//X/8nYpoShQ5fe+lr/MEffIGvfvl1fD+k2aqSZel9Vfs0vidb9s6kPct7mlpBz+Xb7vVS40ygVKoQRfnSuut6RKFARoCiyPccQmVEKcu/RBFJEgnDCFVTCYIQWVURRZEoDDBUGYmM9WPr6Aq8/OLXGPcHLC6u4o0OuXHjBh/94PextX2b/b09PM8hy8gDrqB8i6op5hz2hdkWYeCx196nXi1j2zbrS3NMHBtByNA1CVnSMYopvu+ThAHN6Rl0XafTn1CwishqgSwYYVgWptjkqGNjFg329/c5eeI0O9u72N095hYXyQKfRrVIs1zGt0NMVSYQZCZegFWyONhRkAWNN994lUZ9BsMo0O0ckmUZCwtLDEcZ09MtfN9ldnaG0WhAliRMT7foHHVpNpukacRUs4TtRhQtlXJ1Ck1TULImjeU5dm5cwdu8hqIavPXaS5RKRabm5jh9+iR37uyxe7CHH/mcOX6WIPDwRj3aO5ssnXgIQRARxfd+4PxO8CDzfJ8iAcTQ5tJLn+fzv/0ZVlaXGQx62LaLaZpMxjZxIrDV7iCpGo2SSsks4YYx+wdHhJnCwVGHVNUZT1xcxwdJJiUhFCVUUWI8GHLixHF22/s0TR1ZKaCZRfY7Q5JMREPEi9xciFlRkGSV0A8JAp9mq46iSPi+jyiojCbjfAVI4N5akIxEjC7n4s1RkuH6Poqm4foeURBS0DQkQcAwdWRZJE3BcwO8wCcTRKI4JIt8Hjm1wvR0C0kQsccj5udmKBUL7O4cgCDTH3Y5dXKdK5du8tTTj3Hh0g2OBh5j2yGMEhLydayCInJ2fQnT0Llx6yZ77Q6tqSmsgsxDD51hPBhy1Onjhz6H3RGeFyJpKpPxiJWFWYqmzng8Zq8zolqrIcoyx+YbzDXLFNWQazc2aTWqLM5OsbfXptcd0GiUmHguP/ezn+bW1Yt0j46olQx6nT26E49M1rl+Y4snH1lHymKSMGJhpkkURVhFHcMwcB0fRZfJRJVaazp3yvQDytUqN2/eolyqU6lUkOQMQXIwrDmuvf0yi+sfxjDLvH3tG8wvr1DXK/h2m8gfcPHCTaq1Onqpzs27B8iKyd6wS6tap2QW6Q56zLSa1NYf41M/+dNkRgMhS3JChvjensI/6Hl+jyKDfFkcSGWLcx99jrmlVe5ub3HY66KZBke9IYd9F0MSmKkUkUQxX7ie2Fy6dpPdoz43t/YIBQ0p9amZKsvzTSwVQmeAMBxjqQqLC9MMD/d4ZH6e6akSUZTS73rEkYQT2EiSz+ryDIvzTSQp54NLioCmS0SeTVFTEEOPRiPfdbQsC0VR8mxTE1lemuXs6TX+yo/+II2axeriNIoqUixaVKplZPKsTtMUhsMhtj3OxToUFUVTWZhp8NDxRZ49/xD+4BAx9Wg2aszOzvLSK69TKRlcv3aVYsnk9t07FEslFNWgWm8wnNi4YYIfpkS+R79zwGMPnaJ3uI3TO+CgP0HWDHq9AYsLM8Shk1McYwHPc6hWLFqNJrokUDYNoiihN3QYTnzKVhHT0PE9myhwqFUMhFhEFTQ6+x02bm0x7ox59OQKZVNFFTO+/rWvYI/7GNNlVs+eRixW6fkWb922WVhbw3YUrlzb5/RDZxGEjCDw0DSFKAoQJdAEAUNV2NvYZG9rk7JlcuvqLU4fP07od+kc3kGXNMZdEdsJOH3sYSTdxafDiZlpgo1NJm6Ht1+7zv/zr1/m0Q99P+XZY/zBl95gHMDmYZtzp84QOjaaApmY0esNufrWK9y6/CYCKWQp90jF7ws8CJ7vMwiAqObsF0mEJNM5/8z34U+GBPaEiZ8iSDJTzQaHdoib5Xzrg66DbDaoNGeYmpuj2agxGQ0QJZkwjgijCC8MECWVM6cXIQ3xvRgnkri6d8D1m4cMg4xQkfBSjyyNSewQNRUYHHYoW2UmExvXDVBECSmLILJZX5jh9FqViilTrdZIwhhdkSkoEqaUstCscPPym4hExKFHEvi4totjuySSgqKo2LaLYVhkuQkQ4ahLIXYxxQRVlbm4dYCkWxhmkU7nkCtXrlBrTPHlVy8TCTphkBL6EYftQ1RF4LDdJooSBKScTimITE3NcOXiJVbX15lfWWRhpkWlWib0hpRKJWbnVzjqdhjbhyRxjC4rpJFLKqhopkEU2Mw0KkxVi5glk/F4jCQqRChcubXDQbeHYmp4SYqqK9Snytzc3kNWDSqWSaFYYG79GBvX7iJGCbVCifHhNnU5YOPuNpc2Njmc2AyH/VxYOc0YDG1Gjktrfhq92kQvVTAsk1qzxaR7gOg5XL2xyYnj5xjsDRkNxpTLOt6gw/5kwLA/Ihj6OEmGLYqoiNRnK0yvtnjrG2+xffs2p07NMBkPSDzoDAacefw8B70RztilWCmjIpIGMSCSIoH4/rG9ftDzfB/i3a0LSZJYf/pHUH7395AChzjK6A49Er/D0tIS29vbFEslPM9jY2uTTqfD0VGXYrlMQRURkgTXmTCeHGBaJWaXltjvDHACGLsj4jhlbWkeyzLZ3uvjux5qCovzC4TjAePJkIJVwLbH1Gpl0iRBJqFZa6DKsLK6SKVSQU0jbLvDXNPi5PFVGqZM6NoQTVicqTMcDvEFlSwTyLJcCi6JIuI4QkkVXHeCoii43gSzMUMUuky36pRMnUfOneKLL7yEaZqMBkOSJMNxAyRRxjAMPH/CysoCcRjzjVdeQ9d1KuUio7GNE3ioosCxlWnKBTi5vsb+/gF3797FjzOOLS1yeHjIi19/mWef+QhvX7xApVIj8PMMKwpc3InLDzz7YW5cu45hGOxublObWSQVFdyJzfkzj6AmNnc3t5idqdOol5CEDFny2d26BZnIwvQ8l968yfRMlVt3rxBEIc998sO0D4442Dqk05ugVlt85t+8wuJsi4Im8eipOqYocv2bbxNJ8MgjjzEY9ACYbtSpry8iRy5Xrl6lOD/F7s4lGrPL1OtNYkGnVquRkXC402HcG3PHi2m3DynoRRIyHNsjkRRqtRq7u9s8+8yH6HW6yEJG4No44yGdgcPW1iYnPpJvhuRstL+Uj8VfON4nL+MB3o0/ubyeijJrpx+mPxhj6SqVokWlWuLwqE0Y+aRRRJal6LqOIAisra2RJRGkMVEUEfk+zUYNVVHwfR/bDnHcANvNRTLiMGIymSBK4NpjYj8gCwLSLCSMAxRNJRMFPNdFEVIso8DBQU4NvHnzJneu3+SRc2ewVAFdjLl76zJvfPNVFEXisNdnMHGIEen1h3h+LkIsCAKynK9oOY4D9zJoVRIhdCmaKseOHaNgGly5dpMkSbhzZ4PFxWX6/T6CIDAaTfDD3Kp5PB5ycNBG03LPc9d10XUVq6BTK1l4kwHrq/O88MILXLl8jWatjiAInH/8UWRJ4IknnqDbO8J1JkRRwGgyRpJzeqJhGFy+dBVRFLEsi1qlQhindPu5dcWdmzcwdAVFkajXq1RrZSaTEa1WbiEsCRnbWxtcvvQWy0trKJrJ2YceZjQaUbKKLCzOcmJ9joXZGlZBxzJUPNdmd3eX3nCA54csz8+zt7PNuYfOYBoGgqzgDI+IMpXpssHqwhStxeMkScRwPCYME27dus1kOKDfPaTVqOakis4hnucwHI+oVCrYk4B2e4/VlQV2t7eolIvosoSQxESBx/7+Lr1+54+9N98veDAwep/hT1In89sZ8aTPF37/X/PaH/4u1XqD7YMOS/ML1BtVbt+8he+7hJnEUWeCY/tMzc/SH/UZdHsoWoHW9BQ7uwfYtoObKEy8XOuxZCicOb7M7mGfg+6YMIghDliaqzHdrHA08gjilJ39LpIoIsVjzp15lDQOsUyN1dVZRt0hF65cRpByncvzjz3O1dt3ieKMG3e3cf0YRTWI45AEgTjKrW3FNAVNhCTPkD1nxI/9Rz/M0fZNCoUCaSZQqlTZPejgORNajTq+7xMEEe1OzgcP/YDzjx1DEhKiIOajH32Wr77wde7sHADQbFY5s76MqsDW3es8/vgH2dra5RtvXCBMBD7+7Ae5dPFNFFXHVGXKlQpD28VxEra2dlhYXiDLBDzPo2iq6LpKtzugN3FB1bBUiVOr8zyy2gRZ4fz587zw+eeJQp+DnR5xbFMsmhgFgampKS5fvMPszBSj0YDv/4Hvw3VdFE0mcnqQJnSPusy2ati2zVGvT6fT4fwTT5D4ExYXF3n1jbc5f/48Gzdvs7h+nHDYw2gsIWoKqTPEy1IyRBA17ty6ycx0A0OWcIOAu/sdFFmDOALFZH//AKlQRtNkktTj8cef4PXXX+fh02d58803idOE2dXjfPAHPsXDP/CTf2mfie8UDxhG38N4N988vx3jo+CPB/zWr//XbN+9jSRIFFSNTueI9bUVuodHpFnA9ZttdKvCrZ02tWYNyywwGIzY2d3HsMq5G2PfYf34CWx7zNriNJs3LyLqNY4GDn6cYJkK1aLM6vQ0F25tM3B8PD9lplZntqXQORoyVWsQRg6WJZNmMsWyxcTxCNyAXmdAbzJCVAw8P0USFbI0JZIFJFlBkhSiwCfyPEIhJIslAsdlulVlebnF2dNniAOXw50thCyhXK7y6pUNfM9lcXGROEo46HTxPYeSVebksXmELGV99TgHhzsEYcKdnX1832dupsHKXJPQy3U3kQQuX72EIFj4UYahZlimhigpHF+c46BzRPtoQJKpBHGCHwQEQS6CbJgKuq7mrY75KY4GE5wYJEHk448v4UcJ5WKJwO4T+x5J6pPGGePhkCwGUZRIE4fltWV8d0K1YjI7M8XW9TtMLS0wHA6pGBpx4KOqKrqq4Dk2lZJFa2EOz/OoVqts3d1AIUYIHLxCkTNnT3Kwtcel29vUaguUShat2Trt3T3SOMO3PTa296jNrfP6669TUPL/F6LMtds3efbZZ9EVlYcffwzHcbjwxptsbW1Rr9dJVZVzT32MH/6ZXwDE70hE5i8LD6bt38N4d2kkCAIZEioZ5WKFJ5/5IVaPnSMlpT/o4AcukqbjZSKJ71CfqjJ0xqytrTFVreO7AbKksrJ2HM2qsHPQJ5EUVCWjYkncuHqBan0WrZCiqSDGIa2SyeOn17m93yNJQEpFdFnGTwK2O31Wjx9DlECSZGbnlqk1qmzv7rPfPsIOY0TDIlHKTPwEUdVAkRB1FVGSkQSZLAoRkgRVTjFVg5XZKp/6waepWBKNRot4dMTKfAtk6DkB1zc7jO0JiqrR3j+g2+0ThwmipDAY9bl+8xaqXqA36DA93aA5NcNg4BHFGaVSibHjEWUwGo2omSYPHz/FwVGXmzeusLSyyI/80Mc5sTbNQeeITmeSZ8lZShJn9EYOgZjSaJYpGBX2jxyKRZNS2WRpvsnYcdjrjVGElMzrcri7ydTcPNZUjSDyKRcLVEomcWrTaJmIInT6Lldv7VO2Wty+uk0myxAG1M0CoR9QnWqgFU1K1QalWotyvcbW3gbloo5rj7Gm6px58inUqRbVahW1MEtt8SynHn4EXYdBv8/WnQOqjTqFiklvNESSBTZvXeHhs2eYW1qk3ZsgqxqzjRJlS0KSU3b2dvm93/s9NEUnciYEdp+jrTvcvPQ2cM/fXnj/hJwHmef3BPJSTABIIw63bvHb//RXsQe93Mlx4oOk4ro+250hYQpBDAIphqbTH42J4oRCsYbj+ohJRkHLKJkqjz96lsvXrrO4uspXvvoaoqjSrBgcW2lwfbNLFKVEMfhhjBe4lC2VVqWKNxlSrZUol4vc2TnEcTyCMMG7V1aLqpZ7nMu5fqYk5fRKgdzsTBAyypUSejTixz/1I1x48zUWlhcYj/JMSy1oDCcOXpjx6msXKRRMkiS6J9uW0p+4zDYrLC8t4o57LMzNctDeY2V5nktXbjNyE4ajAc8+8wRTtTK9Xo8LFy5QKBQYjUbo1hSe57C+uoQzOmBmqkXZKnL56h10y2Rrt42qmByNx1TrdWLbxfZG1KcaCEnKh544h+M43N7tsXfQ5SeePU+nfZeVpVU2Nm7xkWc+SOqO+drXvoih6aRZgcOjHmcfeZxvvn2BatlEiR0atSq27VIqGkhCRq1SJvYHlMvlnD1WshgMu8yvrSNEIakzpGDqLC6v4UcSXuATCbC9u8vMzBx372wTBhkLiyv0hm0WFpYIPZdKpcZnP/tZGvUWAJNBH6NUZnp5mdFkgufYaAULWRC5dvEqE3vEidMn2NnZ4cwHPsZP/5f/U+5pJCvveZvrB2X7A9xHln5L0TvJUiRBZLJ1hf/1V/8BRAG372ySiApuAPtHHRBFlIKRm5ZJJrZtU6lUcF2fLMuoFXTqdZMk8qlWq0RZRnfgsn80QFEUFqZrWGrKbmdCtztAVgqMbZcg8qlbBq1GmdWVBe5ubnBw1MUPcyGPMM0IgpAUELL43mBIuhdEZUQxV2OSZYWElDSNOTlXRxRFVFmk1WpStHRa1TLjyYRLtzYZDCfYXoxre3nZLQp4UYgbJlR1CVmAMyfX0FSZpcVZdnd3kRSTF199izgO+eCTj3Pn6kUarRbHjh3jzsZdoihia7dDkiSsLi/w8OljaKrC/vYG/b5NIor4UcZRp49WKrG3f8hCs8Xq6jSCCttbBzz1+ENMJhNcL2R37xBRlKhoGbqa8dyzH+by5assTDdwJ/v5cC3QmIxd7EQkzRIMTWUy6iFJIiszU0RximOPKRUk5lq5on2laiFKEq7v8IEPPcP+bpvU6SMkNju7bazSLPVmjVgRaE1PceP6XURZQ1UMkgx6gy5hnHHu3DkgI41dXMfBsT3cfo9EVjjx6FM4jsewe8iVK9dIopjbN6/z2PnzeIHPeDTgI5/8q3zyb/0SiqqTRDHSe9zc6EHZ/gD3ISBB+q2LSkpGcWGVcn2aieehqjKaKpMKKXpBRVMURDIajQbj8ZiZmRkkScJ3bExNRsxCAmdCs1HDdT3SREZAyQ3RwpDxZEK/P7zPLHpHxk3TNKZbDaanmty4cYMkySgYZVRVxXb9e4K8cm4Ncg+iKN6zE86I0nxQlMQBYhqxMFVjcXER3Sgwtu3cE8jzGfV79Hp9LLOIrhkgSPnEX8h9g1RJxSoYNBo1Tpw8lvf4Wg2mp6dwvQDH87GKRSBXn1o7doL24RFvXXibMPSx7TGua2PbY1RV5fnnn+fChQsMhkO8MCKMY8I4wjAsPM+jNVWnUjZZnJ/jcL9NmU+EkwAAIABJREFUv59z4u3xkFPH1vjwBx7D9UN6wxHNqRZXr9/kuU/+MK3ZOVoz88zMzKHKKZ4z5NSxRSxdwTQM/BAkxWLix3QmLn0nIhFVbDfixu27eGEEooQkaYx6Rxx1uuilFusnH0bVChx19vjSl79I4PqMhzZBEFEwVPzARlEExuMh7d09EBQqtRoRkMkaiSAzvbpOqd4iTVM2724AMlEiMBxPmJubIwpcdE1BVVVu376Noqr57rH83g6c3wkeZJ7fK8gA4VvydUEicuf1L7Fz/S2+/Ed/gBfEvHqrjVUwkGWVkR3hBxGSJDAZDzH0AsuLc6RJQhZPePKJx9nfO+Cg5zCchEycEDtwiaIATUz48R99jtffvsLRUQ9Nt+j2h0iKyHRJYXllgf5giO3G7B6M8Zxx7gUUR0hybrb2jl6oqur31epTUUCXJTRiKiWTMydXyNwJsm6QZQlRGDDTKCKrFlECL37zEmEqMBw7xIKAEMckcYwsqUQxNGsy9WqFRtXi8GCfn/prP8FL37zM7Y1t+raHLIhEXkC9YlLQFEqWwnSrims7vPTmFUqlCmXLZHVhhiQOqdfrbGy0Oez1kbQCsqTjhwFjt8/yVI2iUeTgqEup0WCmUUKRBE6urXHxwgXak4TMH3NsrUUShehakXq9yJmVJdLIIQnHkCV8/cVXcT2BMBbYPLBJM5FRGjMJIlRJRgqGPLHWpFotIxEhChm6bNCoRJSmj7FxZLN96wKf/OgHGB5tUjArHPQSTpx6iCtXLlFvFhgMxiwurYAoMxoHvHHhJguLM8wsTqEaJRS5wMzCEoNuh8gZ8NY3LzAY2ciqxdHhHrMtEyEJmJ2dpVyf4uT5j/Lkj/2nIEj3hWvey3iQeT7AH4cAkJfBICITcfqpZ1g69yRoRZxIpFUqoOoW3UnA0PZI44SCoTHbLDNd00m8AQuzdQyzwlFnQIqA44ywLB1JChASnyyNWV5e5o0LlxkOBhiGTpqGJGmAJElMz8zR7QwIA7AdF1WTKBgSgpAhSypJkl/8JF1F1BSCOCKIcw1NIlhfXEQiomiodLt9Us1gZ38H13Uwy2V2+x6bB4cUqhVGkyF+6KFqMlKSIAoCsqIQpxGSluEELiO7B5nGs89+H92jDhPboVSqYMoaYpYxN13nxNoKoe9z1J1w4doOV+92iFyJfm/C1HSTTncPPxjf82IfUbU0LDmiINpEUYChFJhttUBRwSxy7sQCtVqFYydOsN3eY2p+mszxGPoxKCXELOb29bf5/BdeojU/T7U1h2JU8DM4d+4MzYaBVZJI5IhAignjhIquQuChGnUOI4037+wTSgaDSUoahaAtcNTuMmzfpT41y9BO6I5VuiOJnaMxX3zhJTJZpFauMj8zTbfTZjQZo1kqx48t4bsOxxdWqBZUNCnEHXYZHu1imkVGgYCkmNzcP8KOBFRRRxRyi+j+4JBEMwGJEEje44HzO8GfmkMLgrAA/B/AFPl143/Psux/FgThV4C/DbyzAftLWZZ99t5jfhH4m+T6FH8vy7I/+g9w9gf4c0ASJcIgwCw1ENQS3UmHgaORRSNwxzx17iSCLBF6Ic54wMMPP8zFixdJMwEvCAijCAQBx/PpT46YjB0QBQqqxng8olLUmG42uHT1CqZZpGIVKJVLbN29wcMPP0S3P0IQinhHHdI4IUMgTvOVnigJkdBIkoSCmn+XFQVZStjb2+DpJ54kTVNc1yUMAhZmF9BUCcu0ODzoEPgpX/7C11FEA8+JQMozV1mWSdKcnWRaFs6oTWbK7O7uUqvpjHodDg6G+GGK40bIsszW3gHd4YTAdShaBvZ4iGEYlGr5AMqxPU6dOMfFCxcQOGJ2bp7JJOe5y5rMwa2bPPLII1y+chVJL+JEGcPhmHKxxJULF7Esg2q5gtU02LzV5zd/+/d54txZFhbPI7av8zu/+VvMzs5x/olH0awSI/mIRy2L7kGbspQSJgmDScjR2KeXQdf3uXh9QrVs8Nq1Q6RM4I4yZmoU0z/c4cc/+THeePMibx8M6bu5OEx1eg7f96nFAgkFBFllbW2BcmOKiRewcqqJmMG/+Gf/jA9/5CnCKOLChZdQJBEvvsbN/SGh69EoihQUAVlOeeThxzGKFjMr66w89ChkGaIgkKQZ0ntcGOTbxbfTgIiBX8iy7E1BEIrAG4IgfOHez34ty7JfffedBUE4DfwUcAaYBb4oCMLxLMuSv8iDP8CfH4KkYVabVJozxDe3iZM+H/3gY9TLJb7ylRdAVJlullg+dYJLly7RmskHKqIoYjtjhAwW5+e4u92mVq0yHI1wXZvl5WlmWnVi3+fksWU0TSNLYTKZsHxskZmpGnfv3CJOMqqWjqYo9HpDhExAUSQkRSUMEmRRJPBdLMtiaqrJoLvH8dVlbt2+zrA/pN5oUauWSMMAs6AzHIzyPu1kQMEqoQ5tJi4giLSPEuI4RtXyYDwej/n4Mx8hil22b+d9yEfOPYLHNQbDCWFkE0URrVaLwchG0kwQZErFCoqicLS7gyBk7O8f4NkOS/MrIAZkacZbFy7x4Y98lOF4wOqxdW7cuctD66ts7OygGmWQdCaTCYtzs2zu7FKt1ikbBUqSwLM/8hwnVmd54esvcmxlmcX5KcxiBbVQIRIkBHlCc3qGnh3ykU8+ll9ghITRaMTNO3d5/Y3LpHNlBsMuU9MLDHouklLlzTsDlqeWePmtuyBYpAWZWnkKWdV45bU3mJlqcXdzm6eePMfC4hx/9Eefoz7ukiKwUm2xsbXJ0x9+hjfeeItjJ45j2yGnTp3hxdcv0+nZpLHD+bUF1lYW6HXblGtVNLOEXGwgaMX7xoHvl8AJ30bZnmVZO8uyN+/dngDXgLl/z0P+CvBbWZYFWZZtALeBJ/8iDvsAf4HIMjJRQC+YFIsmZ06ss7RQB1I2trcYjl0azVZu+paCWjDY3NzmifOPcerkcVRJ5OiwTatRZXlhHtPUSLMQyzQZDyfIssq1a1eYatQ5e+okvjOmaCgMe30UUeLJJx7nqQ98ACFLqZSLqKp8fzgkCSK6rhMGHrIs4vsuw36XWqVKwdARhQzT0ilXisiqwnA8ZnZ+jonjYtsuR/8ve+8dLEt+3fd9Ok/O8eb8cn6bsLtYYBdYZJBgEkkVJUu2KdtSWXTZLsuussu0Fcq2aJdpu2xSlFUsmlEMIAUCWAppF5t3X073vZvT3Dt5pme6p3P7j3lYQiyaRchMWLxP1a2ZO1M9t7uq75nz+51zvt+Gga57tNojfFehcTRA07T3Ck+KohCJRNjb2WJzbZ2ZqWmSySRbW1uMBj1GxhBZFJAExqOcBMiiQKPRYGCOGJijcReAINIfDCmVShweHqKp0XEGly9y1Kize1BjNDKIxWJs7OwgiuNi2P7BIQsLC3S7XQqlIrVGkzOnzhKPasSiCulMlCeePM/27g6hKGIYI37zN38TXR8SCiLbe4ecu/wkxYkZylNzeIqKJIuU82kun55nMifx1LlFktKIlOoSxyAhqXTqXY7qI3brJoat0Op0qTdaxGIxFFmkVMjx0h/8Pm+/8TqL87NoskD9cJ/pSoHpapFeu8nJk6fZ3amRzhd5652riHIE1x4yW8mwtDBDIh7j/MULxFJZUrkC6VyFZL5I4Ifvuz3C76j0JQjCHHABeAt4Gvh7giD8DeBdxtlpl3FgffPbDtvnjwm2giD8JPCT/1Zn/Yj//wgBoiBhWSYzkyWuv/0qJ6fm2Wt22dg54JPf/2nu3r5OoTzJ6sYOrh9Qrk5w49pVzKHOR174EPl0nK7ewTIMXN+gVM5jWx7G0OJgt84HnnqMdqvF7ZtXee6DT9E4PCIWjbK1uY7t+ISCAkGAruu4rkMYikghyBEFvT92kNRkiUw2xf7+HqJrcVfv8dGPfJBcLscXv/wlLAfKhTzffONNzp07xxe/9BLJTBpBkIinxjbBsuqP598BSR4HsGhEo1wuosglOg2dnj7is5/6NNar38S1PRzHRpFAkRWEIMRyLSKqRjyRot1uE40lgZBoRMT3XfKFLKVSiWyhwGFLp97uMj+/xH6thiCJZFNlfM+j1mhSKCbZrR2gRhXuPljD8wO8METWEqyu7WKORkiRCJcef4rXXn0dEJmdneVgZ5ul5WWmpiZYvXeLhOTTbh7yoU//AHeutHA8l6efformUR/PH+F6Jo1Gk2w+iSSbyFKU21sGW/s6ouAwHI3I5XLEVJWoLOMYA5544glSyQSaLCHhMTcxw+HGLQ62tklqIl//xstE4kl6to+WSLO7ecDl03OkpSExTSGXG3u8HzRaLGUqBJKGZflE4gJ+GIw9Vd4n/KmvRBCEBPBbwE+FYagD/yewCJwHDoGf+U7+cBiGPx+G4eU/TVXrEX/2BCjIQUhCjfDSF79CXI2Rq1ZJJBSmKmluX7+C5zpsr93j0vlTzExU0DQNx4ePfeYzvPHOFXL5Mr7jkMtEmc2mSMgiEVmk22uRK6bQh8a4TUhVWV29j2073Lm3S6dvUZqYZHZhnpY+wPUCJFnDcsdVdqPXJwxdBsYQ3RjSarVYWVxgbmqCZDyB7wt85asvE4nEKOWydNptNE3jYG+fpfk5UvEUEiLDgYNjC4TEkGQVNRYHIKoqpMSAw1qTfs9kaWWaXC7LUf2AnVqDgeWMhwFEBS+U6VsOI9cjlogSBg6y4KIbA3RDp1TIEpVdckmJjY273L7xNtlkltATOTw8pJRSqSZcjtp9UFSmK0l8x6Vea3HnzganTp9jYmqGeCTK0lwBARPT6BOVBCQ1xHYdVC3KtWv3+PV/+RK3bt6g3zgioai0dYsPf/KH+JWf+zliCqiSh2ObqJpAIhFjqA84vrKC78m4XhbTTHF2eYq/+bkPIBtHnJ6LcDwnUq3IqAmHy+dOYPtDTP2ArjtW5x8OutimRbFY5Nz5FY4fLyGHXWTHxjFtlmaniDsWMTnFM5/4JJVjZ8lMHac8vYiSKVI+/gxKNAHCeAz1/SNI96dsVRIEQQG+ALwUhuH//Me8Pwd8IQzD0w+LRYRh+E8evvcS8N+GYfjGn/D5j1qV/oIJGTeid2r7/Oz/8A/ZXr9PLJZgaI6V30+eOo4+GLC5c8T+URPDtEil0miaim32ePLyRQLfHdtKtDpEVY2B47NfO0IWIZOIkM+l2N7aYnJykueeeYY7t28zMTPJlXfeIQgVWh2DTt+ha3YxLQ/PDxHEkKimYhgGI9thfnaGWETBMXTmJstcvnyZW7duEQKO46DrQ0ajcQO83uuTTqfp9vto0TimHQAiQ2NEIpUkElEZDnrIksTS9DS9boNG84if+Os/TrfdpFwu8epbV+h2dbq6hWGYlCoVREmg3+9jDnQimoIiCfSHFpZt8rlPv8jb3/zXPPv0Bzg8qjE7M8faVoe7mzvkClkunpin121ye73O3MI8gTuk2x9QSMRYWV5i52CfZrvFxbNnWJibxXZGtOpHPPnE45jDAd3WEXq3hyAp9PsDJEXE1rscX1kilUqxv7/PhdNLNI92mJ2qcrC7w/zZZzjY22HQPkAKfTqNQ06c/wChYPLaq29z+tRZ5hemuXf3XcRAZOncY0TVBL/2z/45P/UP/xH3brzDyHQQGRvyjbpdHN+jdnjI2YuPIYkqYlTCsF1+/wsv8eSTF0CJYLa6zMwv4foBiWQWNV3i5PM//p6FyXcLf2YTRsL4qn8R6IRh+FPf9no1DMPDh8//E+CJMAx/VBCEU8CvMN7nnAC+Ciz/SQWjR8HzLx4v8Bk2a/zOr/8KN6+8yUS1yrXrtxGQKBaLXL1+nVQqxeZBk1BS8QKfwPMpZDMoqsRkpUAyGuHwYJ/5+Xk2N7cwvZC+PiSfSTBTzbO3X2NyokI6mWJ/dxtJkjCGNvPzkziuixMErG3t02gZmN54jDMIAkYjg0hUxfd9sskYlWKepblpZMHj3r37TExMECLS6/VotzsUy2VisQSdbh/XdbFtF8txcf0AQZTxCfFsi1hUpVrK0e/3EUKR555+gmbjCE2RKJUKtFtNegOLo3qT4SjAC3x00yCTTuM4DqHnEtEURsaAdDqNZY2wR31+6j/695AE2NvdZWjq1BoW20c9YskYhYTMsWNL3L/7AH3kEIoC1eokc5NFWo0jNEVGQqJYKRKGApubm3zwuSfJpJJsPthAxaFYLNBqH1GdmuT3Pv8SQ72HKMBstQwEXH78HDgOyXiERm0PURFRJZV4PEm1WkW3Rxxs3uXE8bMc1NYpl6t88+V3+Wv/zt+h1qxj6H1c10ZRQrp9n1QqRa++x/nLl7h57w5zs4uYg/EKYG7pGMVqla1ajxMnz9I5qnHzrVfIlcsokSjF6gSEAjv1DoWZE5x7+mN/2bf6d8yfpQHc08BPALcEQbj+8LX/CvgxQRDOM05itoG/AxCG4R1BEH4DuMu4Uv93H1Xa/+ohiRJHtQNkSYJA4O6dVUaWy2F9n0anRyAorG/tEcqRsfh3EBKJRPA9B8v2cHIZ9tv75DJJRqMRczOz3FpdG/c62i4d3WBmfgG928NxuxgjlwsXTlLbOSCdTqMP+zQODikVMnQ6Q8TAH5u2yTLJRGLcTx2GxGIxYrEYB3u75LJJ8vksAJubm+TzBcIwpNFo4QctfATi8TjjVlERQRTHU0mIVCoV4lEVwbdQZQlJjrCzuwWBz8rZ0zQadTqdFpFoikw6jRoLabbGup/fcvwUAh8pFhkHTtMkk8mg5JNsbGxQKRVpNpvYrk2uMMHtrSO0eAIvhAcbmxjDAalskb1Gg2lF5f6DNVLJBLhjtSZN09jc3GVycpqVleNcvfruw4p8gXw+TyqbQlEUzp89TbvdIvRcLL1NLBrBd1y2N3dpHNW5cO4E9rCJg0S/q7O9tUtj0Ofpi2fQB01SyRK+J5HNx7jyzjUKU1UIQqKRCFJCJRcYTMxO0TrYoq8bOCOLdDbDwcEBImNt0larRTqToNU9JFcqEIo+EcVDiESxXQ/DGHHyzCXU3J9UV/7u509TbX81DEMhDMOzYRief/jzxTAMfyIMwzMPX//st7LQh8f8ozAMF8MwPBaG4Zf+fC/hEf82+H5It9vn2rtX2Ns7QB+MGNgeIxfqHR3Hl8kWJsln0igCKKJAaI/w7RFhGHL/7j0USUIIQsTQ42h/n1gkTiqV5eCww9ZOg7evXMd0PA7qbeYWl3ntzXdJZkCVPbLpDCdPnGF7s0k6ESGqSKTjMTRVRgh8giDAdV08x6FZP2R5aYFcLsPR0RG1gyNisRiu6yLKKoIoYzk+iqphWi6CqIIgIcgSoqTgPvy8waDPxfNnmJ2ewrIsTp86hijBQW2XbqfBh59/FntkMRwOxzYZkkSpVCIMQ1ZWVgDI5/O4rstEtYzvOWRT46z0lVdeQVKiZLI5TMdCVBT26g3SuRJ9w+bFF57HsiwiqTTbuzVavT5Lx44RPqzixyNxHCuktt/kZ/7p/0qn2ydbyHPm7Hlur66iajHu3F/DHLaZnZlgfmGaY8szLM1PYBsjbCtA0VK8dWUVNVHAF6O0ml30bo9iTGFk9pGFGI49wBh2OLZ4DvPoHkdbV1DsPuvXb3Bi+Sz+YJ9Bv0GhPEGuUGFxeparr32VfExE8w06B+tY3TpJt4/qjuhbIuX588jRMvdvXqVfr1FIaBjdBsl4DPg3V4Pvp5Xh+6f09YjvCEES6DZqSITI0TRd3cYdWUgIRGSZwLcRBZ+BEyAoERKJDKlUingiSlzRKOSzQMjA0DGtEXIsghuY2FYfSQ4QNI1KZYrQD8ilkqzfu8HyVIFOe4hjjxvV+3oHNeLiBjIoGi4BlmPj+A6+76MpMq7rEoklWNve5979VXK5AtPTM2hqjFavizsyEcQQLR7FMK3xaOlgiC/IdLt9BN9jppAl9FwS0Rg7+3scNg5ZWZzh9dfexDIMpsplzp46S7dt0rdcQlll5HqYjkOvP0RTI9QO6rhByPRklcceu4wsuei98XzI2+/cIl+axzT6hJ5HXA7BsYkrCtZwQEaVuX3vLrrpIHoSMRkWJssYus5u7ZBStYJlmZRKUUrVOCdOLuN7DrPzx9B1HVGAfqdOMR1lYu44uunwYGObSDJHvjRJqZwjplrElBEJTeZ3fuc13nh7Dd0JmV06TmO3hdkfoMohnY7OaDjC7OxTmVhClmwOG20WTxzj9S9/CbW0RBjRwAtpGgZasYQQSqhagszsInIiy9CwQBAIPYNgeIAYmjT6XRbPfoDNw30EP8B1B6ixcXj5oxKJ7xfeP1P6j/iOOao3WN/axg0UZFVC10dEEvHxsrrfRVUlUm4fkIiqUZrNBs9+8CkkQUYQQjbWH5DLFUkn0gwdF304IhmTGFk+tjlCTEUxRwaxQp5jJ07R6bZwLI+BadOtNUCU0dQExtBmNBph2fZ4nj0SZWTbqIwVlTzPYzAY8MGnHuPN198inytSrhSpNeskYwlM20XQ5LE/uh+iaRp+6DA1NQG+R6/fJXQdQi/K8sIkg34Xa2Tg+z6FQpmN7S1ApNHs4boiA9PAsV38cNzaNByaKIpCPBLlrbfeRBLhM594EU2N0W7VWV6cgWDEU089xfraA0zD5vz58zzY3CaUFKLJLJIYUClkCAWZ+2sPWF66yNbWBh974UNYwz4nz52h26nSbbXZ2tgknUrw27/+S8xNFEhnkmM7lCAkKgekElGmLl2gWsrT73ZpHR4yN398rDdazHDs5AG+H7Iwv8zbb73F5Q9eYPPuTcqVPMdPnSSezlI7ajEYQdxN4Q5Dmq1DRCVF90hn2DXQWy36uGTSMSqFPP12i2SxjOMLLJ84Tad9iBJTUGTIZxLIImhJjQ9/6OPcvvo2557/UVzyvL+c2v9NHgmDfI8yGtn83b/xI+xsbZNIpqmU81Tyafp6l+FwyKDXo1wuY40Mjp84zdraGoeNOgsL8xzsbHPx4nlM0ySbK/PF3/8DbD8glc7hhbC9V0OLxrh0epF2s0WxlGdnZ4vz58+zt7XJ7OwsO3uHdLo6B/UWhu1gOT7mw7l237WRFI2ophC6FlMTEwz0DoWkRioZR5ZUNnd2icTSWLZP3xiiaBqqquJYY3ERw7JRVRlZhMlKCZmQRCKBPTJQJIlIVGaiUkXEx/MdJFGh3u6zs1/HHNlYXoDrBViuRyYRx3VdLp8/TTapMlEt8urLrzIaGSzOTjI3U+XmzZssLa9wbGWZl19/m/WDIYORzXA4JJdKEHoGTz31FDfv3CWQFKZyEY6fPMH6vdvMVitIyTSLszOcOXmKL3/hi6iySOBbZJIRIEDRVLKFPOs3r3Ps1Bl29w4QhZBarcaxpVmuv32TyckqsupTzGYxhhZRNU2hUOCVV79B4HicOX2CaDRExCedjrPXaXBs6STecIiWnuL3Xn6dH/7kM9x6921mF1eot22ee/aD/Mtf/jkmJ6vEUmmqMwsEokImm8DyBfxQwuo2ODxq4Apg9R3263v8/X/62yCrf+VFQP44HgmDPOJPJnQp5LJkUgly2TSjwYD9nXUmy0WK2XHDdyqVwnLh9t0HtDo6tuXyzW++SqfTYX9/n83NTXZ3d5ibn+HypQtYD1WVIlENx7Fod3sMjCEjy+KFDz9Po37IxPQUe3t7nD59mlwhTyyeRJFVAmE8/ROGITx0Wez1ely4cIGzZ8/i+yHVcgXLGhGLaxxbWSIIAvwQZHk8MWQYBoIg4HnBuBE+GkdAwjQtXN+j29OR1QheEBCJxul32xwcHIyN4hIJmq0OnuchCMJYfDkIiMUS5AsF4vE49cYh25sb7G3vEI1qTFQrNBtHqJLM4tw85XKZlZWV92wmIpEIiWSWWCpDKGn0TIfDRpuhbpDPFzk8rFMoVpmZX8QyxtntwcEB84sLeGFAvdmiXC6zsLBARFOo7e2Szeao1+tUKxUMw+DU8RMQimjRCIVCiTBUGZoj0rk0gjSi1dlFi8JebZ+19XVS8RiqrOC7kIkriJE+nuBSnta4dvUGyXyWYqWMaZu88c3X+MJvf558qcrm7gFLSwu0mnXwXA72dvFdlzAMsSyLTCbDtau3uHPnBp/81PfhOBa2Zf0l3+R/vjzKPL9Hae3v8Hu/+ktsbm5y595d4qrAwtw8jU6fRruD6YFlu/T7OiICoe9z4fwpElGZhKpy1KiRyaYwLYdUOkOjXsf1wHY86u0uxshmdnaWtXu3OXFsiRNLc9iGzuTCAi+//E1GlovtBDR6JubIojcc4T50wPR9lxARRQZNCPAch4lqmZXpEjPTZdY3NwlCkb1aF33k4njue8EuGY0jyFEQZczRkFw6hYSPj4skKgz6A6KaTLVSYLKQIgwDZmdnGZo299e3abR6uJ5HdzBCi8QYjiw82yKTSVHKxfnA5dPk0mkazSPazRZJTWF7fY0TJ05w5tIFrrz7DqYbcv3+EZIWZf+gSTKTxPM8FE1m5NhMJmNMVdKMbJ+BrlMpFfnsx5+n3Wly2KhTqVS4ePE8D+49QAlH9LstFmYneOutt5goT+F4Ab7r0mkcoOs6viAyPzfN5toG6cwEnU4PApsTyzkuXTjNwWELVYxw4+YVTp5axiekOLNMbfuIUbvHsx9/Fl8WWKic52d+4f/g088+jZqCfCTFl373dwlTBZ59+kl+8Z/9b1y6+BipXIGJqQpSNEE8XWLt7m22dnapnHiGTNwimphl6fnvR0FA/i7Mzx5lno94jz/6hRIEAYlCkkIhRlzzOLUwzeL0DMagh2cPScYV/NEA3xpQiKvENBlZFuh0WnQ6Lfb213ns8nkCz0VRVPYOWwwNm3a7STaTQMDFC2w2t7dIZdKUJyb5xptXeOXaKi9/7VU+8uEXGI1GRCIRotEoohCgiAJiOH7UJJlYVEFTFFQlQiadBs9GkGTWN/ZwPYlO12Q48hBFAUlUEKQoASqCrKGbBp4/bntqtFsokSiONaLb6VAqFymW8kjieGq75iQXAAAgAElEQVSo2e3i4tFq1ynmE/iOjW27KGoEJJnRaESlUiIWj6CqMhsbGwz0HmZ/QLVYoN1pUp2pUqzkuXntbQq5FJViiSAA03DI5TIgSNg+WKZLOApwQ5FmU2dycoZsNktEldEHPVZOn2N+YYWEKuH0OgSeSzIWY25mmn6/z7lz53j1zTdIJBLcv3+foRHgegoeEl4YoTCxQK3dJZePMzM/Ravn0mjZ+HbIRt3izq7F9fs9BKVMIjWJKAXooz72wOLBvXU8bUR9o87mzhYjz8SWo8yuHCMXh+bRAYXyDAuzk9iDLm60RCSeZm/zNjNLi0i4jI5uESMkQERFen/pz/0xPMo8v4f4dlfN3Y37fO23fok7N65y7Ngx9ne2SSRjrN7fYGFxmQeb27h+yJnTC9y694B0OkutVmO6WqFQKFCr1Qh86BsjavUOshTj5PEV1tbuY3k+jU4PSZGRJYhqKumowsc+8gKvv/46+WyKTr/PwtJx/uCrr+KGY3/2QBwXiELfJRQELMsCzyUVi/LkY+fpNerMzE5QrzcJQpGbd9aIJhNYXgCCgiLLSISEkgwPrzWdTmIOdNLJCJKkcHR0xLHleWIaCIGCZY0olwpkMhnu3buP5fgMRg5908ENQlRVxTX6xGIx9F6bH/y+j3Owt8vj50+zu7vN1GSZvd0dhsMhTzx2iXg8zmtvXeeb19fwUYjH48iqwtC0iEei2LaNqIaUMzGGpkW1nKfXanD5wkUunjvBzOQUnZ6OYRhk4gqrN68yPTXB2toalcoEq6uriILPsaVFTEMnk8nwxS9+iXJlCj+UOGzp7B91yWazdAcGtuvR7g2ZL1YxHR3TtajmKizN5Dh5+hwba9f5yNPn2dmuUdu+y/Of+jR3b93lU5/6BA1zyML8MQ52N0CKMByaFBMKyAr7+/vMTFTQTZN0dQnX9ZFDh63dGi/80H+Al5pClb4rtzwfeRg94g/59qD5rd/NVoOf/s9+kkREIZaIE4+obGxscOrkefb2awiSTDQRRdd1NE1jb++AXrdPuVzFCXzSmSS7O/uo0QR3VjeQNZWR0UeWRBaXlmn3dRwXDMOgmM8TlwOK6SiG5eLaJvNLi1y5eo1EMs/aZo22PkB/aNsRhB62OULRogSeRz6bIa4pzFRLNOv7rKyscPfufWxPRDfN8QSUH+L7/rjBXhSJaNpDzc8hs1OTtFsNPM8joqmYA51cOk6pmCIWHZukiaLMaGiytd/AckP65tgjXhRFSplxg3ounWCimOaTH3+Rrc173Lx2HVWRKOSzYyV80yQa06jVO9zerGP7IZKiYRgDqtUq2zsH2K5LOhrhyYunefOtd/jBH/gshWyK3/rC7/MDn3ieXq/HzdU1nn7mOazuLu5wOD7vSAy9P6RUzlEpZVGkAENvUqlUuH7lJqv3NxHlCEo8z26tgSSI2KMhmiojhR4ffWqB7XqXg45BTPR57vFzSNEyaxubFKsT5FJJElGFTCHFtTffwB4OePFH/zYOUK8fUpmcx/cDOgebJDNZUqkMtVqNk6dWuH39JsOhiSDF2K53+I//yf8F38V19kfL9kf8fxKGIRFNIaLIVMpFquUKkUiESnWCd69dZ2t7D1nV0AcGI8slm8qSz2QpZMfume1uj15Xx3V97t9/gBKJ4gU+s7OzXLp8GdM0EIQQQ9fRdZ179++DKFE7OGR9c2O8/HzlG4gCmOaQYjaJEHpoioQkhEgIqOrYNVOLRjFGJrKqkkynKJUqrK+vIwgCruuiRrRxkUdWSCRSiOJYzm44HOtxwjiABw/1RA3TRNZUtGgcvd9DkgSarTqNo32SqRiWZf0bNiCO4xAgMDQN9vd3iUcV7t26ga7rZPI56s0GsqIhINHpdGk1OxQKOYaDPuZwQLPZRATiUY0gCIlFEyiKxs7OHslkis3Nba5fu0G1XGJ1fYOFpRU++fEXuXD2FAf7h0iKxt7eHvpwyMb2FvVmm7t373J4eIRtOYiMz/HZZ57m9MnjuLbB0DQRJCjk02iqyOLsJGK0Mt6XPX2M1e0u7zyoc7S1z6WLp7h17zoP1va4euMO9eYuMzPzKFKMO7dfQW8cEI9EiUUixLSxDunO9jaOF6DFU+zsHVIp5qiWi9y8vYoWzxAEAhCMZw/fxzzKPL+H+PYM9Po3/4Av/8b/jSII6KaDY414sH/AzPQyrWYXURZBcIhoGv12nWI2xdKJY1y5cZuBHmLbNrFYjN7Qotnp46NgGTqyCKVSEUGSWZgucWd9B1lVUQm5fPY4I9tElQLm52cRBInX3rxC4Ds0ugbru0cYIwffD3F9B0FR8byAVCIOnsvcZBnHHJBOxgCR7d1DHEFE0mLYbohr2ZSKefq6TiIeJwgColENTZZwLJdoQmVkDkglkuD5TFcKaJpCu1lndnaWO7fvESoqpu0zsLzxTLwXIIoiE5UCuajAhWMzCL6Lr4yr+82jOvFYjGw2y1HtgMCzkTSN3OQC6xt7HDb6RDSJbDrJ0IaubmD4FmeWZ3D9gF6nzfxMlWcvnuXVt66wuLTAZDbB/s4myVQBMXQIQ5/t3S2CAALP5/jiLK1GjfmpytijKJ6g1WhSqx3RaPS4uFKgpw8IEcnk8oiyit7r4Fg26dIUXSvkd7/+Ln/7E49x7f59/sF//d9x9fXXcPot8pMTWLpOr11DUAXmJqZR8jNMTC9y5849SimNWDLJ+uptfCVGdWaebrNBoTrLqy+/yX/4D34asbqMJnqMc7Pvvvzsz3K2/RHf5XzrC0UQhPcCqDM0icZy9NpHpONRDCmknKvSbHXoDwekcnk6HQPV6bGwPIPr2Wys75GN5IlFXRrNFpY9ZDRycS2XQLIJpRAlFiORSWPoHeoHTZIRDUGRmawWMGwDPwxZnl9i9e5tFE1lcWkGVY1Q/9rXmCtnqLf7NNo6oSBBKCBKCvpgRDQiE4sniSoirUYdPwQ1nsCxPCRRwXcGZNJxxMAmFo2Ol9G2jev64/04IWCgGzi2Rb+r89xzz+IMe4xsC1WVSaUSyJpMqEjYholhOIiKCgS4ro/e0Tl2uoofOOTzJTb3a+i9LtGIimW7TM8vUK5UGJlDdL3H2tp9FFFB1mQcQcKwTKYmJzGtLr2OwcL0JN1ul/3NDeS5GXTLIRaTadf3KaZPMHQl9h6sokoij1+8yKDbYzQaUZ1PYnT2CB2b3YMh2/tHzEyNK/fpdJFjuRy275LMJilNTNJt1yln4yiqQKfTYaaUIFKr8UPPnOXmrQ2Wl5b53V/+5yRjElokQmC1kSMqpuWTU1S2DuuUIwUSjSOOPfUCu298kU6/z8lnPsndm7e4+c4dlIhA3zCZOHUBouOG+feZdOcfy6Pg+T3AHx2PG/dShigRhUQqiSKC5Epk0xH2a3t4gUy/qzPUR5gjh8PrDxBFUCSJwAvJ57O4rkCAjBwRQTHxBRXP8xhaLvV6g0wiBqqIbdoIBLz2xrtUiiUERWVrs8bizATJRIp+p8NgMKBaKHFQb5PP5jBtUAKHoTEa2wl7NhExztbODtagyxOXLtDt66zt7AEqhusSjcZwHAcJBVmRcRyLIPBxHIdCocCg10WSJBRFIZVMsr+zizPSScSjnDmxQrPZJJfLUWsOsK2AeDzJyBkRjWpEIjFSkQiJVIZcPsexYyfZqzfJZrOUC0VefeNNbty4xfLCLPv7+0xNTZCIRmh1dRrtIdF4kqQaIRFRWJmdwRhtc+XqLRRJZHlxmb39Q4qZGD/wfZ/l61/7GocHe3jWiAunTtHtdnjrnTd59pkn2d7eJhkrMJ3P0dc7GLZNrjTBqKsjhwHdox1K+QSzC8tosSibu7tMTEywtbXO5VOPsxZuMX/qNFJU5Vx1nneu38EcDZmfWySdzqJ3h1RLaQ6abZ760IfYWV8ll0jTbR/Qb29xKVvET00xPVHlX/z8LzI9Pcn+UY2JSgFJkjjx2AnUWHJ8n4nv88jJd2NO/YjvmCAI3ss+v/VYnpnh9PlzXLx8ibXNTQzDoNPYY6KUo5BNIgQ+iUQCfeTQNz2sUOWoOyKQNO492MEJJLxARBQhHlOQhLGFBqGIEwgYtotujpiYqGCPTKZn5jlsDdnaq/PGlTvsHHZ5+fV3MQ2b4yvHkEQo5zP4zoBCWiOmaUSjcbxQQVTjGL5Is93l/MXLtFpj64hkPIEojJWXfN/HcX0s10OSJFx37LgZiURoNpu4joPnutiWxaDXZ21tjUQiRqVSwjRN9vf3CfHxvRBRlJEkaawiFbj02h0Mw2Bzc5PlY6e4eecunXYPy3J47bXX+NSnPoPn+wzMEclkEtsaMTM9STY5PseBYdLo9CnmC0xNVokoCqGoks/nWV1dRR9aTExM89Wvfp2FhQWmp6cpFvMQepSKWeZmJ0llUrz48RcJA4P1nS1a7R7z08vYAxdZgHg0wsrSAolYBFlTx832szPE4zGefu7DdLr3WFzM85u//a+4dW+HX/313yGZniIeLSCqMZZOXcD0TH7lV3+Lm9eu8/VXvk66PIUiRylNzhMMBa6+9TKJSIR/8XP/OwQ+X/vqV2g0a0xMTOD5MLt8HEHRxkEl8AnD78Za+5+eR8HzewBRFN/LPr8VPGVFRR+YrG1sIUsqxnBEMp6gWBjvA0ZjGoHroKkiht7H7PcJXYvAsYhFFCxTp99tks8kUUWBXCKGFAZ4rj0WKLY8LMcmDMdiGqYxJAgCVFVmYnqGo1aHUFTJlapsbe8yNzdHMqExO1EiFZPIxhUk30EgQFVVzJGNGomyvr5O8LABxvd9kskklmUhiiKyLL9XdQeQ5fHCShCE956nUilSqRSnT59G0zQajQZhGFAqFYnFYkiygCiCpmnIsowiawD0ej2qE5OokSjPv/BRjpoNcoU8L7z4Ud544w1mZ2ffO8ayTCaqZZLxGMawjyLJBKGA4/nUGy1Sqdi4EDbQWVqYJxTgjTffRtGijCwHNRqhMlEFUaA6USadTjEa6Fx9+y0S6SSG6TA5u8j1m/dotwYkMkXaPZ31rX2OWl32D44QJZlbN66zs7GOORxSLMwQ0eJ86LmLHF+p4tgS33j5Nba3dqkfHnHYbKGqIsdPn2FhYYFUJEq302e/doDV6lGcX6a5s0s2H+Pjn/k4M7NV/v1/9yfIxKJsbu/yYHuPVCaHKD2ssj8suL2feRQ8v0f4VtD8ViD1AgEEBc+DWCyF4wRcOnsR13awRiYCPolklKQc8PHnPkA1k+SJsydYmMhw9sQizz55mUtnTyIHHp/86AvMVbJMljIUsxkEUaapDxn0DBIRDcc0SSejxOMacU3CcRz6ps1+vc0b717lsN0im8+wODfJ3GSeH/vcR/hbn/oATx0vM1+MIthdYlKIaTlkcwVisRjpdJpMKoHr2ASugyAIKJEouVwOWRaJRjXC0EcQQiIRlSAIkAQRZ2Sh6zrNRoNOp4MkSUxNTbG4uEg6nSaZUoknVIZDHcMYoSjaWKxEVZFlmZ//hV/gf/nZn2VhYYGdnR1arQ7LKyvs7e1TrVYfZsRxZEHAD1wKqTgRRSaRzPCvvvwV1rb2ePzyBe6vr1GpFrAdg2g0ihpNcVCrYzo+vb7B5u4Blx6/xHA4QBbh9o3r4Di8/I13WT5xkZt31vDDgFa3xbu3N0DL0zZDBraCqMTY2DpARmCyVOTu9Svs7OrofZdrb7yBZ/b563/zhykUI0RUC0UVuXvvAalYkZmVRTLZJP39GoogsrS0QCThYlkmT7/wIX7xf/ofufPaVVZOzpDJqDz/1GPE43Fmjh8nmsqMHQrgu7PB8zvkUfD8HuHbM88wDCmWq8iaSl/XiScUsukou/v3SMYkJgoZ0lGN5blJnn72A4DF9FSGyUqGyYkinUGfZrNOtVLi1PFF2rV1PM9iopQml5IpJDViokLfDFjbqXPYMzAti3IxR980CAKHWDSKpkXZO+zRaoxIZXJEo2mSqSL72zWqs/PEEnEsa2wEhyihaCpbjUMQJQ52doGAWCyCqskEocfI6HN4dIAQCPTaHVRRICJLhI6FKgokYhph4JDPxLBHOsl4CnNo4Hsejm1TyGSQERBDDxGJuBZHCB0y6TipTJr2UY8L587w+AcucXDYYTgK6PWH2MZY/EPvNYgnIrRbXVbX1mjUW4xcD0ny6etdJEUhCDyOakdMVksUC2UqxTzTxQy37q3SGvhElBi9bpNsscBRvcn+QY37a5vops8okIlEJQ62Nxj0h1xZ3WWtMWKo29y5exdBCBkMOxzUOxy2OijpFJFMnDNnFnEEnUC28D0RowutvQ0WZudQYgWmclnMzh62M2Tz2ivMTZbRslkkKSSZipNIVJAFi0xlgWOXT6NpIwa72xh6EymRQZZsTl18HBD/MGZK2l/Ojf4XyKNWpe9RBt0WtfW77G7c49rr30DXdWYnq9y+84COPgBZw3FdQkFmd2+bDzzxJIOBzrPPPMN+bY9arYZhGBxfWSaXy1Fv9+h0ewzNEXu1NvrAptW3CLGRhJAgCBARKE9NcHTYYDQ00FSVcrmAFvpIssmlM+cIXI+R0SESj7O5uY2kJtBNh/ubu3StkO5Q5+LKIqV0mq3DXWwrZGi7jNyxeLIkSUwWcsiSgCQKyAJoqkxcUwkFMK1xllquVhh0Grgjk3I+SzIZZ25xiSs3bhCJJ3j35jZBKJFISQSez8i0ef6xc6TSUURVZaJUptfrsb+/T6fToVgsMj9TZHdnmx/+3Pfz//zKr2EYJruNIW4g0LNDYrEo8XgcRRbp9nTSUYn/5r/4+3z1q1/lm+/cQhQVFBw+/YnnOXv+IoPWPpPlAgNd56WXXqLb6YMvYjku0ViEZEREi0jkCwk2Ng4QRRUpEBC9AROVAoQO/cGQD33ss5SiIrfu3OTM+dPcun6T0uIZbt1ZRUDjEx98jK2jAyKRCL2jHTQtSipfRYloKKJAp77H1PQElqdQnjvBYWvA2aeew7QGNDc3uH/tFaaOX+TCp94fZriPJowe8R7f3qr0hwT869/+NRyjy9HWOtevX2Wkm2TyGSzHxvYD4skUe7s1zp6/yM7ODv3BkGgswZOXT7Gzs8Px48dZXV3F8zxOnzrL1Rtjl5bDRotmu8/Il+l1dWzbZmJ6iiAIaDabzExOEVElXGtEv98knUjxIz/yGVZvreJYNh967hL9kcfnf+OXyaTSGKbDzmGb1jBE910YWaiiyORsGb1v4iPSG9j4hGiKRDKqMjM1Tb9TR5UlYqqKM+oTICIqERAl/EAktPucWF4iGVOYmJigftRkdmWRd6/f4P5mh3qrS3W6QDGdRteHnF+e4tKlS9QabWqb93Bdl1Q2RyQap91uszI/heuMGPbaqJEoBwcHmCOfWlun4ygEsoIkCUQVhcFg3Fq1UMlQySXZqDWRRI1UKsPI6PDiRz6EHHisrd5CfPjvkUwmuXrtFoIkEY9IPHt5joWpKnqrh2PZ9PQ+IHDi4mUCx2b97nUmK1VsH37p8y+zsLzED37uIxjtGltbuzzx/Ge4+2CPjWvvMDFdIZ7NMzdd4cGDdWKxDI5tYtlD5o6dwDF9zM4GvaHA1NI8R7UjUuk8UwvLZKbPEi3NEk9k/oLv7D8fHk0YPeI9/mixCMB1fYqVMgsLS3R7PQzTIhaPMD0zSbVSwrFMsokUjjP2pDFGFol0Dg+R1bVtpmbmyeSKNNs9yqUqd+7cJZNMMTU1xdREleNLiyTiKpIIoiAQuB5iCJViCWM4RJVECF2OryygqgpvvvEWQ9NC1aIcNprMz88T1SIk4jGmpqaIxOLv9dWl0lkqE5Ok0mlkEQLPQ1NlZEJkUcC0HPThANu2SafT42OyGaampnAsG8+xUaWQVCJBNpdB13Xu3LnD8RMrfO0rX8UcGqhqhGQyjeN4NJttbNtmanKCb77yMo2jQ44dOzYeudxY5/ixRQr5NL7vMzk5SSwWw3Es+v0uBB7pVBJZEnDsEYl4HHNoMD01QTpTQNUiRGIJ8rkshD6bO9tMT8+wu71DLJYgEolw5swZAAqFAhMTFZYXpinlk6zee8B+vY4VRtg5anPQ6BDJFvnCF77Il7/ydTKlGWxBZWFxhg8/dZrG/ibvvnMDX1A4cf5JenoXQZQ4deYs7779zkPhlR1Gjo8S0SgWi5iDISNHIBaPs7ffYHaqxNU3XuNjn/o007OLY5dTyyOiqH+h9/RfBR5lnt9D/NEZ9/tX36R9tMPXvvQF8pksm6vXmZmZ4qhRxw9lRCHCTqPLUbOFFwjsHbWIJJLEFAkhdIlqKpfPnaFxtM+HP/wC29ubuK5Ds9NmbnaRW/fv47oSjVYXY2QxHOrIioYoCEyVsxRyaSTBoaePyOVTxNUM3V6HcimCbtoUExqhH3D9zn3aIwGjY9ADhrpBVBGpTuSYKhTpDc2xOIksMxjoBGqcYj5LYA+IyBKVQg7bGo57XP1xFViVZbLZNIVMhnpth0wmg+v6nD53njevXefuRpf+YERlqkBMlonGInzuo0+wtnYfX5CpHx5AEHL25DEIPdKJJKlcgY31++RScR6srZJIJul0bZL5Mn/w6rsYtsPy8jK1/T2OHz/OnfUdFqpZshGJk6dW6PQMao0+rjUgE5EQhZAnLp/DtoaMRibNZovt3RYvPn0Z09CZmpmm3myijvYpZNL0dIORJ2IYPr6o8atfep18pYTgtPjH//3fw/cS9Dsjrr7+EsszJeoenH38BQ7u3GGmmidaKtNqHJKIJ4lG49y++jbHl+e5/2CLxYXjhILB5vYWp88f56ipszhzmjtb63zyb/00gRJBfJ8UiR4t2x/xJ+KG0N3fwBl02Lh9jc21BzRrewyHA/p9HcP2EESVMBC5tXqXqblZtvYbGFaIZdugxbFsm8Ae8sOffRFjOKBSLJFMxNB7XXzX5fjpE7z++uscO3aM6zfucdToIskqe0ctIEBTZU4szXBmZZZur02lVCSVyvD5z/8eTz5+FrPfRZAU1rb3ebDXYDgKGBojtGgUz/PwfY9qpYTiOywuzHHr9j0MTyQMBTzPY3qqzPLiLNtr9xAEgUgkRrvdxncdKsUcqhiSSMQoFHJks3lGrocoqty8t8ZBa4jl+Niez9x0Ccfoc3Jhmr/24z/G7bt3uH31KvrAYGd/n//yP/9PWV1dpV7bIpfJUkgmOarXCEOfvYZOEEr0/l/23jVGsvO88/udW506VadO3au7qu+Xmeme+40zJEekKJFcXbmyJSXWOnaUrJ0YwWJjIItsvgRIYGSBLBAgSLDZNZwEu17bu157bVmyJFISRYrDy3A4nBkOZ3qm79fq7rrfb+eeDzUr2xtDttex5VD9+9Kn0YV+UYUXTz3v+zzP/9/vc/fBNlokzoWLp5Fx6fV6tHomzWaTF555Ak0Nsre7zceevkqhcMDHrz3JjR98n267Tcv02T8oMJaO8vSlU7RbNaIxnWeeeYa333yNSFDCQeX+7RucX5yh3GxyYnGRYn6PdG6CBzdvkxgZwVUiTE7N8q1vfpNL1z7F1PQIm9tlet0B4xMxUokk7737Dq7ZR8Gi025ihHVGp6YwbZF+v83uQZlPvPA5Dg63eeGLX8VNnEVVpY9Mgf1oPPOIH4kogBYOY3dbWNYA2zGpNJoEVYVIJIIeC2DZLvVqjRNzU+hRg0w6yd5eiXrPZbdYRQC0SILvvnGTgCxw/pxM8cMHHJ+dwbEslle2mJyao9nuEA5rzExp7BfqyLJId2DTarVIp+Ksbm4jCh4jmQTLDz/kmacus3hynneuvwGehx5UGc9kKFSbyLJMrdlGFEU0VaNcqaErAoqsEgppmK0+biAI+PiI3L17j1w6TiggYbv+sPk9EObY8RPEQwp6KMjZs2co12o8XFklv79PJKyT9FV284eoqsr62ibZtIGsiLz++g/Y3dtHAFxBYGwsR6V0QLdZwdAjRCNhfN+n1ekRjUapljeZmJyn1e+SG8vQ7g7fdyaVRHY8avlDZEVle6+A3e9z4vgsu9tbLJ48wd27d+mbFqYDxUIVXY/RbHX4xje/TcII88Wf/hzXX/8BriASNhL02jUunT/BSO4Mo7JMwIiip06RSMYI6WG0YJiNvTwfPLzDl/7Tr3Lz5kNcwcTxVCrVEqOjQVqtBr4goOkarumRnRhn68MH9Kwmlz/+JUazaRbrPt/51u+QzCRptrvEMhKeB9JP2CXgn5l5CoIQBK4DKsNg+2993/8fBEGYAX4bSAK3gZ/3fd8SBEEF/iVwCagCP+P7/vafscZR5vnXjOt7DFoNqqVDbv3gFaxuGwSJhx/eZT+fJxAIoGkaLRvq9Sau6zI5OUmtVkEVwfFl2r0B+VKVcrkKaojBoEckrKOIEqFwEM9yOHVynnarTjIept1sISth8uUm+VIVx3GYm5yk26hw9dJp7F6NualxBNfFSITYWF0jmRxmo99//Tqtdpe9Spdqx8H1PIKyhCVJGFoIXZUJhYKUShUOWx20YBCz0+XFTz5LrXDI6YUZ9vL7SIrKeG6UtdUVZrMxHMdifX2TT336sxyWStQ7NvVWl4dbB9iOT73R4RPPfYyorpAwApyYX+TgoMD33ngdXI8nLp1Flz1USeLcxQs8vP+Ap596im+/8i0GloU7cOn2LFpmh0bf56BYw5KDTI1lURSFSqOFIAj0+31iqsr5Mws8+/QFioU8L7/yKgvHTyD6Irv5fXTdIJ0Q+PJLzxOUBLbWHhGNRtheW8b1ZG4vbSMpIRZGQwiiTSCkcfzEGR7ce49zZ66ytblGIhHj+Mmz1K0wliBRqOwR1RMERIHy4Qqx+NjQIlkLoAUU0uk0Tq+GGhlhp77PoFynfFDg+OIirhzk2pd+AS+QRZD4iTu2/3kyTxP4pO/7HUEQFOAtQRBeBv4b4H/1ff+3BUH4VeAXgH/2+Gfd9/15QRC+Avxj4Gf+g9/JEX8lSAL4okQ8nSE7OYcsuGxtbCutMCQAACAASURBVLJw+hzpdJrb77+PJEmUGwPKpTq9Xg8lZCCKMpMjcTrdPtOTOUYySbqdPh9u7BCPaDSbLTxJQTAVcF1qjRYXz5/Ds3vEIgadTodwW0aRRPAkDg8PCUoCH95f4sKZedbWtzlxbAZ8mdn5Bcx+F89z0DWRhflTdG8+wBJcbNtGxsd3odls4ukhREnB9SBhGPg+RDNhLMfjoHDI1HgGgGQ8imNbSL6DFg6RjOcIhyM89dRT/N7XvkE4qFJrdrD6A8TAUOvznXfeYXxslNPHp7nTuoMkCBhhA10Psbq6xrkTs6ztbNLo9MB3ee21V+l0WvT7fRKROKIYxEhGEKt9fBTWD2uEdYN6vc6gb4EoYDsebbcPosKrr71Bo1bmypPXuHfnLoPBgHg0xshIGsc85NVXXyWXSfHk1UtYlkW32WJpeYdSsUYiHWa31CakenzuyiUc1yedTmMKfeZOztLtdnm4sUQoMUUsOUsoGMR1fEqtOslEim5n6CqqRCJ0+yZuqUZIE1AkjWhYZzqaYNAu0zN9kGV6toAqu0iy9GPe0X/9/IXuPAVBCAFvAf8V8C1g1Pd9RxCEp4D/0ff9TwmC8J3HzzcEQZCBApD2f8RCR5nnjwMbkBgMLHqtOtVikb2NRzQrh3xw5xaS67K5uUmj7+L5Mp2uSbPbI56KYzl95qYnsPs9woqMqgbJTYzT6Vksr2+yspmn03cRBZdYVGNybJTReIygIhOULPKVHkubB9RrTQRBIK6HkUSXmckREvEojWoVVQLLHjA/N4kRDtCoHGL3ujzYqbOcbxIMajiDAWIgwEGhysz8Mfb29pienALLptluIasBbNskZoS4cuEc+/v7JI0Qx6fH2VpZQo9HMQwDUZBZW1snHE1gWg47+0X6vspBqQKCRDSq4dnDTOPnf/Zz9LtNlh7t4TgOhUKBjz/9BJ5j0+x2GEnGODaVZW3lAXv5HWJGHM+T2SuV8ZUoK+t7HPZMooZOOp2m0+0TDOkMOm0GnTaiAOdOH2NueorvvvIahqFTq5f5ua98meWVhxzLpcjEDR48uE+5XMYwohRqFRZnxgloQRTf5Os/2OHKQpanj0dpdS3io2lm5k+haRqWL6DrBocHVWqmz/hkmsPDJjNT07z+/T8gGQ1gGAYRwyCghWg0m7jtHg/X7rOz2eBvfeYalh8iOzHDxY+/iDp2BskFHw/hI3Ju///0zlMQBInh0Xwe+D+ADaDh+77z+CV5YOzx8xiwB/A4sDYZHu0r/97//C+Bj0ZX7f8vUfAZOjwqQpRwUKFxuM29jQ0UoNFqgSAxP5Pl0dIm2VScifEo9Xofw0hw4+13OX/2JK4iM5JM0iwVOXX+LJ1GkZHEScr1FoIo8XB5FUlUeLi8xouf/Dh7e3tEDYOYVkFJxTE9ke6gR0SRabY6eJ7DzPQUa0sfMDY5Qa83oFEuYAQEYvFRRpoO0YhBu9sDQuxUuowlowj9Likjwtr2JguzM8i2iiRJhEIhElGd/PYGUSOM1avTbASIp6NUay0UReH+0iNeeuklDgtFDgs1JsbGuXF7CVmQ6AwGmKZJKp1gfm6KYrHE9OQYlvMQAZm56RyqbNO32oynExRKRTqtKudPTCM4fVqdAWE9wrR+nLblIsoy4n6V1d1DBi4sTI0iiT7R9CjXrn6We/fucViocev2Bxw/fZJ6tYLaD/Pyq9eRRYl3b33AydkpggFIj44SVAOEdRnB69NuuwhWn//4hZPs7O1y8fmvIEnDEdX3338fTZEwogksbwTZMJC7Ppansr+/SyQkMJHN0GmW8GyH7dVNctk0vXqNeHqUK6dP8/kvX4FuidDIFG++cZ3xxQuMjwCSg/CRKRf9+flzfVX4vu/6vn8eGAeuAAt/2YV93/813/cv/3ki/BF/tUiBAKIcGPqn2zaaHkFWVDxBZHw8RzIVZ3Iii9VvMjs5wsn5Uc6dnCdu6MSNOOVKizNnzrG5vsHc3BwhLcDVS+dRZZ/Pf+YFYkaYfrdDOp0mmx1hMBjg+y66FsSzLSQEqtU6SlAjlcpweHjIU1evYPV7OI6FEggQNGKEDJ2orhINCuTSUSqlIpoMiWQMFx9B9IlqASqVGq7roagqhWIR24ennr5COp3E9zwODw8RPAFd12k22kxOTtLp9lhZWcH3fZrNOqlUAkEAPayRTCZJpVKsrKyQSCRYXV0lGU8Qj0fZye+xt3/Azl6enb08pmmj6zoPlj7EsU30UBAJD9vsMuh2abUbKLKIqshYZn8oPiJKnJibZvnRQ9rtNqoWQpKD7O0eUq40cJHpuz7L2zs0u7C6U2J9p4ZFhA+W94hnxqiZIoVaB08A2xmwd1jg5p073Lrx1lD1PmIgMhQ4KZVKgEgoFELwh4WeWqXKrZvv4XVrVPMbZOJhRM/h8hMXsJsFEqNZQrqAnEjSbje59uJPM33m8tDjzXPhIy4C8qfxF6q2+77fEAThdeApICYIgvw4+xwH9h+/bB+YAPKPj+1RhoWjI/4m4bsIgoTnDyeSfQTSIzmOn1hk/dES9+7dI5vN8vabr5PNTBIJKUzlUuSyGXZ2Sjx1+SqNVpPd3R1m58Z5uPQIBJeYEaGmSYRUWJgbI5MbQ1UEhLOnKR4W6PU6JOIRYIxO1yS/v8vABkVRWFreYGV1jV/86t/h3q030EPaD9WK1jc3GDgNUmmDiBYiZERpt5t02z2agzaqLNJp1pkeG2NpPY+sqDiCTzgS4dHyKk+cmqRWa6CFdFRJBDGAqrj4nsCxxVMcFkokR8a5efMW8USaTqeLLAnYvkez2aTRrLE4P/3DUcz7S8scHBzw0kufx+73sPo90ukRMtlRzE6NZtFH9C0y8TR7+X0GtoljW4RCIeKChyy4uAMXQ48wPzNJXFfp98K0O316PQ9fUmi0SpQqZSzbxcZDkCVkQUSyPUq9Fvk330WSJA6+dQs5FMYzXZhOUeqW+cxnP0VUsrFckZtvvs75a8/j2yYhI4EUTlPrSVR38/S7TYKCjej2+ekvvET5YJVYLIakBlFUnftr24i5k+yU6hhWE8/qEp8/zezlT+MJIrLo4XsCgi/+RIiB/HH+zMxTEIS0IAixx88a8CLwCHgd+PLjl30V+Prj5288/p3Hf3/tR913HvFj4odTR4AgIatBJicnqVarOI5FOBTEc20uXjiPKIoUCgU63T73P1xiY3OHza09qvU2sWSCufkZREUmoAWp1WrIisrk5DSNRovCYZFyuYoWClGpVZEkiWjUYCw3SjIRI51MEAnreL7A2OQ0k9Oz/N7vfY1TZ86TzmQxTZO5uTlGR3NMTs/Qt6BYa9Js9VADCnPTE+RSOqmwjCZ7hDSVUDCAIosElQC2bROJROh0bVxPYHbuGLYPAVUlFosRiUSwLItGo0F/YBHUdSzHG9oODyy0UAhN0+j3+xw7doydnR2q1SqxiEEul2V5eZlqtc7a2hYuLvv7ezSbTQ7zh9RrLQ4P9ykcHpBOJYnGYxwWSnQ6HXLZcTKjI5RKJTrdHrVmk/2DQxqtJt1ul0KhgCzLBFSNUGToeyRLAZBE6p0WjgeBsIHpuNR7LiEjTdhIsrpbZrfU5b07D2m1OoyOTzE9PUs1v0l1f4PNpTu0yvs43ToIDo49oN2s0e806XVbjE3OIQXCRKIJVjc2MaJx/tmv/hrfu/4e77/5Fpubu4wkU5i2j+f7+J6LIP5kdjz+eVqVzgK/DkgMg+3v+L7/K4IgzDJsVUoAd4Gf833ffNza9BvABaAGfMX3/c0/Y42jgtFfOx4g/pGEGLC7fJc3v/st1h7co1kpIooikgx7+RoBVUWPaqihONV2g4fLW+BLzExNoAVErEGXq08+Qbfbpd3q4vtDfc2dfIFOr0elXuWpK0/w7Meusru1Ta/XA0ni9t37rG4csF9t4PsuARFmcgl8XMbTMY5Nj5PJZKi3WoQ1mbXtPIqikEnEqOxtMj05g6463Ft6hB8w+HCjRrFSxfIgnh6lUqmgKAqq5zM6kgK3h4DD/Mw4x6amUAJBHqxskEhneO/WHQrVBq4vIqk6rXYHOaAQ0aN4vkM4IHLtiTOY/Q6JeBpBgEK5RLVUIR6N8XP/2Ze5/f5dKof7nJ4cwxl0CQSGHkjv3V/HDo9SrLWolOs0HRnHcQirEovH56hVSszNTtHp9NjeK1CrtyiUigSDQSxzOCLreR49y2ZufoZ8Pj8cBJiYYHNzg5npHG6/T8t0iIgiExNjxPwyp6bifPalTxOJRGjVK5iejCmEiY8tsvLhLc4uHOPeje+RihuUq1V0LYJtm6SzKcyBzeFhiUvnzrK5ucF6bYAgR1i48jxf+OovIfgeAhKONxyL/ahknkcTRkf8hfA8j5Xbb/DuW2+iiALtShF8l+X7jzgsV+g7Dno8CUCn08GIJDk4LBKMhJECIp7tU6vV8F0PRZGYnp6m224wkh0nf7BPKBSi2agzNT6BKgtcOLtIpVqnZ1n0LJc//Pb3aXX7hDWNbCaGb9uENYmYHiQS1siNT5IwJFZX12m3+uzt7ZHNjjCRHcUIumiqSjIb42t/8D6heJx7S2u4SpRGq00gpJJK6ChOj1/+5V/mN3/rt2lUSjxxfhHT8ni4uk2j1eHiE5d5/Y138SUZ1xcxTZNwKEQwoNDpdTlxfIaxlI4iDCeYTNPkuU88y8bGGrlcDtexmJue4uH9+1j9AQcHh5yYG8NzbFxEik2bw1KZpY0Dup6CogbAsZmamKBUqRAKaUiSRKNWxzRNFCVAp2sO13JsRBE8BNqtJqPpBN1eG0EQUDUdx3Fodgbosogv+FiOz/yozuX5NKenDE5evsKZM6e4t7RN2BghEEzQKG0xaNehV8B3TVwpiCjrSAGFD5aWyVdMPlhaIzc9iYrP8elJ/vv/7Z8ia1FERf8x79i/Oo6EQY74M/njXzSe5xGNp8iM5oaCwxF9aGOhyYyNZ8mNZKiVitTrdTzPo9VpMTk1TrPZJBqN0e4P8CWZvuvS7JsUag2afRfLGlbHD/KHaHoc0xeQAiqVap14IoroO6iyTywSRA+FAYG9gwqZTIqRkcxQRX5gUSxXuHPnA+bn5wlrCqcWj5EdSSMQ4M6Hq8RSGTxrQEZ38c0uY6koaSOErgXotrt0u12ee+4TvP7adUqlCvPzx1C1EI1Gi75p4voepmnjeuC4w+dQSMf1PMqVA6KGhhYQWDgxz5mzixSKB5w8tcDBwQGeB2+99Q6ZZIJKuYQkCbiuy+zsDEsPV2j3BjTbfRqNYQfD7OwsiWQM3/eRAgqiLIMkousRJEnG8VzkgAKiMAyOjz3o+/0+g0EHI6QQkCAaDqMHQ7SqdaKhMJoiY+Nh6BFc16XcGrC8V6HdN4lIAitLS0STGXxRBd+mWy5itusIElRbDQwjyubGKuurjyiXy8xMT3DlwhnWVh+BKNDzXLyAiq8Ef3yb9m8QR5nnTyj/ThRZ/GNGXYNOk2ohjzPo8f47b9Bp1Lh/9z36vS6uZSOpYdo9l6AeZmxinJ2dPWLJDDdvvY/rCISNCObAotXp4jgOohpCD4AieERjCZZWNwnrGhfOnyGlq5w9vcDOxgr7BztMz53iu6+9y0GpiuULKFaDL7z0GWqVIqZp0hsMGItpfOKTH+ON73+XSCRCKBhmZ3eNkbFJgqKMoblEfJ1ir0692abW95iYX+RrL19nfGKOwt4OkVhiOD0lQzYdJRjW+eD+MrV6m053gKDptDs9pICKFlCRJYHpsRG21tdYOD5FSB3e7508eRzLsuj3h1YjL774KW6+831CoRDtdpOLl67w4MEDYpEIIh4hTeedO/exbI/DSpP1/TJ7hyXOnj2Nazs02y1UJTA0qQsMjeoa9Rau5eI4DrZtIskCvicQkWxSsSimadMd9BF8EyMSoljv0kHFdxxMx8HzJeJ6gM+fH+VkNsjY7DyhqfNksrPsrnzI/v2bIDgoIQlBkBj0fGrFTTKj48yevkIoOsK7771PvtSgUqpiCkF+5/s/wPVkZPmjm3cdZZ5H/EgEQfh/SdUFQmH0WJJASEcNhljf2CIcMchms0xNjqNKoCoisuDx8MMPkESP9dUVArKCqgRwTAtJEIaePS70ej0qtSbFagPTcZmfmyEQCPDyK99jfuEk5WqTU2fOsnjyNJ5jIfgOZr+N55hcvPIk5UqNfD7P/t4uzqDPwX4BQ49wcvEYU5M5Fk4c47lnruBbLRyrh2Ho7B6UmJoaY3pylJGUTiwSJBxS2NnaRFEk5ECA/EGB6elpFEWl1WrR6Qz9lQRZwXEcFEUhIIlYZh/fs9lcWyeoKiSjBoqiMDMzQ7lQ5DC/z5mTi1w4e4Zvfv33kSWF+fl5LMclmkxx/vJVJElga2uDZqvK1PQYjmv+8HNPp9NUKjXq9TqyHMDxXHwBXMd/rINqY1nW8IsOF2swwOx1mR1LM54x0AMORsDnE0+dZmEiQTIkoatBfFFEkiQ0NYg5cChWGoQjSXoDG9cc0K5XcK0+RiKO5fkoooL1eNIpnJqg4Qb43//51/g/f/e7rJf6lAplfF9ElFUEIYD8EWmG/8tylHn+hPKnZZ62D/1WnW69zJvf+Rb9bpNyoUDA7VHY3yGbzdKxfSqVBooq0zdtHFfEdmQajsO9Dx8QCASwPLAcjwAuA8dHUTWySQPVG9BzA1SqdQb9NosLx/jktSewrR6ZZJKHKytUG00erm+hanFEp8vzT1+g226SikfZ383zUz/1Ig8/vImEQL9rEg6ILJ6c587du4TjKvl9i06zgyLD9PwxDistHCXFa9ffZHwsy9LKNoIkktSG7piSJKHqBuVKg07Xw/IdXM/HsixcxyaXSTI7kyUoCmQSGnJA4WD/EEkMk0jE6PVbFIuHXLn6BI16G8PQefHzn6fVHeB7AnvLtzD0MGa/R6vv0rcdfv23/pAeQQRluH673SYYCiHLMqqi0G43h4WigY3jeJi9LqLgIooC5xbHOZULcvrEDLZv8sSVKxxubFAvV9gsdvnN73zIarFFJq5jNZsEtBALmQCfevIMuYkc8ZEsRiTOnZtvMhAsOrUG04kE3W6XQCyKZw8o1wesVkX+4Ltv4+Pzhc8+y+z8Ar/yv/wTHFlB8B0k4aNbYT/KPI/4kQiC8CcCJ4AigKoqCLJAvV5ne2OT7a0t+g6kJ+fY3C+zurzF7LGTrG4cUKv3UIIBXL/Nqelxnjx3knQsgm85iL6IhzicobcH5A8KVAfDdSKGRiQWZm1jnXqrTyo9wsC2yI2mGU1GOTk3Qa1+yPZ2kbWtXUZGU3Q6Hcams7zy7W8zNjLK3u42p86eIJaMsbW1z+rSOiE5iC4FkHwbMaBxf22f6WMn6TX2mRrL4rou4aBCNhHFCOu06g0mx8ZpViukUwk830TGRpUEnH6bXCpKwlD4xLVLLB6fpte3CAWjZNI5yoV9SsV9tKDCF7/4RVrNNpcuXWJjZ5e7d+/hdzscrD1Ej8RJpkepN7pUqg0O9ss8ceE8RjgMtkupUqPebDM3PcZEPErAd5DlAK3OAMdzSUQixMJBrl1a4IufeZov/a2rzE2OEQzrBBSdb3/tFW6++w6u7RCjwT/++58ho2s4/QFt16fYaFJomwgqqGGDoD7K1/7wNdYPmmxtVXnn3h6/9spdvv7eJj+4m+dXv3WPV+8ccOv2PSbnsiiqwMrqNj/31b+LK8j4jod0JMYGHAXPI/49LMvCtlzUkIYeNej3+1TqDTZ28gxckVKzw3dee5PcxCxIQcJ6HASZfD6PJMnMzcwS0UN/1ITvAYi4ro9p2tRqNTRNQwuGufzEVbb28qys71MpN9HDKs89c4V0PEAynkBQZBYWT5JKphmNh4npERZPnQJZYmJqEs+0WTy5QL/fJJfLoWthapUqri9y/8FDUqkMb7/9NrFYgqAs4VkWqgTRSJhut81YLsPCiTn63R6CD0ZYRxBBkn1G0jEETI7NZtla32B9fR3LdMjlcmiaxqkzJ4lGI4yOZHnn7fewTI8H9x/y3LOfQAsovHvzbSy7TyikUymWsG2bft9E0zRMs4+uhfB9l06nQygUIpOI0+wN6Foevu8TeHynKGFjaCJXzs5xfmGczfVNRjJDl05BcBkbH+HUiQXGJ8eIJ9Jsrazw2avHUew2ohzE0CN02x328jXy+xVuvHMLUZQplcp4HoyNjaFoEUpti9VCG08I0rdd5mYmSIYUFiZHaHW67OzlEQR/eNf5EWlJ+stydGw/4k/gOha9dovNpbsU9rd4ePcOa+tb2K7P2uYORiJBt29T2C8iCAKpVBIfm9xolmargyBI2L5PpVLBtJyhers/PAYDhMJBZFHCtm3K1Qrj4+Mk4jrz41lSYZmtzVU+9fzzlKoV3l9a5f7DZS5fuMBLL1yjkB86PKaSGiOJOLtrm8iKgBZwKeS7KAGPYrFNx3FBVomlsyiSRL1WRhQkDg4OOHbiOLv5A+rNBk9evsTa2gY906PW6FFr91ECQeKpJINeh48/+xSH+Q2uPf0sO7t5Hjx4QDSRRJZlJsbSOI7D7v4BvY5LrdbgC59/EdN1mJyewNAUfvD695memmd7czjOOT63gKSoXL/+Dm+8t8Tq5jbTxxewLIunLp7hxgdLeAjYvSaarPBLP/9lSoV9zp5ZRPR7ZHMjLL1/l6ihkcok2d1eQVNkzl18hoHv4poO6WSC61//N9jhLL/4K/8X2WSSjCHx1NljzMzMsLe3y/bOJqmRFFazhS+IVAcSN++uYKRHSRoh+u0mql3l0sXznL5wiZ//B/+IYDCIGo7+RATOIzHkI/4D8BAFGVXVsFwXy3XY399jbCzHytomtUoVURTpWQ66HmZg2VSbTTq9Lo1mn0BQ/eF1gK4bJFWZYrE4lCvzRXzfp16tYkQij0WJA4SNCI7n8fa7N7hyZgFNixBLpDHCKgFNYCSdpFZt8fa775E0Qhwe7KAIOQwtSDiiE1Rk9vaWUMQ41WqZVDqFVapjxCKMZBLIIhS2HpKbGCeQjaExoFfLk06k6TYqZFMGG9v7LB6fZCdfxLZdBKtLLpMC16NRb9LrDbBMk3g8zvmLF/nwwX3y+QPGpybJ7x0giUFSmTQffvgBviyC6BMLq9RrTaanhrYfYV2jWa/hMWw9yo2NYro+lUqJbDZLrd4Ez6LX6TCZHSGViGP1W8iCTSgoU630+cNvvIzbbfG5z32OaCpGxAgzaLXZ2VxiYJmIrk/lIIQc1jisFknrKtagixKP4ksiakgjM5IgoAhs7u6Ry2Sp1SpoAYWgKrA4O87myhJjuTQLE+MM+g7nL18lGkuALIHn4wMePpJwdGg9yjyP+CGe5wAivutxuP2QteV7OK0q3/zD7+LYLsFgENPq0TFt1rcO6A8cql0LSQ0i+kOjNwB70CcejxNRfaLRKAcHBxw/fpxEIsHm9hahYJilpSVcz6PUaBCQY1y9tMinn38C22wTCsm0Gi7Xnpzhzo3bBJQw3UGHzUKBr/70T3HrrVcZGUkTjBvEZYMH91+lsNdDkj3UkMLk2DQDx0VSAjRqQ1dLVw0guDb9ZhvbcREkjUanRzKZpGdabO3soUYM+q0KgXCclimwu7dPOp1G1xLYrkPPslldX2N+fp7zZ89hmn3qzQY72/vU63WuXlpg/7DAE1ef5ttf/zrXrj7JysYD0vE40WiU+cUzlMo1LEfkm6/eYOCCK0js7e+iKiE+fu0cz37sSf7lv/gNxscnefba02ws3yYdNejXSriWRTyXZuH0eZqdNiOJGKsPHqBHXCJykNLhFoIxwuVrz3Ows8c/+dV/xbsfrHL+9AxBNYLV67AwNwmIvP3uXaqeiOAMiIaD2AQY1Eo8fW6OYFgmm4ly7ZNfRB0/xrmnXgTA9xwEUf4TU2kfRY4mjI74i+OD67kgCrQrh/TbLXYefcC/+a3fIBxUKZcKXLx4mXsPV0EM0Or22NgrUm92MB2XQGDooPjvqvgDq082EScVizA1MUZuYgzZt/AFn63tPWqNFlvb+1jdPhsHZX7qU08ykYlRabdpNXuMZ2NMZ5N02x3iRgxV13j/xnU+9/yz5PO7+L5PIpogbsi0a218z6PVzJPOzJDfLxJLGwTEMILYZn7xLJ1GFbPXBVFClFT29/KIqsaZS0/gOA7bG+tUynUsKYQoaVRqZSLJESRRpXCQx7ZtqvUmp04PK9e2Z5OMJfneK99iZmIe1+2wcOw4H3xwj+OnFtje3ub4wiKlwxL53X0yuTFqtRrNUoXJ+eNsH1b4nVeuEzYMFFklFVH57/7hP+C9d97gzOnTrK6uoAcVxnOj7G5tMD87zdLyGqcX56mVD3jnjVe5fPkSitMllkoiSRKxYAA3M0s0NsXf/vzP8PynnkOTfSxfZtDtcbC/N5zR3z0goDLszw2HcZ0e8VCAXEzm4sdepNOpkj7+FJc+/hlC0fSPeWP+9XJ0bD/iL44/9PgBj729PcoHe+w+XMLq9/DtAelkirt3bxMyohyWS2RzE8weX+C3f+f3EcVhg7fv+1iOjTlwCIfCpDMjCK7L8toKH//ks9RLh5jmgOmpHJbZQ/b7eIpAJhOj0+lR1wKUC2UOixU8u8uVi+cQMg7Z0RH6/S4xI8L62gpjYzn29vYotFuYiQi5kXGatSpqQMb3PSYnstRbRTLjWaqVOrVajV63Q0RVGAwGGIZG3AhgeiKe49LrtGm2KkzOHMPyRHq9Hp6rI4bCKJ7NSDKKJAtEo2FmJrOMjE1gmiaNepEzCydRJAgZ08M7XdmhXi4RM6KUy1Vq1TLNSgG7U6NUKpBOJggHJaJhlfnJSSqtNhkjzJNXLw17SoMh3r91h1q9TaO2ixaU+duf+RydvsPO9gaC3aTTrjM+lmH14X0uzk8QEKDVqDN5bA414pCcOoYgS9y8/ZAXLp4gkopTNAfoIY1Wo4njOCTjOpl0lrWNdYxIEM9zSKXHHGK9bgAAGYxJREFUsFyXgekSjcVx3B/3pvyby1HwPOKPEIUfHsnCmoaYSvO199+j3+sRHc1QqVU5fmKR/eI+J47NUa7W2bh9k08++xR37i/jeT6dXhdrYKOoAQYDiw/uLRGLGWTTOv1Bm0q1SnY0TSKqcvrEDK+HREqNDu1Wl42NNR4uDfg7X/wCkrCK60Kh0iIe0SiXixhhlYvnz9BrlGi3aly+dA6332ZjK49l9XDcLmbPxLIOMQyD+Zkcgu9z/MQ8lhgiEgkzkkxQLBygyCLpVBzHFSnnN0mlEkzkEuwXDoiEdQJWB0Oyyc2M0dhbYzSnY3s+Tz5xnmK5RFDTGc2Ok99bp1IqIYpdTifP067nuXh2lrW1A7KjU2ws36FXK3EhZ6DJLk01gBgPkU5oyKLH3Fick6cWaLT7rOwWefXtOxT3d0klEzx9+gSfeuHjTE+OsfxwjVe/9zr/8L/9exzsbbK5PmBhZgJZkajvr2IkogQNHU+G5XsPYX2P79x4m9//v/8pe/kCt2+8w8zkFI7n4/oe4XAYXdcRBIHKQQFjJksylyaTm2R0Ypb9gwOm5xYJR1M/7l35N5ajW98j/hgeMGyV8V2HUqFIJpNBj0SQJIVjxxcoVhuIooaHiCCIRKNRZEVgZjJHPBbB0HVyoykUScRxLBwf6q02o7lJdjZ38F2GMnCOzfLyClOT05w6cZxoUCSVjDE+PkY8GiYo+zQbDf71v/pd3vjBW4xlswxMk1qtxtz8POn08Cg5cNyh35DXR1Vg/sRpJmem0TSNaDxJNJkCNYyAh6IotHomyCqiHESQNQRJwrH7WGaXaEhn0K0xnk3Rb9UIKz5m8xBJ9PFcB8+2wHPxXQ9ZtGnVy0TDIYKSjSYLiE4H2bNRBI9kIko0GkaXTWbHo8xPZ1BEm3BQIJPJEAxp6OEg46MpOo0KgiRRrDZQAkE0TXtcaPPpdU1e+c5rDEyHX/gvfpGe5dJodZg/tkDfcRhYLifOnEEO6aSzOVr9Nlc/9gJGSMIIy1y9fI6maWFE4/RMi/7AwrKH98H3l9dp92zC4QjtdhtNU4dtUoEAvd6A5bVVROmjfLv5l+Mo8zzih/j+MCsR8Oi2O3iOjRLQmJieQdd13nzrHVxBwrElBKGEKIvUW3VOnT1Fcf+AoOgxdmyaQqWOaQ4IqBIIAQJKkN29AwatOmOZBEUjTCAkc2zxNLnsOPfefZP5sRR926VQqeLZTa5cXmRzp0at2UEPBdnd3iOeibG7f8DMZJZ2p0csnqRluZw8cZz6/hKJ0QyiFmcqFUaSJFpmC91IghYg3K3StT3CsQyyFsGxTYJyhEDAo915QLdZRwsanJ7NoTIgHIBBq0gmZSCmR+m1OwhhHdMc9moerr6F7wlERZ2J2IDR1DiO1yIUCeMic+HsKbb38ly5chbH6iDLHmZVxkhOkBqbQohlUAMyZ4NhgvEqL792g1qtgyj4/EcvvcD4aJpvvvY6b7x3j16vRzxhYP7bbzGRjfHctSfY3Tvgpc++SLVS4rBYYHp+AmdgMhJP0jMhmbtMffkG565+kuBvv4ztC2yvbpCMR8kXSjz59LNsFsrcuPOITz/9FBsrt7l29UmuX7/O6n6NZ649xZWPPfNY7/XHvTP/ZnIUPI/4IQIgPha2DcUSaJ0O41OTvHfjBpIoMpLLsb6xQ61h03MsOr0OwYDKzZtLRKMphH6PQFBDlpv0ey0mJ2axHRPXdjg8OMQcxAhrGo7vExagsLNFu7hPOCigGxEunM1w58MlNnZLPPPMMwS1KCIOb715Hcs7QbnU4PKZM+wWC0xNHadcL5DJzZMUu0jqGUbGJrAcD8tzUSQFIzGG7TqExAiuPoohg2OCoho4foNgUAXXIprKISEgSuC7QXpmj9hIgkZDxhcFEokYoujhCyGGonADwqqG77uoisfEsXOIoogh+wiiSKHSQ7M94pkEnhlE0UeRJIn589P0Om08Wae0n8dqV0lmj3HuVBZFDvHrv/tNNE1jbv44D+7dYWerNDShA0wXUqkElhvg+o27PPexq+zt7VM43OPJ82co7W+QGpumZepkFIhqEgMpS7Vd5Es/95/wP/2j/xk9mqTW6g8z+HIFBh20YIQHy3d54ekzrG2u8bmf/c+h1+LR2gbz9Q7JlM5R9PzTOQqeR/wRvoggCLiOQygUGjZGa1HEQAjLtuk0epTqbUxLpGcOGPRtOp0utVqdaMRgbGIcTwiwubPPxOQcATWAb3lEoxFUBcZyowQUmVKpiCxEOblwjGg4QqN+yN7WOh88WsH1ZdLpMYoHVYIBATkg8tlPv8D3X32Zr3zl71LIrzM1c4JwWMfplAhqERzTJJEeJ6gnMZtNLMFBklRcH2RZxrUHWJ6I5IJjC4iCgCRJeJaDIkko8lAtfuC4+IMOljvMUG1Rx1V0BoMBcjCIIIZoVouYZhPViNHvO8RTWXoDEw+RsCrSaFZRlCCBSBrL7BIIJvBFCT2WQmQoKxfQYoiNHopnIgeDmKLKSKtDMhHDtlxc1yOfP8DFx+fx1YgEngfXb9zhmSfPUay2GLQqXLl8gZ39Q6bG0yRTkziOw+F+gXgyghxVCWlhotEovqCAKNK323S6JsnMCMk9lXBYI2UE6PaaZMbSRHSDttnl+MJJNC087Ok8Cp5/KkfB84gf4vpgdXs0aiXuvHeT27fe55XvfI9mtTJU9xElbBcs10HTwohKgKAaYmCatC14/94ytm0TCoWo1TfRjQgT46OUy22alQqpRAbX6jI5luDk8Vl8z2J9c41U3EAQfRzLpef67BXrnDgxxX5+l4irkN8+5O//vV+mb9mEozGabUimEhS7a6ghlUqlTS6VpoeAr8r4goEji8TiUerVIqJn4wlBbNvCtgT0cASr20E029S7bQRBot+yiMSSHGw8xPd9lECESGwELZKhVNglFI/jezKhUJiA5FAuFkmks7hymIAeod83qdoCjuwzf/ISUmqSuKoSUjQ8QUZSQ/iCiCSIyAGFnCshih7d5iHdfo/c1HFWNg+59e4tNrd32StUGJgWkVicRquFLHqAwOziaQ5rPV67fosvf/459ksdJtIx3n73Q+rFb5AaGeXZF36W5ZWHjOT6pLNBPF/g3OIJbt68ydWzi2xurFE/2ODU/DipZJIzi8fQdIVwMsXA8Wn1LRbPniWoG0dFkR/BUfA84oeIgkC5eMi9D+7w1hvX2d/dwzZtdN3AcSxsFwRZAUnEHpi0Wh2kgIDjQ7fTRlXVoRqQZRGLJ1AUhXt37uF5DgEJHi2v86Wf+gyS2OWDu7cBOHvhMssP7xMJGwiCT6vVotVeZTSlsHBsHtFzMCJhbt++ixJUCKkBUrkMSkBjbvECzW6XRqtLTlAYWC6+B0Ejju/amDaooRjdVgUkH9fzCCghQHzsMmnjukO1ItO00P3h/H2338NIOsgyw1YdWaM/cFBDCq6s43oCkXgQIz1BMJZDFGV0wac1sFFVmWB6CiU6ArJEQAnhiSKCGMDzPETBxxUlJGnYIqUZGVTdod9uMT09y/7uIa4gokV0xHqX3mCoF5pJj1IoHuBWariOyceeusSv/+bvMj83zYtPXuTG9Q/IjGVY3npEafAyuzubHJ8bJ53d4MrHv4ihh5menMAc9IhHdYyQyuz8FFpAod/vE00ncXyFQqlCKKAhB8O4Pji2gxo4ChN/GkefyhF/gpF0hjMLi9x+6y1s20XERxR8klGDeruHpCjUuk2wPbKZNJV6A10PoWkKmqbhuy7WQKTdqRNSIZPRCYfDNNstHMnjm99+mYhi8V//0s9TrVaJGgnOnnmCd19/mVgsxuZBBSkosLZeY/GEQShkoimwv19kLHuSXukAVZB4tLLB1NQJBNdFFqOsrheZnJqjVqoR9tpkR3K8f/sWE+NZmq0+tllDliCdymFaPQYDk2K+StQwqJVKiIKENajQF3XuPFpGik0ysE2SmRCOK9AqVVBVlyvPfZKe2cP3JMKxFJHMBIokIAkiccFHUGRC4REQPCTBw/NERFHE8z1k8fEAhyACNoIs4TkhZAX8AEhigGanzeatbUzHxPU8BFEmqIXZ3c8jyzKGLpNKTfBoZYNsMkuj4/LPv/EKzqDPghal1rGo3HtAOV+hXqoyPX/AiQvPMj53krsP18mNZoeq/4qKr/0/7Z1pbBznecd/z8zszOxJ7pLLSwd10rps0VZly4haFEGDKkfrfnCBBDWaBgaMovmQAkVrGwUKtJ9awGjaAkERF27doE1z2GkTOHYM1w4q2/EZ+ZCsk4dEijeXex+zuzNvP8xIZozIlmk5tFbzAwac9513iPc/u/vMez3PGyORSnJh/BxvnJ3gwKHfoGdDL6bu0d3TR80DOzScVyR8MiHvonk88i/f5NUXXuT8+fM02i10U0fDo1SvUqzWcMXB1A0cFEvFMtVWi7hpoNpCuVCm3W5j6Drd3d3+Bme2jVOpYotFbrnMZLHAgb3befKZ5xnIpikUn2TXTcP81ue/gPH8UXaObONnLx6nWCvx2usvcfOOjdiWzvDmXSRTQ4xNLJIbO8v8/Dz92S4ct8Wmm3xvnlKpQN4RanOzmFaCudkllpcW6B0c4vzxU6ysrLBlx3b6+jfQ0nQuzBbZFe2iXK0BUHZalGsunpFipeRSKuVZWi6wedsOorEu0oNDdPVvI6XZxNIpPM/Dtm2UUogIbWWgaRqa+FPUSulomj9eqIsWGM1LRBBAD36BIsKhTx0mVyjy0EMPke7twYzalJaX0YKIT+12G920mZq+SNS2mJy+SCIR47bdI1y4MEm+1qBS95gZO4WrG6xUKpw8P8Ndv1/j6PMvErEsxiYnmBg7w2A2g95qMjV1Ec1OE2mZ/ODx/+GLd/8OyZ234CYHiWv+0rXQTPxywiGNkMsIoFzfzdJptWm2/RBsmUyGrVu3Ylsmqu1HN3ecuj+RYhhBYGUXEcE0TQwj2Kq4lAPPwdIFp1qGVpO+/iyFSoVSzeHc+ASf++znice7mJmZ4/Dhwxw8eIDBgX4yPVl2jezEjOiUqzV6B4ZZLhQxDAOvVScZi9Csl4iI8rvoTpOz42Ok02kaTY9cLk+z1SBmWcQtE0ULQ5osTk2yPHeRhfklCvkyTsPF1E0S0QROtU7EjtCdTmPoCl3zUF6TtgeJ3n6Gd99GPN1DPJnAtOOYdhwPHQ8dtAiapl2O0L86Uv/VkEwmiaeSHDx4EMuyqNfrKKWwLItYLHb5f5crBQxLo9Fu0FIe+XKF05MzmNEuVoKYod29WepNj2LD4/x8lTffOkGr2SARi+E4Dj09PVRqdXoHt1Kuw9j5OabnV3AlwsziCmY0jqAHNQtNxJUIXykh76I0kokY9VqJWqVIojvDyeMniUX9cbFoMkWXGcF1PfSmh+eB0g2UcolZEQqFAq22g2lE2LNnD4u5Kbbt2kxfOsXiwjITU7Pk8zVMO8HE1AKW5vEf336MrmSUHSN7KBQKvPPOO0QMj3Jumb17dtOqV0imM6zUoeK06OlNk5+bIhaBuG2xvJzDqTn0Dwwx8dIrDPRvJJXqJhq1cCorVKWBrUNEXHq7oqhWm+mxU2y4aZRUQqdWL6I0j3xpxV8dQJuhnjgDaYukmSSVyZId2c/Q9n10b9qLYUVAtVBoaLpvYJRSIIImfCiDuRrXdenfOASacOjQIY4dO0aj0SCZTOI2W7Tbbf9oClHTRFMuVjLFyMgunn/+/+hOxDBQpLsy5CsVEskY04sForEkj3zrO+zdvY+ZmQtEIhFifQOcm5rle08epVKtU6rWWFpaYmTbMKm+LezYewA0UEpAJJxrvwIf+FoREVtEXhWRt0TkHRH56yD/URGZFJE3g2M0yBcR+ScRGRORt0Xkto9bRMg1QmBkZIQDB27FEJdyPodhGPT0ZNF1nVbLwXVdmk3ncvAPy7LIZHqJRqNoOsTjcaLRKOPj5ygVXAq5GmdOTxKzYtSKVWzdI59bYjG3QjSZJLdSZOv2nXie4ujRo6ys5Gi1HbZt7GdhcQkxY6wUq4jouK5gRmwcx8Fptqk5bWp1h1qtTm5phUqpyMr8DAYuti647Qa0m5QKRUwj4ht7pUjGo3TFTNJdKQxDo6Wg6Sqarh8EOplMYtkJMn1DpAe2sGP3flLpPiIRE0RQwc/mUhCaK7UyP0yQGl3XcT2PdG8Pe/fuJR6Loes6muaH8rt0bug6sWgEt1lhMN3N7MQ42UySiAGIByJELYO4qdFla7ScKm2Egb5+EokEtbpDpdYgV6qzsFzEFZ1jx99hMed/1tVgB1HXAxEVGs734Wpang7waaVURUQiwAsi8lRw7c+VUo+9p/xngZ3BcQfwz8HfkE84LlCsFpmaHkfDYSCT5cJcnpmZGZLJOIYZITs4RLFUYfLCRUwzQrPZpFargdek3faDH+O5KKXYOpBg51CU2/bvZ2lumg09N7NSULx1apx6y0Vh8vapMaanp/ntzxxhdHSUdFeCifEZ8ouz9A0M8u3Hf8yto7dw8o2fMHrHnXRHbTYP76BYKWOl+mApz0uvHSPd1U1+aRG1oZ+XnnuaXftuJmZAvVqkWmlSq+TI9PbQ0hzajRqt6iKeI0jCZjlfpFhusXnzIGZmAxFNiGWHsLoyZId3Yaf7MMwEGh6tZpOIaaI8L9jGRAVGUpD3xLj80K1QTTAti3vuuYfc8jJP/OQpms0mtm1Tr9fZvHkzzUaRA/u3sHtkOxdOj2NoOkdff4NqtUbEiFMsFxjo7cZrFOndlGam0GBuIcfZc+PohsnZifNgROjpHeDkmbPotk2t3USP2DTbLXbt2YeVTPrNKuWBckGLXJsvWIfxgcZT+d+MSpCMBMf7vVLvAr4V3PeyiHSLyKBSau4j1zbkY0VX8NaxExx/+yw9PUM0Gg1uGRmi0VbUnDaz8wsMD29iZN9ODu7fjWXbHP3Zy7z86lvYpoVmRSiUC0TtOBv6B3B1F2lDtruPgf4M+flFUukUh0a3MzOT49S5c1SMDKZpUCrncCdLzEdtbh49QEvu4KlnjnJ+ehnHOU6pVGZwZpZqrsWmgY3Uqm0mz51GuR5es04pV6cvHSefX8DWFUvTZygXC0RjKeYW5tE0KDh5Ls7OkIzHiHUPEI1GaXkRlisNao6LmcxSa+r0DXSRym7GjKXJDmzCiHX7rUtNw9T9Pctl1f5Pa+yp/wJKqcubqm3YsZ2vfPVP+P5jj9E/5O+9pDWESrHEpr4uuqwUY6cmicViDA8Ps5AvMzm1wOzcHH9016/jLJzmltHbiXf1sFJqcezsIsfGKjjNJmWnSURgcvYCEeWS0jy2ZLP+Mio9zt7bD4MWCV4IOqKFbc8rcVXxPEVEB34O7AC+oZS6X0QeBe7Eb5k+CzyglHJE5Angb5VSLwT3Pgvcr5R6/T3/8z7gviB5E5ADlq+JquuLXkLdNxKh7k8+w0qpDwxielUTRkopFxgVkW7gv0VkH/AgMA+YwMPA/cDfXG3tlFIPB/cBICKvX00A0k4j1H1jEeruHD7UOgSlVAH4KXBEKTWnfBzg34Dbg2IzwKZVt20M8kJCQkI6hquZbc8GLU5EJAp8BjgtIoNBngC/B5wIbvkR8IfBrPshoBiOd4aEhHQaV9NtHwT+PRj31IDvKaWeEJHnRCSLv7b6TeCPg/JPAp8DxoAa8JWrrMvDH1ykIwl131iEujuET8QGcCEhISHXG6HvVUhISMgaWHfjKSJHRORM4JH0wHrX51oiIv8qIosicmJVXkZEnhGRc8HfdJDfMZ5ZIrJJRH4qIicDr7SvBfkdrf19vPG2isgrgb7viogZ5FtBeiy4vmU96/9RERFdRN4Ilit2vO51NZ7BOOo38L2S9gBfEpE961mna8yjwJH35D0APKuU2kmwPjbIX+2ZdR++Z9b1Shv4M6XUHuAQ8NXgc+107Ze88fYDo8CRYNL074CvK6V2AHng3qD8vUA+yP96UO565mvAqVXpztbtR8RZnwN/kf3Tq9IPAg+uZ50+Bo1bgBOr0meAweB8EDgTnH8T+NIvK3e9H8AP8Vdp3DDagRhwDN81eRkwgvzL33ngaeDO4NwIysl6132NejfivxA/DTyBP5Hc0brXu9u+AZhelb4Y5HUy/erdpVvzQH9w3pHPIuiS3Qq8wg2gPei6vgksAs8A40BBKdUOiqzWdll3cL0I9Pxqa3zN+AfgL/ADgIKvo6N1r7fxvKFR/qu3Y5c7iEgCeBz4U6VUafW1TtWulHKVUqP4LbHbgV3rXKWPHRH5ArColPr5etflV8l6G88b0RtpYZWDwSB+CwU67FkEEbgeB/5TKfWDIPuG0A6/4I13J9AtIpfWVK/Wdll3cL0LP8bD9cangN8VkfPAd/C77v9Ih+teb+P5GrAzmJUzgS/ieyh1Mj8Cvhycfxl/PPBSfkd4ZgVeZ48Ap5RSf7/qUkdrv4I33il8I3p3UOy9ui89j7uB54IW+XWFUupBpdRGpdQW/N/wc0qpP6DDda/7oCu+N9JZ/LGhv1zv+lxjbf8FzAEt/DGfe/HHdp4FzgH/C2SCsoK/8mAcOA782nrX/yPoPozfJX8b3/vszeBz7mjtwC3AG4HuE8BfBfnbgFfxve6+D1hBvh2kx4Lr29ZbwzV4Br8JPHEj6A49jEJCQkLWwHp320NCQkKuS0LjGRISErIGQuMZEhISsgZC4xkSEhKyBkLjGRISErIGQuMZEhISsgZC4xkSEhKyBkLjGRISErIG/h/4dj4G8cRdkQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NBBWE1XNj7Q9"
},
"source": [
"### translation function"
]
},
{
"cell_type": "code",
"metadata": {
"id": "aIHqrZLcj7Q-"
},
"source": [
"def translate(img, x, y, border_size=None, border_color=None):\n",
" if border_size == None:\n",
" border_size = (img.shape[1], img.shape[0])\n",
" if border_color == None:\n",
" border_color=(255, 255, 255)\n",
" # return return cv2.warpAffine(img, np.array([[1, 0, x], [0, 1, y]]), border_size, borderValue=border_color)\n",
" return cv2.warpAffine(cat, \n",
" np.array([[1, 0, x], \n",
" [0, 1, y]], \n",
" dtype = np.float),\n",
" border_size, borderValue=border_color) # right down shift"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "AOXevdOkj7Q_",
"outputId": "a2a8c924-d3cd-4a11-9a73-3b04b8c83a56"
},
"source": [
"new = translate(cat, 50, 50, border_color=(255, 255, 0))\n",
"plt.imshow(new)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5LPLnnz7j7Q_"
},
"source": [
"# **4. Resizing - cv2.resize**\n",
"- it is aspect-ratio (width/height) constant resize \n",
"- params to cv2.resize: img, (with, height) of dest, interpolation_method, cv2.INTER_XX, e.g., cv2.INTER_AREA\n",
"- you can also do it via rotation and warpAffine, but the effects are very different - in terms of the dimension of the resulted arrays"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kOD660LTj7RA",
"outputId": "dfee5401-3ae1-488c-dec1-625374a51d3e"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"center = (100, 100)\n",
"M = cv2.getRotationMatrix2D(center, 0, 0.3)\n",
"resized_cat = cv2.warpAffine(cat, M, (cat.shape[1], cat.shape[0]))\n",
"plt.imshow(cat)\n",
"plt.figure()\n",
"plt.imshow(resized_cat)"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efe0e19f4a8>"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "CwoEnarCj7RB"
},
"source": [
"def bordered_resize(img, scale, center=None, border_size=None, border_color=None):\n",
" if center == None:\n",
" center = (int(img.shape[1]), int(img.shape[0]))\n",
" if border_size == None:\n",
" border_size = (img.shape[1], img.shape[0])\n",
" if border_color == None:\n",
" border_color=(255, 255, 255)\n",
" M = cv2.getRotationMatrix2D(center, 0, scale)\n",
" return cv2.warpAffine(img, M, border_size, borderValue=border_color)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "USx5Why2j7RC",
"outputId": "3eb70b2a-cca8-4142-959a-534b2ab70774"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"width, height = int(cat.shape[1]*0.3), int(cat.shape[0]*0.3)\n",
"resized_cat = cv2.resize(cat, \n",
" (width, height), \n",
" interpolation = cv2.INTER_AREA,)\n",
"plt.imshow(cat)\n",
"plt.figure(figsize = (1.5, 1.5))\n",
"plt.imshow(resized_cat)\n",
"print(resized_cat.shape)\n",
"\n",
"cv2.imwrite(\"data/images/small_cat.jpg\", resized_cat)"
],
"execution_count": null,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(105, 141, 3)\n"
]
},
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 108x108 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zF645dohj7RD"
},
"source": [
"def resize(image, width=None, height=None, inter=cv2.INTER_AREA):\n",
" # initialize the dimensions of the image to be resized and\n",
" # grab the image size\n",
" dim = None\n",
" (h, w) = image.shape[:2]\n",
"\n",
" # if both the width and height are None, then return the\n",
" # original image\n",
" if width is None and height is None:\n",
" return image\n",
"\n",
" # check to see if the width is None\n",
" if width is None:\n",
" # calculate the ratio of the height and construct the\n",
" # dimensions\n",
" r = height / float(h)\n",
" dim = (int(w * r), height)\n",
"\n",
" # otherwise, the height is None\n",
" else:\n",
" # calculate the ratio of the width and construct the\n",
" # dimensions\n",
" r = width / float(w)\n",
" dim = (width, int(h * r))\n",
"\n",
" # resize the image\n",
" resized = cv2.resize(image, dim, interpolation=inter)\n",
"\n",
" # return the resized image\n",
" return resized"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "o6-ZiQSJj7RD"
},
"source": [
"# **5. Flipping**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "jc3RZl_6j7RE",
"outputId": "c49375d2-1559-4410-8362-c67116e53f2f"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"fig, axes = plt.subplots(2, 2, figsize = (8, 8))\n",
"\n",
"fig.tight_layout()\n",
"\n",
"axes = axes.ravel()\n",
"axes[0].imshow(cat)\n",
"axes[1].imshow(cat[:, ::-1, :])\n",
"axes[2].imshow(cat[::-1, :, :])\n",
"axes[3].imshow(cat[::-1, ::-1, :])"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efe0c14e0f0>"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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