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@whan0623
Created September 30, 2021 02:48
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3. OpenCV와 머신러닝.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "3. OpenCV와 머신러닝.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyNEKD3CPf6zYm5d8rypGtjC",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/whan0623/e681f5a045101361a9239b583009523c/3-opencv.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NC1eK1g1KPkG"
},
"source": [
"# 3-1 OpenCV"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "H9KX_e_lKW59"
},
"source": [
"## 이미지 읽어 들이기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "SH9cT8-_J6Mv",
"outputId": "f086aeb2-4bfe-4fc0-f891-df146f0e2650"
},
"source": [
"# 이미지 다운로드\n",
"import urllib.request as req\n",
"url = \"http://uta.pw/shodou/img/28/214.png\"\n",
"req.urlretrieve(url, \"test.png\")\n",
"\n",
"# OpenCV로 읽어 들이기\n",
"import cv2\n",
"img = cv2.imread(\"test.png\")\n",
"\n",
"# cv2.imshow(img)\n",
"# Colab과 Jupyter Notebook에서는 cs2.imshow()가 동작하지 않아 matplotlib를 사용해서 출력\n",
"import matplotlib.pyplot as plt\n",
"plt.imshow(img)\n",
"plt.show()\n",
"\n",
"print(img)"
],
"execution_count": null,
"outputs": [
{
"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": "stream",
"name": "stdout",
"text": [
"[[[255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]\n",
" ...\n",
" [255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]]\n",
"\n",
" [[255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]\n",
" ...\n",
" [255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]]\n",
"\n",
" [[255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]\n",
" ...\n",
" [255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]]\n",
"\n",
" ...\n",
"\n",
" [[255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]\n",
" ...\n",
" [255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]]\n",
"\n",
" [[255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]\n",
" ...\n",
" [255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]]\n",
"\n",
" [[255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]\n",
" ...\n",
" [255 255 255]\n",
" [255 255 255]\n",
" [255 255 255]]]\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qb6Z7SVwMmtq"
},
"source": [
"### 이미지를 인라인 출력하기\n",
"- OpenCV : BGR 색상 모형 사용\n",
"- matplotlib : RGB 색상 모형 사용"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "dvSjnN2hKRrV",
"outputId": "cfde2226-8cf7-4c43-9e51-ccdf34fa77e8"
},
"source": [
"# 다운로드한 이미지 출력하기\n",
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"img = cv2.imread(\"test.jpg\")\n",
"\n",
"plt.subplot(121)\n",
"plt.imshow(img)\n",
"\n",
"plt.subplot(122)\n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
"\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Fh0Et5642HW3"
},
"source": [
"### 이미지 저장하기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rcXbn9Ix2JvK",
"outputId": "b18dc95f-d0f6-4bab-d54e-b129ed954553"
},
"source": [
"import cv2\n",
"\n",
"img = cv2.imread(\"test.jpg\")\n",
"\n",
"cv2.imwrite(\"out.png\", img)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {},
"execution_count": 20
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bnVEg42g2cER"
},
"source": [
"### 이미지 크기 변경"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "LZsuQIu52eA6",
"outputId": "a4280629-c074-4161-95ab-eaf5aea9e935"
},
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"img = cv2.imread(\"test.jpg\")\n",
"im2 = cv2.resize(img, (600, 300))\n",
"\n",
"plt.subplot(121)\n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
"\n",
"plt.subplot(122)\n",
"plt.imshow(cv2.cvtColor(im2, cv2.COLOR_BGR2RGB))\n",
"\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sqsj_QjI24Ao"
},
"source": [
"### 이미지 자르기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "32rBur-B25zO",
"outputId": "c10f80ef-c8cd-4b9d-977a-23b371c36237"
},
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"img = cv2.imread(\"test.jpg\")\n",
"im2 = img[150:450, 150:450]\n",
"\n",
"plt.subplot(121)\n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
"\n",
"plt.subplot(122)\n",
"plt.imshow(cv2.cvtColor(im2, cv2.COLOR_BGR2RGB))\n",
"\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "moayjYx83Fp3"
},
"source": [
"### OpenCV의 좌표계\n",
"- 왼쪽, 위쪽 : (0,0)\n",
"- 오른쪽, 아래쪽 : (width-1, height-1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "AFk9wj9h3dNX"
},
"source": [
"# 3-2 얼굴 검출 - 자동으로 얼굴에 모자이크 처리하기"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "C5wrSHUF3iwI"
},
"source": [
"## 얼굴 검출 프로그램 만들기\n",
"- 캐스케이드 파일 : 얼굴 요소 데이터베이스\n",
"- url : https://github.com/opencv/opencv/tree/master/data/haarcascades/\n",
" - haarcascade_eye.xml : some attempts to tune the performance\n",
" - haarcascade_eye_tree_eyeglasses.xml : some attempts to tune the performance\n",
" - haarcascade_frontalcatface.xml : fix files permissions\n",
" - haarcascade_frontalcatface_extended.xml : fix files permissions\n",
" - haarcascade_frontalface_alt.xml : some attempts to tune the performance\n",
" - haarcascade_frontalface_alt2.xml : some attempts to tune the performance\n",
" - haarcascade_frontalface_alt_tree.xml : some attempts to tune the performance\n",
" - haarcascade_frontalface_default.xml : some attempts to tune the performance\n",
" - haarcascade_fullbody.xml : Some mist. typo fixes\n",
" - haarcascade_lefteye_2splits.xml : some attempts to tune the performance\n",
" - haarcascade_licence_plate_rus_16stages.xml : Added Haar cascade for russian cars licence plate detection, 16 stage…\n",
" - haarcascade_lowerbody.xml : Some mist. typo fixes\n",
" - haarcascade_profileface.xml : some attempts to tune the performance\n",
" - haarcascade_righteye_2splits.xml : some attempts to tune the performance\n",
" - haarcascade_russian_plate_number.xml : Create haarcascade_russian_plate_number.xml\n",
" - haarcascade_smile.xml : fixing models to resolve XML violation issue\n",
" - haarcascade_upperbody.xml : Some mist. typo fixes\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "n9adS4ek4iU6",
"outputId": "5d9c79b7-bf72-4774-9d18-67abd8718a6d"
},
"source": [
"from urllib.request import urlretrieve\n",
"url = \"https://github.com/opencv/opencv/tree/master/data/haarcascades/\" # 웹브라우저 접속용\n",
"url = \"https://raw.githubusercontent.com/opencv/opencv/master/data/haarcascades/\" # raw 데이터 다운용\n",
"cascade_file = \"haarcascade_frontalface_alt.xml\"\n",
"\n",
"urlretrieve(url + cascade_file, cascade_file)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"('haarcascade_frontalface_alt.xml',\n",
" <http.client.HTTPMessage at 0x7fa1bc937990>)"
]
},
"metadata": {},
"execution_count": 26
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "1gMdWKatOdl3",
"outputId": "f6e58357-a8a2-4621-9846-f7c50bd7adea"
},
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"cascade_file = \"haarcascade_frontalface_alt.xml\"\n",
"cascade = cv2.CascadeClassifier(cascade_file)\n",
"\n",
"img = cv2.imread(\"test.jpg\")\n",
"img_gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
"\n",
"face_list = cascade.detectMultiScale(img_gray, minSize=(150, 150))\n",
"\n",
"if len(face_list) == 0:\n",
" print(\"실패\")\n",
" quit()\n",
"\n",
"for (x, y, w, h) in face_list:\n",
" cv2.rectangle(img, (x, y), (x+w, y+w), (0, 0, 255), thickness=20)\n",
"\n",
"cv2.imwrite(\"face-detect.png\", img)\n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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+rrhhiQAlrwtNrU7F5Urdj1iDKqhrpsXQPLuSwT09dTmsGXEOCepYsewGo5lh1aBUqgY/WMGkkMvElE8UK/46kGIiz9OZpWk8MFkIfSJ0gblmHj97xrOPPwERTscj43HP/nbP6TRjFtCQmPa35No4fP+Z5zlpzh3f7aAbErvB8a5UZ1msBrph8HiQkkldQlNPHaEbBlC3OUp1WFKq49kQm7AVawySUQXm2dydR6ZLDueiRfJcEROQiiQlWbOZSmJnOz4bnvFUr4gFqhSMghU3PBfmpFp173OtTcg9uEzUMHVlVWp1mNacRqXtzlRXUIuzLcSfAEw+lZnfeO7hLdIcPeeYkSXqsLqn7RiQfU/SQJ0zmivaNPOibWupK7YENxZVz1oEHNIUcwqwYlDb+43dCSKIpgaZDCvGnGfGOmJam9HaNGCovhsAyOLwMIImTjVz9eiaj549ZbvdIlTuTkdevHrBODv3nWvlcDw4K9O0Ojhss+YJFHGDO6iy2Q7c3FyRgmEl0/c9m80GVSF2kXmeVm1ZTdlsNohMK1N00APjacJsJudGmza/Q22RhtqcZXMpThNKJUYPH+hiZCoFKUZXIGYh6IbHesNn3TM+6h7TW4Q8uie57XSGw0Fz7o+qRimza+jmNAsWIRfX3CVDnaBkLJ+gjNQyYjaDFFSEGCIxvF++Pgghz1b46vTiHAnI/WAd8MCl0PyapoJW1oXQtkAtaARr7uDF+bC46P2QduLl/LKEwy7f02JVbOHIzzzsir/XUwgxRXczU9prikgiRqVq5ubpMz753md89NFjtFaOxxNff/0VGgO3+z25Qup7Uuo4jfs1gMuFjXU7dxq1EkNiO/RcX22dkah5xbU3N9du4GLrrnc4Ol1Y5wylkucZTZFeA9kMKxOlUaC1UXyIrJhXVcnVqBmnLOOygyl1zkQ1thg3Ck+lcJNfYacjd9KYKVGHbm33XOnGFDF1z3QZJygVxShNYy0avpS2nvmElolIRrVgVKeJCUj5CdDkAEXOjpkL+WtOG+ewS3vD2ZZzrMhqkFm9OKMz5MsJL41D5yyWsABnEaQ6T5tVmocSd3uL7xDLjaIivl0iBFGsZohhxYUpKVOohG1kc7Pj0aMbrq52SBDyOPE7P/gBIsY4juyurri9O/D18xeM49g8spWcfXHzheEoQFIlKNQyMZ2OdCkSY1zpwhfPXxBVubq6YjPs2B/2iIlTbrXtXrVyGkdUI/0wgAROx5FSPPhrMdrds9t4aVkWx2PV+xRQgV467DjToQy5MLPn5eLD0AYnxOdpxeHNS4uqezB9k2i7hyFyGeosK6OklulCpVNrzjx/dM/pTwi74o6U8x/aHhcNXRtPvWrVZowu9/ASkrneICyivOp0FoYGOWt5pTl+GsZ2Jub8t+NhW5/L8ugkCBoF04LGhMbElAvp6ob+esf2astuN7DdeBzKq1cviH1iOs7UYuz3d9zdHT2mHGHMlblUshnZ93QMCBoajs2A0313d3u6LhFjZOh7QoxuwJqwPzpMUBodmgM5zy24qzDnmVomRJQYEykFcplxw9m9xbLMoUhzEVc86sIxcAJnQIDTOFE3PRoDYhUhN9oWF3ARwsKHr8yKuBJauIFmi6kt0SuLP8C1tnuwm9fUPXkX1/gTIuS6au02qdyn++7Dl0UrN0MEWwVP7MyLVxaeXRagswq9n7RpLVr893L2y8VYJlC4WKD2PCghKiaOmYsZ/W5H2uwYhi2b7YbtbsNxf8dhf8ewGQgxcBpHrBSGrueYMq/3R07TRC7VoUGLpgQX8GrW7Fwh50zX9UzTzDzPhBCYptld9zkTgrLbbchlIgYlF4c985zJuTj1GANTcc/nNE2k1JFSZBozjvdkpUcNQ1siSDWYcgUpSIIQQKMym3E7T6Sg7IJCnduausZ3u8rOSoIVRd6bT6vVBRnWdZHFCdcw+yIHZ4W3OvrfOT4YIQ9y9mqu4SAXBOg5bHVxHrVXpQXpNF2v7e81WUFAbDFCrTnHrGnzJqzG+vyelhe9r8UfELIOUQwP3FI0JdKwdfe/GX3fIyJMc2YYBkSE0+mEiLDZbHjx6occjwdyzm3RrKWD0GwFbWZGc71XyHPl9etbQggMnRvGh7s9CMQQgYCVyjRPECNVhcPhiKp7DOdSUIQUPZnhNI4cj0diTMQUmca5rcHZR2C1QbY25uzn6EQJBjEIp5yZqjEEDwPIZfaQaI1vrOUaH3TB8Foz5B+YYi3kwM7HrPB1gZ4gPxkez+a5ok3uQ3ZfIDQxXV30i1ZYXOqNBfGYbxdw07PWWDThMh8LDJKGP6V9xu+eJe7k4hJELgRdGrfvuZWlGJIUCYlTzuy2G3a7HQDzPHO121FLZr/fU0phs9nw/KuvmRqTYjj2VYEuRXeaAFRpns8l5mOhOAHzAK88jStjFHohDb0bzyESgzvMaq3M80gIgXGa/LeXSsmFLkZK9UCtGDrH+Hlaf7cnLPiNDHg6nhlTLqgaMalTgRI45sKgEMSziGqpawaXXEJJOcch3cvoeqCQ3yb0IpcKT9bj3jc+CCG/NAzhwQ+nbVmXW92KjS80+8qSCKvSETszJVwK6fn99TPNUDJZbjJbhfySvxdtyROqQCXGjmKGaWDKhc3uimGzIXUdXd/TdR193zNNznP3Xcfr16+pGNvthpev7xy3dsmDsQyk8camYHmhP31xL5kgV7EA5s6hoJR5QoaOEBQNgUplu93w4uVryuQx9qU6bCmlegZQS0SZpsnT3uQcGbhGC1YjqJvyod1s81zdWdT5LjyVylSETluStLS0vSBUbYrqIbvFQgWc1/XyHbnA274Eixfcms0mPxma/HK4QLm3UGz5IeAYrcERWbCanbEy57zKdiJMWyTh6pC0NT7m/F2Xgt90xIq/XZAvr02Da64lJS0LhN2WqVZCl+iGziMNr3Zc39zQ9z25ZE7T2KjNwni4I/U9v/3Dr0kxEcwY6+wG1lxRDStblEL0+PVSEakt71NdiLTZFM12CFKIKuQ80Q/O6FwNG17ME9c31zx//sppx5w9+0rdeC7ZKcdSClMLJlt8CkseZpHqRqcqxZwxKVU4TW4IpljIktgXSEHQAp0GxIp/57IL3bOHZLE3V+G+Z4cBNOcUVprAN4rRLhTUN8jUByHkgm9xddl2mi972ZDcgm6Mhq2Igkul8JD5AGcGLnE8F+7kdkT7ukvcfWn0+qReavJaq2soICNYKaQeSjU2XWLoB7qmxZcApDw7zr25vua3fv3vUHLm5ddfsR16tkPgeJqZbmeH/+ZOlyUe3awlbXTOanhkpgtbiO4sW7j0GFo1AHHmQ6xS5pmb3Y4XL2/ZbQb2d3sQZc4ZkYCGiNZMqS2Ou+VVXsb8eF6trfHb4HmmgntQ51JdywtMpTJXJVA98bxlUtXcOHhdWJMlQmZZwXtLcv6ztiihJWtoXZd3fuSN8Y1CLiJ/AfjngR+a2T/QXvsI+C+AnwF+FfhTZvZCfEb+feCfAw7Av2Jm//s3fQfgQVEWHIctQm62wpAqTVObrULOheZuyn+55guowWqc1rd87z3NYeYswOJc4hLvNe2/3AASMFGqKodpInYdw2bD1dUV2+2WlBKlFFJymq9Lkf3rV2yHDS/yV1xvNphEXry6ZRyPza1eCApXuwGzwjwWuphIGtltNqAuTFarx5PE4LtD22FqsQZ5KlJmUuiYppGrm0ccuxMxJFSU17d3gDLlQj8MlOLucxEhxIjl+f78NI1pZp5pFENjlJwJmrN7oxclcyyetiZzpld1WlCNGY83As478nojcc/IXEJtW4wxC99z6Qsxs1XhvG98G03+nwD/IfAXL177BeAvm9mfE691+AvAvw38s8DPtn9/DPiPeEthoYdDBGLQ9iPBCICtrAd4LIW22G4X2IvMd84G6XnYGcsvN8BbsNt9T6ghel9zr3AATzNbWIFqirScQxC6vvdqAyGsUZQx+vTmnBGr9Knjxf5A33UIwu3hREqRXDIpJqwafZ/YbXvmaeRm+4ghJm62O8fSNhJbBYKkodF7yma7AYPjaeT2bo+G2Fzy2VPRcuZmt+P5i1eoKsNmw2m+pVQjl0oI0ROIm7MoxuTBUgs2X1zu4gkOuRRi8mMdthSmuSASCSlwnAtRFFWIRsvaWpSMKxFXFw/UzgMmBS79II07f4OXWGjkd49vFHIz+59E5GcevPxzwD/Vnv+nwP+IC/nPAX/R/Ar/VxF5LCKfm9kP3vcdKsIQGvZCyFZW6LL8nnBxLEBYskxg9Ui26/XPNTwtck43DOvrttJXHqnrN8s5l/Tim22hYzyWpFppu0PEup6xwnC1Iw0DoUtsdls2u4Gui+RcmKaZrotsN4lXX3+NWWXoexChy5nfefGKmBIpCDe7yND1fjPFgaFP7DYbT9gNgdRdOwxqc+HxKkrSwPFwpMwTj6+3aAjk4nHi+9OhiZJwfb3l9NUL1Ap9dMNznie6LmG51b1RpeRM1OCRkdAcNA5Q3EiFaglprHYQD0LTXAjBsf6xClGUoUJV8RBmoaXaudbx8zXbq2nqJf7oQjraey3FUZqxXRd/yPsky8fvFZN/eiG4vw182p6/rUTcTwHvFXLBNfmZP7WWJOBg4azRcRizGozLwqzInYWDOceAt+Mae7JgTDh/fhkazqDmPNEXKXWiXuVKA3HYcZchptCyd+Cjpx6EtdBjiyPm5uaa0+GVQ4fra8bTCVPhh199TUqBivHs6WPqPLPpe1SUIDD0CUHYbTat5owx9INHF6oSU6LkzDSOCJWr3daFtBq5VuZckO2GKRfKaaYLytXVhuNXz0lRiVnJDYMDq3Np0eCeiN0WYIErdmZmUgjUmlns87kUwgyxTxznmY7EEIQlXU8aw2UtlmWd7WVDvjDJFsEobU0XGbDluXjghl5are8Yv2/D08xMLnmebznkohbiJrgwLhhbSvPwLRDCVjt85U5Fz1n6fr7ztiXirIG7lC+EXBZacBFuaQt6xu4Xfs97Gt2PMYIEMgHteqbxgMYOM+PJkyc8fvx4LWg0nmb2d3uePv2IGITxeCIEJWx6Uhf58v/9ku1mRy6Vzz97wtD11FwIGthttph5Mvduu10LK+12G2KMzevZYcDhsIcSsKEnheC8OjBOmVqOSHAPQ9gmbg9HuqDsthvuDidii60v5Rwjk7PvVJfYuLbQ3OVmL6W0ILIlq8dhUy6FWYVUHEPv54kogS2BKI1GlLAWY3L9zAWDJs0GWnbRsyMMWKsFAB4lCpid7a93jd+rkH+5wBAR+Rz4YXv9W5eIs4taiE+GaBrOrnTRhs1s9YGei0y2OVjKttmSfg8tIaKVHTPPE9XgMCMEwTNqL4P2PRO31LJOqKw7xVLtqUUXirTCN4kYO6ZanBsfZx4/e8znn38GwDSOxNqRcyGlyO5qQ8kTJY90XSKEwJdffkmthf3+yOeffszuOiAmKBEx6FNCVNgMG09WMOPpRx8h6tq27/08x+ORFANKQpvr33CoUkohBqWU7FCri8xzYtP3vL7bk2KkR5hybk6489qs/HibC2277JK0AZ6eF1TON0RwBsZxvhFTYCRzskq05m9e17Qll4g79WxVxr4jLqLeJp6Fi0FYFRIsmt3WUOt3jd+rkP+3wL8M/Ln2+N9cvP5nReQXcYPz1TfhcXCc3fdOKam4MbRoWsPTv3y7rJRcm3A7byvikzvXijZHTa2VasKcM11Qhj7h2ttcmzbtrmrt+NBCO1vJCqEJtzS871Z9BUIUYpd4OU2MObPdXPHZ9z6jYoyzp35NxwNBladPnzA3KKEa0KB0qeP1qzskRJ58dMOzZ4/pO6EPiZL9GmJMHhKgwmYYuNrtCKqMxwND3yEijNNEUCF0icM0MfTu4p/yDDi70XeJcTTmPBE00KfIsyc3TNOJPL+iqJJSYjqdEAkL0jvf4GvJjfOudw7HhVyqEwbQkKKn7eXiSS2mwrEYCUPF6+gs8+vCrueakdC+o31fuyGqNKzeFLrpEsrhiidgqL1fyr8Nhfif40bmMxH5DeDfbcL9X4rIvwb8GvCn2uG/hNOHv4xTiP/qN50fIER48ti35xgUo4PFeWALHtTmnnbhq7VQciXPRs6GFqdRNmULXBgAACAASURBVEP0BNwK++lEF5XdoIzzCQmJOU/EmOhSIAYX9FpBJQEw5dkTbs1pzZwzu6myze1CrTLPR1I2NPV88uiGzfEEx9PKpoBytdsxfPUcFZinkd4K17stX/36l3zy8sBcZ773+Sdszah3hU0SjscjGgLDEOjV42y2SdC7E6VktMVYLzUC52kiTzNX8+yazowpe3re5jiBCKdxZJoz1SYXqi7wrO/5gQaeTydGhKNIy7NUCq6lncVwDHe2Ty6eq3g1stJS8rI7hSqVPgsdBY0gtXDVBTqbCWKEcPZJZFG+DkKWxYZyYV8iQ12zr96TdSdYQoqUFkLwDaD827Arf/odb/2JtxxrwJ/5pnM+HCrCMHQIldTiQRYjcsF8xSole2RbrUvKk2JVGceZaSyownYbUIxpznRd5OnNjqjCcTKyRuYsbIZEF5WgtRmtfkPlXBiiMyeqyuf7zJ/42wc+v525yhcLfXHtIr92fn7p3li21AshOUfaLe/99YvPXnLS5xM8XL71u9/Bm9mD9+zhk0WLNnj2ttPc+30P/n443i5eFThz7SLz/e9vYxL49aD84jbwlzYB5CIitOH01dyTBas4O7M4+bQZou8bH4THc86V33k+kmJg6CIheK4fnItCGoFajGnyLPOYlFJmIDKefBKHGBjnGTFrQm9cX214/fqWSsRE0RhasRojG62Afsadw84CqArkwp/8m6/42efTg4V8OKO/a5v7775hb38+GPz9tfJvvq781U759eB2lWdnuVJYS8wZnHGNc/ayesXfvwYfhJCLCtolilWOeSJUJQRPAijFvBqTeK6mswEZZocwIpU5K4rneta5YAXmsbIZ4DhXXu9HiFsvvRA8JjpZi3qwpslxjDnmTK0zN8eZT1/P38ROfTd+BOORwT8UEs+v+3OoNDzg0PFEc2F1gnn4cWk71+md5/8ghDwG5enjvlnntZUTM/q+o2RPDPbwBWldE6o7jAwg0CV3YPR9h5kwzxkJQkjKfirQD56SZbWlXwX3VrKUnnCooQp96Km18tmkXJW7P8hp+btmKPBHqvK/dL0Hna0Ml2vy1U9x0cgAmhfUIvbQc/pgfBBCLhgOsZVonsRLY1U0tlp51sqXVShBiJU1OMhLJ7diOJrAWr2Q6NnnXYrNEg+rcwgrxBAIKbWrWIq+GyW7C/+78f/jMAOrb+Zr3uPr3yLM93wbbx8fhpCL0MUArX2H1x1xGnC5Sa2Wta5MKELNXtJN8U4IUzXEClEV6VJjB+pKNQGg1opguhPJam7ct2sNj+yDqoG+e7t2+NVdz689vvJAJtwonuaZLnWoevmHYeg9MVncHY8YXUrcvnztx2w3rWKvU3j9sKHrN+64adfqC1rJ0wy1rBn5Sz3AWj3pYWGfvImArYbnWpHKvLCmIV6E3yoS1I35XJjmmXGaMIHTlDkeJ7K5AqnNM7nE61wmMVwQixfxP6xBU66Nl9Q3qKUQY+DzEPjj+/ENsVzS3O5HibIa4G/kGFwY5vUdRvgyPgghX6onLU6cap5wW2ubXDOohbWHTTXMvFoTVdcQ1WkaCTGRUmwGSTmXZMY5J1GIUQmhmSwtU9y9d97pwKvW5rde6199csV/9w/+fWyvr3j1+jWlFI6HkSdPnrDZDDx6/Jjr6x0vX7xg6BLb7UBMkS4GfuX//lt8/PQpH3/2KX3XERU+evKUZ599n92jj0C8MhZAyTMln5gOR+o8cbi75Xg8MU0jp+Md8zR5g4HqbUjy0viKut4Q4zh6MaRSqa1a1uwUFUuzrJcvX7I/nbg97jnMxq/9+g+5nSpTdobKi9N6EaMlBFdEKFRaoxqCuk2j6kkSS7CdipFCIKXAPJ5ISfinh4F/Yj/ysFSKSKuE9UCoF8F/KOSXtOY3jQ9CyEWEuMCGZmeIxaU5WxP0i8KQBlYEMyFnnFpMXoizjpmQKhpbkjEVUc+uIYBRyBUkeK8baXG7MQTMnJasNRL2b7/WEAKpi1itTNPM8Xjkyc0NKQVi8raH+8MduczMGY4n4zruuH21p+8GNsPW67kAQ7/l+vFThkc3hKFb6bDF0xhTR06ZaTy5IyoArQZ76jpKFLw6aCFoIZgb5SZ4sSRxt3eICUohiYJaq0nu86oIQ0ycVOij06tz8Toonjrnu0pQOQvbRbjIQnvaWqXWE55DC8lwmOmRjlP28ndvHXax2Dw4f3tUXfKAl33kHJ7xvvFBCLnhhWtk8S/bUjbM2uM5YH79VysqoWE4wb181hbDCC0rCGkZMDGgUdaKXCLi5ccuKq16VOMZA75tpC6SUuJ4Oq1Qwf0wXtbMSvHIv5KhFlLcUubZs/X71LSV7yiPnjzh0ZNnbDbXIEIpeW1G4DAj+7xoIIRIFiX1vVehzYW5CbjmAvO8usytXb+qetitGSFECoVOI/M0raHHMSgp9cx1SzmObLrUHG9H5qWknC3l4y4WrEGYJaBu7aohzSkvS9KHnQW0wDhOb51XX/qz0fkwzv/esXZOTfxGIp8PRMhFhNQWQ+riBKKlYeF1AZeGSQvenB2XphTascvdLp7fqLLibTPBSouL0CWWxY3QEALWuo8tzpGHk3o5hmFwfH23ZzyNnhzRbpIA7F+/ZponBCMMPZhxOBywkun6DSl6JazUD2yubwhdj1VhzpPX/8bjzxctWEsll0JVIXQdSkcsxROSc0GmmYJ4SWbOW/sicCEsIQu1GW/+O7x0XqNvg9J1kStRhnhLqUIKShe9ZPTcevwsKXJcKM9FOB/m6NrlzVqd/qPlwb5rPMz6eehIq9VLQK9Kymzxbb13fBBC7otZvHVgNcfkdo5ZcUxZ7lvYddEQzUvY6hOKKqJng0eWak6q0IiaddFbR+PLQCQPJe14d3KsMI6t4pS1EsoxepOsXDjuD16LZJ7Y9p45P41H8jyhw4bjYU/qO24ePePmyTO6TU9UUE0eqFSNGCMlz83obL+vhcBihoYIxfv7OLVavbjQ1Jp/NSEIMa5d1ZbfWFvy85rhHwKxi8hoXG0GdkPPmL061ymPa5a9N+I6hx2vcKJW78qsykPtG5YcUZry10B9p5Bf0oLn/NLl91yICg9Vt/zEVNBqW6DE1l3CWhkEOxtU0oK0Vu1+ATNoFcNlKUnWCuZrcGtTVFryrof11lohOP/uWs6vQ8xvMntH0E+phdM0cXd355V1MebxRBwG9ne3YDDuj4QYyCUzzzOn44lgFWphOhVurh7x8Sefs91eed5m++5S3GDEjJLnNSLSS3AECube2oZxsUpIkVAKOs/nqr+0sNnWghxrnetCYJ5nd4ItgVhtroJGD/PdDrw6HOi7QJyUFIWaIRcDa2SdXTApl4J/KYy1etOsNS/AWlm9d62/vXGTvA0yLhlc59yDdkHvGR+EkIsIXUqrYVmbR0tVmabRcWm5LPN7CSu8/sm5lYoboCtuxGPLl3jORbMs31tpRShbbLo7hQKpe/u1GjDXzDSPXO+usNK8so2LL9WZoRQSqsJxf8d8GklDz+l44tlHz/j8059is90Qg7Y6JrDU5faIgkLJ2YWQsraTWVqWg7dCr9Vx2hJb744u37VW6IKsJamDOk3rVO2iFBZh9Qa2m6Fj6CNj8RaMKQhzEbSVilsyq7y0nt6bl4eQ5RxJ6msWw7ky1xsygLwh1MtNdP985+8x83ylb0ArH4aQY0ad5nNwkbhln7MvQlBBJVwcbiyxl5eJtgvEWLXLmljRNNtFC+vlhlpGbVjTcMhU3sECqAhlzmvsRG3beC0FEWUeJ07jyO5qh1XjeLdHakb6RK2Vp598yvbmhtAy683uU3Mr1EiJMk/Ofwd1B9bSXIpFuyuGU50hhMYQ2dq5Yc2LXHC6sBYqAtbKAzl77fc8+2MXI0Oq9F32EhWqXhl3yZxv413G+SX2923z/F4IfuO++aEzzFoE+lKYF0P6slfr5bHvGx+EkIt4jPbCiZdWkfastW19fk/4zjwTqgEuJsDfPmuBWqt38eU8aUF1NVyWGGkNESmeiPu2kXPmtD+QQnChWKLjqnE43vn3FC8rcbi7w44nhhSoeeb6yWMeP3uGDp7CBqxlmZfftRiIIqyd1VyDthomqs7cyJL2x7rrLTf36v4GTMSbBgjesaGekx9yzr775CUIzrF3iur/QiDITIoeJ14b9l1yai+TKBZ7aFnPZYeIa+7uopkDlxGK75KHSwFfXlsV2qXwfwt65YMQ8mreDdgppEVmHJJoiytfqCWNLe/Q2tbMslW2chLmjg6Pe2gt85rVXrE1v1AWr9wF1yoqSBW0eGvBt408O85OLYAsBW/tMp1G5mmmlkIaBkopnA5HQs70m54uBj755BM++vhjNldX9H1PrWVlkBahCw03G+K4uwlrnmfPqi9lZXOWRI/FkJQLfHxJt9a27c+zx8ovJfnW3vUtFzU0j6sGJcVAF5UuReYpE0Ir53QBQ86GcFjbFy5D8HXQ5NBoEfp3hkus1qmsFcNgoUIb7DFb41TW73KX53vl64MQcqkJvX3mPd9rIVfj5XTH6XBLqMIxwJgyaVBv0tTyEtU8I5ygmFR0zmyzsrWEArNliiixGxAJrQ3hOcv/TIX5DIcUmOuImrI9vn0LzPNM0G3j861lkCtzKYyzZ+B0XUc+jUyHPUMMKIXr7YZPPv8+jz96yqZPSM3UnAld3zjyRZMbQmhlIbzTguN1hwplhR1L8UvFUEy8LL2Z4I11Q4MFpdVUr5Qpe+frpv88hKd4vqR5IU8PyowENboYSdE7rZkBBUprOenFPLVlaL0pZIZ37DPxnqbayIF3xn6bgAWoHn6wJi6LEwarT4JAIVMtXyjFd9OS8IEIeZCenf0Up+lIrjO3ty/58od7xrs7xOB5V7l7qmyfbLAUOI4zx1zQqTAQ6IeeE4bdzXwxD/w9OhDGwleHA6VLPH66Y9tvKXK/Rfi5ZfiZQhzzCQ3CbJm3eRpqraSFrmsU4lzyKqTb3ZaUHKrUnOk3AzFGnn78KU8/+YR+GEgpUufsXssWk+NlzxatF1oW+5KH2jRXdiEJuKOlXmi7y6tc+PFLzrzmvN7g9VLrrvYMGE3rNyWQohcNjaG0HQFqPsMHWa/xTXZlMfrvO8yMd/XclBpgDICsxaXOATJuk6kKGgPjvOd0OLr/w4xc3x6CsYwPQshBSESKKeNUePH1V+TbWx6pN2N6LYXUBegiY87MU8WOIAfDppkpVqoU+grb3SO214/RNLM9nXgxzpRshD5Q7cIt7MTtKhxBvQprsB4CpPT2RjQLNz41fFhKYZxGTidPfyulMB6PzNOJ3dCTorK7uuaT733B9c1j+n7AaibE4Bq5eKqdBg9jCKl3/0D1rHmskBvl6TE8dYVudmGztKvz2VwE7OL5cqMsDp1Lh5GKtp3BzkFXeLWDqI25kkKMjZZsN8ZlR7qH2Hmh92qtjUNvrRPfFkkIqCnRvOjS0mDYT3C2l4IEYoiUaUSrG8NU/QnhycVAKxqM14dX3N69oqvGVoRZcM48w7SfmE8zsq88O2QezUKXjQk3xHah45M+sEWYGivjsedeG0RXgfAtv8Ui+oKZrdhRu8jVo6u3XqqZt0Lx0AJjtrwK+FJzZRpPiBlDl+hT4tnHn/DF93+GzXbX6qK4IM25rAZwAVAPeVqhkNRzYcsGKcSa86PUexEblwzEsqu4577h9EXjPtS6jnnWGwacaVpzKFVb+T3vXRGituKjD4zcC8hyiZetGaRWzhz3W+e1wRIVL6jKCk/8UVi4fMVo3bANWjHp945vDJoWke+LyP8gIn9dRP6aiPzr7fWPROQvicj/0x6ftNdFRP4DEfllEfk/ReQf+abvABBNFAncHQ6UeaKXgFRBSqWfwZ7P8IMTw+9kntzCZ1PkMxM+xvhEEk/puSmBcDcyff2Kcnf0WHOhNb52cfY2LNo4aAXzilCF1kJPA7snN6TtwD0paiNoaH19MoZ5Xx4Vrq6u6LuOmgvjcSSFQBeExzc7vv/TP83u0WNCVMbTAcE4TZOzSjERWktvtFLrvMa9OF3o1yi2tFQ5Y/JL4dKl9NoFDblCkcbFWzPsJIS2kbmr3SSCRpZMKY+7d+dRF0Krc+jniBoJrbC+CkRtGfNUlOreW6meYCw4M2TuCNI27+8WRrmH71dvaYMstLgks+xrs7affD+F+G0yAzLwb5nZHwX+ceDPiMgf5VwP8WeBv9z+hvv1EH8er4f4/mELt2oeLmuVIXi5gijw1AI/fYDv3xk/fRI+H40hm3c5UCEhWC3kOnuM+DxR5ompzJ793uqYLL1lliAm55BZ35MopG1i82hLSO/Aji2DXxpUKbVytbsixcR4PCJmxBC42gxs+o5PPv2MTz7/nG4pjt845NB1hNhjEl1EKp4FVSo1F+fbj0fG08h0mshzbn03L+Kn5ewHcBx+/5r18iYIC+w4F1QyaGWiQ6NRA0E9TEE8GAgVjyta6r8Inl8ZgjQI0oLhLv4JHhfjt925pPZKt75tXg1ovo41CaIhSzl3QFvbpi+wqlFl7xWvb5Ot/wNamTczuxWRv4GXfvuR1UO8jKsopRAQogZCLWgVbkS5Nm+XUsSYLJObpV3xeiG1ziwzW6mcppmxGpvtFV0aWOtcr5Th5bbaIvdUSLuEaWWz3fI2w3OeJnJOiAjTNLHb7Rj6nuN+3zj3yqaPXG16tv3Ap9/7gieffOqQpJVvCLGjiHiPoJbeV2zpLe8wyFp8OzWDFaxmSq6UkhtfLc1TqoTWKmWRn4UzX2+CgBtztWJtZwhBSeYd3qRB/VI8lEKkrDhb1ctFxyCMYyUkv5nmFZufv/ONwDaRZszWJuC8ecy9w5cdqIFIORNgXprcKHX2CFSWymdvekofjt8VJheRnwH+YeB/4/dZD1EuysQ97jfO0zYjxzCHDmKOx4Ea5Fz6UZVIg274rpVUPQtHjWMeuZ1H6Hp22yuiRkTDG17M1cVvLuASFe2Vbtc3F/ibC7J4JwFijFxdXTEdj5Sc2Q4D02nk6tGGTQx88b0v+PR73yf0GwxPPui6DSVXxvGW02nkeDyBCXPxZrJWrHU79kpitRQPWst51bYL5yzCWlJDl7JtrVb5IujOYZ81vwAhpCbAuLe5VIImhIzVxcHUGg5kLycdg7ZkiIqGQLmgIRcN39a1eYB91/FoAINwry7Wm7J1wfEDK3PTQFhrcNZgWmW1GUCoPyohF5Er4L8C/g0ze/0gTuF3XQ/RLsrEfXH12ABS19H3A3tRDnmiB1K7ladaibiR1qk3vpuzp3UNUbywpMA0TxyLcQJ2V1dsN1vXJhfCubr2l2lftuEYkCQ8+/Rjbn/l19563arK0Pfc3t4SY2Q8nXj18hWPbm7Ic2bT91zvBjabjk8++5Qnzz5mzBNXmx1BA+PpxMuXr9kfnnM6HhhPM3e3d+yPe+acoUKKHUPfe/OqEBk6r5plATRGvEf9wjp4p+ZaFVU/XrWAeE1GyXkt0OP4Vkid11OUKl6So+Q1rAEak1OX4Ksz/g9BvSmWeTUwFYFSsdbX1BWOX5Mt2Ft9noMGSsnv1LoP8zRX9pAWx4Su9cyd6deVxvyR5HiKSMIF/D8zs/+6vfz7roe4/iDz9tMhJB5dPeHF8x9yGg+eKaN4NotlKsJAJBqY1HsTIY0dmUrhBHQ3j7i+fuR1vM2QFmnoZcouM1w80aKIQVL63UCtxnh6R3B/rUynE1GVoes43O1Jg+dsUguPr7dsYuSz732Pxx8/I9eJVBPH/R23r+8YjxPjOLI/3lFK5u71LYe7O0qufP31c47HE8fjiOXMs0eP6PseMLq+49Fnj7l59IQ+bVBNzXBU18wCGivkDFpAAt7D2v+ry66lELtIsUIeM6f5xDzPjOPE3eHI4Xhy1qg5t6YyUZsTSjRQmdcu2DRuv3WbBbxExGITmigFr6wwCB4vP79LF4pbmEuZuDMgX4hRlAZX2rnN5FuEZ327MnEC/MfA3zCzf+/irR9ZPUTDmHMmxY5HN4+4unnMy+cTU8mEylpoRhsOna1SzEhRz0YJzoOPZsTdFddPnjYBad/xVizorvw4JNDKcLXh+tEN++OBx+/QOFbPcTTTNGEYu01HLTPPHt9wc72jS5Gnzz5DY8fr1y+5+83fRKqQ+gEJkTHPHG733L56zetXrxiPJ+4OB/aHPcfjiXGcCUCdJ54+fcpms+F4Ghl/80uOr4/sdtfcXD8i9j2h60CDt5lpTiBtlXWXxyVoy/FrIOfMNE3c3t5yt99zdzxwOI4cjicOp9HpzPb7c8kUY41b0WZwh8bQaKs9fulkWmNMVJxRafP1fvy8FAry5/dfPyumJXpyta++UY9/O03+x4F/Cfi/ROT/aK/9O/yI6yHOORM0shs2fPLsM06nkdPdC7BCsuowBU9anmqhAIOqh4BKIJsyGoTNFbsnH7PbXKOyAhKfLmP9e9EOBphCGALDow3Xjx5xOx7ourfH2i5F4pdYkN1ui9TCbtuz2XRsNx3X2yti6slWef6bv82jR09IW8/Gz0uxJMQ7xHU9x/2R/f6Ol69ecTyeqBV2m2HtFrFVYbPZtlqBQp4mT6fDSOLZUKLR/QIXns41NqUJ2TzPTJPH3szzzOFwYM4ZQ9GQCNE7SIzTuEYmqvgOtWQYhRC9DnnbJRbY9JAnX97zTJ6Fq39fxGDD8pZXob50bv1/1L3ZryVZdt73W3uIiDPcOTOrsubqiWySTZEiIUoQZMgaAMEWLD9YkGDD8IP+AAOGYUNvNmA/+Ek2YMN+lf0iD7BgwBAsWZZEW6bFFmVKarHJpnpid1V1VeV47z1DROzJD2tHnJtVNzNLUMuo3kBWZd7h3HsiVuy91vq+9X2H78ogqssDcovDyKfXZ+mu/F1u7RgDPy49RDn4VVpjOTs6Y7g78mGJjLtLcsm0WQusrFAAB3GETErCIAa7PmJ1dsFyeVL5FaG2zOrvBvOgsG5D+tFcEq5t6dYdrvGETWAcx1txi8mNohSd4HHOEUNP26wwVSn3+GTF8mjJGDOvv/4ux2fnmOWCkjJhiKQQGC8u6Hc7dtstMUT6/Y7Ly0uePn3K9dWG3XaLMzrg3bQtq9VytpRJORNJxBRVUBDBN0qUmoIjV+JVSokY6/BG39P3Q3VnrsE+BoXqU9G8tyoFtxXIsghDDIScsQbGoFNbE3tSJt+qerGmk6Mk/UiuXZ1nAKnbQ6Dm/Y4S1Wp81nWmPkg3g14mwOzwNc9bnw/EE8hEYgo439D6lovzc3IJPH4o9Nsr+qzHbXUTolDoSyEVSzGebn3K0ekZi8WyPuVKNspWwQ/t82aISYuteUdXZtxkS3h1dcVu1xNrd+DTga598Fxh95wii26J5ExjDdZ5zu69yt3X3sC2K45O79Cs1qRSICVCv2e32epgRlX12uxHWoETCk3TcHFxQUyaUuQc6dqWZtHgXVM1TYSmaTDeYb2rnRRmZFLqFFIKI2MYGWOgHwaGoVedlSFW+T0B8RhfaKyjaVuOj4+433gWy4V2M1JgHHq1aewjm+3A5WbLZd8DHoxBcsBZw1g0OK2z2tItevIUKaQScMbAbVxyUHnaziBWyEkoY0RGbRUakxDTMJXPpm52dsI9XtCWhM9LkBtB1g3jkLCSMZ2nWxxxsbD4Rcvjjz5ke3XJEGM1WXJaQBaLbResj085Ojr5VA5uRCjeIZ2nVHCDIVDKoLC4KP3Wtp7FaoX1jrwf527CbUuHnVNt3xmaptNgKpHTN1+nWy45ubjLyfldsji61RrbNEiMKpAkgjMwlp4h7sklktPIbrMljCPjEFRWomS8MxizrKazDnGObrGkbTuapsPYSg+u/O7JDmXi3Y/jWMGkgXEcGUNkjIk4IZ+uwZWCN4m2bVXSum2wTYPzDisQxp6hb4kh0XeR5SLQtA3Dg4cMqaZK1pCrzcp87U3VtKlzncao7MfzrquxBtd6bRVH5dIQEs9Yb3MY2phJZVOd+oL1uQhycQZz1DGmrVbibYfvOtrgOTOWVjzXi2N2+x1h7PWdWUfTdiwWSxbLpaJ9n3iiRQTnHclZooFSBOstjJrbpxzBGdxyge08oRZkL5w2KcpbN8bjfcP15TWtgD9ZslwsOD474/jiHn6xwrgWY3UiSEpt1Y0DpR/gesfucsPDx0+4vLziyWZHKqrG9fjRY/rdBieZ9XrN3bt3OT8/xztHzIXOebqjI7q2AZTDEWMkly2l72th2RPGgTiOjMPIMESGUBhG5cNM1uXT6FwuRvVoYkZ8DSSj6cNkgaL0V+XkLNuGcTsgkjFW50Bvoq/OOmIKVZbiIPthb4zMPbOMVMp01SSvQ+aH5iRMI0YzmAeVYvwTsJMXAbweVbEfKaVDbIMpHu861t0RrSzoj4aDGL01OFfdEWZa5ieUlmoRbiZoOGcIuU7A66dd42nWC9rlAoQ5V9Vd6dP5irFC03qMeHbbnnEIrJcdZ8cnHB8dce/uXU7P72CaJdZ5CmoYEMPIuNvSX13x+KMHvP/eR4y2he4EOem43v+Ib/7OtxAjPHnyhAZYkXn46JIP3nuP1165x5e+/BW8a4hdomTwbVe9PLXTM4QRYxT9DWFkHAfCOBLGkWEIbPuREONBYasfCSlj2pau62b1LiHTeMuyU2qCRZTJKQZrVK5i1XVcbXTDsU4fkrl3T1VLMNpLT/Ewn/siSTcFkIo+aCFh0zTKWNOS/MkB89pyfAlE87kIcmBG45S3EbBdhynK6ZCsetWtayhOBT1zVT8tJc/w8ScRNSmFMujUOyKQEilESAlEEb/F0RK/aMim7jglqQtbs7j1FHQ1v4+50A9KxMIIb77zJuvFkrPzC7rVEWJdJfipZXgYRsbra370wQc8ud5z/PZbXG+3/L//5Hf49X/0TT58suH66pKSFS8oueBL4N17p7x2tOD6yRW/+1vf4Kfl99F1R8SQIAu+6ShGsE1LiIn9fjd3QsagwJu1MgAAIABJREFUufh+HNns9+xGLTh32y3b3Z7Fck27XDGKoe8DPulD7o3QWMOTx9eQAquu4+RI9R+d9USblRNfEiUJzmrwp6jphTFWC3QmirBQsn3G8v2TK8dE2Y+qvDUmSBXkMYKqLdR7Uztmhx38x9NC/Be/Ckg+cDbCELFjQnImD7EikqUGa93553iWw4t8cmUdkM5R9f+kCl5mNKe2jcO1jm7Rslgv2Q8bKIU4jthudeshmEIkDAMRyxgCq/UC23juvnoXiYmz8zs0iw7jrOrIpEwJkXG75emDD/FGuHv/Vf7+P/4nfP0f/hZ98eBX/PyvfI2PPvqQX/+7/yfLTji/c4/N9RPSYsXTMbBYLPHO8Xvf/R7rk7uc3LlDAaxrsF1DGEd822G9R0SHkscx0o8D+2FkNwz0IbPZbhmGHnzH4yFx+ehDkhw44Dkr+elkteTiaMXKtWz2A7u+5+TkmLZtoObDxhhleuY6eihZaQHVCMsYqaNpQs5SaRi377o5JcoY9ctTRorohCOAsdimIMPNe13BPNFN8EXrcxHkkgtsBxi14EohEHe96vyNcWao1V7VcwuNZ1KVmo5QoKQESWYifjHogLAz+K4Bgyrd9toWtMZU7sqn1zQ1E0bddbz3HK1XHB+vkBBZHp3gnGeihceYyLGnjD3eOj744AN+7R/8TT56dM1Xf+lf4t6Xfob/+X/5q1zv9+xjorgW07ScnJ6S08jx+QX3T9ZsPv6IV5slJ6dnDEGFTcXoKWKdqo8572ei1DAM7Pd7+mFk3/cMY2DTj4whEbJlt49cB7j3+rtQCt/5zndwzrFaren7HTIm2PY8DpGzZcvp0ZLr7Y6CevZMxKuUVFPeyNQmrCz9MvXH0zPX7kVVovb2y0yz0JwbxDutE8bDri03WsMvY5R8LoK8pES63iFR7QlzKUqnTLnOUFYAbora217jlg9Pky5GlS9nl4K2aSiiXZVuvcC3nlISbdvwdHyqrDtzu92SoLuTFKq9oLBaLimSWa2XuG5RBY2mYVzVNIwx8tGjK77zgw+4c+8+X/nKz3H2xlus79/l53/u5/lrf+N/Y7E64otf+SqL1uFK5mS94P7dO3QpMBrHxx8/4a13v8jF3XNco0FurEWswYnHVv2ZlJKCPfs9+35UNLMfiAk2u54hZBanFzROXZZDjBRjKcbi2gWmJJZHK06Pj9g9veTB0yfsh5675yeEFHFFiFFVhSewSaRUgVWpbMZaQE4cGCMv7Fp9EgCaljEG4y3Fqgy1frE886y8BAv6fAQ5GSRoTzQLJCkUqRPedYJ+goRnvFImzRVm3gTwzOhV/cB8EiQB3zV4a9j3O45Wp9hWe805Z1KIlJzpuq6eBLc9UFqA5RhofYM1cHZ6glBoFyuaxQrrHBTle1hradqO1ekFb39lzVs/9TW2uz1Xjx7z8NFDdhT+8Nd+hve//bv84IMPaJwlDj3juONLr9+jTSPx6gofAicnZ7i25f7rb7BYr/DezQKixlmsc/XeKyU3xsAYAiEpgHO92bLZ9DjfQsmcHa14/4ffo10ecXZ6gvOeL37pS/zTb/8Ob775OivveJoDw/VTtrsdpUTunp+wWDSz9aGq3oKYghNbN5JJMsOQx1hZiNS05jk5eQWYTDlcZ50GsjMSWopqzkzSdVJq6voTEeTMDAUN5ByJOWDFartOhDSlGqWArb3ZKdDDs7OO87xhzW4m4KztGvCGfrdDvMUfdSRSpaMmwpjZ9z3tsiWW27VBdO5RvUO9tTgprLsGX4T18T38YlGPZVNJU55m7fHrY9Z3gAzDbuDu+T3OLh7z4MFDHr3/bX7pnQveOsrsdj1hDCzaO6y84HLCr5es7pyxPjvn7M49xDVVMkKqzZ85IMApkPs9qd8T40hOyvPJRjtDy2plbsaB05MThtWCzbClXSwpJB59/CF3lgvy9Yar0BN3G07XC62VYuTR5YYTjigIzmoLM2YQYwlJN5tUCiXXQfDa2o4lItLNWjGfXLnWSnUGaWYXSgFJCSkBcpzbiUq/pWo7vnj253MT5DeXlEIeo0otTzdPlOyGEcR76ATn1Cso9yMMoZLhDoE+Mw2NqMdmyfT9gJHC6niFa5ya11rVGmwa7Wmv1ivc+HwfGjXI1al93ZhUZm19fHIjzaldAetAVNhnRqBbj7MW0xhWxyvu3Dvn9Kjl6emS1PdcP3lCrMzAkhMGaEQhdyM6uWMbQ9N4DYpKVZCoNQxjpAwBxkiOaeakL7qOhdfHoXENbQ588e4dhhTpx5GYMzJsOPIOO+6ARNtapNEBt5gSsbZDUwrT9BkpRuXyMxkkHOB3I4aU0yzjbJ4TkJMV+XwEF2Y9yxKisg9LvnGSy8E9+yVb+ecyyG0RSkqUSbevflwmIn/nyW0tSsRhomqKPC9fp1AL2gg20ywa3KIh5khjm4rWGWIM2DqQnPaXt76UMVK519qRsNboTOpyRbdcIVPrFub0qpQ8v4s8gSMlImQkR7wUTk5O1JrxeoPLhu3VU2xMBCDmQirQLlacX1yofbmo0L1BMLkQQyIPI0Q98iVn5YAktZTJOZOjwv3WCE48nTUcLRd0C3XDGIaeXBL9doOzlpgjRTzKSMjEZBiTKGcmM7cOY06kdPBZmmqhSdQopaSF6jSZdOs9KnMKNKebU6+h6rDPjYN5HkD/85zDYV6fyyDXOchCLAHBac/VmMoJF7K5QdaZdrHy6RCfpAymysR5g28bnLNYb4k5zNYtrVO3ZiPCfrdXgtatq450pTyTv3JOON/i245pcHe6GUakCtlrkOWoD1sKI6nvSf2O3O/JwwaJO3Ls64gbGN/QtI7GN5zfu8vr777Lxb17dG1LV2cojYju1mPAVJBLZ0Fl3lUNKsKUqDJxBUJS7n0xojXDcsFqpelEuDghhqDI6TASx5EQRn1vmCpL50nZcr3dQ8yUYuaATilhrEFu6FfmnIkpUqy/9aoewnZKW5nrMMvtjQV4aTqu9/0zfM3/T6vMf8pUTKZcvdT1aEqom4OEaeAVyhj1zzM8Y2auQxGw3mK9IVtPIWMaR5GC9y1iHE3XUaQwDHuMFJwYcridSCRkrKh6beMELwFrE65pFZYuAiUhpNrVQYvYnJGckBQp416Ly2FkHHv6MBJT1lPJekzbsvAeEJrFguOzc+6++ipHp1r0tU5ptaYoC7BIIaVIGEZM1L6xw9GKY5cTHkMnIBZCqfOjKRKGPbvtdeWUFJpGe+xGLDoDkmdgx4pVSTzNhrGmIG2gbSx9nSqa2Z6TVYvRIlQvg0MTr+ekgQKppnWVqQ6iDxSSyJIqnlLFldCvfWlrhc9VkB8gYdAbR92lcx3yVYuRAsNAUTIKJURKzDPce3O0DUFH2qzBN46hKi6FFOmaNcZaFsuFEpwoswOFrQqvt2U/pShXo9RJI19F+K079Kgn1pBoYllHt2T+OaojM5CHvTL4JGKsip4uxGDaDtMoGWt9dMRqfcx6fUTTNXing8VWqiASCnencSQnBapKUjv1yezVidBYB0YdOGIMtdAe6HcbRRlzqOpeHrghPlQOktJWdHOxVoiio4jLRctVH+ZRuVmxaxYd0sJwMlR4Xkx+susyXa96bjIpA9Sby9SqOIh+Pn99ToL8EE03CfiTTIW1KA+iGC1AxqRaG6XukOjGnT/xOtU4iEJhPwzgGwVOTK6yzqqUlZPaCaakw8lN0zxXurlUa8BJwdVag7O+dhqmnbz+QnUOUQs0dYXAWrz3FONqvh2wJdBZQ24aiheOvMevljTLJV3T0XUL2qbFNh5b/eetkZnWkKo7mEmJnAKQFCCxqiuuIkHgilCsQbCUpDOTKY6M+w2WRIkjyXuMLQdHt+l0rXfJGNFJJKNYXes96vE0qQ7nA19f78R8Hw96hrdc11L/I2p9U8z0vXotS20b34yVUvXSzS2b0c31OQnyZ9dUlRdTyfe1iq7jnhUezlUoaGoTPouGYYRsqs1Ijhhrsb4BU2gXHSlnXL1wxgjDEBWpTPmZB+3Tv5xO7HddpwUobp6U13NZ1QbMPCBQ+9hiau9fJ+ubZkHbqGils44mFNKog9luucA0Dd44FeW50Xgw1mINB4pDiirpnDMlBgxozdE4jAVrdTzNz9dKh4CprVlvDJaE5IAkg3GCLVLFgbQ1GSrPp451IlbqSQFd63We86bMdskH4GbqaYvMIqW333Ptpkip+/X8fZWrcov7hz4TtxRjn1ifmyC/OZZma2AUo0+1opU3k77aGpxCfOpoiMxCmcZp6yuWQrFCs+iIRVlutjHEHFgsjmdR/X6vbm5l7tXfnjuKKEBhc6HzLW3jCTExhEii4KmAhzGUclCM0iAXcIIUQ8gFnzLFGFwMJBOJErQUiYkiI7lowBXn63vyGCcImZIDKQZyjuQYkAqWuHpatU2LNQ4RnRcVY2iEqh1YxZSK7thN09C2LY13ymG3E8JczX4rwmvq+xKjSsLG6PCGVGllwzQ1VX1Cy42ztShyI8/proig7y3XVnFNjWqTEk2huFF26WvND8UL1meRietE5Osi8o9EZeL+4/rxd0Xk16sc3H8vIk39eFv//e36+Xde9jP0ItSfd+gXzqiZBt8Ey9dP1z9WpJqmHg5C4yx4g1u20DqWp8cEo1IMYkUBoJofx1AJXDkzDANHR8d472ma27sAk8i+F4vkQuOdjqOVrGL3TMWQTNuTXuYyBb3X4rJpcF2Hq8GIMWAtWfQYziEQhh0pDKQQmLYBMXY+woWMyRkJkTgOIKrebazTHn0t3DRzU8EmbfsZ7bhYq9esfp2t2jXGGJXDMIYSk1IrJn+mSiMwomxD5yq4hJntJsuN+wflYHiWi7ps3xZnBrRsmE4JMwe5PiyTZN7UVwTK9BC8OCf/LDJxA/DHSim/D/gF4E+JyB8E/jPgL5VSvgQ8Af5C/fq/ADypH/9L9etesg69URHRHdxUMYX5mCvPpBBTd/Am+JOKGmElCk3bEgHbNoza1KWgqUHJhbZtMZUzPg1KTGJD3nu8uz3IQT2JnLMqo+F0oDnGoByO+UxnLsCmQeKpJaYDwmaeprdOvUEn0lPOiRhH4tiTg/6RHCFHSgyUFCEmpNTdE4Ess4iQ/txUJ/arGqKx1anOz5P8U1qo3RMlpVmq6OacAleBo2kHTVOL9KAOADrZU8qz+jaTKoqqeek9m4WObr20h9Tm0EIsh3bNzB1/+e59c700yIuuTf2nr38K8MeA/6l+/C8D/3r9+5+p/6Z+/o/LS3S8pPayS+MoqxaWrc4vVvSwQPWdNPMFq7/bQYdbUM5I/XxI6QBO5ELXteSkvJSu61gsFrqjGWGoxrM5a66tD9bzEc+Dc4IWXNOo2SSJ/Lz3Nw1B6wefdZ1LWdONnCMhBmIcSWPPsN+SQ08YdsRhR46DGtROksbWIt5TjJmFL6eHx8/zn2Z+0CZLxsPQMwq8laLdE6Yhkxs7cDXqmtDTKVAnPXWmDefmNZpwjClYUcJafk4aWIoOckwuGrqLTziHEsBk9vA8nORTHLxofVZxIQv8A+BLwH8FfAd4WkqZ1M8nKTi4IRNXSokicglcAA8/8ZoHmbimw3YeVh2yaBTU2AyUOCKWKv6uLT3111FVqGncKlfww1rLGIOeBKi0ToyBbtFRYsQ1HuMMTdfo9E8yLFwHwH6/1y5G27Df7/B9f+u10IesILWoSzHSD6pPrkGu/e4y5Y2iN3cWSiqmqkvp7prnlExvZIqBFEdSDJSoPp5iHRFYnapS2GShUhoPzkIR7CLAdoPzDuf1ZNBgV93CGNWxefIDdbaaeVHH2ooKBFlj5y5GlkMNMmnjTAWmoKNzKaUDunmjK6ZjbtWPM3NjU3hOdyUXbQ8LTJaUxhml8Gb4dHUph4fnx9FCLOpX8Qsicgr8VeCnP8v3veQ1b8jEnRS76ihHHTiLpAIhIX1SbcCpRwjkuuMhB2HLlBLWe/XrSYUxqyNDjhHJKpopBtpFh1jY7K6xraEphmHcs+83pCIcH59grWopNrdPv6GHnyWj/V+T9efsd/sZkNI9QWpebKudSe0hSyZjEGkQl6td+IgilJEyDqShJ+dIGiMDloyhE4s9NRBroekapDiKaZGuxYRE0zXYxunMrBG8V/noYKCMiRgL1isVwVhDrIQnU5KmBHUTETvlvQrIGVPUtMXaOe2gtvhSUHoCUmYm4VSkGkFFRudTWJ6bPueaYwsWMZbiLHiHSERSld8uKrE8d4mmk/ElQxOfJSe/GZhPgb8N/CHgVESmh+SmFNwsE1c/fwI8euHrCtB5irccbAkrpCsGN++IuQrAH47lSf9Ee75qk+isxYkgY6QVCyGpjmKdKg9hUECEQr/fV+mHdDjKa85825oUZUNI2vvNGRszm6dX5AiUaRfXJbVLcFM9SqaHp9YgkzlVDlEHPHImxURIkf3Q048jjfcsvXohYQ3SWNU8TAMljFjR4LVOVQkKRWuLpsV7h7cGkoJA2u5kTvXEcEgHjLYIqTOaYu2c2qgi77PXJ4SANTVl5EaLsDA3DCZxoFLf7+1BABP0M3ewnAU5AH03n5Dpek6p6ovWZ5GJuwuEUspTEVkAfxItJv828G8Af4VPy8T9O8D/Uz//t8rLkqbpWMzokdcH1d2YClBjIE0BVuaLNynMWmsZxkEnVqTQLhqMEfpB23pdu8A6R8oR3znSPmKLphoJha6tU7PZpm1vlyGuS3crnvlzvR948OixGlnNsgnTg1mYJuqnVdBeey65egapJnkKSqhKo2rQxJyQnGiN6KieN1jvFPEmM+wvGYbEmLSPHEKYOSfWWrquY7lMWqfUYynU3Vb75FowWitYK5ja/xZrlT7hLCZn7IRNiMwOzqW2DVV+bn7Hc848xeOEFUwIvAJvt8XZIbeWGe1UXhBMZmYH+e1PffML1mdJV+4Df7nm5Qb4H0op/6uIfBP4KyLynwC/ieolUv//34nIt4HHwJ9/6U8okLc9JiQdhesjNulVyc5QskGiTF96+Laiu9VEHmraBuMsvnFsttt5RzKNo10t6McdKUVSTljXASoB4b0HUSrpJDk2jMOtv6oRg3eeMEaMWGIWPtoNPP7+D+nDACVSiubJN2FuKQeTqpsdoZzzHJiquzIwDgOhJJKBpu6khUJxBbwljiNxe8n26ik6O+wpRhjDwDAMM6QuIljvWJslrrpGPNn19PGQ7jmjNoZt2yp1t2L4zjpyzXlzUctFUhWmrBCqaponDhHNXF9MAxKak9dWYinPpQxOXzvpqYAGeM6ThqOpRWypvZV6Moq8LFv5TDJx/xjVJP/kx78L/IFbPt4Df/Zlr/vsNwHbkbKP9cJSwQDBWMhVslhMqZRalW6eHJFTygr+GIPxKkgvMWHEMflbhqD63iVlbLVGHKNyYQRYHi1Yrjr6fgc50z7Hd7xQvSmHjPGWvcC3H1xxEiz7/Qhi5554zAqpS5E6SKAEsxQTIQbyEMj9WLsXI6VKSeSstAWRBmc8Nge2Tx6yOTtmsUjsH3zIh7/1Tb7zrW/hz+7x5d//B/BHC2IcGfsd4xAYdgNxP0BOyrxsFSS66kdMiRhxWKMdGNdY1WVsG3zTqBATmv8igqOQQ6jKYbr7qwWN2iKqVBlakJdUacDmcKgZgZxnj6Zbr2tFSkVAskEiIEFJepKqXWL9/KSjVnGB573mtD4niOd0HmZFCmWaBhdKMRhnEGp70JXaQstI0uNv7pfXuma/2wN6tNraLlOuuJk3or7vaRrDOAbapmG5WlUNkyqO+RwtRKTgG69CPhRVqB0jq5zZ7fYHTycmxK5Oolc+h9o6ZYyou0SKtcdeW5GpFGIp5EpDcG0DxjAOex7/3vc4vzjh4x98lx9877fp9z3+tHB5ecnZsmG/3bLb7pSmnDIffPAjPn76hOPzM956+x0y0PcDUkGftu1YLlq61tF1HXYaobN21kdJksjFaaBnagdEwKi6QoipornMWMDUValIx5xOTADccyJAv9/IBDNUAGpydKpmw9NtmHJy/ccLo+tzEuTPgjqfLk4E8RZpHNkkbLJaSMZM3Oy1fegU7Bh7dWYz1lCs4LtWbyoa6P24p9/tWXVHDPuBTMEv9Aa3vqEknXLph9vTFWpx5JwCRsZASuoAd3V1pc9rzhirO0xRU/oZMZzcIJQzrq1Qis5kjikRSyFZg2k83dGKdtHRele7FYYxGS7e+jLri1dhzBTjGcTQet2ZS4EhRD56+IhsDKdn57Tdgg/e/5BHj5+ACG3b0lZBobZrWa7aGR/QFqly9ycpZm1Fuso+VKg+k4g5qg3MjAMcTHc/5Qr3kpRifjhufo9WL9TW1OFlPvU1z8c04HMW5DeBkuljoDuAFYNtLCX22ne1lhL1+G/sYRg59ANYg+sasjMs12v2ocdZy9X1U0UNcyGGkSLaqvL1KM81Jx9DqJLGtwE7Wvm3rfI9ksS5y3J9vZl3opRSlT3OtT2nqGGpTMGUAjEFxnFgGFV4P6ZCFn04bdfRrpd0y+XBmMo47HJF07b40/vE7RXDbkPabnj88GP22x277Z6HDx6BsTSLBWG748HDR6RUtNPStvi2wXs/B7tvNE2ZAnPSInfu2fDIWTtZqfoZhRiJOSmVoCLtU2DfnN6Z+lTGWPVAeu46IJnTbo7UIJ8ekhvIOPNP+AkIcr0ees7PeVuFtaY3bVCwQf02VT0qjEHfrClKGQ1j5VQIzlliYyhWe8T76544DHhvEaMuYjEHindYZ1mvlvRbTUHUfWJyIXs20KdujnEO33pydWYuGLabq7mWQCqSmItmkLnMRW9M+hANQ8/Q7+iHvSKeAtSuSLtaq4NF02KMwzUNBn3Acs4Y55F2AeNIDIFHjx9xvd2TXMvpK69QfEP++AGbfU/bLsBYfNPWwlxnTH3j1BbFHCgGB0OsQ+E8jbHpRjTdtKq/mJP2tkVmCsN0jWZkuO7Eiug+L38uYPTaG4FkNE0RNOeXeec+3BOlgtQ/L1ifiyCHaR6wBniu0K0mavp5MoRECSMxjNisxSUFjNNKvKQE3tE0nmHsWV+cE5IWcv1ur0PGVjkesagApga4yjsEW2kEOeLd7eJC1qrcme8aQhqVuWcMuQi7zZXedGuRXB3UyNXZLRFyJAQNyjDuCX1PDJGQldyVqRqPbUe7WOF8h2sWOpThPUZc5cerekEWwxgUiNrteopvOLo4pTs9JRvDbr9nOwyYURmNKrRvMVaJasYaXIX+4fAAxxRmIdBpGEKLR+qOqiN1+0qHmBxQbvJzauNbUdGca4DfBOOfXbqxVZpDSfRkUhrobMQVi1S/v09/n/42L1qfnyDPEKUQctI3FKdead1RpCh3YhhI40BIDpdVnbZpW7abYQYrQk6YRUPjG/q+J+xUX9vXwqpEvSHjOHJycsxqvVbU1FiGoacUWC4Wt/6exggpBZxryVm9fI6WHX0K7IaeGBOqEn3gwae6G1YSDmkciLtrhn5bh4UtMagchV0saRYLutWKZrnENc3sq1nEznFWcmYY9ux3W7bbLSEm2vURi+USbw3HJydsr67Z9j3SO2LMJJTslkvGGT+fltPRPwmBGqvBmGXqT+vAdEb5LGqVXtjuexBLSrlqj+s6pCx1JneyUOclqXmlOyQy+xSJpae54RZy8ww4pCsvSfb5nAR5KYW+35LGoEOzOVRuSm0jTrN+JdGHgWSg7Y4QPI1vlC6ba7FJYcyJ8/WZ2oLsB8Z9rxebQj8OIEIqqrfSdS2UwjiqxIL3zfxzb1sKiSsYEsaIWXRcHK/5/sMnMxjTNvqATEc3aA0hRSfOS8rEUS1NckmMuw2PHjzEtR3r5Yp2ucIvVGnXVZDKGENGoGpGhmGk327ZXF2y2+1IlcYqxuC8Z7lasVhpTh9yVh2ZrMlYLpBKJuSES4mULbb+rqkqEdxMAfShqgFeOUQxF7VnFOXy3NRSvMkpmrQVp1bfcx2Zi6arxagn1K4MFBtnILASjZ8BjD6ps/O89bkI8pQCDz96DzMmfBEaK8oTr+ZLIWeiGEqKWCO0yxZbZEbsQhxp2gYRQzbQtWqLMsRBUc0xYFqP4hmJRAExOF976GNgHPYcr9Y4a7HWPTfIjRGWy47NoPzoGCMnR0vck0ueXj5lt9myXK51WqYcxsZmr7opz8VSjCENI1cPP2Jz+ZTl6QVjiEjVXrczpA6CqcMkhZICpW4Ifb8njoFcJx0m4ppYg2s8vvFzQSlTN89oephSZAzghMrIVO52HNQbaBpZy7VDdDMX1kGRoFotlcClqOYNtHiGPvXBVB2V21cph/w/mkxfRnw1GVD/nGfBwGeBtZ+AnDynhBsTp03Lwhi82Jm/YmpunFC+eLZQrCUZh18vaJYdZVfqMQu29fijBX0a1cQpRIw1eG8ZGYhFgYUxFLIkvGsIfY/kjLeO3dAr/FyeY/tRVI5i7COtF8RmxGdOTs958uSKR08+5M7dc5S2IzMVGlB2pDUUZzFdg0TDsN9z/eQxjz76ET968ID7qXBy5xXOMrPr8KStgqDckzhS8ghkWt+yaBaQIoSR0gcd3ph4MFGVdV19nSRZSWI5kaIhUNhEpRAcHR3VArMGVMnahUoRlaNQ9iUFNptNpd3qxiNSpd+z6olrWqTBa8TqZP0Lp/XVdHafB3qf2MWB89IidViiFFXLCqVgRRUTShFyUW30F63PRZBbhPO2ozEWLwZXwBZTpXtVEs4ZwTaejLq/9WScCLvtlrEfQbQQO1ouwNkKBytt1HcecZpeiDWMYaAPEbdQ+5CZrGR0qwsxomNOfAq7mNpk6nfpsHbFeuFwJuCM5eGDh3zpCwlxNwTP5ACKTMWdMzpZFMeROIz0l0/ZRnj8ZM/m6cAv/vIv8eqb92m6llJbeaZkUhjJ40AeBhgiC9dh1qe4YU+Mhf7hQ8ZxYL/b0T+5Iux7VTNIOlsz29SLhs8Y6iBGUc5912mqlW7zA4rKAAAgAElEQVQMeuhpdBgtzLnw9Pparcdhtk3PCYXwK0aQi/a9cwXHcs7PpQSWnMkUNmlgL5FQp/PNjRSlcFM0VOqM7/MBpml9LoLcCNgUVRLOTgy3Ui9OwVW+g1pqF0pW0pEzQtpHpBhyTvi1xy7ayiEpbDfXiCm0y46xRMa9FoxjCGCEbjHlvNoOizHOUnGf7BFPS4wGyq7vKdmz3w+cn52Rhoe03vPwwSN2+x1H6yMOAU41i9XWqA5V2zkd8U3Darmkcx2vvvszXLzyFo8/ekjZ9pwcHWkvu23V8W0cdao+BPrtjnGv+i05J4Z+z2ZzyX63Z98PXF1d04+DOryJEEvFDAWGOPLk8pK+33FxvKa931WeejX1zfmA1IKaw5IpCP04crndKDJbqvQFcmALzidBgTJN6mdFTJ/XXSn6oIwE9jkiDhpjlLpRHSoSmVRPpCI6oJ3LT0hOXigkSTh0QqIYtTEMJdMPAy0tDQabNXWRnHHO0m+2kEU9JXWSmf04ktHJ9TAOdI3HeEvY9+RSuNrojXfdgouLC3LO+KYhjIWryytWJ8eIyGwt8snlrJ2VYs0o7Pcjy/VA5yzXl5fsths++ugjVsu1ykbwifxxarN5h7Qe2zV0xytW5xeY5RFvfOldXn3jHRrfErcDLmTSMJJ7BZ367cC43xGHgRxHyIXYR3a7HdvdhuvrK3b9wK4fGWNm6Ed1fiuZXVD/oDGMbIY9rm3Vr7SO4jl3sC7hxu88dXK1dSk8fPxE1bfq92kg51p0uvk9p5SrzvvNHvcLYiBFbRWTsbnQFLDz99XfQ0ytcYTJBfBl63MR5JP+7jRUMGFD2zzyZNhzFCInrsF0naYuzpFTpI+JZBsyGdfUQVxAvOdyc63Xxhn2Y8+23xGA7b6nXamZljGGzWaLvHqPruuU3hpHfGPVNOuWNXd9rE7c74bInVK4e7pgs7uilMQPfvAd7r92n0V3pEVZVdTKKc7wfjHKTWm6Tn+fszPWd+5xeu+M1XFH1y3J6xUMiTJmciwUcSyPA5uHj7j88H2evP8hse/pdzv2fc/1bsMYAtd9z6PrDX2MXO/39DEQBIq3GKeBcXJ8xOpkTSkJ73QKB6NW5cVkwOjJydSL1uGJfT/y3qNHhDzpEGtLMuYqakpiGtxO5SC8P7USn9fTLjBr6Ngs+JIRk8iN1UHmAqaYOkIilHRApX4idnJA65EqhTABDLEODoRiCRh83cHFCHEYMa5VOqYFt2xpVx0pJ4bNjhwjftmQpbDZ79j3e67GHqzR9tpygfcq+okY2oWHvsw5dwzh1lSv5HJj2MAyBB3/Ol4qTXUc9nz80Qd89OEHvPnWFzE6MEnhMM9JZSRSBGc97WLF6V3Pndde4/jkmK5r9X16h3SGNCTSmCAWijHYozV2e4w7O+PJRw8oqZByYeEaDI6CQ0zDfhjwrmEfAwOJIIUoGdd5FosW2yir0FZgSLni6rSsvJpDj1pECCnx/kcfshuV5JVDhDJxVJiBItCcfiJvHd52mWc4P3VdS1GRJASbMp0RiIm+RGypRXytnZTZCdOM7U9OkE/tJtHiwiG0xiJFGMLIKIaWQmOtTuMYV4mLgWa9wCwdySTaxtMPG3wr4ArXu2s2/Y4hBhJwdn4GziCNP4A0xpKL5pre++eQxOqvWdtxMUVWiwX7fs8wRpyBdefptxu6ruNbv/NNzs8vWB2d1NZcmXv1uQIloDt6uzpiedFxfucuXVf9OZ0CYAIY65HGwnZgHAOlqFpA27YcrdeYnOmWC7qUKa4hpsTV5pqPH3zMkEeSSToEYY2CRZ1XoAaF7609DFg/a1VeBYMoxAIPLzf86MHDuf+vnHFmXrzcKBLhkCvfTCmeJ+k29b0lZZox0XnVcsxJZwVCEsZK852mxKZXfFnh+c80/vYvennv9Vcu6ubQOc9qsSDmxFiLzYlDYY32zb0VmoVHbME7oe+3ZJMojWE/bNmNW4oVjPe4tmHMOg9qvSPmjLFeBf6NpSC0bTPTdm+7H4Lap0AFSFDW38l6RQn97DP66OHHfOMbv0kYelJVwE2l8t7rjbLO4duOxfqY9dkFi/WRDkkoERBjCmIKmEyxmbyAvDSMvtDbRPaGZCBQ2MfAGEdSHMlpxNmMb8C2FtMauqOO44tjFutOB0ms4gwa6GZGO2OMc7966pOXUtgNA9/+4Xvsa0s2BO3ITE5zes0myY1PADXPQJUvCAARTCoso7DMgstgxZEKpAJDSsTpZ5WZ8fHS9TnZyaveSesJ+wFbZyJ9ES6WazqxdM4rs7BSKErUwsYdLZR16C2YwkgkWL25YjwlK7cj5IJtO0ydR7y49wrr42POT085WnVIDqS4mnnk1tx+aVS039A4Q86RRbOgFPCN5c03X2M79Ow21yzXS77127/FyfEZX/rKVzFeB3RBDQFc25BzZrE+IjULmvWSdrFUnoq1igzW3VX72pExD0SbKQtDOWqJvScPHRAovWBCUDQ1RrIV2vMVR6lhIYUhJ/o40o+jaktO8JJYrHcKukV110igui6V47+PiW9++/s8vtyQSsZ5nYya3J9Lzb0nsEmMqBY6B2448FIE3hqDk0IjBT+/nv4/A2OKVWZkAoZeZlOr63MS5EKxqjueiw4lpKIsyyVCt1hijEOsUfUrLyQRzKqB4wZZNtA5Rl8YxZGzZUiRAWETI361ZN11eL/i/PyEk7NTXnn7Xe69+iqUQCOF/fXjCm5ogLvnELQEIcXAsnVcbgY639I0LUMc6VYLfEj0+2vEKD/k7//632O5XPHqm28gTqWPEZ1g8nRY35BCwjcO37b6EAKg4oMqXK+Fq2QV5cwykluIRw1jbgk+4koHMdAPPZQFxIgbOxbjyHa7RfqeEjJSDlQDpp69tWQ0r7cpaemYC+RCnzL/+Du/xw8fPFF/olzIsVTq7gTfa9hNKK8yD4WStX04I621z337utmByUqks6WqB6t1TmSaBKrdlqIjKP/cg8zzzdUZz98A3i+l/GkReRcdYr5ANVn+7VLKKCIt8N8Cv4RO6f+5Usr3X/b6zrk6YHuAwZ2tgwDGkKwgphBMYogD122hLDvwAesdbatW3G9d3MWZhvd++EOebB5x5hqcVeuRo6MTXnntDV554y1oFsQibK8uuXd+hm8WLFdHDLttnUu8/WYUtPhZLRZstpH9MFKMg2x48vARp2ev0sfI5uqapu0Qcfza//W3+YN/5I9w743XEVFtJkHFkKwVfFuHPnzzTKGWq123CovWzFYqkCMQLbDwOLvSHS+MpNGThh5GARISwjP1xZSaTH83N/LxCcKXEslZ6CN84zvv80+//wFdoyePDkZEza1LHYWrTspTF2XafQs1VzfM1pAvCvFSsraPrZCMVD1J7azUHqamUahcc5EX88jn2PpMX6Xr3wV+Gziu/55k4v6KiPw3qDzcf80NmTgR+fP16/7ci19a33oIQWXKUlY0UDK9yaTWExeW7GB0jtR25NWK9ckxY07ce+M1Ts7vcHpxwdn5Ob/2q/8Xv/v932O7v6ZxhpOjJauy4OzekvWde4w4Wuu4c/cCZ2JNIyzWtojsVf/7eTt59R9aL5Y8sjt2YeTp9ZaT5Rn73RUf9j/i7v3XlBey25Fi4vrJQ371r/81/vAf/xO88sbbONscgsHYOr9qwTlEzGwbQqoSc9NVMoLUWVYxBus9rmSKNUpQKxmfIliPSKKIZc+hTw/MP1f74q66q2kBElNUtYRS2I2Rb33vA771/fefAXBU5yYfCvD46VZrKVTmocyAUKEo2So+x9yg8m6yFKIRAgUbEhjt1BhjaKtgUspqGZPrzv6ypOWzKmi9AfyrwH8K/Huij/4fA/7N+iV/GfiP0CD/M/XvoDJx/6WIyItkKQowDCPZWNZNqztV69m4zKUJbM1AxrBYnXPx9jt89Zd/mZOLuyzbjuura9ZnJ3TLFTEmvv71X+Ov/63/g8tHD7m4c8H64gwRw9HRCV/46te4//YX1F1CEmO/r5IQBozDOWUgOu+eu+U471ksFiy6Ee8cZRx4fHnN63dOWC2W/OjBE4oxnJ+dqVhmijAOPPnwA371f/8b/NIf+iN84QtfxrWNshkFEEXwMDVvL0V5J9TpdyDlUmdVVapDrKVptEg2YhjHEecdqXjIiTyg7dcQ5o7JTb63TMirc/p71BuRU2azH/it3/0uP/z4CSFo+uicI4ShQutaSJdS1Iw350OHppRaeNbU5Znp/Od3raZivwhkgyK0MenIUXX+9ZWEVioanqcC+ccE6//nwH8AHNV/X/BjlIlbi+Gq33OxWsKyZWeEJzLyIVtc5zk5PubO62/w9s/+PO989Wvcvf+mav8hnOXC5uljPnzvh/zg977D3/vVv0MJA+++8yb379/lzvExKRbefPuneOPtn+L8lfukHAj7K56+9zEmj5o2+AUlDsRZy+X2m+GsoW0c6+OWRWfZ7DKX2x2Pr3dcrDtWiyW7p5e4Uk1xSyGmQCqRhz96n7/7N/86l7/wgJ/6fb/Ien2sBXMBVW+l0pG0Q6HpmyETq3WIxViPa4Q2q1mu85ZhGLRbMmoAqApu1TjJKtAvJWOr2tgk1GmdpVh9wIyonNvjq2u+8U+/y4OnO8bkSCXRGTXACqXoCJvkWYMFySQBp6y2OdCZT48b17Gqa922MpCKweZCllyDu1KLq2ydEdUuE9D8vGTKlCm9YH0WcaE/DXxcSvkHIvJHX/b1n3XdlIm763zJCyEshIdlx0dxC4uGi4tXeP2tL/D6O1/gZ37lV1icndKHxGq5IoTIttf5yI8ffMgPf/A9fv3X/m9+9N57vHr3Dl96913a1rM+WoNpWJ2f4Ru9QcY4unZNSgIpqcZ29vSD6m2HXX6udHOMkXEcWK2WnJwesd1Hnm62XF5vWHirWoTBMQ6DAq7OzYI6JQX2T57yja9/nUePHvKLv/wrnL9yHy9OmXW5gC2aiyblXis1W8GQGPKsEd54r6QoCSRjSTXNMUAOkRQCKU4ioocW36xC69ycj0vOJOCjR5d89/s/5MnmmpSEnCud2RzSDyVaFTIZI3butRtrNIjrzj0BRJOy1tQanhw6PrlEVO1tQNMuR9FZIJkek2n2vwqCovRjKfkFxayuz7KT/2HgXxORfwXo0Jz8v6DKxNXd/DaZuPfkM8rEiRH2LhFKzyaNLF455Z13v8hXfu7380v/8p/AH5/h/YJdv0Wur/joww9xriEBMQy03vCtb/4Tvv/tbyOlcH58jDeCFYtt1ty5/xqvvP46x6fHfPzgY3IW3nz1FZbLI/a7gcmKabraIjp4cNte7rwjxhHnLKvlgpPjwDAErq92rLsFd0/XhHFERB+YXLsD6kEk5DwSdlt+9N3vMGx3fPlrv8g7X/lplqs1ViAZKFUsUzOZaXCk7vA18DORUC0MVeUnV2XU6qGTlcKck6p3GWMwNc3QVGVqxank3QcPPua9jx+zGSNpDq6Ms2i7NKkbXslKnW29ap5b1eOnlKwOGFIUQTUTpD9d1smG/fZVao5drA6Bj/s9JWeMM3jrsYhuBrNBQM33xdSd/vnrs4gL/UXgL9Zf9I8C/34p5d8Skf+RH5dMnBG6s1P2FN75uZ/lD/3xP8kXvvJV7rzxBtIusNZxfb2tQ7gt2QdO75zz9OlTwpD4xm/8Bu9///uYUvjiO29z5+wMZw1Hp2fcee0NuuURjW+hWN584x2MFbaXj1gul8TQsut7lt2KYgohhHk3uu2X7rpOIXcAKaxXK0oSnl5d8fHDx5wfL2nblqEq3YKipMVYckxIyYQ4Qu+4fPyY3/7Gb/Lo8QN+6me/xp17r9DkFtc2CNVl4sYAgoC64KVEClHVtsaRcRwZhoEwjoRBZ0itMXir6rYhqm4JN7sRNafe7ns+/ugxV7s9MdVSrnJzTM5YK4jkynFpSUkDsrFWhf2twSZFT7VYn76nji9KtcExyv9+oT45RV3t2lbr7hgJpRBCJMWocL6hGoNZLKqr/jyX52n98/TJ/0N+TDJxtvUEX3j1nXf5U3/2z/POz/4CTR3/MgVyTJQS6bqWo9WC3/74Q7gUmqbl4yeP+eY//Ic8fvSQszunvPPFt3USyLWcXdxlc73h3v03QAzDmDg6bTFS+M4H79M1LdZbVq3X3cJq0da2C6x7zk7uPIvlkuvrLc4Y9vtrnBMWywU5Jx48vuaVe8ek6qC26JbqrHwTyi9qrhXGkXG34+EH77Pf7PjCV77CG2+/zfrkBOMUgTVASVk9gagC/WEkjAM5qtvbMAzqt1nlIcRaRYedUwdnqymTqcUaRoilcL3Z8OTpFSFW5Vm4wQvRQtBUKrLu/qKqYM7QNBZXoFhHsKofozO5llKkap1nbYlqSl0V4p7Tmq3AaKwIrEHofFcN0IqOMo6BsVQSV0mYnHBiVLXiBeufKchLKX8H+Dv17z82mbgxRvzJii9/7ed558tf5ejkVDscQD/0xJRYLFekEPBdw6uv3efBB+/j1ke894Pf473336NrOt55422WyxWyMlzcfY313Vd58/ycEEIVwRGysbSN5823vsDl08dAT4wDzhRiiOpEEQPpOTtOLtAullw+vab1DTEGtRU0ntV6zXbXI/YUBFw1ZhU03QipphcOjFVCktq5JIb9ju99+9tcbza8+8UvcnbnQotDqhxD1gAvJZNTJMdIDCNj3zOOo8q11WLQWFUHnnwuFaiZERlSLlxfb7jebud2X5nH22Tu1RtBPYTq5I9zlhADItB4q+CSqER6wmCdmSiLTMZZ+jr19azFvEB3RbtI2ja09T2IEZxY7WR1me1+zxhGvZ9VScD+JBC0Cpkv/OzP8dO//w/QrFa0XUcpWQd0U+Li/ILLqw0hjzjr6NqOq0ePMePAb/7G17nabfnqF7/M3YtXMLbl/ptvI82So7v39eiPA6Uk9iGSsWz7gcvtDueb/4+9Nwmy7MrP+35nuPObc6oBqCo0Gj0CzW42m6QoyrIGOsJaSBFeaOONHF7ae2ntlRbeOLzyUl44bG+48iSHI0wpwuIoDs2eiKFRqEINOb3xjmfy4txMgBSApoOUXQzrIBKVlZH18uV75557zv//fb+PvDxif30V1XHOjg4h0OqzX5pAYDZfcHVxhe8HskTfrqZSanTwXF1umE0nt7CiNEtw3pImCb3rsc6ifcRp3EYpjjXnq4sLmrrhwaOHnN25Q5HltxBNZ8zIcom2tH7oafue3pgxSuYTvNstTuLmiY+z0RnLdn+gHwxSqNGI8mciX6QCIrs8VZJEA06iVfwQUpAkGucN3kXGjXcxh2n0QMXW1Vhhifv/qHP5vDr5zbYsQv1jRxsfIqZaBvI0I9EJmdY0TcOh6+mdI6ibx//88UpMcp1o3vrWd7jz5ldJiglCCA6HmhACs9ks3vaLciTYGkCwXC14/0d/zA+//wfkWc7DN99ideeUew9eo5wu2R16qqKKRl41QQgwNoA32KHnsN1Q5BnFZMpkHqivrzFDhzEGLfncem7XDwQhWSwWDMMVRZ6y28e0maZuWM2m7PcN89mcpm2YTacR6JmmeKmi094YnHXRVO0icjm7SW3oB4xQPP3wIw77A3fv3qUsS5SUeGOwfU/ftvRdS9M0DCPi+QatzLhn9+4mESJWVBzQDR2b/Q53oytxRFucj46hm2rIzX5dS0GeSKQMWAFaRYJ4liRkWsU6tpJ4wYjAjnesG2PIzSH3xiugtUaZz17Jg/+kYfXpxpV1Mcc5GjA8SaKZTiZ4IfFtz9CbnykzfCUmeZ4XPPrq15gfn5JmOcYaBjOwmC+wzsWoP50Sgme7Xcd6b/D8zu/+Nl1Tc3Zyl7QsmJycsLz7GsvFCZPtnv36ksXJGXdfe53Ly0tSBrxpCUOP7xoOQ0c1y5E6JckysiTGdKsk+VT14U/fCpXxiOs9cyfwKJyH3npMkLTdgObAtMwZnl9w/3jFcHHJfD4nc4G+G6iEonWG4AZypUmQJEGSyISsKAh+QLcDSRcPkS+urplMp8ymM1TwuMHg2g6aFtXU6GGA0dyAiBEpsu+RXUfaNNB1KGsxTY077KnGXYk1DjNYMutIrWfwgT7A4AMGQY8glZIFAg3srKfwkHvPMs/IhWBA4JRmEI42xLj22MgKFD5QjOXJREQpQQksP6eEeNPgCSGWadMkifslN5YsPyX5SPKMqYipFAffMti/Api4NMtZnt0hkQqJZ981zOYzPLH5kGSxC4r11PWOTMW92LNnz9BK8eC1+0zLkrt3X6OYrPAoEiWReA5NjQ+e/eUFbbunH2q66zXry0vOHtzHtjWT2ZJQFgTnIsVr1Fp/1vjaH7zPl3/4GBjhnSOOOYRPLogb2qqUHxG7fDGs69YVdKtF+oTv8mlA5qdNzzf7jZvw2xsdR7hxxIQ/exnepD3cyGTj5zd6lXD7v0++N3DzmNx+T3weIHfdrWZEXF0TCMjrjpuez80TuIVr3TzGpx4PYvlR1AOaz/YG+bEhpqSK/Brnxu19bN1bH9mLqU7wAfIiRypJXubsmw727We+X/CKTHKpNCqNMtjgPfnoPey6Hp2m3LSDBQEl4PrynPNnT6m3a6o8oyhz7h6fcrY4JqQZUmn2xsb6dF3TXF/R1QfOnz/n6OSYOgRUmVHMJmAHpIgwfxfioesmze2zKgHaOvRn7ivDZ3x+s8L8jOP/qzzcp36v8Gd/r/+n42e0Jj91YVrrkTLh5rW7WQxum1lSRoO39pR5Bk8vP+9BX5FJrhVpWUVX0NCTVcWt1ckaO+4ZPcFZgndoJXnywZ8gvSEvMhazGVfX13z45Anv/NJfo2k7qvmcYl4xNAcurl6wunfC0WpBbwYm8xlplYEQPH3ymKOmZr5cofMSDhsIEXsRIwN/1hvz78ZfdATAfko/DgJnwSuB0vEO5pzDCkHjGrTW4zmtwGE/dfF99nglnEFKadK8xDqPVglirDp476nryPq7vrqkORwo8nwst/2EIlUs51OqsuDeGw957a03ieuvZDqdUWQF9tDwR7/5W0jrWO+2GGvomoY8zQg+MC0rtIz1bzvGg6RpQns0p5mV/1+/NP+/GA74vTG6UUiBUhrnoinm0xRcPYb6eu/pR538YGPF7IvGKzHJpU7QKo/u7iTFWc/QDZjWkAqNsB7X9xAExWSFbVv22zVFmnC6XJBnmrKYMqkWpFIgpQct2HR7krTg9fsP8W7AmA67vuCD7/8urm/Js5LpbEGSaIK32H5AyJgCYRLJ+2/dwX12keXfjb+kEYA/VIIfyvi3W5TRCPosyikqzUFpOjMweDuqFCGoaCkc7OcFJsTxSmxXlEqQIXbIhqGlbhsCgsVsDt5zqGMKsbOGSTVhc3VOlmry6YTZYklWThA6iZa5NI13L+/Ik5SdbPnat9/h4uPHFFlGvd7HPPs0QwiBMQNPHr/Pwze+jBRRmGWdo2lbfuPt+3zfD7y1GziqB4ixa0gRte9Sa1TwEe4TYoTJjRNGJxmzxQJrLfV+j5KQpjGHPktT+q4bfZLcHjJ1kowqv9gEkbdKvxG4JMXt4TSEcBsce3sAHvXnNzXvWx25iA2pmKQWR7zDRw258+5GOEgIUb+t04QiTXHW0HYdSZJQFDmISAMWxCCxNEni+2Yso1MCY1zEUbsR/hkY84DE6AmNYq+9hN9Sin+uFDvhyUdprpTgpcCYCEXVOmLm8jS9LbtmWTbqi8TIafz88UpMciklzvR0+w37w46snHJ0ckqaZzSHPcaZuNIOHcF0XDx7Qpkn6DyjnM3R5Qyd5wy2p5AzsqIkGEOmcsp5wOD5+KPHTFZHdP3Aaw8eMfQdbntFW2/JshSBJ0sVnpyuPqCkpHaGF6+teD8vcEikzghCMskUF5fnJNWUKgnsLi/pe8eu7jA+tuLTouIb3/4FkjTj8Xs/pt5ecnZ6ghKxsVEVBRfnF/S9QSAxzpKXJWlWkGQ5OtGkaSxtKp0ixirTTQpyCAFvHM4Y+rEZ1bQtbddhjMVaczvpbyo8w5hoF0LAGEcIgrZraYdulD14+sHQmoHVvTvcnS9oN+c8ff6M45MzXn/9HgHHdrvhUHc4F1gtZ2TC8eJiA1mKbw3bfcdl02GsjwfFANYaBIKqKumHHj0m8/WDx5pPsVPEJ38472m7jqoqby/om6Tpm22LVupnnppeiUkegufq/Dld05BkFfP5KXk+I0kkOhmQKh40nBlo9hsO2yuKIqVvBpyQTJbHLE9O0GkS0cUyRaU5addE54rpScuM7rCmyIqYV4+jtQOTVFLmOX3fMqkyDvaAD4Gui/i1MCr3+n4AG0jyYoxCVEidEhJHkECItKikyKl3B8xgcM6ymN9heXaXenfN5fWao+WC7X4fY86rkmqW0PeGrolaGCljqsZoDRitbwadxLvObWkuRJSyde72w7mInvCj/PTmv5vXWN4Yj/1IDxgdPmmW4jxgDFIqdJpzdHIKpofgkRKyPI1GZ+FQWuKCQ6cJ1g6UY26qdWPyxKj5lUqM1AGJR+JM/LkxmfnfzOS8dRGFMW2ZeMckhCiMG03kN4kYN1lGQv4VOHgOXcvLZ0/J8gmrkzsUVYWUGhcUOi3J0jzm81jH5YundN2O+XxKnsd4kOM7d/BDx4c/+VGEwSuQqSYtCgiBzeYatCBYw3Z9zssXH3F98YwPfvwDunbAeABD1+2xQ0tX72nqOgqfbEyOGIaY7xN8YL3bgwalPEU+wXPDO4eyLGKWjulxZkBnGTqvSPKKNCvYbHaYwdG1PVeXa84vLkEKju+csTw5Js0zhPpkgsSV29N1PW3bRqfP2CW11mDNgLUxfcOP9NkILiLKbX1glF3Fev3YfbwpxSml0SrDu7il0VozXS5Yro5jVKGM0E0Jo4qSGCxWlGiZxEKBiD/BeTcmWCi0iql9Oo30AaX0uF2L5o3IXLxJiGP0jH6SmMcYPGyNo+sGAoKiqlNL0tUAACAASURBVJjOpuRFnA9FXo4xNV9con0lVnJreqSzlGWJzhKkdAThcEERhCRJU5RK8e7AfnMFIjCtJrghvlnd0JOZnCLPo64jOHQScASq+Yyh3ZAohdAaJTP6oUYEz+tn98BLgpLgo3xVS0FdH0Z9iMd56AZD07akeY61hsE6sjxg+haTFqgkw9GQ5zlDP5AXGWYY2G6uueMs1WRCVpQcLxfsN7ERpW9CA6Tg5YuXPAeKqqAoSsqyQMsoYeg6Q/CSJMlA3yQgR9eQCOGToFtrsM5+4sr5VCKE1vJPqSBvhlIKEWDoTYw6ETHE4M6919AqQxDVkkpqUq0RIdA1HYmK5IQ4AXuKNIXxbJBnBU0XtxZpohFEsJJSGqS77XW4cSFXUkamjJOjkCteJMa4kSAQEzikVJRVFY0lQiBElEgEz+dSuW7GKzHJBRDsAGFA8En0RsyADzFbUidkRcbQdeRJgbeePM1jzRSPTTSPHn4dqSRpkHR1Q5oqkCVJkuOMxTtHVRX0XUp7OFBW8/jCaYmii8kRPtC1HWmS4awnyXL6boj72zE3NJ7lEoyJjJM0L8iLDttbzGDI0gxjDJv1Nc1hG1Oc04RiMqGaTAlIPn7/p7e1Xqlk5K/7lrYZ2O9qdJKMFjVNkuSk1hHUJ+56P1rJ/Ni4sjaG9lpr47ZlJADfNFj+7GE0ejOJsFPnUV7jhEInKY/eeIu+7zhYF88M8hMgf5KklGXOvm5QSpKlEmv6eKC0BoQYD4t6vN6ioU+KeEeRxMN03FJF7bn/JMHwlghwI+hyLtAbgz8cQEnyLKHIM7Ikyny9CNjwV2CSK5Wg8pyu7yicx9kIl4yTKb44QiYkaYq1liKtGEIfIw+Dx/YdSkrs0POvfue3+c53foHZYsG+OWC9opjOEEphvaFpLUpCIgT1Yc8xBkXA9QecHWiaBms8prdY66iqlO3+cLt/HYZ4oDMmxDAtYyknM4a2odk3CNQnXG5r2K+vKScTgoDeWpbLI+48eIQUmg/ef59N3ZKlKQhQDqSIj621H1MmBpLExEj1RI9fGyssPuYo3ZCv4gSPzzu+79Eo/QkEKNyamp3zCKEY+h7v4+QVqebO/QccnRzx8ZOfokSMYUSK8SCrmUxLhAgjvFOQ5wXBDiP0J85UHyLhLOYGiMgtRyBl1LcICcbaUbUox+dlPsFafDqRQo5BZh7quudwqIFAqiVVkZNl6V8NFaJMUqrFUSzD9UOc0DrqQWJJTo2Jv56u7aLLSyqyKgc0ru/RIeCHnsW0QuBo9lvOnz/l+N4bZGXFZLlkaA+YvkYLqNsGVU4YhgMMlmZ3xdDVHHZ7rHUIGWPDhVTUhyYmphGZI/1gRr24xltDmla3VawY8aLQWmOt4fLiBTOzQgiJSlKSLMchuPvGQ5JJybMnT9ler3GDRTCQZhn0JqayjRNaqR7d6xFdIeNedhSPBB9iGdC5MYI9SniFVCgZzco6SXHuJoEtslV8gCxNY16pj9WaJM14+zs/z65ZU++vCMFg7IBWRXz+WlFVJfvDLmpYVIxRkVKRRJzMbWlSjmKtWPq8FcigdCyN6qCiYkDc5DBFPZIPAUV0HFkfLxY3OpoG4wjBoWRExkWbIaT5Z/txb8arMcmlZDpdEIJjGBpEolE+IQQZ94oBjOmpt1vKasLmsCcvMvLFhOAUSic4H2iN4+HX38EFGNqO4AJaSbzIWB7dp9lssWGgPzTRHhA8ruvobM9Qt+P+dEAIya6uCUrRDTEXp8gUclyN674DrZgKcEOLYobUChtAWYuSKSDwLtC3Da6qUEFQFBNkkiBsTzopONFnHB8f8eLpM558+Jjt9oBtB3ywJIlEylhFECMjRUgVzcMieniEirEvt0bl8Q4S/12C0glex5BbF2Kr3NqAc3KkACicBJFqUq9465tvMz1e8fwP38PVW6JULKHIC6SUlGXBZFJStweM+wSz7V3scSgfPzeOmBJyU++/qfEIEDp6UWPSRoyZN6MBWih5W2rUSaTmaqFwowhOa3DGI8YDqpAKIfytGeTzxisxye3QkmYpVmT49oDVLTpJUTqqD4fBEgIMgyXNMgZjyYvYDEBpiqJAJZq6aZmv4FDXnJ2cMD+a0zqFEpLF8oTdrOJi94KhNyiVoGXkXVtnOBwOVEXcfw+DpeuGyCy39lYMdCvotx49rspyDM1NkjTi7ZoO5wxZEqm7Ukj6rh3rE3GlU1JHY0aSkpUT7krF5PiIet/x/k/eZ3N1gRn3uVLGA5mSJoKFxM3k17ECQWw+fVJOi7JkJTVKp2P8eSzP3ZQZQwB1cxi1liRJ0YsTvvzOO1w8/4Ch3eLtgLN+3MpohAgsl4u4z3bxYprOZ6Qy4F2Ijh6I6sFRZJUk+raSY52NYWci6tOdDzCaPKJnU95uzG+SPrRSOC9Ik4RuiEI6rSVFliMAPZq6tRLA/nPn158XLvTh+CgOsCGEXxBCrID/AXgEfAj8wxDCegQP/VfA3wMa4B+FEP71Fz1+Wx+4fP4R97/0Tepe0nc9Ko3NBjUCf1SSIrQmiBgM61x8IYbW38ajOGvp6jYaEqRE6pRCpihvMRtLnqUMfcwSUlpSlQlu6Nmur9Fas9vt2e2iayYESHRKX7ekaUpRFBwOB4yNnbw0zRBak46EV6kkaZpS7xt04uJ+3cbt12bomc6mDEOPaFoSrVE6rkRBCFSRM6sq7jyYc+/Bmzz58AN++v67XF9eEoa4minpwZrbCS6lu6XjShWrEkEJYjqYRiYZQmkg7tmNiUG5kR4QL5aIiFCUsyXf/dVfpW/3PP/wJ/SHHW4wtHUbhVFuYDWdk+cFbVtzODR458mThPk0Z3dV451Fa03X93GPfZNCN4qr4vYlVoQIkKhIFRYhgAikOsGOAb83XVutFcoJRHA4pSB4EqWYVAVVUaKkIk/TGK/z+C9Hhfi3QgiffqR/AvwfIYR/KoT4J+Pf/zHwHwJvjR+/RKRq/dIXPbDSCX/wr/4FWZKwuPuAq/UW2TSoxFJW8YrWSYJO0giXHJENYcyS6dr2Vidd73ZkVRWbDSG+MKbb8vj976OFIElK+q4jzSBLYLu5pj7sWcxnXDcNwxCdR3Ik0DrvyfN8rPUq9oc2Mhp1gkpTlAp0+y3OuegPBbw3aJURUKNSLvoyb5LV2rZDWkGWZQglUWmKlCkySZkdl3z9aM4bX/sKz5485afvvsf1+SWm6wh2QMqAFAEpPdJHZJwKER/BWBK8CTBxIeZuGjPQd90tWEjKUS6A5P6DN/jGL/4KmJonH/yI/lDjhg43dPRdTwiRjrVaLQDP1dWawRiG3pBlKVrFn900DULmMfpdyhiuO7qBIB5+lQhoPM7E4GAhBCSSfrBAzAy64ZffdDdtiKrTXCR0g0EJwHvyLKUqK/J8zID6gvEX2a78A+DfHz//Z0SD8z8ev/7fjhiK3xRCLIQQd0MIzz/vgbKiYjGb8i/+l1/ne3/z16imK+rLHcVshk01Oq2QQqOTHGQ0ROw2F2STkmp+h6Y5YNoOleU0zZa8iNHaeMvQ9mQCVken1IdD7Fh2miyF7faKvmkplAIXaLqe3sQLZzqfcX55iU5S5tOKbmzEtF1HUpQMZqDrNcUsJ8sU9WFHWRZ0ZYmzHUJIkiyLZgkXk3CcCCgZMENH6B15kjB0Mbczy9JbY0SellTTBas79/nS199me73lxdOP+fijj7i+PKer9whnowEhiChDxuPwKJGOqLnYEXR9izWG4ELMVkIiVMr0+C5ffvtbPPzKV+j6mg++/8cc1hdoxqqNh7rp0EnOanEEPvD4w4+wMf2dajmjqDKGdk9w8ewk04S2O9C7kRGjPGEYSJSO9CsRt1ZeprEsbC1SabQMBGfRY2XF+zGozDmkiiVk7SKi4qYLOhhDGZ0pyOSLp/Gfd5IH4J+LmJr034z0q7NPTdwXwNn4+S0mbhw3CLk/Nck/jYl77bXX+NI3v4sSkt/43/4njo9OOT49Y3n3LlJrsjLEnMrgKaoJRydnfP/33sOGhDdnpzRtTVvvOb2/Ygg9zW6D6VouL19yenLCMAwU5YS+75jNJ2izRfgY2d03LYvJjOurazabXdS0hzCmJXvKchJP+DbW2a13TIsCM67MWZJCWbJebxAC8jJnaOKqrvIckSSRFx48m/U1J3dKlFa0TUvXd1xdb3AevvTWV+j7DqWi0EyOeUJFNWV1dpcHX/0K3njOnz/n2ZPHvPfujzmsr+nrBmED2nmUdwRhECFijwUSYcH7CBXNy4rp8Qlnr7/Oz333O1TLOe9/8B4XH3/AdnNB28etVBilzm3fcXx0ymRScX55Rdv18W4KLFcLsizBuYyX7YAY73Q+xFwca2OpFikRMrIlhQqjA1+NVAFxy550zqGFwlpzu2XpuoEi07GdLwV5ltAPlmEYaNuWsiwj/exnTN4/7yT/1RDCx0KIU+B/F0L8+E9dASEEIX4GxujPjE9j4r7z898Nr731bcq8ZLpY8IPf+U2ef/BD5qenfGVzxfToLjIv8R50lnP34Zv869/+Ta4urjjbXCPTjM3FS05O7rLfbrF9y8m9LSo4RHAx/wfI05Sr9kCRSa7Pt7RNHd9UHzg/v6Cp2yiQ0rHbWJYlqU5pm0PUfsgIxi8nVUw8cJ5EJ/Qmvik61aR5Ci5ywhWKaTEBEVM0ijQD75kuone1H2wsK6rkVq0SlXeWsK+ZzudUizkqy/FeUEwX3J9Oef2rX+Eb3/sem4tznj1+zOWLcw7rDdYaPDF3xyPJ84KTu/eZLhdMVytO795julihE01z2LJ+8lOuXz6l3VxhzYBMEpSKGpTr62vSVLNYTulNz9XVNfPlEevNlmo+Ic9ThPdYY+mNJUnTW72JECIeJqWKMCRjI2A/1XGik6C1IMhYzowXi0MGj/EKZ+Pe3DpPzCSKWIyiyEadjqVpDkymFUmvSfRfQgkxhPDx+Oe5EOLXibyVlzfbECHEXeB8/PYbTNzN+DRC7jOHALJqzvHDr4PSTKYr9rtrmqamPnTsDx+iy4JqtkQIxerufe688WU++PEPuHj2lLM796nXl+zXV9hhwJuBenNNOakwfRc1HUCRZWSJZLe+ZrO+wpiexfEJ64s1XTfEDqBOkEqx2++oplMCgb7vxzKmIctzBhs7evjAtKoI3uKJzvKsTMEMdH1DMibVKR23IyIIhn5gdbyiHwyDsRwdnzJYy+EQG05FXnJ5eUUIgn4Y2B1qZsslxWQC3o5VmYTVySnTxZK7D98A59lsNkwnE9qmoe96vIfJZEJSJlTTCf1gsc7TtjX9dcPQ7GgOa0LXIUnJshm4HdL3nL94SV3X3LlzRpZp1ps1WVnx8vycopqgx9/HdB3bzYbBe5I0o+1NPJAHRT8MFGmGYGQzWosQOsYYeo+UKUqLmJgtBVpL2t6gtEL6sZk20u9C4JZznqQKTMDYge12jVYKkX3x/P3zAD8rQIYQ9uPn/wHwX/AJDu6f8m9i4v5zIcR/Tzxwbr9oP347JKiiZH7/IaKYkB8OJIki0wlt2xAwDIOnblp0WfGVd77Nj7//R5x//Jzl4oihb9lcveT05AwzaA67NcV0wk1kNXiGdosMAxcvnjMMPfPFnL4bePHygq4fKEYEHEJEaadzYz59ztBHOWqWyrHOq6nKgkTLeCDSCYSARmKliuUyxv03YTw0x4huM1hUmtEcGu7kGa4LNHVD23SIpRyT6WKCxebyiu16y2y55OjuGWmWoUeRlbMGoTRJWbDMCxIpEGnGXCejtHagbTZ0bRtTqwP4EA+ih82OVMfA1yTNWOYpO9fz7h//hLYZqMqS6aSKuZpS0TUdWZ4jteTea/cJocMMPdY46rrjzr0lm8MFUitKnZOXkRfTtx1llhO8ATzGeJwf0IkkyZMIJnKRiuVt1JknSkeEs4rBxDdQJUQsRwbiglO3NWVXRkrAX2SSE/favz4aSTXw34UQ/lchxO8A/6MQ4j8FHgP/cPz+/5lYPnyPWEL8T/4cPwNEDIESOiHN89t9VjWZIvO4BxZ1i5cJ5WzKd3753+OHv/f7PP7RH/Ly5XOq5ZT1xVOmRRZlnqlEEvDWIr2lqdfUmxesL55j+i6mMauEjx4/oWkNUmnSLI2aCudvYwZDgKqa0jYdAUHXtuTVFCUVi8WMptlzqBvSNEeKeGHkeU5T15i+JinLWO8WkTsuguejDz9kcXqXk7O7GGtI05Tf/a3fI88Kjo5OqMoJP/zxj3nt/kO881xevCSfztjtDoSw57X79xmGgeawY3domM2PCNZGDJuS7M0nvse2PdD3HfW+5uzslDxPuHj5DEXCYnHEYb+l3q/ZXL7g+UcfYVrDZDIj0aOkQko2uz1t0zNbTJnNplSTgnp3YOg6QoAiL0iLLNIVVMRJF1WBD4K2aRlMT6LHsqJQ9NbS9wMyBBKtEQG0lNHU0vUxENga0nGv7kbokxlDuaQQUUceAk19iMrTv8gkH3FwP/cZX78C/s5nfD0A/9nPnNSf/jc3eAUAJFkxiXoWqZBJQqY0rmlAGpTKUDpj9fCMf/Af/yP+2X/9X/L846fMZgX5A0GzfcFkOqPZ1GyznNXREa7dU6/Pabcb6kOMOZlM5zx9+oy27aN6rsw5HLakWTzMTCYTmqZFZxopI/C+HXqSNDIS8zxhNptw2Fxy2B1YzmfYPurXExW3KG3fY/oBnVc46xjMQDgcyLKc2bSiKEsGY3HO84u/9MvchkA5x/X1mroZ+ObXvkE7OGbTOX/8/R9grOXOnXvIJKU3no+ffExVTKkPNbP5HJBRdhACeVmgsgLpA6vj2Jpvd1uE7cnKhKePP+Dphx/gTewV5GlKlRYYYuisR3LYNVEJSdwbf+mNR7SHPaauybKCl8+vmFQV9aFFimQkH8QGnbGexWJBs9/dupzKsmSxrDDO0Ox38cIfHUNVleIQDMbcdnpvvL5xixTLhVFKEEnBfT+wF4cvnF+vhJ483BA2AsQqr0LpHJ0V5EVFWc2YTBYU5QyhYrufJOer3/kF/u7f/49QSc766ooslRhTs15f4IeeZv2S/fVT9pdPGHZXbM5fgPdUkwmHQ029r2nbnjTNCQSyLMV7x2QyoesiWyRNUyBWG4IPLBZLlJLkeewC7rY76t2BRCexyZRmWO9BSZyNh95U69gwGpkiSZJg+pbtZg0IimrK4mhFWVXMZnO6tuOtN7/MgwcP2R8ahNL01vLt73yXn/v2z6OERgTJ3fuv89f++l/HWkNWlCyOT8jLEqTk6PQUIRXHd+4yXx4xmy8IznJ5ccFms8ETIxa/+tZbHB0tmM4mZGXO4C1JmuBDYLPds9nWeDQqSbh3/z7eWQ7bDSrESPPd/kBVFXTtgNZZ1LgohTHRUp6msZ6tRhKw854sz1BKxczSsZJyE5k4ncach5tA4JvXPr4f0TqopUIiSLTGO0c/fLHH89WY5N7jnRljp8e2dJJEgRaxc5nmBeVkSlFO4tZilN9+4zvf5df+3t/n9Udf4vnzl+x3e0IAM/T09Zr1iyccNue09Q6cI0tS+sFwebmOk1LpuN8L8cWfTme3UtSbOMSmjbHeaZaNPtKE5XJG3x24OL+ImOTxgCmVjjEm1kTUgjGRAJBl0aCgE/Is40c//AHOOqbTGWlexLtFlvHi5Tk//tFP8D5ilfOyYrFakSQZy9MTikmFkJIffv8HGOchiXJTXaRcrDdMp3PyokRIxW/8y3/JZrtlMp3Q9y1CBGazOSdn97j3+utkRc7Hz5/RtE2MDE812aSM8lXnaPs+UsGSlKOTEx4+eJ1nT58yKXJSnbDd7phMZ/R9TztqvouijDVuE6Nc6sNhbCgpkiRhGAY2mw2H/Y6iKKiqKqIopLj1jFZlfIybrifEg2fbdWRpymw6pSpLyrFJZ/0XmyZejUnuLK7dgR2inkQwRvERK/RCRMNDnpKVGUWeohEooChz3nr763ztnbdRMuXdH77L9vwcFTra3QtePn6Pw/WGIKJTaLCe3b5HqQLr4kqdJ4qh7yiKCoLCmhDDq4gULmSgtwNpWVB3LXlWsJpW7HcXbHYNSQrWdThvo+pPS9IsQ2odGdtDFzuASKSK+LOj+RwtFcZ49tuW7//xH+M8vP7gyxzfe8hrj77E8ekxZ4/uc3T3lCTV+ODQRYZX8OiNR2x3azabNdPpFCVgv7nEOcNsMSfNEn7ll79HoQPCtjx7/D717uo2m+ijn75L3+0YbIs1FoEmUfmtGQEpCEJijEMqyZtffoPtdhMbOiEghaauD9y5d4d93eCCYLCGLNNopbHGkyhNpiS2b0l0wnS+ZHV8jLED2cg9l+MBNMkVxsXkkMmkospLcJGLzujctz7QdB1pmrJcLJhPZ6xmc8r0i8srr8Yk9476+hw7HICBICwBh8fhhBsPLBKtNJNyQqJTrGnxtkePIMpqvuRr3/oWDx69xtFxiR22bC/PcUOHd4ZUSxozYANUZUUYeiSBJIslw/lySZrl3Ij1y7IkBNjtdgBMptNIbEo0q+WUoe9ZX+0JPnbhnLXjgWjMgUcgVUKSZOz3+0ik9R4poKkPFEVFU7ds1muyLOW1Rw+ZLJcs797hb/zdv8Py9JTpfEGWFbFePCqtpBB0/YAnMK2mVFlFX/dM8opExBrzZFLR9R1SCKyDfnC89uARUmV470mU4LDbsr66GuW5ftxKRfGWD4GsKDHWoRPF6w/uoyRst2vOTo7J0oz1ZsfRyRldb7E+1taHoY9O+jSNn5vokc3zgjQrkLri+Ow+919/DWSgaWqAWAcXCWVR0nUtXdsynVS3PYxEJ7c2uaGPvJU8zymKgtlkyp3VyRfOr1djkjuLtA3t9pLucIW3LeAIIYIx8RYRHEoElIIslQTb0Tc7+rbmsN3iTMfde8d861tfQ8vAbrumbWLZTyrNbr3DBUE5nTJ0HXboSVNFVqR4AnlRoZOMyWxKVuQRgi+4TXK4cekcrY6Q0jO0HVcvd2RZSqKi0tEaw9B19INBqASkGldDS9fWeGcwpo95Pi5wONQMw4APnvuvPyAoRe8cL6+uaI3l9YeP0FIzmUx57cEDPnj3PX7nt38bnWiMt+gkZbvd8fu/9/sxZkXE7dUwGIqiiM52BJcXl1RldLybvuX8xcf4YUAT2d8g6bohWs58dFz6INBJxoMxYGyzvmZaVRHdTKDuB6rpnIvrNZ2xhCA+yWIF0kRHuoIPqCTBC0UYzd8nZ/eROoUROwGSROcUeUWqFdGNaJmUJfHZRZscPlr46qbhsD/Ew2iaxibbF4xXQmobgqc+XFNUsfEyZCUqyRFKo0ZhfVCKEBzBjykLpsMZQ3vYoYVgOk2w9QW76yuUTJlNj5kWC0SSMXjY19Ghb4eepmspqhIS6I2hmk4oqwnldMZ+X9O1LS6EqJITkt12y2y+REnJcrmiKj3bizV965mt0himZUxcaYbhtnMKMmpdUs3Qd/RtSyYl3sVDWPCBzWaDyjKO8jOUytBS0zUdJ2cn0XHUW4w31F1HWZbMZ3MOhwM6TXl5cc7RasXf+Nt/Cyegmk8jFHPEWfR9T6YlQ73nWb2lO+zo+gYRfCyvOo8zjrbpcNajpI5Znipq0I9OT3nw6HWePXtKkaTMJiW5Fnzw/lNWR6e8uLhk37S4EDOWuq5jGCzTaWzDBxt9rD7EhIpcCaROyMsJd+6/Qb2/pD4cSJOCLKuwpqPMs1ulZd8bBlPQtF3U04+SXu8963VsBOVZBp+T1HczXolJLnVCXTeYtmFSTXHdHiNTRJLjyykuzdA6Kg+djafwIGHo9wi3p0wHdtcXOGeQSYaSKfPVKa5rqQdHPllyfDfh+eOfsN9cszw6QyvFZnON8h1VNSHPs8gwaQescSOUJ8QIj86gT+PqvpjnBN9zsdkyXRZo4UnyEjfebfpDjTGWrIjcbpUl8KnVPM9zgrW44ABJqhJsO9Adao7uzmOSA4EizfEuEl2XywXb/ZZyPmUlod7sODo5Rk4TBm+ZFBl/8qMfcXrnlLZvmEwqTNuTqozd9Tmz+Yy+ObDb77G2pyxzgrEM/UDfDQQv0DqN5owsR0rLbr/m+OSYp08+Yr/f8/PvfINcaz5+8hFJUtAZw9V6TVN36LQAYbF9lBybvkOnCd2YJZRJHxWIY0Jc31tWJ2fgOrq6oT7so4k8TykmU4a2J80ykjLHBIPwnrrtCSIlyJHobCy7zRa9WsXX+Ivm1/8bk/hnDSkTTu59GZlOOb/es9me0x0+xtZPMdsP6NYf0G5fEvod0rX4bkf/8n3qZ39Cc/kU02wJPqCTgrycUE6mOCR9kKR5RcQxwN2Hb3D30Ze49/AhaZ6RFQXVZEZeVqOQKDrW7ei0yZLklruSpimz2YTVck7TduPJPxoV8jEN4kYdN6lmGOsx1lFUUefSdQZrHW3b0vU9zg+kqaQqM6ztub66wPQ9KolNKaUkWZEzmU0RUvAbv/F/crVZk6cZ9X7P0HXMp9NIAS4yLi/PMX1LpgXv/vgHaCFYLRes19fxzNM09H0/VnssTdPStF30gxLx2fPlkul8TllULOYLLi8uub645s0Hj6jSlKvLC1pjcTrj8dPntJ3DC03ddPRD3D5NqumIiQikWYHzgWGIF5T3bkxwDsgkOp3SNCNNEtqujTrzLFbRemNI84KTO/dYnUSRmMTFRXusrfddx263wwz/9qS2f2kjCEnQU1Z3Z6zuwebqYw6bl7TNHhXWFHmKUJccRgTDMAwEF1d046EzEklKnuQIlTAYD1JDEs3RDIblYkk2PSFIRbu7orf9bZ592w2kaRobD0SzryQwKSsuzy9YHR+hteR4Nafve9bXW24Q/TrJSLSiawzOe5RO8Uh2+z0BgTFQFFMaX9P1AzIZEEkKtidVBc9efsxkOkf5jN1ux9l0RVGWCC354Kfvo7VmtTriwYM3sIOBLDB0PfWhZnl8HHnd3vOVr36Fvd8qNwAAIABJREFU+rBnOpvx4vlzHj38EgDD0PP0o8d09QERohiqbQ7UdUs3GFCKROoosFKRTFVMS64uHd7sePtrb7OcFFw9f8l2v+Hk/gN+8uET+i7g/E0EuYrbkSxhcI6+7/FdH8ujaUbbdmR5gbUu7qPzHOeGGNylE5IcvFAMg2UyT0iKErSm7wZmiwVZllOUE16+eMZ2u8f7gMMhtKZpmz8NRv+M8UpMcoDWDISgSYuS49e/xvLul+gPWzAdto8GZO8dWabJBfRDT73bEYQnzyTS28hJGQzWRVmnJ4ZFlWVFXpaIAHmSsjeOqpqh55r1ekPoB/Ki4FA3MZ1YKUzbkSpFUVbMVkdM51MW84p3332Pi8srFmVOcLBYHuFdXB1jpiQkaYHzB6SK8lY18gzbrgepONQNhdQsk4KqyphMFxH11rQEAmmRY71ju9+S5yVLIXjnWz/H0HdcfPwsBtUaQ1c3CCl58eIF/TCAVEznR/zNv/1rbHZ7qqpivpzz8qPHZFLSC2jamuAMfd+NEKA0Nm6URKdJ1MZoyS9+71e4f+c+qYSP3vsBf/j0MaXKePnxS1xrmeQVXd8ifWzm2RD151mWjhe3YbvdsVgsyPNi7OyOlRwh6KyNbn6pkCpQVinOBaz1VPMSpMKs19T7NcvjOyRZERNAxMfsdjt6MxAE5FlOUzdfOLdemUmutKRrtkDAEU/hqlohCaQCrLfgHTiDMx1qfw6mR9uG7rDDOo/xgiQryJIUYz1VWcVDa3CcX76kLCuwgauLNWd3T6kPcbXVOsH7gBlMjOTWCXoyoT7sOD07RWjF3bsnBC/4k3c/YDatosIwTcnzjM31mn6wOCcJQtMPNj5ulpGkGVVVkuQZYbfHE5gtF1SzI1yQrFZHMWIwxIlRb7csjk+QSvDO21+nq1tU8JgQs+aTsuSkrGjruILtD3uuL6+Yj4dnJySJTiOFTCna5hBdON7Rdw1du2foO7K85Pp6x3Q6p6oqprMZR8fHPHjwkDunR8yqGZlKaOsD7fEZd8/u8eHjx/jBcTqZkZUl/TBwvV6z2+8ZiK77Q93csgqNsez3OyaTKcYaDvs91aSmaasRZHQTwuVASPIqY3c4sDw9YbaoKLKCy/OPoiFlsmS+PCa4mE203m4ZTKx8pX8ZUtt/2yP4qMrTPraMdd9SVUU8DI05lIqAtT19s8d0NX4w9INj3xqcUwSpCUpgAiitKcsMFwRKeNrDgb7ZU65WTIs504st+WTBoe1ROiENAmsceNAqprdrlWD6mtlshheW6STnD3//R7ghUCQJdb3n5PQOQoboTHIKlZQEb7BD1HQvj1bkRQZCMlmsKKZzPnryhGwwpMYyrRKkM0x0wiRLqfJANezI2wS0wg4tfrNmv2u4ut6TzFcUiwWTxXJ0wUv0+KEcuC7qOoK3fPzRh8ynVTzkesswdATvyNOUbOzMnh6tmEymPHzwiC+9+WWOVsekaY4QnkRHpo0LFg+cnN6l6y3r9RrjHVoEVJYi5wuqtGDXN3TGYLqerh/IdEKeJuPk3jKfz+mahu36ijTLKKpZ3KaOupUgBTrV8ZDcDsxmq9i3kIGry0v65hAN4FoxO1ohlIzegRFu+kXjlZjk9eaaFEmjSvIpmK5mfbEl0ZqhH0ZbWBiF+QKVlhTTFenkiHx2TL3fYu1A13V471BpgZABadsItnGCqlwxXdwhyyq+/vMLdttrwuU5CA0iYKzFh+gKytOEoa+ZTGcE4VmtlmzWGx7/9KdM8hTTdiRpwWy5jAAjJ0AkpFlB39tYoiwLNBJvHUlSIGVGkWe89eUJZyenHE1mrJZzUi0JweF9j0aAh8TW5NkEIwIuS7js9zx///v80XtPKM7OePMXvsfZwzdjoGtR0vc9myFi7BIpWV9f4czA9VUTD5rW0jYtiVIx+FZFXMbX3/oKb7/9Dquj4zHKBqQEtMQHh+mb+Ly0oCxLTk5OonzWDNhbU0PkKao0rswnyxVN27PZbXHBk4/l1Xq3Q6WazfUVeVGMMKQoeVBSovOMJEkoyxRrI6KiKqfk1QSHZn3+HE1AqJSimjGrpqzTjMN+S9t+fl4QvCKTPNiB0GyZzI5xISEr5ggfkCFKVwMB9IjoFRKlNUqAzgdQGTIpaQ47gjgQnEGOK9HgNc75uDXw4LxGZRWdGRnlOoneywDGejwRJyyJnsNiPmN5NCdNNO/95DHCWWazOW3XcLQ6wxrH5uqKrnOU8zJeJIATcLZasZhMmS/mrE7OmM7jqlmWBWVRkCmFCI7gHM5aBqrY03M+pkHrFHRA5ZKsmjGdTMhcx+bpT/m/Ls+ZHt/h0Tff5ivf/CarZcnV9RUiaDabax5/+CH3755x2O+wxqBlTEUeuh7vDKvFgl/+3i/x6MEjUp0S5KhP9zFAN+4MB0x7oD1ssV2sJiVJwmQyIbWWPriRgiVJ00CaxfdHSM3RUnFycsxgosxht9txcXFOOxxAJrx49pTTO/dIs5T19ZpJWbKaTcdmUjQ/913P6ugYi2B1fILpGrZXF8gAeVlRZBl5/ojDbs35y4+J4d+fPV6JSS6lRJs9mZ/SqYpeCpRwiBBix0tE17yzJrI3cAQkSZIiqwlSBISzKBx9Y+ibA07HCV0tKpqm49A2VCrhJpC171vyIh8PhB1t26K0hhAwQ0+WJkxnU+bzGZvra64vr1ku5oAnLXKqyZTDZo1re0JQhCBROuHBwzd4+51v8ODefcIQAfcqSaJ4S46xH8ESpECqFBkEKgik8IjgwVh8+L+pe5NY29Lrvu/3Nbs759zu3dfWK7JYVWIr0Woj2aBEmqJl04BhC4IHyShBJhkZGSeDjDPNPECAAEEmATJJggBGDATwRHEUJAEihTAli6xiVb3u3nua3X1tBuvb595HiUUqLBiPu3BR7772nL3XWd9q/k1EqYAiMIaZOUVybajON1SjSD74V6/4s//1X/Bv/uSPeeudd7k6DHzl13+DFByPHj5g6Hv5sCZRwO3aloCi3az4e7//+3zurc+hooDjQhJAVXACB/bRE/zEsLth2N/gZkcsgqDaGEyOmKyRpyOjDRvEJt1UFmUq1lmJxyaw6VYYBc9eeMbZMfUHXj77mHsPHnJ6ekpbN4Ciqmq8DzLpCoHDbo/tCmKx2zCtZsZ+y7APWHvJenNGvV5TdQ38Xz/8ifH1xgR5RYB5R7NuiMqiEI1EhazGcxSMdAozLsgIUROJYSbMAzmNBDcwzz3oiro9JVmDsh31qsEmmINDzw6dNbbpaDbnqOpjcs60bScTijzRVgZjNKtNxzzOXD1/hZ8m1l3H9Xbg3oP7+OFAf32FGz26FaLH03fe4x9897usW8M89Iz7gyh5pSSbutJoWVujjRhzKSPMJZ0TKkaSEk/OeZoJ48S8OzDs90zeYdoOkzXKRxlfovH9nu/9qz8m1Ya3P/eQpCFmw6ptGfsD2ih8yqgIJ6sN3/yd3+TzT97C2pqII7gJN0wcDnuCnxnHvvQYCWUqVqf3uVhvsHWDGwc++cFf8Bff+1P6WWSp0Qa0QcVIVVXUTUXVtWjbkJJorhwOBzbjhnF/ioo9KnjmQ8+V/4jT8wty3VJVK/p+wlaCUVqvNlRGRIUm53AhUTcrtEoMw57tzStyDrSrDfXJxafG1xsR5KowO5J34Hqq5oRUum9DRquErirRGI+G6B3BiXaeNTUxGagNzVlDNK0EiK6xpiZlw8npGbYWuYr1SphGuJmqXaNNjTEWFxzdukNnRXQzZ2en8u/4yNUraZa2+z0nZyesVg03N1eEosc9zZ62W/Gd7/w9Li8vIY4kPxOqSviNRS9cfDzF/iOFqVC5FCkmfPAkFwhuJpWmzjYtqxPDuN2iQ8aETKOMeOWETCjaMxZww8z//s//Bb/+u9+iffKEycL26op+d2AeJs5WJ/zWb/wmT59+HqNqdIzM/Z7+6hXjzY6b/YHReaq2Y3P5iMuHj6jaFVkbfBQkYBxX9C9foGNm+8lLqCrMqmN9fkYOgUPfY6ea+48ecu/+I4xtGMdRtGu6DlvVKDUIp7eqiMGzu7mS+nu9gqSo6hURxehnbGpIORG8JyEYGNveY3Nxye76Fbuba4a+p1mtPzW+3oggN6b44uRIng/CCKo3hCz8FFImFfCRAHssyjZHVN/J6pzKTQzDQFIrEltS9NiqxViLjxGlZRuHUqi6ZrU+Ic3SQNbtSjzplRy+7aplvVkx9z0f/PAHTOPAbrfDWMGpOOfZbkfEFjuhbM03v/ltHtx/gFWKrHURIyoKUt7jQ0AZ0YPJIZCsIplbrPTsHckFDEoaSNsQlEBaq7alMjVhnJmdw6Np2g6jYQxeVHRTJg8T/8+//Jf88re+xcmTJ4zjgZwz47bnG7/2O7z9+Cl11eKHickN7K5f8fz5M6KG8yePefvhY+rViXSfRf8ErTEqk2JgnBwJRV23WGOZfSRMjtpH6trixp6blzuePXuG/rN/zcnZPU5KrV1Zy/pkw74/YFPZslYGbTTzsOflxzMX9x+hc4dRgvEPUWbpKUQxDdBQNS3GGu7ZmnnYsL25Zn+z/dT4+lll4s6B/xL4FQTh/R8C3+MzkonTWi+wcUya8KMY2Aa7IWJQqpjVLn7txqJMgJREiF1ramuJWFKQ5i34gRADAU+lW1abU/ZbT8qKdVXhr6949vEnrNenuH5HCDOQaHTF6dkJ3k1sX4nJbX/YMzvH5elF0SufqaoT8bSZt/yj7/4DvvYrX0crTS4uEOJMIX4+h8Oevj9QVQ2nZ+fUXUdlLKlIKZtsqJUlakXyCZ0q4pxo2pY5O0zXUnUtVV2B9yQFUxDlW2stuRHcSXATc7/l+//bv+J3/uAPWK06wjTyq1/7Ok8uH1KZCt8PzLsbDtsrfEw8fedLnLz1CNt0eBQRyFE04lXRCs8pioaL0ti2pTk9wa5XovmuTVnji/in1sKIGvcHht3AbrVis16zWq+5uLykbhueffwJIQRcnETVTid09hxuPiGGA5uz+6xOLvHTTC4yc2IcZm+RjrqmO72k6k7Yb69//iAvQfs/55z/qVKqBlbAf8pnJBOnlEITIFeARmVPmm5o15ZZdYRssUo0VpXWBVmciy5iEZOvGqo645qRal2TD8Ikr6qGqhIKW3uyoV5tqOuaKx84PTvnsE1IhauoraFtK4KbCNPIze6GQz+wPwzYak27WhNR2O6E83WDmx3vffmr/N63/4Da1pAiOTrcPOKnQUoSqzi9d8755aVIKZtaPEOLq7HW5ig8r3Um6kTKCpU0IQhDyYcAtsasT1AhYmI+akKiLZFARJG0RZnIfPOSP/lf/jn28pwnDx7wYL0CA4frG+L1S2Y/cnJ5yYOHl9i2xVSNLN+AFMqsvVBuYyqS0M4zjgOz89h2xeb8jDwMJKXQ1ogyrWmomgpUABNQCpq6KWv5FZuzE+q3nvD08SM++OEP2A07QhY3i0ohs3nvCGPPrC1VE4hVKwRpazBFNi4VSWilDNiazeXlzxfkSqkz4JvAfwCQc3aAU0p9ZjJxaMEol29KFvGkcUfVVYQSCBRMsVIcccuCMRbYatM0zHOFm7TIh2lDXTVkNCEE1psVSStyVpw9eIzWmv32SgTo2xqdZsI0kOae65cv6Q/7Aj5KnJyfokwt1oi2JWTN2ckF//iP/pCmbYjJk/2Mn0eGscdNoyy5rBUsdRGSRytUNkSlMbqI8ZBARXmAWh0dJGI/M/R79rsdMWdoapr1huy8wA9K1qyiKMtmFbFVRasN06uX2GHk5uVLNrsB/MjcD9xbb3j6/nvc/9znmeNMipEqBGwtO4KcEuqOVaJYtcyMQ09/2DHNEyEl2vWGZGt8EkJHil6aYpOhiJMqDW3b0axWVHVD3TTU1tJ1LfcuLhjGgfXmlKw109jjw0wOYJyjbSfiFPBlkGDqVmrJVCxYgJhEVS3OP/9a/13gBfBfKaV+FfgT4D/m55SJu3uJcp6IyqMTOiuIkZRGUHuqTmypc4pkik43FKEaMWvyLmMbyZJV1aKayOi3RRCoND05M44jFw/O8TFTtyuUgsoqUg7kMJPcyHBzw/WLl7gAh8HRrNZUbYMyFVW9RtmWVbvmO7//d7l3/wEqiRGWnyexf9FiGxJCwqeZpKwwhXQNRYJN24qMkXyuEiEkXEwE50kxEJwjuJHhsKff74lkVqcn5MpiJyeGXUod9QEzmZQjurg7tMZyeP6SF26A3Z6XH31Ad3bGg9/+Hdb3LsnGoKkK7iaivCdEce1wcSLEQA6JlCLRz4SxJ0wDpEhdN3RrUJVnjomQMskPoLUYbOlUXDE01lZoI/rxswsCrkqgjKExDclnLp++xRgmZjfhZ4cb9mxvtjRWvEKzaekuHpKwR9M4QYwC0XH14V/83EFugd8A/lnO+Y+VUv8FUpocr/8/MnF3tRCfProUQR9kCqGyQmfJ2GHaiURx0yHC9hGVFagEORK9Kz40mZQsTdPixwmfBpTSRzkD7z3bvuf8/mOatiWHSCiQ1soq9uMBFSeGw8DN1ZZD73BJE7OlqhpCzihby3YzOr7xu9/k7beeoHIgh4BKitX6VGbwhx1hGnAx4n0UNzpdkZQQFTQJyyINlYsJlyP6SUodNzMNPfMw4IeR6NytAwOa2lZoJavwZK18qIww2JObZbxqRA558BXPd3uqqy3vfOnLmKYi4CEnLJkQPFkNuBiYJ0eYB+Y0EYMnTDPRB/w8MRwODIeBeZxRMaFyRJEwJLKSBY7RhmgyxkrqMlbIG1YLScSHUJ6zUANtZdnPjil6ojacXj5AoeWDNuwZDzsqndgNM/3zF5zeN9i2orIGncWV7tXz5/RXP1m2+WcN8g+BD3POf1y+/+9KkP9cMnF3tRB/9SvvZ/Idr5gspk9aZVL0uP21sCZNc4RZZuSoElWoBESSm0Uc0lqariPFkRDEh92nxPn9h0IkzhCTYw4TqMh0uCHMB4iR3WFkcJFhjngUk8+4/cDm7IKM+Hn+ra9/na9+6YsYxGUtK0O7XguzJkRy3pFiJkRRh01JtMRz0pBkgpK8PKQcg0xf3Mg89rihZx57pmGg3w8cdgOzTwxuFohD5rgkE4RMFqm0qkavMl4rshPpY7NqOL9/n8vLc1782b9GJSNO0OOA05YcpRwIRGJShMkxHw6M/Q1jP7Df9/T7gSlnphxJoYxCc2JyI7Ob8TlLX6BlGSbuD0bsXIzB2gprTPHu5Gjnom2N7Rqyc/T7Hc3mhBDEkblenZJNhapX4HrOV7AfZFurbSPqwCjG7Zarjz4WLbmfJ8hzzp8opT5QSn055/w9RFDoT8vXZycTl0ElWasDZZGmqJRCJU843EB3DqaVwKaQm60hOE9wDktE6YbVqmPnJkLWolCFZnN+Qte2IuDvZ+q2pm40frzB91ckP7PvZ5IyHEZHQBETXG97Ht2/RCXpB959/32+8c3fK+ZUgLJUjcVWNSRVjFql5vYYXEj44EBHTJVQRpwtVM7onEl+xk8T07Bj7PfMuwPjfsd+f+BqjrT33+Krf+e3SVrz/KO/5OaHH7J99glZC7Ej+ljwOTKHV1kadJTGVJrxsOWHN1dYFxiGnv31Df31DXqOkAPzuGMce/Y3ew7bA9M4M6mIqmo2Z5d87nNfpD27kJ4FJOmMAx//+ff43v/7p8RxYo6Kfhpl1o/G1g1dt2JzcU4+y6zXa6qqEu32GEkZYswoI9rzYZhYrU9JIdF0stoPIYOpsKs1oR+w1sh91galwI89Lz76gOQGjPps3N/+GfDflMnKXyDSb5rPSiZOvW77otWtELtS4vuosyf4QUgCtkYlYftII6pkJo3CzzMxiXNa3a2EudOtqGwjozBlqCuDJfPJ1TOmq+eQMsMU0LaT9brWdKs1Hz+/Fke69Zqmbbi4d49vfutbUu4k8a4RTLbYhmgtJ4R3c7EQlMZtnmeZEEyjlBkkcpqJ04w79Lh+ZOx3HHY7+t3A/nrPME6cPXjC6sLw/T/5vxmmnsPLjxlfvcLv9mgF2VboukZbK1roMaBSFB2blCGB9jPDrudUr0DVXG/33N/vYZpxc8/N9UvGfmRzdsnbX/wap48eU52fgpV+ISlEAz3IqRq9Yx4bXn28QhvL7DxVu+HB6SkuCIZ8t9vTHw6EHGlXLdacoLUikckhCt91GnDOAWJJvrjZKaXEgS8EMbdVCmUFRmC1Laeg4+VHHzOPI/DTq+SfVdX2/wR+66/5pc9EJk4hRke5BHrhLhcFJWmpVc6YMOD7hGo3ZC062RpFyqnoh0sLprSm61aM84QVa1/I0qQ1bYWKno//8s/56Pt/jlGGuj0FvWecxJ8eJQ1TiCKn0LQNVdPwu9/8JvcuL8kxAhLgYuWX0cjWchwPjNOA9664JovIzuxmwjQR5pkwz0zDnv12R3+zZzqMbHc7+mFgGEZiAm01+vol9i++T2sstYKZTPQeQiT4IJ4+Wdyb33n3C5gUiEHgrsEHVCr9jRJqX0KsYKZhZJxvmOaZJ+98gSfvfA5rW1K7gs0Gk7WQnJPoqqMg2yhGZWT5UHUdddfh/QuyDqgGVqsNZLBaMc3SiL988RzvZk5PTrBVRYqRaTjQ7w8MU08IiZA0wzBwcimIykVlTGtDTFB1G6qu4Jhi5MWPPma4uoEQCj3x0+Prjdh4ymDl9sUuuojqGPRaFE1zhDgRp4xZ3wNddDmqmspaGSeFiHMzB+dYbTYoF4tssBbvmeC53l8zHXZcXj7AWoNPz8G+wvmRqTR5bd3gQ8DWDe16xd/99rd59713S/0PptiSiEWKgJy8m/B+umMWW6YTMTANPfvra26eP5eSYT+Km0M/krNic36fL335CQ8fP2BzdkK76mSz2HQiu3H9kpcfPWfyjsEJ1S7MHjeNzOPAIU7k4EnTTL/vSTFT20Yk9WyFspqIQ2t4/vw5m7bjS7/yG5y/9ZSqNrhhwiIWikkKb4qwWLFGjGUrLFqFWRnOzu/RtC8ISbRTKJveqrJM04ibZ8Iu4Z1jHgaatsUawzgIeXmYB5m8ZMPQD5zdV0xuxpqy5AKMbYWNnwLKO5599CP211foGMuzuKuj+ddfb0aQL9IxSnJzZsng8qUKzjtr8cRRfobDC8z6nKhakadMQFaCpptmcUGrpYOfYiDHAITCBO+4984vsX7wmPjBX7KbItXqGeH6SiYd0eHCTERkjb/xe9/mb/36b8nRWcT4dTFdRYuZSQxJ4LrZiLSE8WgTwDi0KadNhtXpPc4vn2A2p1xcXHBx75yzi3O6tgYy8zzhnZMPkbHYZs3u5RX5sOfj4cAcPC5msjJQWTQNVsE8yuJI1RX1qmPY7RmGPTpBoxTUVkasumZzco+nn/889mwDNViVCBpMbWXBEsXsNgdJEDFLVvfTiB8HDtutqNI2HavzC5xzVKta9A6NKbzNjhQCOWaii0xKYAvWWuHpzo7oxaQMpXFjz7DbYpoWW9WiNmaLyhaZ6Ho+/vADDlfX8gEky9KMYnP4KdcbEeSqrIJ0sTKBkhluf4P8nvKBVTnDfMCFhF6dC6ZcUaSDRaswxsg8zeiuCFA6hxzYmbrRdJsNKWcuHj5h6A+cv3rO9dVLxn6PNoJDb5qOv//d7/KNb3yjQGXlw6iLzaDgKxIxLyaxCq0tVd1QtYE6OJyfsabiZHPB+cUjVusN65NTmq5jteqwRktZ4EUBNzmPHyeoRJzIWENVGSlD+gGfAl5pXBCZZHJZ2DiZd1dGYWrLerPBTzNxDugMxtRcnD3i/PwxF/cuqauOWlsqBT46EehKAT/1BIRE4rwrQqdi7DWOPXM/MM6TOD03NRcPxa4ma0UMoude545sDCaI0YBWRhZ5ZYFVty1mGEhTWTopacaHsefi9ISspcfSKkEMjEPPJx/8gLk/yNGScgG95Z9m4Qm8IUEu13LsLH6X+RjoWukji15+DUzKpNAzTRPd6T2oWsGx5ISxsnxJJKainbe4FVAUpupWxljrs3Pqbk1Vd9y/fIQfR/oUSFnz3e/+Q/7JH/0hbSdqrYvKqjhEi81iWJyOYyaXIKeqaJqG4BqCm1CtYr2+QFUVpm3QdYOpa2xViXpYFseFnESNYBonUkx0dVfwLYEUg5QRxXI8JXGNJucjRj7lTChEYVtVWG0INmFDlJNmnrEYdDa4YYYQRSFMyzg2jQ6fpW5PsQCkYpLFXPDMwygZ2Dkg0jQVm7MznBf0pHNOArmuML7GesdqUSrOGasEjJdypm4bKleJI7RWZCU+SvdQKKMwOoObuX75nJfPnuOn6aifkksQ5GKXmH9K8/lmBPlrn8YMWR0BW2J8KhkYOK6bMxadZqwfGF8NqPUFtixjUtmIaWQZNM/zrfpplln3KoGyNSkGqqZDm1qsOxK03Yqvf/3X+M7f/ydCY7PibiacIUgIjCBmyAhMgHLSKKWom1ZOluiJbkbrAKbGVLVgr5UoQc3OyTIliOGWTwEXAyHLat36gN/t2d5ccxgP5FUNKaF9osEcycDUFTlWQqOLXjJ3JeVfikvD5nHzln77jFVn2XT38N4z7Tw+DsRxZh4nXAxoLeL3AjKb8eWU8S4QE4ToSVqShFGGylToujw+rVBWY5uKNnbH+xKDjCxTyvIh0fJBDElk8pQyDPsD86FnfV4zbbe8+tEP2e+2kLNIgGT1WjinMob9xQhylNRmgnY9Brj8inxSdcn0KgmDJi4IxBBJUQgGceypTi/QpiXkUvJkqSuJxQg1CMIuR6FmGW1p16d065NjAP/mv/N3+Pa3v0PbrWWrWEQwc8mk5FwKLPG2iWphzYhvvDLiDd9Ej/cjsQ8kAuIIYslkXJY/X2mNm10pN7ysyFH4GAn7PcF7bl5eMUyBqltJx+I83gWSArAYLwVfVVWE4AoeJZK0J2WHyZqT9oJm02E1VCYTs+Pm6op5mhhuXuGmGW0r1hdn6JXIWwukWaOUpbId7Uae0fZ5JtR6AAAgAElEQVTmmlef/IiXr16RlMZ2G0xtMAYpS4ylrjvM2oqZWExEFwhFCiNEhza52KlXpCAKxjlEbp59wnzY8er5c+I8HtGnuUChizOO/CCVOdzP6zTxb+sq76EEt7qF1oK8oZxugyslcgyEIC4N2UfIE8PzPWa7Zf3wCapqCUkXnIM+Zl+jDSnKMb2qNyQjUIC6qGB96Stf4fe+9fs03QZtDEnL60HLOlpKJtlWSokl3xtrpExQGowmRU10NSgIMTC5gNIV2jYonciVCPLLWl80GlMMpBBJXrL56CfGfsBNE1FD3XWElIhKPEF1zNKUF5/5pKFqLFll2gSRxLzt0V3HxXvvopqWfdWQhj0nBM4vH6LbFScPKi4v79Ns1tDWzNNUlJMsPiZxyCi1cE6Js92ORivG/sBuGPDzzPW2Z+i3Io7arrn/8BFP3n5Cu+oEYjJ73CyW7MvUSah0GpNDSWyZ/faK/c2rwhXQPxYj5TQvZYrKy3T40wvzNybI714CG1d3vsml8cylHpUgT8tXCvg4g3P4mx0vbl6yfvqUan0pK+dUJjN3sI4LjkKV+nW9XvPWW0/523/7N1lvTqUG11o2mEqazZzLjc5JbmwZqRktxrBGCdQsEQtgS2pY7wPj7GRSYADlZSeQBRZAzkScwFxnTxgn3DTSD4dimDXQ7w4Mk9gfjtMo9W8GN0uZESeH0Zp61bHqGua64+lXv4b6/Ir7X/wCerOG0dNfv2JwI09Pzlk1HXZzwqptaOuGZBRBg60MyhpClpNKyr7CbIqKLDKz+MJfvXj0gAf1E7ZXz7l6+YI5JOah59Wz59w3j7m4dwF1zYFA3+eyJJMsrJBVfor5tay9BPiPx6/c/ztjQ/n2U683MsiXIn0JaoHqleAuP5dTvFVnzQmTwMcoLPPtgY+vX1KfX3L/8dvoZgNVW2y5BS8SJsjpVFgrVcXl5SVfeHKfk9MNWS2+91rMupQWfuZxvCN1plZSnmQV77w+iNHhph43T6I2EAJxHnFesOIxIUJJBaCVQhAsyDTi+pFhf2A89EzjxDCM5cSKpFxAWAUOW3cNWUcwllSBURqbFU1SVLbl4S99BXV5gakrYc8MM+uzC4abxPU0YXTDOlucjwR66fkrTTSZrJQQIrTcr5QjOaRiKjATSOJ6EQLtZo1takiCnLze7kjJs1p3aJUZ+wMWJcCzaZQNcJKTNcT42tJyeb5KLYrktwF9N8mRly7tM9p4/tu/pF6VN7R8W8ZNMQqAC451MWRUlMlMNArtM3YaGT75gA9evUC3J5xcPKA5OcUYg/OeKSbWmxXd5gSbA/fONqxqQfPlTAEaaSEQIOwUlGRsVbiVavnwRRGxJOcC+x2YxqE0a16E5fsDh0PPfnsQ+5F+YJ5dGVVWdN1KgEwoqrrm4t2HNKsT3Dyx227xwTM7T0pZHNXGCaOgamvcUBHGCUISNSlt2Dx4SHt+j0MI1Mbwb773Pb745S8ykdnrLDACHzmfZ5RJWFU2y1bKrapuaLsObQ0RmSDlGJn6njhP1E3L/SdP6MeJpmnRlaZpW1brDc4H+smx2+9oVy0mQ4iRw2HHNPSl/yh9FaXfyZKs8o9FwZLIj6XKMSDKzyeBLn/a9UYEuSqIco7lhGTq49RiqX2XmE6ZTJL/8u1WMYcgTU6U5k1HTwp7psOW/vmPQIvGyBQju97RNBVf+KV3seMNlSnHZqmvl5GcxLFkHGsVMrVTGKXJKRyPT9kIBmIMxMkR50gIkRBF2N65xHAY2F2/5LDbs9pc8PDtdzi9d8Hl5RnGGKm/y4Tj4tEjmrpj2m4xBq6vr8kZ5hDQlcWGijjPGG1o246kxZWuOTlh/fgt3v6Vr5PbmjxGAopf/+3fpj/syN5RVRWHYSTpGW879rtrwbE7z3joefT5pwQf2LQtq6bGWk1VW2EOeUdMgWrVsmkbGh9ILhKTQ2tD1a7pNpnEgTx7pn0PXdkITxPj/iAKv1qUytKd6VkmUx65TE50WQZy51QvczYFMoXLitKB/8TrjQhy4Ng9c2zuKEGuj2PEnFOhuwklK4dIjrcZPoZAcP5IJEgxlqWBEgRdmEVTJCWSD9x8/AH+3gaLOARnXWH07Xx+uVSRbgaOTVMu46yUErHU1ovnZIqJlDNKG6qmpW4dbdey3mxIZC6ePKGq17Sn5zx66y02q5rxsBc05ewgilNDZbQoVfnIMEykpEQhLCWUEYe0RAVdTbM+5d6TJ5w9fYppatr1hpCSWJLkjHOe/X5PV0TuT8/OiT6AMQSjqdZrUhOYc2bOBl1XvDr0vNjtsVoTQ6BraoiBk/WKs7MNhIgynqg9yoshb920bHQZb8qRKKWdlhPS+4j3AU8k35mKvL6aV8exoITEba2eX8vv5c/+YjSeSzNx52eO3y9HWSzZvdRjMZJi+b+PMpUoXzmm8v9Y6juhn6WU0EaMTt9/+nm+/P57RXpM9E90cbNYjkOlbqlWx14gZ3TBVMecCLlAXmPCz54cvNTlWYylqlqCfLXqhCWvZzwK07acXlyw3pyIdoyPhaAg1oDzMLAbrxlu9vSHHhYpipgI2qLWLZvP3ePew8fce/IWqm6x3QoXEsHNYDQ6BhorPkGpwBG6biXgtWEgVRFtLdaWZZnSNJs1tmmEWpcTYR4ZXcRNjsMoqrU0CT1OrKqaSil0ZUDVNGSUtbLmbwT7k1PCGFtw7xXWVGidZOXP7cZyGTQccUsUq3H1Y/2ZPIxjrBwniZ9yvSFBzjGQ/sqPcz4Gdy7r8xRCQR2KqHsMkr1zSscVdCrraJGzEFx9QLxwHj59iy9+5etUTUdSCUxGGUESljIbpQrJmNvXkcrfR5a1sszOIZYGKgWxJwkpUVc1bdOQUkAZRfSOIW/pdM2qbVmfXbBebcgx4caZeRyZp4l5nsjAs48+ZjgcCKMsYGzbEnPCNg2XD55w/3PvsLq8AG2OSEeVE1ZDvWohRaIGbSq0Uox95PTkFFvXcgIkIGdR2krFN9OIKZgmc9jd4IMnpkCOwq6y1lDVYuG43zrmnGmMCHVWdSPWk3XLPDvqxjO5meSDPIPoUUUH3biAyUru/Z1rma4oLZOrWGTofnrc/EJkckAJG4hcuHs5HScY0vhEyeY5ErPYkcTkicGJlmIKxOjJqXwhGooCuPIko8m65v6jR3zpK1+lWrVkJSFslCh1SWUjo0PxJL4N8FhOBcpLTAohHSstwWUr0S40FY3RNG0jwCIv5ZGxFmymWjdUm1Oh1M0T+3HAzRPDODHOM5MPBB9JITPPilyv0JsV9XrFqm6ZXOTi8Vvce/yYcR4YDjvWqw1JKZGs9mLiJXolXhQAUuKT5y948OC+mGo5R2UtfnZiqEuS/sF5kZMYBrTSGKUxukY1qmisSxAmMk4rUuG26vnA5uyE04sHpKxxweGdYzyIk9s8z4QoPCZVVZiqotFSSsopfXuS68zRwBaESSRIz5K9823bKTPyokP/KdcbEuTl1ZeR3PLm4XYuTSkL0pKtl/V+uq3RU4rEEuxzIS7klIXloxT3Htzjy1/9Ku1qTTa3ZYhoFBaJA3ULDrvtDZby5TZjSOMjoy5tBMtSFaipZiF0FOeKLMpZylYoZIXPeGAeIQRZn0/zyDQ7Jh/xIVKvNqizlqgVzfk5uqpQIaEJjG4uTH3PPI6s2g6SzJbnecbNQpVLPlCFgNKas7MzjLEMw8hht8VqWxJAYHIzpIxRiqqqXnuvsWyKVQm05Z6EnPEpU2GojaLfj7TNxNm9+/hcM00TOpWMHCPOz2RAW0PV1OADqjxDlSIpiT8od5yYVVEjuPsMlnjJxyHFLXDvJ11vSJCDoEB+rKG4G+iyWxd6V6YI2sSjQE8qwR2CwwcnU44gmixBWy6fPOaLX/0a3foEpS0pK3LZCOesyCnLqlndLp1e+/dvX5QElKwxyhZWNA4jEMv7WKY9wQe8k4VQ0kVQyDvGaZQGLGTBqySp8ceYCFmJ5AOW8dBjx8BK1UKQ0FroYTHiZ8/U94TVhmmcaRqpv60RfqXOYvNtCvrPWstunDDaUNUV3ntsXdGoRiSd86JnIs8hpXQsF5bTTC5FEOAOPiW80TQ58/LFFXXdUK06jBZMuC4ffEA0yKsKG0VBOMUgE5Ko0CV56Ts7Eq10mVjFYzb/K5dSQpv8lOuNCPLSS5Q9rTQjf3XDmco6P5VlQC6jQ/nyIeC9IwR/nMD44AHLW5//PO/98i/TnZ+XLaYpkFkKjFdk6gTLno8ftbtNzzH4y2o7ZwEN5QzKR8FVlMwdloY4OKZhZBh6xnnCRYWLGecnDpPjMMwkDA/fekqOM9MwEHzGx8jhMGIrS5gnxv2O2mhMLVk2pVQw2TPjMJJC5LDbSyBqWHXd8b65GFitVpKNleJkvebjH/0IfXoieu/CdSA4wXcvalVLYN4N8mMZkSX7CtQ44oKnV3CvM7x89YLH7dtUtsLr+VhnW1uJkkIIuJRISkHUZf8QAANl93BcCBVSyt1S8ccvhQC3Pu36WcSFvozIwS3Xe8B/BvzXfEYycbeUIBCLaUrZIBlblaVnOgZ8LBvPgi3PosESgpcv54QephTvvPc+X/jy12g2p2LdobTcYCXwT4nSohRwR1VjCepUGkyglEkRwt3NayJ40X8JSaa9PkapV6dRBIr6nnEOeB8YhoHDdKD3kK2IBaWqYpoGQhJrbTkshKiQVWL2E/3Q05m1lFRkJjejFUIXiwml4eWLZ1Rth7WW2ljcOMmJkvPR+EtZi60r9jc3nN67wDYtxlbkBMHLUiv92LjiCJAq1xLox/uXMy5ErmJgtJrN5cyTR49QgPe3WBU3D1hjqW0l512BQ9x+eBCrcTIxJ1TUqOJ4kcnF23BBad2OV/RPMTH8Wdj63wN+rbxZg8hL/PeILMVnIhO33Eh5zQvrI0NabmQ6Lg0gEaMjeU/2nlx4fopbOCZJobTlC7/0Jd770lew3QZd1ctuVG5wWc0rKAuIvNQutw+S10eHyzw+p3TMLnlRmSoPM0aBzKYYcMPAYbvj5uaK6+sdw26kH0ecilCtMVWDqhvRZ5k9OchxrYymriopp9DoBH6axYe+aUnJELynXsgh3tG0FcMhcNjtMFXF/cvLgreRMmPREIxkbGUZtyNjX7OuRWa5aiVw/TwdYQTLCXY3m8uSLJFUPk6zU0zgIzMZ5zJXuz2PHj6iW3WyuwiBeRxRWUayxhjsnfu6nBIAWZc6XWu0NaBVWahJObWc+stnTmjAny0K8TvAn+ecf/CZysTduY7d9pHv+XqDGYMnhUAKTqSVgxNqW8rkKKNCVbW8//77PHn/fUzd3GGlCCT2NlHdnb3edgSv1eTlw5bKjQ5eAlqCoJALvC+kh9uAD25m2O/ZXl1x9eoFr66vmYJmfX4hrHosGYM1DW4Mx35kCaolmGQenyEEmGZQBqOrYtNiaNuWaThwdnpC066Iw8R4OOA2G3RtMVmCVfwz5e0Ya9F1hXeOMM80XSdiolnGlDrl4/tdsri19nhvlFJltbHcp+W5SW/0/Plz3n37bTRZZCpKwtCmwtqETeDLKaxf63cAJZJ+MuYsfFpjZIGX0vHfvb1+OjXobxrk/y7w35Yff2YycXDn5sl3FL7wnYmKsFOid1DAWUISCITiAjaHQLXe8PQL7/L47c+R6xpVjsaUEzoXjTGUHMnL6Kr8WN+5X8c6MJZlT8lIPgTmQgtLWYIhFlZ+jAnvPd7J1GM49Bz6gX6cmQLUm1NSVeHchCLRmIacRaHq7sTIGFNwHbJ9Xe6Bnx1GW7wWnmRlhUI37LecnmwwVY01AT97xmGgO91gojm+F2PkxxT+a5wjYZqxlZFMaoxoPaZMKHIRdyHPS1khuupS1uR8y8hFCcbn+fPnfP/73+eL778n4kIFBFe3nRiX5UzFMioup8Oy+Cmv05ZNbYwRbTQ66iPl7cci56cG7c8c5EVz5R8D/8lfE6A/l0zc5548BCg3LZWZqWRJWfoEcgpQCMkpeIIvX0HGT816zb23nnLx4BGr03NyVaNMcanIok+4ZJwy3zuiGpenlIJgmOUILpnb+bJ0kpW9K41WXLJcykw+yMiyNIPz5OgPPf1+x+FwYI7Qnd7DtC3jPMmHFUWnkixJlIzy7pYIOS9SyAJtSEle0zxPKKXx80zTNjRtx6vnn+C9LzxUTU6Jw25Pve4wxhYX5mUUJ+NMW9UkL4Kf4kFaIMlKyNspJWK6rQm0KWPVmMqpaGSozS2tUHHboP/pn/0pldE8efS4KPZq0Z3XmqZpBPqs5AMSQjhm7eWYXbJ5DKGISFmJhWU7zjLG/elh/jfJ5P8Q+D9yzs/K95+ZTNxv/PKXs8w7b2svnSRDphBI0ZPcTHTCL5yniZgSTddxenFJ3TSY1RrbtkWmWZqZXCYmkoj06xiHnI8oOA1S/8dEQEqFxfl5nt2d8iTjUxCsSpYPpQ+Ryc8M/XC7tTwMHPYHhmlmdh5tK2lsY8DPM6QCR0uKGBKBhe53O7pLxaVtCcpyz4je4/TENI3UXSfEjgy77Q0npxfCdlJK+JiHgdVmIxOKu7uFrLC2I9WakBM6RLFFAaCYA1SNnHyp6K4U86yk5LVrpUGD0YGQxQliSSIxJ7bbLf/D//Q/8k//8I9oqxqdgBDFZEBrslFkY8h3yiB575FMwhrRepf5v8x6pS9N5VVyp/f89DD/mwT5v8dtqQIiB/fv8xnIxMnRF48PISUPRSgnzY44O8I0MXkHWrM+O6VbrTG2EvirFfJwNlYE+gseXB0799eBPccNZhLU23GSEiOhIAu99wxlW+e9lCrLA4yF7OtcYJ4dk5+ZSnkyjSN+drKU8WLgtTCeXNEzVApUaQST98dG+O7XcVx5p4xLWU6alDJulnGpApqmYbfdstqcSTavKuIwsLvZUnetCKayNG0SEFrpQpfzx5ILpE6OMUmD2AimJUb5GKacMKYCsqgAc2xnjgOPpYzZ7Xa8evGSF6+ueOvxY1LpMxYtR53BaiNbYm3K+wTvnUzPjCGq8Frj++NTHtkfqs8mkyul1sAfAP/RnZ/+z/msZOKAlMIxyIObyNETxpkwzbjJodFsTs/oTjfoygK6sIZEXDIqYcorbdDa3t70Us8uc99UAnz5t+TGKbEajEFQcsEzTzPTPDFMM9M0Hf9MLJOeECJu9kzTzGE4lCwuKrCzd8Sci9uwNNIqZ+ZpllDLEmQxJhbdQni9L1l+n5Sp8gHNSYBqUS97gUBtNW3b0g89h8OB1eYE3VRob+n3B9qTDZvTk+UvKqWG9CY56SJxJ4C25cohiolsofRpU+bZOWArTUwRlRIYTdYyChSMitxT7z2HQy/gtK6j3ZzQrNZ06xXDMNAPveBbUiAU/FFO0qRGJTDmhGy/j8+tLKZe792O8fmpsfWzysT1wOWP/dwrPiOZOKnBF5hqBO9Is5QnWSVOLs9oVyfoMlZbmDlZyRJH2QqNBLlokUjmijmi812Y5p1GtkxVcgncnGIhOExM88w4DozjRD9NjNMkExPvRS875/J/JWksCnArzI5pHHEpoqxsHHPB4VCWVkvAljcuS62lAX5tqiO/7dhHLK89ixZJCF5wKqqirmu0Nhz6A/VKLM5TjGQXuLq+ptusj01jRjInpAJ1zUfSwtL85pAKpzULOrMIABlbQcH+Zx3LNCviYxAIRQw45+n7Huc969WaZiXGB7auudg84L7S9MPA7uaG/iCSItM0Cb4FilK9/Gf1bQO6zNOPi6Lye+9upn/S9cZsPGMIArTyHjdOpBCpV2va9RptK5GEQ26x7IwKLc0YMBVGGRQabWx5mEIzS8eZeGkqcyKzsP3lwaTidTlPI8N+z6Hv2R8GDv3A4GYBTvUj16+u6KeZ9dmZAJucJ6eET1LOpBjFMsUaDApsAfjnijA5adpyfq0+t7XIVOTymmURVjawRcL6OIJbsnoWNpKPnooaZcVIK/oZPw+sT08xdOiYuNndMBx2nJxfSI2dZdMbcwZSIX4UykKWsjEnGWmmGAFNUgaSjGClUZfgz77U4TFJ/0Qu7st7dM7UtaVpqsKTLSWN0axPNqgS+GZ/OE5XUowkHYhaE41GZ4NesDNLKYcipCjiRhTyyk+ZIr4RQQ7IBCVEacyU5uTilKrtJFsbU47bwhTJsrDESN1NyTR3yQ4535Iflo1lLDCAUGC5KQaidzjvmCfJ3oftDVfXN+z2B3b7nsHPOBcY+5F+d8B2HWiDtgqCZP9YZtGSkZMo7saCYVQGUsbN8xGDAWU1H7xkyEqVras+lhQppyOnNC+IvFwmG8iUxDtHbLqCRanx/cQ09GInaCuaVUfjRnbbLeuTU1RWt/Nn6clB3TnZyt+bckRF6TlNMuQsKliL5+jygVCA1RpXTkQfA9vtlu12i1aKzWZN09RorTD69Z6jbhoRMUrpuPTTJRktz2jJ3ndHmFopUcE1As9YCIqfdr0ZQZ6lAZvGCYPi9OIepqpFZkE6Q2GIZ1VwJuoOWlBLLX6nYRP8RZmq3CkBVMpFA0Skgm9HfhPDODL0Pdvdnu1uz812Tz9OjAXNOE8ObEWzWhW8s7gP6xCIPh7/fdkqUkZqIlm3LGKWhQrcaX6VR91B3h3x03fKlOXvvftnJYMKtt7amrZrmaYDoRhYrTenVE1Dd7phe71l2B04OzsXobwyVVqaxrv37si3LIGvFpgBofQ9kmgS5X6WxVHwgZvdDT/4wQ+wOdMYw+np6RGkdTdYl/dpraGuamLTLO8MX3Yey0z/NWkSQBtpvGV9+rNNrd+QIAc/TaicOT2/h207MZNiYWyXRkzJ8t4YS1K5UKrUEc+xPJxjDV4cCBZAVYqykYw+4IMnFAvCcZzoDz37w16y9+SYvOj4xZBEFMhYTGWou07w5BQn6boqWiJ3AiUldEryIADnHIpCTCiNnxyxilz+zPIw7zZXC4bk+KDL6ZSXm5YFb2K1laPfWohCddPzzKpdUXct3ew4bLecnZ6hzCJlLa9hCWrguDASyHJpRssegjsfBpQSJbBM0WF0bLdbfvDDHzCOI2ddhzaa8/Pz1yYiywd4aeIVqmg9VsQQMEXNdrlP3Mn8x9dX6nRfXODykdbyk683IsgXNNt6c45tV0UKQaMxsCjakko2uK3PFrxgSreUtdewJjEXkJeM/MIdvfAQAuM4MTvHNM8M48QwTEyTEwOnLKqyuiyotNE06w3teoPzDqWkEV1IxW4uiDuk4ogpY3U+Guoqo48CRbmg67Q2aGul51gk0I7ZctFXFHUppZbPTC5MKJmKSHmRUNpQNx1u6CEkwuRw2ZJtpm5aDtOeYRxZnWzKaNUIsCnrEnBFX5HCHV0Mt5ZpVFFIELx/RlcWlRJunrm5ueFHH33EYXfAKoVRIth5dn5WElOZMN2ZkMQYialMdJQquPtlcrJ8qI8BUpZJGq0VlbWEOYje+t019U+43pAgz7TrDc1qQyxNV8535q9KoTG3ikpZGDhKqde3ZXA8Zo/Tk0zBld/W4yEEEbr0Huc9wzgxFViAj7kMSxThqE6lqJRhc3Iqc/iUUCmjtDz8qqlJWR64rORvV94pBrQRCxCMzO+1MZhFvEiLSzPKCAumZPMQnZRo3EqkydhPjMHSnZFmzInKVNTNCjeNBTCVyaZIPqSMsoab3Q3tZiW2iymjlUFjEHR3JgcnGbuMBbUp8FeTZeJS/q4UAwsV8dXLl3z44Yf0hwGVMnVZRllrWRXi9hEEx20Wv13+JEJBcMYsDhkLeO54KVVEjoSJZcr980WzxfxCyMQpRbfayMPWumAabmvPu931ce2dBLi0BPhSv93N5CK+L41KKtl8WfRM08Q4jUzTzDAMTNOEcw4fRY87FIitTHCgXa3pNhsh1SlFWCYCKYOGum5laeo9i1jfMjKsFDKdiFFW1EaOZG1E0lggwEaGKpSyIMnqPBbwmbSb8bj8kECR5jSGiLUVddNS1Y30LkqWOLlMZOpa2Dp933NyIvLIGIGyagSBmCjQ5YQ0dVaRY0IjOvgLscIoS4ie58+f8+GHHzLPTuhtx/W9EKZPTk6Ozy6nRFK3/UUsUIklSR2nRnf2F7fhoY73BcVxfu5TJC5SJZ9yvRFBrpQW2KkS7LDUgHJj5Oden4UuPMPb0+y2Hl++F+xFOI6mQoxCSDiu62fGUYJ8HEf58TzhvMOHOzYiWYG1qKYma0NtK5SWIF1wE9F7lNVUtQDLUvLkZeJSkIsGpFkttLNsS/lSli3aWJbBeAYx4gpyoonuuT5muKVPWZQJshWytq0rmm4lW1WjiUTZGSh1bP76w4H1ei1rcq3IVmNVBSSCt+QsTXtWGZU0iYjRihw5mgU753j16opnz56VIH0dlqu15vz87DWyxvJc7j6fdCerL2XK3d/3V+Pk9j7cxaGHnP7a379cb0aQa9lwkQQvnsjFpbnMtbO6I9BfCK1aH4Nc3MLCa5k8Fp1EWdwUTLMTr0rn5Mt7UVl13okNovfM3uOP6k5Ca7NtQzYGFwJV01CbhqCF4iaZVlwkrK2gkR6D8PqUQsppdewpkgZdVeK/aU1pssrmMyW0NahQxqIqvd6AIYEQQiDEgM6ClVda07QrQkxgVamzbz3v67o+9iNNYf/LmeNlmWYNwRc/JGuIPpb+IKIK2yoEz/X1FS9fvjjCjReIhCr/jq0q7j948No0SR40x3uxlKFLfe69Fz30klxEzvm2+cy3fwULc8kkI6faL0KQkylSa8dvpclSIkCvlCJr0U65bTDlkx9TKd4L9Qxu67673j2SweeSwWemaWZ2M3OYcSkIY13BETiqNAtYabNe37oKh0jbNpicqasGFRNzup2RV5UhRls2k4sCQRE6gkLZkC9tLFUrm1GlXqeaCWlAy7w6BiiLHAmSDCrig8MEh041JgaoK+qmkYBJYkibsjqWNlq2QIzTRN12IldhBH0pnk3SD8UswKiYgwaMGggAAA6nSURBVDASC2Iz+sDNqyuuX7wke1ecqOVDo7LM3q1SVFXN+cMHx5U8LNLX5cdlUnaLVSp/fxJShyghQNSZrDNZFSINqTya22xu8m2/8JOuNyPI1e1WT5WMre4Ap3K+HactVy5Ht9TZUqvFdHv8LbX3kinulijzXPDnzolLQoz4mAgxE2OWxjFL81XXNVVVY+v6GDBaG+rOHgnCWWuYNF5N5CiLjpQzIXsyC3Q4Hz94SgeUV/hpAqUwxh7xK8txHMjYuiZ4L6RfbmvTpSvL6ZaptAC61EJS7mdpDoPUvkpp6rrBaDGsTSlijSXqKNvPMj7MURjyy70U2m3k/2vvfH4kyY46/on3XmZWdfeMd8a7gpWMMBa+7A3kgy04IE7IQpx8sZC4WOLCwUhISCv+Ai4YkDhgyUcOCIEE2osFi8/mh4C1wFq8vnHa3dmemf5Rlfl+cYh4WdnjYXZWZlw1rQopp7uySj3vVUa+jPeNb3wjT5FH5x9x/uDBzJ9X8tqOd46oVs16vZ7hw2Vs3cKQhqxkoxfP7Ehsg72EK5uLLOBE9xS49Vl2GE7ODhVxboEDs+Sa3FzptHrIJIUNfdAsYrrh5M3BG6qiyEqcjzFGxphUhztlsoVCVEyDRREc5wOhHxQFyRXf9/jTYK1A9IaoAnEcESoDq3nzW81Z2jxTjIqj2xy7EOjX3Y0LGUIgUfGhJ3tr5dfgIrNaKjnqajo0hMk7QheoJTNtt6Ssne9y0QZj/TCQp8i0GTk56/HiSLL4/r2HpN9byQobxnHL4/OPeHx+rt2jjdujJX8tFpe5+9vdu3c5fUo8vtxb6VO23EBbWtldOzfPc/EvLByenbM/yw7CyavF1N77XcxWlzCTslaWu+5UCs5VVB9wrgydnbw5vMbd2hsyWunaNI1MU9TfYybGbO3CsewegK6wzqlYfq6VtQ8MQ4+II+XCsBo4DZ6uH/CbTmMOIEdU7KcWxk01/vnNpEspGUmJabuxqpyOwS8TIeCB0HXk1FOmifqkiE61bOM0qTDQkJU34wMhdEx1g3eCE0+ukEYV+HHBs7m64vTsTEWGnDfZjKiNgZ0jV72xUko8fvSQi4cP57rakuJMNQghIFKUSuuErgu8+tprqgTwFAdfOvESMGhOPY7j3MR2BwXX+d6+saI7TQ6+FCt520g1GLA5NRhlpcr8CJsdBWtKVQy7Ncgvm8hnnePwSJwyMRXG7WRKs4VUqhYQp6iISsxN2kW/OK/ts5VaUKkps72+1hBmWFFwpJxZrVaEbkXoBg1rQsf2+pJp3AJCzZWxVkM6sI1Stap08FTi9lqfFM4TzOG1PQv4fsAnRZzqZJtwwCh7OCsLnKYtfRy0/bl39CdnWpCRt+RkJWslM05bAh2b62tSioTQ472S33K1qidrnpRTZPP4guvHF7qnqBozV6eMxF4C3hf9f2omBM/q7hmvfPq+tge33EYuWQlfNd10eEsANU4R7LKubbGSWQKkIE5mbZvGRm1KX8+yg3By6g5TbjDZrtOAKmqJlU7NBCersVQW600koxQrmyvFYlJtAThNUVGUlJhSJKY4ow0pl9nBXRB86Oj6XlEeK6ZOKXJ1eWlIxhonQoyR1eqE4J3qi9sjW8SzLdAN6tjTuL3xCG5JnlpU/HLaXuNDp0cTQxEV4ym9hg4lakMpiuLZDWspSetEp+1A1w+I7xnWayRXNpODaaImCAgpZdNNhHG7pbs7IEaAq22DnLQi/OrxY64ePrIO1DZq7/BdYGUcEu1fmuml0vcd9199VfnrizyHiLsZfjRHN2dtxS0Ynt+Qr5lzZChL27y2Q584mWev4wfi5C1+BuZYq8qyIqbOIVlj8s2bzOLmlTzbalNqtaICdeQ5Do8TU4pMVow8xaybTctsNhguhKBZQUNMmvqUiMbfKUZGQFYrdXRxnJyeIN6rPqIPiO+oFab2OK3ahW6JAS83ozVOjJsrQtez8l77C4kq44au01hYHIiiDUWqZk3RJE2ZItP1NUM/aHVQ6LV6XypCYCybeV+TYiTmyrjZcvdT9wzCNI5PLhAjl48ec/nwodXXGtV38T205FrJkb7rcJ12Yr53794sc30zDr85792itKi1ZcfveZLL8yQO30SH4GPlyQ/HyRu1Uk9wk6NSAbfbnSvclO2xWucNTMppVpttKfw4aSze0sdTisQciTkTc1YkBYuBDbNWslNnzbR2GTjvvYUvmVgqHn1UTm6LGx2rkzNOumAhQGfcmcAEOPRJtYw3289SitF2JzabK8QHBue0+5pTqena90xdII55vhkb7gwa/pRxYtpc4/seR9DOdqszQqer4jRu6dDQK02J68srKrrZdOK0cHyauPzoIRePHpGzwpDLmPgG9yRnxat9oDqNz9cn66cmgHhivZ0dVtzNMHSxd1l+drfZ5GYMbjSEZ9lBOLmGAhnNcnvd1cvu7kZE21mL5vtr1c1cnoU+FWPVsEOzmzFqokSdOjHGkTFqTB5TtsSDYrIVlF/iPD50rNZrECGmTC2NWaiYvZNC3w9aCRQjk9eC3q1swQfO7tyl71YaZuSMd46rmklSOcEhXCq2/CMreoYUmTYbrXAyYR3nFLsOXc+wXlGK0mulmrIB2ryrWji12VwTViucC4ThhOB7XBFqOaHWzDSqY8Y6WVyupW6lJPK05fzDD9leXMzy19qbR+akSy4G/xUTADI1hBQTQ9+xMm3zForMsxRmNKRx2pe6i+06zxhiC8akFXk7MJy8/b32u7wM6EqMkaKZEhPMxC6iFfM6q1qv2ghLRMjGnmvch2Q8hpS0nUpKmTFpuZr2o4/EVJiykYFKneWXnfUH8iGwPr3DyemJttJGKNkITgs8tpSyC1+Kykm4okzEOEysT++ohIMlYHJJXFUt3h1KgXqlHHNbxZ20cr5CnUbLcsJKYDWs8E4JXL4b6IZEwhq+1sUFFm2lSJyI02jsRkdwqnc4rAZtntugQWcSc2PCdUK6vuLiwQdMV1eqjlBaR41qexWVo9CFRZmRpVSmpMKqMU2sVyulPbCAed1OyLUlJme40q6/zNSGVgTTbipDupynonWgxnLAEikzaPEsOwgnv7raME2RwRk3Q6OHeedNaQhMQap2TauGkaec51U95WRoi1jIopuiaYqMY2RrcXhMmYwjUyws0kduP6x45ZX79kjWAudUC01S5kaFSiONIbopzBrPjtstw+qE9XpNcI7O9/OG8uK8qXgJeXOp7Ei7kRET0RSI02hfgsNXcINKT4QQkNWa7ZwEqrvUuKXvc8pK+3UB5/VG7ELAh4716R1SVs5LCIHNZiJurhlqx+VH58TNiKsOwQqwizlkK5woWjJIxVLxqqWeUibmuAvp7HvBMtRVGgy4oyc458huwU+3i76M45fx/LNCmI+zg3Dy66trPnj/A17/zE+BWC2n7FaDXKzbm5iSVYwWYgSiZs8VJW9NsUq1RI9Vtac8i2lmhITqaxeUJOWDtvk4u3OX4DsqEHxPDYKQ5hi0JauWxxwnGp6bYmJzfcXQ96zWp4hTFS+88iyuH+nNs6aw3Wyw5ogqsZYTruoeIU0j3jmiQYtIT3ABFyAPmYIRw3THaOiFsTNjIgXtP9R6i0rnCd2KkzMhThNh3AJbLi8eEceOcdwSQkfNolBh+3tVdplVQ4NyyUxblerIJuE8Z6jbRW1Jh2pS2wtHnfdWtepTqSpDsSzev7H/yjtkZuncH7eCNzsIJ48p8x/vfI/XfvrTljkUdgpXrb5RV4JqqElOKtqTCFpFVIwNVyClwhS1JWBMabfJrBoO5aqxnnMaooTQcXZ2l5OTU0C7KtTQGRqhq1rDbZvddHY7h3ZkTimxHbecdQOrk1NT8moX3IowRKGvzWZDrhHJmPQzuKxPtISwdRqbr50QvJYEutDhrWBCYwmF31rKP8dE7pQ8lqIHhIKn7zu6fsXp2R3S9SWd9zz44H3uv3af0zunjM6BG5UiZ0/CUlq/piaXlzXMmSb9r0uTsmNW0FV56zqXkapZomyRxm+CRy130Go+l7yjmavzhLVr8TwruTzv3fAiTUQugHf3PY4XZK8CH+57EC/ADm1eP1trfe1pbxzESg68W2v9wr4H8SJMRP7lNs7tZZrXs7GXox3tFtjRyY926+1QnPyb+x7AC7TbOreXZl4HsfE82tFepB3KSn60o70wOzr50W697d3JReTXRORdEXlPtIvcS2Mi8jMi8h0R+S8R+U8R+bqdvy8ify8iP7Cf9+y8iMif2lzfEZFf3O8Mnm0i4kXk30TkLXv9cyLyXRv/X4q22EFEBnv9nr3/2X2O+0nbq5OLihj+Gdqq5Q3gqyLyxj7H9AktAb9Xa30D+CLwOzb+1v7x88Db9hputn/8bbT94yHb14HvL17/IfCNWuvPA+fA1+z814BzO/8N+9zh2NMIMT+pA/gS8O3F6zeBN/c5ph9zPn+LduR4F3jdzr2OJrsA/hz46uLz8+cO7UB7Pb0N/CrwFpqX/xAIT1474NvAl+z3YJ+Tfc+hHfsOV/6vdogvndkj+heA7/LJ2z8eov0x8Pu0um7tNPKw1toEcpZjn+dl7z/iic4k+7R9O/mtMBE5A/4a+N1a6+Ple1WXt5cKpxWRXwfer7X+677H8v9h++auPFc7xEM2EelQB/+LWuvf2Okfq/3jAdgvAb8hIl8GVsBd4E+AV0Qk2Gq9HHub1/+ISAA+BTz4yQ/76bbvlfyfgc/brr1HOz7/3Z7H9NwmyvP8FvD9WusfLd5q7R/hR9s//pahLF/kOdo/7sNqrW/WWj9Ta/0sek3+sdb6m8B3gK/Yx56cV5vvV+zzh/P02vemAG2H+N/AD4E/2Pd4PuHYfxkNRd4B/t2OL6Px6NvAD4B/AO7b5wVFk34IfA/4wr7n8Bxz/BXgLfv9c8A/oe0r/woY7PzKXr9n739u3+NeHse0/tFuve07XDna0V64HZ38aLfejk5+tFtvRyc/2q23o5Mf7dbb0cmPduvt6ORHu/X2vxKxrY8Wb0hDAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qUg8GnH9SAjH"
},
"source": [
"## OpenCV로 모자이크 처리하기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "BEnBGBRaSaQ_",
"outputId": "ffbccce5-416c-4a08-8cc5-3abfc0a2e080"
},
"source": [
"import cv2\n",
"\n",
"def mosaic(img, rect, size):\n",
" # 모자이크 적용할 부분 추출하기\n",
" (x1, y1, x2, y2) = rect\n",
" w = x2 - x1\n",
" h = y2 - y1\n",
" i_rect = img[y1:y2, x1:x2]\n",
" # 축소하고 확대하기\n",
" i_small = cv2.resize(i_rect, ( size, size))\n",
" i_mos = cv2.resize(i_small, (w, h), interpolation=cv2.INTER_AREA)\n",
" # 모자이크 적용하기\n",
" img2 = img.copy()\n",
" img2[y1:y2, x1:x2] = i_mos\n",
" return img2\n",
"\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"\n",
"# 이미지를 읽어 들이고 모자이크 처리하기\n",
"img = cv2.imread(\"test.jpg\")\n",
"mos = mosaic(img, (50, 50, 450, 450), 10)\n",
"\n",
"# 이미지 출력하기\n",
"#cv2.imwrite(\"cat-mosaic.png\", mos)\n",
"plt.imshow(cv2.cvtColor(mos, cv2.COLOR_BGR2RGB))\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "T9jqA8rXVKU1"
},
"source": [
"## 사람 얼굴에 자동으로 모자이크 처리하기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "iGm5TCbiSfdF",
"outputId": "f24c9fe3-6b06-4431-bec8-68bcd6e8cb6b"
},
"source": [
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"\n",
"# 캐스케이드 파일 지정해서 검출기 생성하기 --- (*1)\n",
"cascade_file = \"haarcascade_frontalface_alt.xml\"\n",
"cascade = cv2.CascadeClassifier(cascade_file)\n",
"\n",
"# 이미지를 읽어 들이고 그레이스케일로 변환하기 --- (*2)\n",
"img = cv2.imread(\"family.jpg\")\n",
"img_gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
"\n",
"# 얼굴 검출하기 --- (*3)\n",
"face_list = cascade.detectMultiScale(img_gray, minSize=(150,150))\n",
"if len(face_list) == 0: quit()\n",
"\n",
"# 인식한 부분에 모자이크 처리하기 --- (*4)\n",
"for (x,y,w,h) in face_list:\n",
" img = mosaic(img, (x, y, x+w, y+h), 10)\n",
"\n",
"# 이미지 출력하기\n",
"cv2.imwrite(\"family-mosaic.png\", img)\n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
"plt.show()\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8dTZWalKVlN2"
},
"source": [
"## OpenCV의 얼굴 검출은 옆모습과 기울어진 얼굴을 잘 검출하지 못함"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 493
},
"id": "AufBadPNSpEv",
"outputId": "074ba9db-f761-49d5-dfe9-4baee39609e4"
},
"source": [
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"from scipy import ndimage\n",
"\n",
"# 검출기 생성하고 이미지 읽어 들이기\n",
"cascade_file = \"haarcascade_frontalface_alt.xml\"\n",
"cascade = cv2.CascadeClassifier(cascade_file)\n",
"img = cv2.imread(\"girl.jpg\")\n",
"\n",
"# 얼굴 검출하고 영역 표시하기\n",
"def face_detect(img):\n",
" img_gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
" face_list = cascade.detectMultiScale(img_gray, minSize=(300,300))\n",
" # 인식한 부분 표시하기\n",
" for (x,y,w,h) in face_list:\n",
" print(\"얼굴의 좌표 =\", x, y, w, h)\n",
" red = (0, 0, 255)\n",
" cv2.rectangle(img, (x, y), (x+w, y+h), red, thickness=30)\n",
"\n",
"# 여러 각도의 이미지를 만들고 테스트하기\n",
"for i in range(0, 9):\n",
" ang = i * 10\n",
" print(\"---\" + str(ang) + \"---\")\n",
" img_r = ndimage.rotate(img, ang)\n",
" face_detect(img_r)\n",
" plt.subplot(3, 3, i + 1)\n",
" plt.axis(\"off\")\n",
" plt.title(\"angle=\" + str(ang))\n",
" plt.imshow(cv2.cvtColor(img_r, cv2.COLOR_BGR2RGB))\n",
" \n",
"plt.show()\n",
"\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"---0---\n",
"얼굴의 좌표 = 319 308 405 405\n",
"---10---\n",
"얼굴의 좌표 = 394 385 409 409\n",
"---20---\n",
"얼굴의 좌표 = 451 444 408 408\n",
"---30---\n",
"얼굴의 좌표 = 494 483 409 409\n",
"---40---\n",
"---50---\n",
"---60---\n",
"---70---\n",
"---80---\n"
]
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "w0y95uNmWhok"
},
"source": [
"# 3-3 문자 인식 - 손글씨 숫자 판정하기\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aM8Dj5n8iC9p"
},
"source": [
"## 손글씨 숫자 광학 인식 데이터셋 사용하기\n",
"- URL : https://archive.ics.uci.edu/ml/datasets/optical+recognition+of+handwritten+digits\n",
" - 8x8 픽셀의 5620개의 손글씨 숫자 데이터\n",
"- scikit-learn에 업로드 되어 있음"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 258
},
"id": "LIiiSvsoiL2y",
"outputId": "3acdc52f-749d-4cd5-dfc3-89838f010dee"
},
"source": [
"from sklearn import datasets\n",
"import matplotlib.pyplot as plt\n",
"\n",
"digits = datasets.load_digits()\n",
"\n",
"for i in range(15):\n",
" plt.subplot(3,5, i+1)\n",
" plt.axis(\"off\")\n",
" plt.title(str(digits.target[i]))\n",
" plt.imshow(digits.images[i], cmap=\"gray\")\n",
"\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 15 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "v8zY3PMwh5sy"
},
"source": [
"## 이미지 머신러닝하기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Akk01e3zhJ8j",
"outputId": "18678f1b-634a-46a1-ac71-4472b0a708bb"
},
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn import datasets, svm, metrics\n",
"from sklearn.metrics import accuracy_score\n",
"\n",
"# 데이터 읽어 들이기 --- (*1)\n",
"digits = datasets.load_digits()\n",
"x = digits.images\n",
"y = digits.target\n",
"print(x.shape)\n",
"x = x.reshape((-1, 64)) # 3차원 배열(1797, 8, 8)을 2차원(1797, 64) 배열로 변환\n",
"\n",
"# 데이터를 학습 전용과 테스트 전용으로 분리하기 --- (*3)\n",
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2)\n",
"\n",
"# 데이터 학습하기 --- (*4)\n",
"clf = svm.LinearSVC()\n",
"clf.fit(x_train, y_train)\n",
"\n",
"# 예측하고 정답률 출력하기 --- (*5)\n",
"y_pred = clf.predict(x_test)\n",
"print(accuracy_score(y_test, y_pred))\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(1797, 8, 8)\n",
"0.9444444444444444\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mRbnGQW08owR"
},
"source": [
"### 차원 변환함수 reshape() 알아보기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Z-OcAno_n5_B",
"outputId": "07522ed2-7259-4522-a7ee-51bd31eb08ae"
},
"source": [
"import numpy as np\n",
"\n",
"x = np.arange(12)\n",
"x = x.reshape(3,4)\n",
"print(x, x.shape)\n",
"\n",
"x2 = x.reshape((-1,1))\n",
"print(x2, x2.shape)\n",
"\n",
"x3 = x.reshape(1,-1)\n",
"print(x3, x3.shape)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[[ 0 1 2 3]\n",
" [ 4 5 6 7]\n",
" [ 8 9 10 11]] (3, 4)\n",
"[[ 0]\n",
" [ 1]\n",
" [ 2]\n",
" [ 3]\n",
" [ 4]\n",
" [ 5]\n",
" [ 6]\n",
" [ 7]\n",
" [ 8]\n",
" [ 9]\n",
" [10]\n",
" [11]] (12, 1)\n",
"[[ 0 1 2 3 4 5 6 7 8 9 10 11]] (1, 12)\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qknEORLRvNO9"
},
"source": [
"### 학습한 데이터 model 저장하기\n",
"- joblib 사용\n",
"- pickle 사용\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "rZhHfl2J0EnV"
},
"source": [
"#joblib 사용\n",
"from sklearn.externals import joblib\n",
"joblib.dump(clf, 'digits1.pkl')\n",
"\n",
"#pickle 사용\n",
"import pickle\n",
"with open('digits2.pkl', 'wb') as f:\n",
" pickle.dump(clf, f)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "VHYNfTmLwVbo"
},
"source": [
"### 저장된 학습데이터 model 읽어오기\n",
"- joblib 사용\n",
"- pickle 사용\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "PTodmzJ7vFYv"
},
"source": [
"#joblib 사용\n",
"from sklearn.externals import joblib\n",
"clf1 = joblib.load('digits1.pkl')\n",
"\n",
"#pickle 사용\n",
"import pickle\n",
"with open('digits2.pkl', 'rb') as f:\n",
" clf2 = pickle.load(f)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "nU2_e-BT2Rqc"
},
"source": [
"### 읽어온 model로 평가하기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "HxlnGCRYvFjF",
"outputId": "b11e31a0-efba-49bf-efff-b4cad779b532"
},
"source": [
"y_pred = clf1.predict(x_test)\n",
"print(accuracy_score(y_test, y_pred))\n",
"\n",
"y_pred = clf2.predict(x_test)\n",
"print(accuracy_score(y_test, y_pred))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.9444444444444444\n",
"0.9444444444444444\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ybC_rVAN8fdz"
},
"source": [
"## 자신이 작성한 이미지 판별하기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "QOIuCBF1vFpn",
"outputId": "fef097d9-785e-421a-9e21-a030eb077188"
},
"source": [
"import cv2\n",
"from sklearn.externals import joblib\n",
"\n",
"def predict_digit(filename):\n",
" # 학습한 데이터 읽어 들이기\n",
" clf = joblib.load(\"digits1.pkl\")\n",
" # 직접 그린 손글씨 이미지 읽어 들이기\n",
" my_img = cv2.imread(filename)\n",
" # 이미지 데이터를 학습에 적합하게 변환하기\n",
" my_img = cv2.cvtColor(my_img, cv2.COLOR_BGR2GRAY)\n",
" my_img = cv2.resize(my_img, (8, 8))\n",
" my_img = 15 - my_img // 16 # 흑백 반전\n",
" # 2차원 배열을 1차원 배열로 변환하기\n",
" my_img = my_img.reshape((-1, 64))\n",
" # 데이터 예측하기\n",
" res = clf.predict(my_img)\n",
" return res[0]\n",
"\n",
"# 이미지 파일을 지정해서 실행하기\n",
"n = predict_digit(\"my2.png\")\n",
"print(\"my2.png = \" + str(n))\n",
"n = predict_digit(\"my4.png\")\n",
"print(\"my4.png = \" + str(n))\n",
"n = predict_digit(\"my9.png\")\n",
"print(\"my9.png = \" + str(n))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"my2.png = 2\n",
"my4.png = 4\n",
"my9.png = 4\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "c07xhjX-8_dh"
},
"source": [
"# 3-4 윤곽 검출 - 엽서의 우편 번호 인식하기"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 172
},
"id": "3ZdxYYoA-ZIp",
"outputId": "07ee3357-0833-4eba-919c-fce9682b1673"
},
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"img = cv2.imread(\"flower.jpg\")\n",
"img = cv2.resize(img, (300, 169))\n",
"\n",
"gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
"gray = cv2.GaussianBlur(gray, (7, 7), 0) \n",
"im2 = cv2.threshold(gray, 140, 240, cv2.THRESH_BINARY_INV)[1]\n",
"\n",
"# 화면 왼쪽에 변환한 이미지 출력하기 --- (*3)\n",
"plt.subplot(1, 2, 1)\n",
"plt.imshow(im2, cmap=\"gray\")\n",
"\n",
"# 윤곽 검출하기 --- (*4)\n",
"cnts = cv2.findContours(im2, \n",
" cv2.RETR_LIST,\n",
" cv2.CHAIN_APPROX_SIMPLE)[0]\n",
"# 검출한 윤곽 그리기 --- (*5)\n",
"for pt in cnts:\n",
" x, y, w, h = cv2.boundingRect(pt)\n",
" # 너무 크거나 너무 작은 부분 제거하기\n",
" if w < 30 or w > 200: continue\n",
" print(x,y,w,h) # 결과 출력하기\n",
" cv2.rectangle(img, (x, y), (x+w, y+h), (0, 255, 0), 2)\n",
"\n",
"# 화면 오른쪽에 결과 출력하기 --- (*6)\n",
"plt.subplot(1, 2, 2)\n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
"plt.savefig(\"find_contours.png\", dpi=200)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"97 64 30 28\n",
"101 9 90 81\n"
]
},
{
"output_type": "display_data",
"data": {
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