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Detect images with input text and extract all the faces in that image
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Detect images with input text and extract all the faces in that image",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/akhildaphara/1961639d4b2ab92f4d723dc428159f5b/detect-images-with-input-text-and-extract-all-the-faces-in-that-image.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "33obgssymhgR"
},
"source": [
"## The Assignment\n",
"Take a ZIP file of images and process them, using a library built into python that you need to learn how to use. A ZIP file takes several different files and compresses them, thus saving space, into one single file. The files in the ZIP file we provide are newspaper images (like you saw in week 3). Your task is to write python code which allows one to search through the images looking for the occurrences of keywords and faces. E.g. if you search for \"pizza\" it will return a contact sheet of all of the faces which were located on the newspaper page which mentions \"pizza\". This will test your ability to learn a new (library), your ability to use OpenCV to detect faces, your ability to use tesseract to do optical character recognition, and your ability to use PIL to composite images together into contact sheets.\n",
"\n",
"Each page of the newspapers is saved as a single PNG image in a file called images.zip. These newspapers are in english, and contain a variety of stories, advertisements and images. Note: This file is fairly large (~200 MB) and may take some time to work with, I would encourage you to use small_img.zip for testing."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5Pt8hu8jpPJL"
},
"source": [
"Dataset: https://drive.google.com/file/d/1QGBVoBbVtw6AGlEx9duQpMzQU0iXuCDw/view?usp=sharing OR https://kfekplcynukzpbtlubqotk.labs.coursera.org/notebooks/readonly/images.zip"
]
},
{
"cell_type": "code",
"metadata": {
"id": "vguImmN3tAXo"
},
"source": [
"! apt install tesseract-ocr\n",
"! apt install libtesseract-dev\n",
"!pip install pytesseract\n",
"!pip install tesseract\n",
"!pip install kraken"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "NaC8NpU-tGdJ"
},
"source": [
"import pytesseract\n",
"import kraken\n",
"import zipfile\n",
"from PIL import Image\n",
"import cv2 as cv\n",
"import numpy as np"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "LtM1fBgDBaYq"
},
"source": [
"face_cascade = cv.CascadeClassifier(cv.data.haarcascades + \"haarcascade_frontalface_default.xml\")"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "-bE44tzsFlQW"
},
"source": [
"def read_zip(filename):\n",
" '''\n",
" iterates over images in a zipfile and extracts and modifies global dictionary for all\n",
" also creates a namelist containing all names of all images in the zipfile\n",
" '''\n",
" ref = zipfile.ZipFile(filename)\n",
" for each in ref.infolist():\n",
" image = ref.open(each.filename)\n",
" images[each.filename] = [Image.open(image)]\n",
" img_name.append(each.filename)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "kUs2hUwECdfz",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 255
},
"outputId": "da3ed1fd-032b-493c-ff17-87fc0afa2086"
},
"source": [
"images = {} # dictionary of images\n",
"# key : filename\n",
"# list[0] = PIL object, list[1] = text recognised in that image\n",
"# [2] = list of face boxes\n",
"img_name = [] # list of filenames to access dictionary\n",
"read_zip('/content/drive/My Drive/images.zip')\n",
"\n",
"for name in img_name:\n",
" img = images[name][0] # Accessing PIL image\n",
" \n",
" images[name].append(pytesseract.image_to_string(img).replace('-\\n','').lower())\n",
" # taking care of word break at the end of the line\n",
" print(\"Text Recognition completed on \",name)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Text Recognition completed on images/a-0.png\n",
"Text Recognition completed on images/a-1.png\n",
"Text Recognition completed on images/a-10.png\n",
"Text Recognition completed on images/a-11.png\n",
"Text Recognition completed on images/a-12.png\n",
"Text Recognition completed on images/a-13.png\n",
"Text Recognition completed on images/a-2.png\n",
"Text Recognition completed on images/a-3.png\n",
"Text Recognition completed on images/a-4.png\n",
"Text Recognition completed on images/a-5.png\n",
"Text Recognition completed on images/a-6.png\n",
"Text Recognition completed on images/a-7.png\n",
"Text Recognition completed on images/a-8.png\n",
"Text Recognition completed on images/a-9.png\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "uU2Up5Dzsvz-",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "7dd38010-9212-4193-83eb-3e061f7c9e91"
},
"source": [
"inp = input(\"Enter a term to search : \")\n",
"inp = inp.lower()\n",
"\n",
"for name in img_name:\n",
" img = images[name][0] # Accessing PIL image\n",
" if inp in images[name][1]: \n",
" print('Results found in file',name)\n",
" try:\n",
" arr = np.array(img)\n",
" faces = (face_cascade.detectMultiScale(arr,1.35,4)).tolist()\n",
" images[name].append(faces)\n",
"\n",
" face_image = []\n",
" for x,y,w,h in images[name][2]:\n",
" face_image.append(img.crop((x,y,x+w,y+h)))\n",
"\n",
" contact_sheet = Image.new(img.mode, (500,100*int(np.ceil(len(face_image)/5))))\n",
" x = 0\n",
" y = 0\n",
" for face in face_image:\n",
" face.thumbnail((100,100))\n",
" contact_sheet.paste(face, (x, y))\n",
" if x+100 >= contact_sheet.width:\n",
" x=0\n",
" y=y+100\n",
" else:\n",
" x=x+100 \n",
" display(contact_sheet) \n",
" except:\n",
" print('But there were no faces in that file!')\n",
" else:\n",
" print(inp, \" is not present in \", name)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Enter a term to search : Mark\n",
"Results found in file images/a-0.png\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=500x200 at 0x7FEF4F72A5C0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Results found in file images/a-1.png\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=500x100 at 0x7FEF4F72AE80>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Results found in file images/a-10.png\n",
"But there were no faces in that file!\n",
"mark is not present in images/a-11.png\n",
"mark is not present in images/a-12.png\n",
"Results found in file images/a-13.png\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=500x100 at 0x7FEF4F72A5C0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Results found in file images/a-2.png\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=500x100 at 0x7FEF4F72AE80>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Results found in file images/a-3.png\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=500x100 at 0x7FEF4F72A5C0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"mark is not present in images/a-4.png\n",
"Results found in file images/a-5.png\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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pcyJbYSENPHHWuLdMA8s18ZCQmvLLIC7KC8UsJYpJzjW+PGtEjaiQ6TJ3xVJXrAOW2lpaMadmQW6Exq2ZEffm8dnfvhzRCxenNbBmBivNKBErh05GYTE4X9l0M9M3WjyWHms1Jxz4OWMFm66Vo3hSvK3EVbelh/iRf7AA5x3GnRHJPhwOycBmTIuCNH97556QPZ/PF2QqSAEXfXT55Zevr6+/9KUvzfP8m9/85iOPPKIkgNLVaSEXHJKbBITZW2hiRARPp1NqQrRaLVRAZtZut3HNxuPxyspKr9fb2dnpdDpsyenVarVer8eDW2hoLAyi2QwGzeuwMWJdcO2xO8R4eKBSd3CjlBlfr9cHgwEEDpkQmiTMDT0GK/XqFyQHcHRSo4lVyqBLZ7lEKIwEPcIgGQwGvFmzIJWUfCIWQKxZMeiF52kXno+tPAnF2wtX4BQeG8Ol4H1hqtD8Jy9e94chvXTnPeJZ4jt56rJKpQtaM89C5v0Mx0dZltCmmtJzzzDkRUJViRuOhiRzIXwRBIvmnr4hwgevRONSqwpOSQMOX6xWq1Erw7wKR+YKel2CFv7scJGbtbm5CcmreGCr1aJYzfb29q//+q9DQJkZpFBIuEuuAx2ceHZu4uEyfDTmOSQcuJx8IJOFa2Q+rtVq29vb5DFBdyCSgU2G41poaCwGrIaZKdfUnG3DHmn+C8fAzOucmPMSWBY0iyHlAhOlRY/WRkmg42bAyLTp3LjhiUdfl87McDlSsJReb4ClKgOGO8BdyjwhDlqm9CRV1oX4WKGfLsdCvEoSKOJF7CRJwqCF7WTCGI1G3C70M8sNTkQ8J+RysRMPnScu8GBZzZqR1S4jT84mbqmZSY1eeBEMcdwKi2We72oBR2+eQrXH3U6DdCcZNcZfEVQ40mWE7sbcCzBph5kncJMie8Zgnwz6fr9/9OjRyWRy6aWX7t+///LLL3/b29525MiRjY2N8XjMm8BcxYuHzeX1I0KFgE+rCkKmXBcRwpnD/N3DlFPRgXeeEOtoNGJZg5dHyGTp3qi445BbF41eetDPPIqeBGJ/sTES3iUubeQuZa7Bxcrj2yo9QowiK0vN9NKqsls5EMulGkSA8AZxkoXXwhOvuMdHYTjJrDP5mcel4FFTryA2cy0/iyFz+64AKdMq0wCvPEdXYF8r7yyWH7hAcDqraObZp3AChOaxOPJ9zIwFNUaEEaPKUPK2NBREm5pb8LnXJxDrh+hFwqxKpaKsRZxf7LWMdemyNrwbDCKvsdx2HU4OMudsZgty7ppgmO1ST9dOkqTb7a6urlYqFchurVG4D1AB+FO8n8SyeAO1JOIovHty4c2MsjyYb3j5Xq+3srJi/k52u10E+Bh69rOzs7PIxS4OhUkxCrVaDTdQ2Weixc3tLFetu8T4YXjgpMtOYfUwQ/qGaGTI5pv7wowNJj9mR4WRlq4AMV9M8Bk3ZepF0Lgo3gjejtFoVK/XpR5m0ipcKmNmxGZ11fIqsOa4AhLCFZ6gJO+e0+BYBEjKIP4RaZkLBaeTgPB3ykBaS4AOclMjhkKj/JJXRbN96eR74aWLxNOFghB8N+0ByLRhDhStDWM4hAGouREy9bzzqpqgtQIlxuQScpQF8y96vR6iC+TziHzQuf/n//yfOQoMLwfSrJl44eJut8vJk+FVeO5J5okFBGNtd/o4JV6HwyElB4bDIfMr9XI1xYaUPftf5GIXxNzzk2VHSk8dEu9nThSwsaQvGjCiTeTvc3WJx5aVfYO4iwSowstPQjJYUKPNfNwWXlGL27hc467oqMJOEkSWZdlut1l0pi4QkjtfliXKV1hQRcXkNDCHMZUyGrnzw+FQvrm5YBQLrmVuGM1OPfjPPV/ivYp49sh58HJ25l4AGicU0ynGZj6fE181JzR5naRaY3ixWuRlM1e1J0ERxNQr9+IIV6tVxbgUxBfJPve6dIXrHBSC4xqwaNJIhJSOVARhoPWMsb29De+E9cTmPv744x/+8IfH4/FrXvMaJj+pXNjSXBcoaRCXgA2aewKt7oCytNI0bbfbzAq4XZVKpd1uw7aXZUnKEvVdyc/K83x9fX0wGHS73eV6WEplwEzIDRcdbF72R8X6xS+xphFBzGhB54frDUnIfdAEn3iuRulidj7A1SRJ0mg0er0edj/3HDoGzHKzLkNCnBELraQkD02EcndEVPIT5vXE5YwKYqs0fOn1pXWjQv6dHTKckiACZx4hSzx1w3xVGnH+Iy+9vGeWZUTnNefnXi0S860Fsmw6L61oE+zUysoK3iiDrwiKkaZBDqEF1Ke4F7GB8rJxhMU+s7ovPD1VZGUaZKyEBJGmLkU1F7lZpJasra1RiJF417333nvfffe99a1vbTQaKpGGOm0eVKIvXcTGLeUqRIyy5dwzUbljuuGswafTabPZzPOc+VWxkH6/L2G48lCUOrQscBryGBScD6fYmRdonM/neBJ8r1Q1YsJ4nfxJfihPP03TTqcDVYVhktliyMEq4GyKoTYvNjf3CvLn/PbsApM3Uxo2ms9mButtHvbE1xkOhyrPYGZFUajEdOnyYjMbjUZ6ATkQ69rJZNJsNmE1SR6k1mOv18s9OcP8tvPuIGEys8lkwrEizn/k8n/zPG+329vb2xhWDId5ZqB5+RdJO0INn6KmKysrmac1qZ9GSOdlLjw35xYt4Gcyr/MH+S7fVnMAm8mTFd+Se6sKRqTcfBbgM2/VtKC9S9OUHghJkqyvrw+Hwz/5kz+5+eabf/qnf/qiiy6i/5F01oUrSkkYEdEM+6/byJ65Ia1WC7ddKyeuhYUCF8VMTPlftGsrKyuUgiKQq4rKlCZeFrC/iVcUKFyop6CIOdvGQgdTiwAmc2W6PHeWNRRtF7fDYgjnlI2lViIZFW8DL6QMNGDITrSeYNgs8V6FGgTsaenlnrTWwcKyXlFoql6vE3ZiWOINcBPkyMuHwKln2pO31Gw2teBO0xRfCrXMZDKh1D5LLqlal55CEeLosWNfueeex48cMbOXXnXVa374h595+36//5XDh//qgQf4543XX/+SF7/4rJ/VuTnK34hcy2dMueopJklCfZJZUBlGQZvMhcOg8Ox58+SRxDUwWuXpc7Y751uOqhwWZgWGLMr00pNdE29jZG4gwkTtuScuKUBUeEYiPPiCojd+jiXNsuzIkSN/8Rd/8e53v3tjY4MqCLm3vuN+0hciCUp/5HmuCBX2i3ZUXD4uFfFS5jCWTQpr42exbGeCSdOU0AjrJCW10txjkYtdEGJpxdhmjtQF7DLxmuy12LKgRrRGV0gRmLMZcy9FoLgFHj22THHFzFuMQS1akN2jKWdZ6Ha78E46W4o0yC3gtCH9ePRYfERZmSdAJUlCnymUxFwmDW10l5Qlx4gyD+Azbnd2dnhfiqCkQRHkjnFuS7xXQr/fv+Vjv/eJT+3KVr32mms+cvPNT1lY6Z577/2Pn/jkHXfdGX750VtuedMb3/grv/iL+ubv/cAPPOXhvvxnf8aHD/78L+zZSfhXM/vYrbd++rbPmNnffdWrzOyOu+786C233Hj9DT/3wQ9c/BxbOd5z773Pafs9+E6Lg6nXQuGb1AuopkH/DQ2IcEsxIYknU6j5qpaNYRy1cAGlvDD54IykeVDqIAmYeo4rIghnHGFA6h0t5l6fRGtzTC0GMV1MpZt5vVkImWaz+UM/9ENPPPEECgSstrnPLj7UApmN7q1mKQW1OGHNDWmaUjFRNIJiFWLw+Tk2/dSpU7jz7H/miT/LAk8K709BcjHC4aPPvLQszxrNaEg7pJ6GI78h9VQduGYEkbqNZVB5PPWOqeE9Z7SnLtbCOV3ivcpdVYyJZwXDukdyg8x1kDCiadAjSdEdUfa2uzVm6rXD4PdET+mlU+wUiYReHE23Fa96lCxbXwvuuffen//f/vfNrc0br7/BzO776lc3tzbN7J7Dh3/5V3/t5t/8v/dsj8F920+99Z+88x1888U77mRi+MPPfvayyy57z7vexfd/9F/+y2dvv/3Tt32GHW6sb7zn3e++4frXaFc/98EPvPzlL9MG73z7O970xh/nT/1+//0f/OA9hw+/8+3veO97/hlzzNFjx37xV37ljrvuvO+rX/39/3Drs7fvmiTOGKdZUYXR9YbAaysfFWuLIynFgrmVL4MqfQqXafmsjYFmgvCF1JrUvOgHOgFFAqCbcUnEYne7XVmEdrude6oFA7TwitWQM1RrWeRmVb0isXk634033njPPfc8+OCDV155JXYZ4oWFwurqKnwCsw42TgmTCNokTmByRVa8sbFBdzpCrLhspSv5uJCVlRVe9SzLOp1OtVqFth6NRjs7O0uvCjkPepPqQWgwJIG+Ng2023p8iRcWLVyFrXS2NEh2NZfnmtPozAoVr4JX9Y6PmhIsGN6p92pfbkAV5TFix8SbLHLymuQqXtxYV6SJCiJO0zmuN1fElVLAgzGmblasnNibmSnTm/vMzvmTghksLpcuhbzvq1/9P//Nv/nZ9//MDa95DeM89OLvuOvOBx96KKRB7v7Slz56yy1m1ml3VHHs2quvXlnp8P2f/fmfy7hffPDge971rk6785s3/7aZbW5tvvENPxa+TWyws9P9xKc++elPfCI80C//6q/dc/jwjdff8IH3/0y4/b963/ve8973bm5t/tbNH3ryxPOU0DkvgtPvnjKSwzWy+eAQdVPxnny8XfLNs0BZnHtyubZhYpCbkAWamSQo1Wvup4eeKUMwCYpqpV71d+4N7Nlht9ulDP14PKasOYdDPVm46HCRm0UYgNjdeDx+4okndnZ2vv/7v/+HnelLkoReaKUrMsPI6tzrkieehc9ERYA08bZKnDxvIDwPL7maF7daLarm1mo1xDNm1mq1Dhw40Ol0VldXNzY2VD5wiSDHkpsQ3nkt0RToS4MSBag8pdTmT3ge0M2Kz+s2Zl6LNHUpiNwRTSppEMzXGoIhofXossDsjuSJxUTmvSe5Cu6JeS8w3UCguDSjnYFEoSE8JEZas9mkw/Xc66bhMPF5Y2MDTs+8nx8OiuyA7uHy7tNpvOhFL/zMpz71hte/Xja31Wq99z3/bGN9g39++Sv3hNv/6Re/yAfstfDGN7yBD/ccPrznEG98w49pb3feffeTz+Fzhw5de801oWW//dAh6BotDoRrr776yiuuMLM77rrzWTItOudFcFosFY54VmHETrGtstRJQJoz7BQIzVycmwYy9iIobl7uLhVpQWJe6TkpGq+hn6VVvDk/G/p60lNKJYbd1yklu/vtLXKzFGFuNBoMfaw8+hncJd4QXidYVN003kwtO1LPm2fGwjYRDdM8hAXPvG6imWHl2Q8GMcuytbU1yHcpH0aj0YLpuAtCwiGNENmFMqh6aF5HiCuiakIZJCKZmyEND40lc/KQ3RIbtKA+EjthapTdxzmVAIyk32XcoV3IsowCQanri4gVM0tJbZwkCWtBRnXowYjlg9RSrfyyLDHiiZfAVOaKXIc0EMUxMjOXqDEmq14EKfGAxxKxurL65C9brdZ1P/xDfO72do18NUfDwgrPwJC0Wq0fe/3r+fwnf7rXzt79pS9tbm3+xJvfHH5568c/bmYb6xtPWY74B3/gB/nw5a985ekO+pTnvAhO9yFTB3q4aZUTqHpNLmlmRKGIxJSFklNfBiU+RGiWXthg7sl4c08lL7zLjNby4ljNDAbfPLWKEr7KURoOh4x13nZG+Z7YWuKFXBakVrEX7JZ8y6IoNjc3W63WFVdcsb29LbUG631eKkKm+GJcESEpPDLzooDmbNLKyopae4fyGzQPmWdaisPBROLxmS/PKwuXwFwQmaehmd+3wstIYIOIWzDMwvnPXKCVuAiK4aGLVd6cHI6qN3o0L26VuqJ07glQqSdnyJFnqk6DwlhLBB6DmU2n0zAdSfUszQxHNfUciLAumKY9rDC+hSKx5rp4jbeQdWHhmGWZpLqFV/govTW57s/My/+eh3g6gwjN0u115ao/G7zpjT8unufosWPhTPDf//LLG+sbN7zmO0T8gw899PAjj5gHUffg6LFj+nz//V9/NkfXOf/zP//zZ3/Oe5DLMUd4V3qLDHNjygtW9XpPWk1rzKWeUCo7LhqUbUpv0JV6CwuxMeaC6MKFEJmXi+L8Ci9xx/speSWGg3JasCUsOeUnsn/So/BxlFJ0xtAqlURwcyf01KlTvIdYcyo3yEKtrKxgmEovfqIPmn7MbTfXrlAHxddS72iYeeHy8XhMtYOtrS0uP/Um5lgrluGLXOyCCJ8ClojIqkaUnrtcQsVLw2WiuRtR9R6qjA1+O/f+J+aDLfPujBY4IoWHBBPXAhZBn1KtEZcFRVym3qxY64yQ+eT8JbRVtAyFaBGUXGUsdTodvAQEQgxLPDlZcwuasmbeyZbRi3CLdCrCvIzA89a4PwPe9ta3PNefvOTFL772mmtgbD57++0i5c3sc4cOve2n3hoS8XfcdZd/uPPp9Dbgvq9+9Tmd8z9/97uf44l/B7nIDQaTlnLmjS8SLzqqpG2tsougep8FfZoYN6XLY/XWyQG3wIcKiZrE47GZl5HRN9Q3D4O3Cpna7vZG/JYXo/Aa2bKMZ3ynzJNuEpfwEy/NvYmr7g+yGRRpmVfLsqDjBPdTmjzc89Qr4Mv3nHt/q8Tp5nlQE23mJd3TNEXezh3e3t5utVoooBe52AXBlMOSXwp0yTxEEZSucFc8sAzKmIRBflkWcVa6sSwCeMqqgmtmc0+e4q6Kfkw8dTYNJGFLvFdzr74gWZE8ca1gZFIz71OmBTTx2NRrhGGaFfpSlngWlIyXpZ55QTFGFxOe+YTKEzSXe7GfpQdUF8HdX/rSXz3wwP33f/3JcsYn4yfe/GaM+x9//vMy7nAyT7cIeOfb3/HaG284e+e7EHINLCZ8eeUWVPZIgiwhcX8aeZoeNOBm3pg4pNTNR0zmZeqSQAAuu5940TELBJfw17J9JDFhMsqyxL3VdMKQxeOQB6R8v0VuVhmIqRNXHHOXRA1Vq1X6J0ixo2ms4q1LdE+0DMo8gVMHkuUyp7YUJ5TCkldUq6IkSXCQqVq+XMGMHqu89fBy8KxTVzQmHkyWl5AG6hr9yoIaovph4tnU5snATLS5FxmW/cLVgM7ieWWO5RqsxPOxGdu40ooEaAwrJKYsVqaoWVBFgMsx97SgYnDAmTJVpiL1CvLyk5hlRa5q9pWbLwuwrBu1CG4/dOjWj3/81Kntt/3UW9/8j970vvf+i5e8+MXP7GW/4fWv//BHfndza/PhRx655957IdP/+19++cbrb3g6vv6xxx47iy0Abz90aJGff6fkL6StQo7p7nimeU9FCwr26p/istOg17M8dC2EbXdkddd5+IrSfMUtBjlxcZgoeAXK5KTgxg4Gg42NDTH4LHJx60RNLnKzFJKlVRDSQ8W71JZsbW0NfUin09HCNt2tI7KgcyYmXon1uadoFZ6PmnqREEn9iJ1yPvjslIXCfuHKnScFniperB+2Qc6B1nNK/tpjYaHgNU5CE2a752lSHLSluPvUg5NmVngx6jKI+c+9Kla5VJ07RejCNXESlKHXJKQXSlNgEij3S+98Yk5mck/UG0BLw/D1NPer4GpYAVSCljsqfpAFfa+WdaPOGB/6yO9+4lOfvPH6G/7Dx375OTk9b/uptyJJ/OIdd1579dX9fv8Tn/rkr99009Ntv72zvfjZAs55kT18p4C4fNsk0C/qbdSMLS5FXrZ4kpAzYe8aB3LEzGMyWmUXrrVKvF5gGSSvhho1vAzzSKzWoVpYpF5jVleBCT5bBAXUAaa83W6TRkiJrsyTAIqioHikJI/1eh3jrsiz+eKmDDJvRdoo3igRJBXKEMVrWYNDyrq76r1J6dkNi8U0sEQU3jkWNaq5950GKUj6Z7FbImVBuAXI7Si9rgA0C1ZbBk4urZz6wjNxMHOSn7IBAYzlGvfCK2TsWclpuVP14qZshswhDWo5hLQk+9yjgMBezz2X27yyk2ZBDb/U9QiKnaZBd6f5eZPH9OzxsVtv/cSnPrmxvvFrv/LcLLsFcsnPHTrU7/fvvPvujfWNN7iQRrj0kkv4cM/hw2dFyKBzXmQnqdRRipnkniEpAkHTuJb/pSv5bHfduNBaWSCPTV2rwOckAOcRMn17TLz5bKH4voYy7urUO7EhL6Hzr+hakokWrz1gZpubm6oEoNI3ZqbcV+aSXq9XeI17hbnwW8P1kHmL19TrZXOTZwEqXv9LVKyoT0lQ5O7xfrKyVvHOZQGbPp1OkTOVgdK89Ag5aylmJtkmzXClx+HZYb5bil66mlY1xZgULYj9cFACuaXrC5lvGGAan8ulGijFVQYRF77nmeYu5Ne7Q2gB8XsWaIRk5ctAqBZyLLnXIjUzHg2CJeVC5544IoOuODY3ML/QmnX0+31c77/7qledAVF58cGDb3rjG81sc2vzzrvv/pM//eLbfuqtT94sVM586rbbFjhfs93nvMh+UkYP62Itx8JhIRc4dNj5cRifEd8yD8r5axoIf5gGNSv4snQ+2nYXNkhcVCMaUcsImGXJwIuioFJj6mnumYvc86BWsAzBmWE8Hh87duzUqVOhT5TnOWp3LV2PHj165MiRZrPZ6XTMDVbFEdJWM29jX3qS8MzLpKQeLrOg96HW7CwRlOxqQa0ehSK2trYWudgFwZAQcawnruduHknWQykDWZSc1iLoFhRyekkQFqIMC3vWWOJXiTfzsqBYTek97YogMrlEMIVrOJkvU7SyEf3NeyoX3lzShi8fGnq5R/KrzO+AxhivfOKSeYUulLWbudo98ew8CyJDFwQeePBBPjyZMHmWLvY/eO1r+XDrxz9+x113PmUotdVqvfPtp3OXPnrLLQ8+9NBT7qrf7z/dn57lOT8nfCfCTjglCYKcacAOl94BR6/QnmcsgiXxSJreYZn43PN3+Ek4TySujrDdPT2q3iQz8eTVxANHSHcTL3mBNFhlBcuyVHk8BrQYyTMGvlK32z1x4kSaptQ7hAdX4QT8xM3NTeYAnAUcbcl70iBrNxQyKmqNB8dc1e/3yTxIXZFdeBUaKNHSu4czN7Tb7aIoBoPBgQMHFrnYBUEBZHK7GDC4zKWXoGK5Az2C2ZKiY+6JaeLcZetLrycz9yJxYcAW/kfblN7Nimyg0PTLmU2CghnLggLvKqmdBTlfFgSTxTqGPEy4HgqJGsVdGSrck3x3MdfM812hEJWspCGqFbB8siXdpDPEJRdfzId7Dh9WfLLf799+6NA/fc97ng3v8Zof/mGynx5+5JFnCKW+4x+/TXt737/+6Y/dems4eRw9duxjt9765re8VaLJZ3nOf+PGz4DTvh69ni0oXpHsrr0XpsgzGjDu86BLjigCETi5d40RxZwETZFkqVMPLeZeATxNU20Qule8qzoNjUicYqwDpZFk2VmHko6/YAkR5DEYJgn15p4EK9aYu3Hq1KmpNwYqHWnABXNueg81HbJP3nOMUTXoHKT5deY96viJZlz+ivO+yMUuCGa7Xq+nOTscNrK2ivomHpaXCATXkiweNpOPn3q5gtIbgGSe24UDG0JKdhFl3G2FcNJlN+vgTIipcp5KQlYwSUs9boXmsyRQvmvpzFhCaEBonek/8e59uVdPS7yatNZAhesRSHzhzeK1GgwGyoRaIr716LduP3QozAw6euzY7YcO/Znn+9x//9e1wcUHD1JczMx+6aab3vr2t3/w53/h+te97taPf/z/+o3fEO/xq7/xG3d/6UtPVxvgLT/xk3x43T947dOd1cUHD370//m32PfNrc2P3nLL9a97HYd769vf/uP/6B999JZb3vPud4d6+WfYlc55ESRf/vKXId3UwQ7ZTOpN0BlwjUZDq9dsdyq5qGHVKgilWubTQ+l5FrzeIv4SrxwwD1TwYO45PqXX+Uu8iyN729nZCQ06FY5QjFCWiyolnF6SJOPx+Nprrz3jm/VHf/RHMsG1Wu3AgQNybSRWgQ+lqt8LX/jCSy65hDBA4tlJsssW1DOQKypGHvtl3oGEW8SVlp4HAAfKDgka8zL3ej1e6Tc8l5S8s4u77747TVMUeBTDyfNctRMSV4PMPV25cPE1ZlcWKqRizJ0J+d22WzeJncpcuVQGCZb8XzaO0GLpMcZ6vb6xsVDwahF885vfZC04n89hF1UwTmadZWLopCeB/tWCkaO1Ue4NyxLPCtTdli8iTU61WqXadihtYgIovT8ts2Ov17vuuuuWda9e/f3fr88qtPvMdXoffOihf/NbvxV6we9773vf/lM/1Wq1bj906JcC6cs73/6OsOaX0O/3r3/d6zbWN/6/z93+zKd39Nix37r5Q08W0d94/Q2IL5/554LO+SsLZKgmX/va11Sqv9FokNtmHsHD2w1fEilkE6/QBOOhASRCMHUVfBZUDUsDDdbpM3CXLWR1Ql/YXE4Q+u/m4vfU+00XRUF1jk6nQ/8HqqywkhiNRjggL3/5y8/4Zn3+858XV5skycrKil45rVgbjQY6RTM7fvz4Nddcc/DgwW63K1ssmYeordL7UipUNZ/PqaZSeoKJeRsHcm7Ne/QUHrA9deqUnK/BYEAY4B/+w394xhe7IO68805MQ6PRwKYzwKhwqeCBhlYZ5KYxrkTHyzTPPNtLHmjm9RFLr0KT7tZoh8sX7ljmWUtaTjEwLrrooiXdKvvWt761s7NTOjvK5GQuksF3Tj0Cbx7PEKOyh1bSNnqv00DNnHphBi2R2VirQ3kqZgYRT1LeYDAoPKF3EQ9pQZzxevSee+89cuTIJZdcctVLXhJGVh986KEH/vqvL7nkkmfWp99+6FCn0/kbm4GAo8eO3XnX3Spxc8bNOu65995XX3PNGfwQnLbjiTd3Tpwf32OR2Vp8yDzIbFLgK3FkQSmP5GmEUyE5WAa5KoKYvpCsSJyO57UPI0hFUeB9sATB7FLINNmd43fGCHmVJEnoWVyr1fKg3MIs6CSHnTUzErj5q/xTDM3ME74wPbi3Mk/ix0qXxOhi8cs4HE4retbQ213wehdB4Q2AzAxJhpRFM28qooChRpGMi7QuadB0Zeo9tpT9YK6iKbwnnHTc4q8UqwjF7xa0282889GyUHoPssyr71mgZTSf8zST6Y3TqCsCia3tzhoJ/5p40XbzNZByR6TOKoLSkua5qcx/My9lc87v0FnAtVdf/ZTm+yUvfvGzsbxPlj8+Ay4+ePAMCh48GQvmQ53O60s9jVuyJ/PXAN7NvMy6RoMFBYHLgHE2ny1C6qYIlI4W5KwCuWb6pgy6qVkgBJS5F9869+5fhbcPLoqCMF1RFDIiuZevWehmOQWETyTfmUKGnAAKFq70BS94wfHjx2u12qWXXgpRIKKJ5CYlW4mlkR/K3rhYRYP5oejjxBmtwotk8UQkb13kYheHLhYjIv2GoiO2+8nqh2JOxKjMvEu4Gr9J98nElroeiYei2bHifbdTj+IwI7KMSNMUl5miXcsCl2auKJ+7InnuGchloC22oCvvk31wORAhyzfxVr1ibPa4a+a2XiLRzHNQoFtV0wkudAn3KOK54zv96nhn5kEpmErQNs+CCgFZkCwnt1r7kbukY8g3F8JvLMh1ClEGcjcLqv2Jj6YApBze1BsvSCBYuFLTfOH5dMuIZ4nU1QXiRsbjcbfbnUwmKysrrVaLo6AghouYz+e9Xo8Wl2ErBpgrThhfSYYMPzdNU74MRYHmzhdWHoeUFQBRB+YM9WNa5GIXBCczn89lN/VQck/BDTk6jQrxBlza3LNmCpeuM2yKQEeriTAJ0nrNLPd+IPoJx5JjK07m3N+fEIk3O+XkpUeceau8mRcICWkZwDjUrUs8KBW+jFrmskGv16NUkRyRnZ0dVn7m7cYS16Tx9lW9qbJOL+L8x+nnxKxO+IsQU+ICNXEChSvJ5FWFL0/oC4g6KIPkJttdADJ9krLqyYZeL3y5OzVD7/Zsd1UNHVqBo16vl2UZUpk97uEZQHm8rVYLLYGsRlEUtVqNKpVEcaUOhikiOi2jXARId1eb4f7Lw5KyUy+wnPTEaWhREIULHjIv07YskEfGZ7XW4p5wf6gAo+uyoH+L3IvUJd7i6DV4iqA56ng8VuU1pTJZ4I5UvEZFSGXMvVrZgqNicTBouQqsZxHkjpgH3rVcs92V8mZBSSLtM3EdmgV3T36S/qr1U+LsTeLts/XIOD1EAYlTjhHnP3J5MWgGUlclzrzxntxVlYcug5KqoRuu1waku3OX5InPn5TCmj2pRo0Grgy6OcOOCTOvA1UGpe/YG+WwzSz1PgNZkLq9yM1Sb1gF+nivptPpiRMnMDRiDJAeFUXR7/cbjcYll1yCwdWqWewq1j9kRfv9fp7njUYDf0q+vHn51rByMllUiOSYfhKvh7zIxS4Ioh2Eshk8ovXkLoSeuCwsN01UlTyAYnc9SG5UEYTomTMYnKUHYOXLW1BnLfQ2Eg8yLetGmUtsGRjyrhT00no6Czpp2G5vvQja4CQuGNNo10DVWpZFFcsF/kRwSJ6+eHakXOYPQv5cxPmP05y7lCeZl8EqvcLi3Itbaa0XjrbQv9izNtRLK+ufeJEs/SQNgrE6pz0OSLJ75S6aqNzddU9EjeyCdkvQnyTvRTCfz7vdLvth3KPj5h4OBoOVlRUl02eeZkXzjX6/j/WZe/Fu6HJ0Pkycct6pvIr7nwUFISyIHM7n8+FwKEVE6dob5jZI6gWvdxGI7iC0gO4eNYhWPFlQvTbZHTxnG3aVuj49XJEUXlcOc6OhOPdWKswEufdzz709SOhwyKtY1l0CcsNL1y+krnEYjUZQKOaiWD7InZpMJoyWsixllDHukgyZU+plkIZinjzFXWIn4fRgXiswTdPBYID2TG9fxPmP7zROKjx7QqZTjGcZaGaS3dWd8L+0mg4ZBjaQ/2XufFnA8jOOS09vkTRQ2U9yweaekC0/Sw5aGmjjUs9rZXmO0Uw9iLfguHz00UfxmnOvkFwUhbrbnDp16uTJk5wzt2XuuZTT6XRzc9N2L6Ln3jazEvQFRcXIu5p7747CkzbFSEhPicJ9e3t7MBh0u12FZM37PS0LSOsonImh4TEREuCKCE2HmauIiGTKNUnPgsKiuWfqm8dLuTni6EoPwDImFVPFshdB0bo90cVlIYyglkEiUrjS5YrCcy6DgpdJUOJCb65eLvOu2WmQzKV3QZOEbkW4QtJ6Yrq7k0/E+Y9c44ORgdOHTVQtw0rQRcGCApChld+Dp/SG5LzLdVIMZx7UDzGfBlLv5ciYY3CbS8c0JxVB4BR+STElETtohxekobe2tvbv368iHuaNO9rttozXcDhUwDk0HMwu0lnjwnOTS++jrS2LoNivBVUDNXXNvPEhi4O5Z5bLdyuXLYVEpY4ZRWkHucTQSpy6lV+pIaFrFPFS8VYb7Eeupay51oKKuMh/L4M0HI0HIvClV8WSLVsW4O6YhygQzXuhBiw8ZUZO+A7KUUBoK/UkfyUOISJFb1bo4pRBHAsiMfWO5PPd1WnYhoY55/oGRZwRcqnHtAbEFS28CQuRsT12XC+eBW74nr/abhMvHkbr5TRQ5iYB4a4FZuZ5mIray2tTlzsNQb2fUpXNvNwrr/fcFb5njKuvvvprX/vaxRdfvLa2Nh6PSbwcDAaJFwzo9Xr79+9X0+EsSOUdDAYUJJBCRk5l4o2BkiQh9oun1u/3iRkUQeVVLqfb7WLKobYJ5CLIyYN6LItc7ILAGCkNVZ6jBkDm9bzCZdyeKE4R1FQoHcxeeqbhIi8NovoyhRpvSRBJEn+NczBbajGscGqBF1XVCguKx0lRMw/UiuJwCs8wyr30mO6MVjOF995JgjyyxAtgaFKZTqewiM1mk4j9HrX7ku5TxHNDrmgVY4hnzCMng19FPGSS5AeVTxWJSna3FAAaYVoVquyXyGJRQPwEp8+CHKtyt2bGgoJ5mTeENM/klOQg9UZlycKB/uuuu257e/vkyZOYdapi5Xl+7NgxyruzYuh2u6urq7jzrHbNjI1FoBP/DCWb8EiF13pst9t493pAkveR9slNkzLHzIbDYb/fp6Nmuuwyttx5DA1uKePKglKOMrLcB2zWNKjcKbPOn/D98TGJr4RjQ3Mk/zSz4XDYbrelkgzDg5VKpd/vowDR9LksTCYTCst0u138D4UrtGy1J5X9EHlF9SGt7TLPhyqDSJjuSRKU5tbcYLtXmVrsJkH+eREUnT/XNyjijHB6+cbaWTGTNE0Vl8u8onSobbBAXxVa8yQIfvJBA6sIEu5l00nJ0ZsZrqlFL4qpx+01LzulFX0RVIUlbGABdSNaycxGo9EiNyvP8xe/+MU7Ozs4zizwFebSy7a1tUWJJdVRKXeniWve4raHL5jo45B+lU1E9qfgmOw+L97UW86qgs0iF7s4oML6/b4k+aKbmOrMM60SJ5cV6xOvtcctKF1bxRyp4H8SCEtYRbG2GwwGTAOz2YzP/NW8Fh6rn2SpMdXCexGLe2Hi0cpDJJ4cI95NovczLyqJLe71er1eT+opTZBJUOtR9lpFjfI8p2gHo4uADXeGadW8XcF0sbrZEecMp/sAQHFKdpLsFrlrhi+DSKliNeWTopRlQPiWu2FBp64iKKElGiekX0Wji4CWFQgXExwo81Q9bSNznyQJI3JxavV7vud7kiS57bbbXvGKV+zbt49p78CBA0RBtXAeDAbU4pD7DJeaeECV28trLBdpPp/X6/WVlRUc2NyLryouIn5sPB7TBIM7xtHFaIcJL8sCAQbScOYu25gHVWfFuSdBukPiXdrn3szagtZdqTe51sCYe2cl88CjBZJZeCqKYYn44gaq/lrFWycuF1yU2jEqpZZ7xZykWhppkPxVeDFIvTXMl5regJyhMpC6pUHmsJgZTZCacuTwadm9hBsU8dxxOiaD3wfzzmMmqTJczRVBwNN2d04od4dowjkg/FI7F/0nb1dLb74fOzQNKDonS1fubu+XBm3jLSBztM6Qv3zGYM+vfOUr3/KWt/zpn/7p8ePH4U8yLxHDITqdzmw229zcVPi0DBhSKiIURRH2X+XqKBbGu0d8G+5e4oeiKJA/poGEtPAmD4W3Tkb3udyUejNL0xRtaKvVguVTKQt6H2J5zUxaF9XGYQ/F7pLleZ7TPpBoahLURi5cQWRmFP6FUaQapZQemv5Ljy4Ky7pL5v74LOiXkHg1pGJ3vxHmS710chTkhhdBkRnmhizQywuKVDF5aHHMrkI6MUzpgIR8sjMXcX7itOcOz4trOZ1Olak/HA47nU6j0dDrwc+ebgLf403rn0UQECuD4o4zzxTHflW8FZQWodhH1WDRwhx5gGyc6oPPvQAvbuxgMBiPxxjNiresO2NwIXmev/CFL7z66qtnnkyYeEiqCOK3vF2c7czLEYsKmHnpq3mQEBBGgLOgA5/+WnqSp74xs6nXK8/zXF0x594WaonIvQq0uTeNOgXHGZZZ+k4RvjLoqSdMQBJqUucnFHtgsudAVFrmKPJO2GfiqioZJm5gEeS7nvPb8x0gYVCsazgcEr2ce/VQnAa9pwqDKVEuzC3CRaNwtwW1CizoxkdxPZbmcpgkowxLGlSrVZI5FJFekNuMOGc4LczIPJuj8DwRDBbUG66i9C3mb2AR5IuHtts8fXS2u0eH6OM0TXHcqONYBM3aCy+FEe6TSJqmCuUrYT05DbkVXALJHRgFVgCLv8BiJ1dXV9/85jf//u///srKCtz6+vo6lOX29naSJO12G8nB+vo6tICYJakOEGJLyxF6arztul0WTJOpF18tPajApKLFOKmt5e7I5LlH6SnNXK9aMolWphFHGDxIdiumbHfNXo0irc/EG0y9RysWnwFAiQixeaG/mQRaAA3+JUKGmzvWbreJVVS8zjbzGS4XT5b72Wq1+v0+L4K8H264eXKi5r/UGy0UXpsa7XzoUQEzK8sS4n51dbV0+kuai6XerYhni9PEqJyX1IsNmHtbs6DbpF6V1BOa9iz3zF9LQjGyhlo+53ne6/XMDL3X1HvBUFgjD3rYE0TCB2k0GpCkjNrCsxOT3TVtcN+o6s7ITj0pg3Xugk4HMmSOe+mll77pTW/6b//tv1122WVzzxdXcR4Wtv1+HxqBmUahKqaBZrM5nU75J6xF4lWUEXTrcYhnZxsuP6zPnHtBYzVNTrxBz7KAsZCPKUaYqUhJlXrc2sCClNTQdRArGCbRSIAk05Z4xeDE9Tk8jiQoeTT3AhtFoLxcyl0CmSc0MELMLM9zTHxRFOTNMTa4e6Lp2FLrlSyofiGSs+JtlaCzYPPN++QoDoQPxMbyJMqy7Ha75gG2JEm63e7S6b6IZ4nv0AKlq4b5g4xIKMCy3S5VGXDr4ctprlWfe3Kd+ESojHAFwKgqgw7RRdBoVPkURVAGFuug6u0hIcOuLCiLOnd5tS1cKDFc1pjZ5Zdfvr6+rlel8EQwCRjm8znuT+KlK7lpkiuYGW44n3NvBLhnoZ0EFf7mXpqVa6ckiJnxhktXnnojp2UhSRJ86iSIgXMfiO7ADOwh2UOkDoYWd48LN5/2Ei94woXzFELxUuLKP9H61CFIg8J2e2KP5x4istMgRVwvJreIpDBeFuy4JnvFmRMvAQ2ZWQaNUCR/yL2UheY23i8cL72npXOwaSCUxBE8H+LPEc8GuerlEtyzYP07d7Vs4VmC+lm5u3hL+E048zOM9oRqJQBg7PK6ysliSOGnU7x7jyScoSxvN2TS0zTFN8+9eZh5KLUIKsGe+c3KcynMKpVKp9O56qqrvvCFL7ziFa8IU66Kouh0Ov1+X+m+8/kc9h9jx33e3t4uioI8kdKrw8+DVh4zr1mof5oZrCvGaDQabW1tra+v87ar8CQSzKW/hIXniMpAmJl62/Jw0yDVSwYurCQxD/IkeaYq2FC6QF5klIwde5gG5eRSz/QpvDSpeabbct328MK1ZCmdbZu7NBZmktA0azU4ybl3JbSg46BoVW6C1osiMxkk8or0Q947zL0MgnKaWE+EfZ8jzmecpiPxpEqv8MkAUgq4Ba46P0t2ZyqF6zj9M/SYlHGaerodUSNGTOnVhstAM8PnwWCgsJLkjIR8GXysVWFLyLqyoCYGsbjSy3Yni8mZS+81ofew1Wp95StfqdfrrVYLYh2LQz3bTqdz6tSpXq/X6XRarRa3gncSUsWcMp5MJrj8+JUIipXENJ1OKcOiuBZriGazefDgQaST3JBardZqtULt/LKA1caUWxA/0HpOt7QMkgCSII4q11LkuHlj6DCwz2TPXzNPhpp5hpeOmLqYSknCFswcS7fvuCDE28kJJ+BcuhCAspqcc6/Xw8JqPZS4xFMCBFhQFEqJhxzgQml1zXHxVIbDIabfvA3vzs4OQvtjx44NBgMGlR7B0m5TxHNBmgV1dGde95F3RjY6tOChibdAcRj67InXnMOsi20XIcNglbXNvBS7Vohahit/SuG4cILRwoJv4B85B4UKFKxb3Jnd3NxUsEEOFHZZUabStfxc7GAw6PV62PrcC7HiwofXVXhJLN2KsK7ILKgS3O12B4MBUx19/jiNfHfZH1t2sw5CmhhoWV58asX9sCyqY84Fhk6AudWTM8HIUdmGucux594y1IJuiEUgimWDeVD1t/Da94XH8JcFZnT+zwepOdM0RQ4gmk4Tnjz6PQXFzINhmfdANp/h5l5zSRRfOH0mLh8CjL2iKJQYfOLECboBL/FePU948KGH7rn33j1fHj127MlfXkDI9zCYpdfuEHMX2tNyN+Rf72Fj+BICgWGRe0967b/ZbBauzGUI4syKGio8h0XeK6wf7yFdOLT21Ep8NBqFxVhKV9po3loE//7f//sPfOADcP040Xg31APo9/uk9cIaTb3BwqlTpw4cOJDn+cmTJ9MgoGdmaDpRrc2CUsZUci89OYV1Nxxr4ZUbZrPZ9va2JstGo6E1ARLv5RqsLMsoCVkE+p8kSdTDWpm9otT3GK/QfCdBp1O56mkgmZX/IfvF5KHyy+Zip9SL0Gk6SZbdgCKMCTP9zLytYFEU6rdu3oyX0aJCytzJmXfV0BvND5Og+TCvGC8OU8LMm3IAfKM0TTudTlEUw+GQgtVowNTofIn36vnAx2699aO33GJm115zzUduvpn22bcfOvRLN91kZldeccW//Z3fufjgwb9xPx/8+V/4G7e57LLLVlY6Z9wy+zlhVw8gTJIkMeHICM13+HtsWRlUm8EXE5ESlhAxz7HWq8sALbxKoupQ1ut1loES9pLRM5/P+ZB4sTMmodJ1gSxm5y6LTAO1jEzMGeN7v/d7Q52omQ0Gg3a7jQ+luadSqZDZBIcz8/KzVJuhdIE5Q1p4rePSy7riMVFljCVzt9ulYq2CH0Qp9u3bt7q6ytSoedTc2C1XLSP1Pf+ce8XmwhtIhTfBdoe+RcRpEcZEJVlX4V0B9jxlbmDp/aYljcWIpx76ngadQLTIWyK0AIUTZ16H6S7LEjeo3++PRqPt7W3RpJPJhIFhAbvF+FFkgn1CzqSuUAjjQ6UnFQKaD/NWQs5sbW2lXrRgY2MjnGm+O9Dv97HsZnbP4cOfvf1zfL714x/nw8OPPPLJP/j0s9nVy1/+sssuu8zM7rjrTv33rUe/ZWaXXXbZy1/+MjP73KFDH73llre9851vffvbn+9lwel2HLwnBFcZE3MvSCurnXq6hKbuiXcxTVyhMRwO514bAE9BaT5iIcqgGl/iCdOoGAtvHaBoGMEftIN50JaBzZQCKiKoXq9LRJh6GcXSc/0XvFmvfe1rpQDB1zt16lSz2YR1KVxszuEkPe52u0ePHr3qqqsS14qYs73SHU+CNiOwovhfOHEUnsyCAgx6jXH0KpVKo9FAW8lang0WvN5FQPtppnaWJkw/2N/cu0Mw5PjMD8OEAOZyViEz7zqrOD83rfTYo3g8BrCZiXoOiRq5qAyJmbcnXeK9YoLBs5kFlfpVKlkXqJdR1jz39oEVbyU4Ho/h9JRMJ5G7wlq83XJKLBAWM0Qx7jOXzM/nc5aDCt5+t6Lb6/Lh1KltffnYY489m9++513v0ue/9wM/wIcf/ZEfCb/v9/u3fOz3PvGpTz78yCPvee97f/2mm97w+tefhfN+KuS8IbwMa2trzPPSikmgjUOa7s6uRDYLb6O21Fpj5t5Mg7Gl9a9mDjPLguz8qSdPaymAhy67UAatG1IXd889AS/LskajMRgM9BongQhPbP5CN+tpfJaPfvSji+z2uxLXXXfdsk/hgsGLXvSiZZ/C3160Wq33vfe9f/z5z5vZw488ou9/9v0/c+vHP766unrP4cMrK52zeLgPvP9nut2dP/zsZ83swx/53Rte8xqIoLOOVAs0CfXEtITuobzmMhDAlJ5Rgma59FT7nZ2d6XSqylmVoDtMEaRKKcOF2aJer1OgVWZ9Z2dn5lUkExfkqmU73rGsvM6h8PKTsEPoZKCbFqznHhER8d2H97zrXZ/51Kd+9Ed+xMz+3qtfzZdveP3rP/OpT/3Em99sZi976cvO7hH/wWtfy4fNrc0777777O5c+A5nAofA2nDumaW4wNKSF7vFjoXLY5PdnXEQb1DcI/FUQNZ0YkjLoBqB5gwLShqkLsgNlQBMHswr0A4z76LJmSgRwwL5sOKuy119R0REnJ/o9/ufvu0z115zzbVXXx1+f+vHP76xvvHGN/zY2T1c2M/58SNHzu7OhZwwJgQLIalQ0Jp54f+pV5fNg/YuRdClHmsLQ4pX3mw2ccOn3udsHvR1LF0xKaMM4cNpqW00dLyUNsQJWWQUrowUIyniJWS9la03DXouR0REfDeh3+9/5fDhv3rgAf75XOUov/3hD5vZ//ZzPxd++enP/KeHH3nkd1w/8zzh0ksueZ72nJeeHCRjLa5cjrkULxh68eDy3wtPAoT3gCGR6CoN+uPww8ILG5hHk1Ctif0vvWQKPRtFmhO61NnjlSutrvDyAIr6hqKLLPb2jYj4bsTHbr3107d9xsz+7qteZWZ33HXnR2+55cbrb/i5D37g2UgYP3brrX/42c/++k03hfPB7YcO/ebNv/3rN930mh/+4bN+wkfcW99Y37jhNa95hhNb5CjfKelFGybZ38RTkzMvGFl6Lp9IbdlTiWFyL0RnQW9MINWatG6cgWiTmRenLjztSFQMUd8saAWlqCnnr8wU+ebSO8ugp8uu7BoREXF20e/33//BD95z+PA73/6O977nn+FiHz127Bd/5VfuuOvO+7761d//D7c+s33/0Ed+93OHDn3slltCQgaR+/MnZfmTP/0iH372/T/zlMsCXdciR0nRtJrZNOihMZ/PUeP1+32lF2KjpUEO+wboSzoESayCB02wlGuQwZXEStnhHLfwck5mRgU7jqtS4OJhxNeTsqjKSiL6xbDnXk13ufWhIiIizi5++Vd/7Z7Dh2+8/oYPBFby4oMH/9X73mdmm1ubv3Xzh555D5ddeun/+58+s4dq73Q6n/7EJ54ny/6hj/zuHXfdubG+8Ts33/x0h9B1LXKg0wR65g2mlWGElW80GlhGWnxhWEVxIFKWeNbMqPqCOQ5zi5gtoMXF/8jl50vI9LIsh8MhiwCU7NLDsKUEPOjK2QM/ZAIYjUbUNsCUcyYWRIMjIiK+C3D7oUN33HWnmf2Td75jz5+uvfrqK6+44uFHHrnjrjvvuffePbY7xNve+pYnf3kWqZj77/96yK788ec/v7q6+sxrgvC6PvRbv3nGhz6tlknTlBQYTCeFUKRUCSn4MIxp3t/SAgJdP2m328olEYFTliXNK3Kve25mJOCpTB2l78xsOBxSDF1rBXHxRIBZJYSJ5mZGvekwl1WnGjn3iIjvGpBEurG+8ZS2+wd/4AfRrX/5K195BuP+fIMMVYDJvvKKK/77X/5lt9u74frXPCVl9MzX9eyRK6uz8HZIotoLLz2BbKbw6s+hsYZXweBKsV4GxbzMq4WQ94zDLhdewhsVIYG7n3kVXGWcY+KToBBC4pWhlNOEiQ9Ze3x2NWD7Lsucjoj4W4sHH3oI200QdQ+OHjumz/ff//Vzd1pPwpMzVO+8++4Pf+R3//Czn/3Nm387DBWAZ76u54ScBFS8aTKM99QSSndXhSy8hF7mrU0z7zs8Dxoy1Ot1yopq5lBD0Syo2I7hTrzLDN+QJSt2Pg36Kshwk6CUegsOlUySyBLTL01nsuziUBEREWcRd9x1l3+4U7n+T4n7vvrVc3JGzwqtVusNr3/9q6+99n/5p+/a3Nr8xKc++bX7v/aRQG357K/rb0RO67h6vU5RjrChj7lkRc00kJOrtS4JRKpVhDtPqRDz/jKI37HdeP2h6lF1LVTjAll6o9GQn67+G2EZMsIAasg5C1qzI9dR1zF5/eYCnoiIiO8avPPt73jtjQsFHs89Lj548Gff/zNUnbzn8OFP3XZb6N0DruvV11xzxkfJLejNJlI7cUgtjh2XA144IFgs8OtnQbsPjoFbrbY45J2GVQNVdq4oip2dnZWVFYlwVPhJbD62W8Yas5549UoWE3LbpbU3T1iNiIj4bsJjjz22REr9jPHqa6/V5z/+/OefbNwXv65U3IiZVatVfGELGs9LrKIC0yEFT8UCYpgqQkC5WhlTKRQLL1YzHA6hZSBqms0mUkh0jZhswqSETM0sLAcII6/OfOYNeuD0mUsQZRbeAZng6iJ3KiIi4jzE9s7237zR+YcwlBoWLBMWv67T3RLMTLpDDKKqtZgZqaeq5ZJ6twTYlZl321GdGQSUqgSJQoaNUStSQRReXnp52lZQL8zMWCIoQFp654pGo1F6LQF69e2pRayOBypYpsDscqvgRkREnC0oa/+ew4f7/f7zWiHg+caVV1yhz3uua5HdpqoJboGc0QJ6eh40MuUbzLFELHRfhKVJvUU6f1LoNfFS2mmaqhcPlcUkiEQkA0eEeIYzCXspsCVePL4/AWHzjhw6SU1RatqpBhEREREXOsKs/U/ddtsSz+TMEHbq+MEf+EF9PovXlVI1LFQlZt7BsvCGcI1GA6dezQTMyzpKnQKNTkkZLK9oenOpO9lGlIYPyxJoPuCcwhJjhRcNHo/Hg8GAQr4ko3La6hYWtuLEYe/3+4oKpEGj0YiIiAsdrVbrnW8/nbv00VtuefChh55ys36/H/7pwYce+tXf+I0P/vwv3H7o0Lk4y6fHH/7X/6rPb3rjj+vznuta5BCn+5Ol3hvezGjOqyQmNCpStph3OjYzGe7Cu6GyK3rd6XvtASuM3YdX4f/kFkGaUwV+MBgMBgN60FAIgRRWPHrV/qXxk1rYMM2oWaAyrcQjxfIDERHfNXjHP37bxvoGn9/3r3/6Y7feGvIYR48d+9itt775LW+VuJDN/vCzn73jrjt/6aabltj8+tOf+U806zCzPQXLbPd1LYLkq1/9KvqTxHsWq8yAUoooTiAK3py6mXt/Pkxn6SXaIdZJc5UQfk/hdbJPwxrukqWb2Xg8rlartJdTRhUH6vf7kD/s01yNI50Pgkv2hnKfPXCNf//v//3F71pERMRS8NcPPhiawgcfeuh9//qnN7c29c2VV1zxwhe88FuPfoso5c9/8H9VgYF+v3/9616nLd/33vc+WaOyCB586KEjR4/+1QMP3H//10lGNbMbr7/h5S9/GT1Ajhw58viRI3/8+c9zbhvrG7/8i//HU5Y60HV95c///IzPJ7n//vtFTFerVXUlFZVBZTEykhJvVUqoE6+cggSi1LGkqhuMSRXkzod7gNLh6GZWr9eHw6EF+ndIG34oul+rh8y7b0O8wC8pN5XNlFUb279FRFy4ePX3f/+eCo5Hjx37rZs/JGMq3Hj9De9777/Y4xS/51/+S5VaPOvG/VnmHF15xRXf88pXft/3fu8zN9jjuhapLZP8z//5P+FDMO5hL2ZJTcgypfMGTjdEPHw300CoQaRTBzFVWrkXRdFsNrHLbAxhQrISRI0yUSFtMMfKQuKfiuXyQ5TstVqNPdTrde25Xq8zW8xms3a7rSjxa56+enJERMR5jqfLVjl67Nidd92t9tZP16yj3+8/8OCDX/7KVz56yy3Pa3Pqs4WYdxkRERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERFxviL5gz/4g6IoaFpNt2taUc/n89lsRhfsbrebZRmtq0ejEX2oaWY9nU4Hg0G73c7z/OGHHzazgwcPJklSqVTSNDUzPtNcu1qtFkVRq9X4a71ez/O8KAozy7Isy7L5fG5mtVotyzJ6drPleDxmG86Tz9PplL7Y/HM8HtMdO03T+Xze7/eHw6GZpWnKD/M8H4/HSZJ0Op3ZbDYYDLIsazQajUYjz/PhcMiHNE1p/z0YDOr1eqVSmUwmeZ6b2U/+5E8u7UFFREREPBfkGMfZbDadTrHgWHYzK8uy3+/P53PM5Ww2wxb3er0syzDKzWaTL7vdLiZ+OBx2Oh0zS9O0KIqtra39+/evrKxMJpOyLOv1ervdLssyTVOOxc+LosiyjGmDE0jTFMteFAXbzGYzvplMJmzfbrc5c75pNBpZlk0mkyzL8jxfXV01s62trdlsliRJvV7Hyg+Hw36/32632+32eDxmt9VqFbNuZkmSMAkVRcEGnPAyH1RERETEc0E+m82ws/xbBs7MKpVKv9/Hpx6Px1g3XOB6vT6bzYbDYZIk8rg3NjbSND158mRRFJPJZGVlBR+80WhgrLMsS5KEWWQymeC5m1m1WsXQF0VRqVTMbD6fl2WJkdWXk8lEp8oiI0kSTsDMsixjfcDO+cB0wjzEN6PRCO+eI2ZZ1uv1RqNRq9UqyxLXHm8dc5+maa1WS5KEWTAiIiLigkBqZlmWVavVarWKY2tm8/kc9iPP8yRJyrLErTYzqBVMZFmW29vb29vbZVmurq4yB2CIK5UK1nltba1er08mExxqOeO1Wq1Wq5kZO5eHPp/Pm81mq9UqigIrjMlmS8622Wy2222mBL6p1+u1Wg0XmwuDUJrNZisrK5xSURTD4XA2m3Ea4/F4Z2dnPB632+3pdCrmZzwes3SA1ZlMJrA90bhHRERcQMizLINcHo1GRVEkSTIYDFZXVweDAZy77Bo2Ls9zHPCyLKvVap7n29vbZtbv90+dOoWRnU6njUYDWmMwGFQqlTzPIXCSJBEJbmbQHewfB79arXIgOPqyLDnQdDoNrTn2l1UF3yRJMplM2BXed61W63a7o9EoTVNsvZl1Op3JZMLV1ev1siyZRTDxrB7ELA2Hw+FwyJlr2oiIiIg4/5GPRiMcW2wrPjUsNiw5hAwRzmazubOzgzc9Ho/7/b6ZYXkrlcrKyoqZwXe3Wi0mhjzPmQ8gfPig6QF6BEKcgCcrAw5BaBd63cwgf8xMMwS8DdFdDD2/JdjbbDahaKBlCBuwgEiSJM/zTqcjeodDs7BgnmAZQSBB5xARERFxQSCHY6lUKiLWUcXU63XiqBAs/Akeo16vj8djRRobjUav1yuKAt6GOGelUhmNRu12u9FoYBkxx5DsmFfobHxnWXkmAJl+JpWiKKrVqjh3jLUMMdtwnr1eDx8/SRKI+7Isse+SvrA3ViQK804mk+3tbc4Hvmh7e5uz5bh8GREREXFBIMfpllMsZxx/FtcbDgThIywKoVSx8PjdeLh5nsPJ4B1jjmXcsZ7m7Db0N6S/mbEHBXUlTAynB+w1/9TOIWTyPCeEC7WSJEmz2azVaqPRqN/vQxah5mw0GmZ26tSp+XyO6rHVag2Hw9FotLq6Ci/E6UErYf2X9ZAiIiIinivy7e3tlZUVDBxkyGQyGY1GYsPzPB8MBph4yGsULHKiYXKkexFLs7a2BqnCkZDZ4JVjUrHOUCj8FfMtWmYP041fb07L8CXMezg3EDKFFGJ5gateqVQ41clkwkKEOYwzJI6a53m/3y+KotlsdjodDsRvR6PROX42EREREWeMHGobTUi1WsUyKqhIJhG8h7l5nc/nOOD9fr8syzzPoUFwovk5Lj9sfsi3YNDNDEGkPHGZdTMTu833sENmJtEL0wAcOgciNMohtB+255+TyaTb7U4mk0ajUa/Xd3Z2qtXq6urqfD6HU3riiScajcb6+vrcATuvtCkpRCMiIiLOf+Srq6uQHiJSiC5i8cnk7HQ6o9EIlkMGnY1rtVqj0cC/hkKBnoYBR/1SqVRQv4hskbdeliWzi5lpeyy+MpuYNsStM4WIq0HGDoM0m82YnPI8Z1pizhiNRkxRtVoNfglPnEmiUqmcPHkSaSbzFjrIXq8Hv8RZwUFFREREXBDIp9Ppzs5OrVZrtVpmJuOIYoTCAwgHye1ENYjBRRJjZsPhEP+9Xq+Lr5dIUUw61nxPwpS8Y/SLUstg4rUZFhwaJ3Tn5fgzQ2iHiHnYmGUHp721tYW2cnt7m0yldrtdq9VWVlaYErrdbpIkJK8SSuVu4L9HREREXBA4LfLDV+UzIkLYavzZfr+fpun6+jrGzsywg5IYZlm2srKCNYc2CclxdgspD0NCELVSqUivot0iiFTNGaz2YDBgh3Lk8cq1c/E5+Pso1kkxnc1mq6urZVlitQ8ePNjv95944olms8lCpNfrlWXJAoWEKfJUYedDPmpZDykiIiLiuSKHYzGz0WiElccO4kRjas2sVquladpqtXq9HiaYjFC4aTPD9WZuwBTCqvMZc2xmEPFKSbXAtTcvB8b20C8IGaVqx6azczYwM9Q+JGHxZViMDN6GqxO902g0ms3mdDrlKlB2UhFhfX0dRQ3uP/ySZpeIiIiICwIpfivGulqtjsfjU6dOwcYQrsQxpyJYmqbNZpNCK+SvVqtVXOBQoajEUXPaxDysimDGzJgYzEwhVvKJxLOLxqHsFxbfzGT6dQ3sGf6kFgBzTPEvnHGltjIfcD6g1+uNx+Ner4eG8vjx4/P5nOULlyO1aERERMT5j5S8U1WSoWwLKkC04ZhabD2WToYV49hsNimWqy2xxdIyypcXuSFDKT4d06xvtAgQ7Y7vr5+zPXwOlXDE8quII3PGaDQi3VSB3CRJCDAkSYLyPc/zyy+/fGNjo1KpQMozXbEuSdO00+nEJKaIiIgLCOnq6iqRUuUokbOD6BvfXCUEKKGeOeBGRJeH2nNKOUK+i383M2Qw8uLNLKTdMfSw+ZAw5jy78pgw4uycbzD64eHYPlxJIMCHveFw7XabYyHvwUk3s3q9zjrgyJEj8D+9Xq/f78ckpoiIiAsIeVmWsNVIBimFCAuBCpBSBMoSwpLKj+azLC+f5b9bEIoMRS9CqHPnr+JqSi/JK42NpgcxNqnXklTk1nwWkW4yVOmQx5TnOeJIM4OuyfOcjCesfOrFjSlDD4MUOfeIiIgLCGm/30fxjcgEBgPfGVNuZuPxmIiijDg1F9GWwMtjQwlm4imrigAGHfdf1DlkOn8yMwgQmWNZf0w2tpWTSbzIuyh4zQR8GS4O4OvDMK9M/Hg8ZjMmMPT18/n82LFjtCjZ2Njo9/uDwWA8HvOrZT6oiIiIiOeCHLEg5g+GHWGMCsVkWUbLDuhpC1QoWGcMqDKYpISRmTYvGS+zK6dbZjrUNSqJSX49JI8OhKVmejB31dkPMnmqg/FbLkRsEsm3jUYDhSWcDHUlSVXdt28fNZCp91uWJXWMo3GPiIi4gJATTsQ5pbQWlDRmEVUJAnDIdznpcoHlaCsuqmLreM2wJRLDqNcSzriq6e5x1Sn6KO2jeQqrLDsTg3m5AonftZLArIdh2CRJ0D7i1DMTjMdj6saocn2appPJhDmAgHOWZb1eb2lPKSIiIuI5Ilf5wzRN2+22maktBjJwOmJDiSj71MxIcVIMU0W7zGuEKcSKVh2TCvsRTgk49WqHLe6F80u89oAOgUEvg6xUZibzJKYwv0lUTKi94SiIfzhErVbDW+eEtXogwozjHzsxRUREXEBIVZKFWmD04kAkg0Xbo0NPvEnpZDJBg4jFxCjL+Mp2I7LEpideGyBs3BrSOPjjitlindknPjsnLUdef00DYJq1DjCfCbQsUCWDJEnwyqkmxplLIE9Gbq1WGw6Hm5ubsbZMRETEBYScXCSaRMu5RjZOvhLeOiQJ6ZpFUTATpF6aEYMoKWQY4QzVMrDk2GiOpW0w3yJYkiBJVfVhJGJJvdErGyN450wSV1ju0ckAOKgkSSiBgD4ScST/JKWLSzYz2jDFYr8REREXHE4Xd2y1WoQcNzY2sizrdrv1eh3Fd+ItOyDZxXrDtGRBC9PS6zVKEmNeA1LxTOh4eHn2CfWB8ZWtL4NkVIVk5ctr5xxRvUQUetWSQssI9saFKDxAYXfqX04mE0rQMFdtbm4Oh8N2uw3zTkO+pTyhiIiIiDNASjR1dXVV4cci6JWBO5xlGS2N6MEEhSL1CMXcIdxli3Hk5emzpbx7ue1hxFXtsOXRi3KxgIVXlpN5EFXV3tG0hLr40isTmM8EuPM07yZ0rCmqVqvt27ePICopS71ej5NkfjqnTyYiIiJiAaRkJ9FGlVyeNE3r9Xqr1YK/brVaqGLMjASf1Mt4mcdOwxq/4kDMDFFK4SV8kyBNyZygD7dXPJMNSi83JiMuWY5mEeKcqiqsoOse5l1amsSLjlE5R1JOGnckSdJqtWazWavVot83vZmOHz8ePfeIiIgLCKdVJbATkC0QJtjQqsPM8NZRyIj4VoqQmVHusQjy/tmbOW+DJIb/z3d34IOfKQP9u6K4bKNQLR8IAutAHJSZQ6HXMqgMbAGxY2Ycq9lsFl7xmDlgPp9vbW0dP3681Woh/eSUkLqf86cTERERcYZIsywbDAYYsqIokAPi3ia7m2OYlyWwQOxoZigpxeqYJ5GK0uFXkuWYk+kKoioiChlSeINWvH5FXPesCcL9iO7XPwuvG2Nmezh65jDIGakkzYvUU1GHNChay04mk3a7vb29vYwHFBEREXEmSKnua2bdbrcsS/QhEiOykTxiZfOrECM2Xf47uhoZegnP1fVCVDg7pIo6BV5E/pgZ8himCky8BJchmW5eicyCegYWRFDD5q5lUGDSfDEBE4XUPUmSwWBAUcwTJ05kWTZ0JElyySWXnOuHExEREXGmyEej0draWlmW3W6XjtjYekgVfPMwFQhOhvRODCXOfunlIQFmHeYkVMUAFTzAdx6Px1hhoEwoYrZi7fnMHiSrx7inQQM/5h75/ubcjqafzJupJl7gjKJpalfCPDefz48ePXrJJZdcfPHFl1xySafTOfePJyIiIuLMkNNZtFKpkM6DSS2KgjxVxUuxlZSaQW4IR69gqZqvUqBmj+oxjEZi5bMsI7+JojEcUXmk6BGZBhRWNbPCaxXoEJy8dJAKwIbSSbbMvFmr6Hv+tLa2RppS2JgpTdN+v3/xxRdfccUVl19++YkTJ7797W8v4flEREREnBFy7F2tVut0OsPhUOXAiKYm3hEp9WIy0qvM53OE8JhLucClp4MyGbB/aRDNPXFsN3y9BTlHEDuiYoqiEPNjnsEUUkZAYnlz5Qw+vrqFiIvP8xyOSMsOpqU0TZvN5nA4pJjMZDJZX19/2cteNpvNHnvssZMnT+7s7CzjAUVEREScCfLhcLi6ukopc9nNJEk6nY7MZeptkvCRsZ6qCZNlGc5+aE/DUpFMEtD01WpVZEvm/awllKQ1tnxt5anqxMI6kSHlUno/VVHzcEosKQpv5M0Pp9MpsxS1jlXWplar7ezslGV58cUXF0Wxf//+NE0fe+yxRx99VN0BIyIiIi4I5Ds7O2tra3TEzvN8e3t7ZWVlNpth/qR+waeWslDK8TLISsVJZwIQvVN6BRix7bA90slIc4mFZSmQesclUo1EATFzcOqFVx+TkJE1BCemZYeYInj/JEnq9Tpbms8xjUaDxQGqoYMHDyZJcurUqb/+679mbdHv9zc2Npb5oCIiIiKeC9JqtToYDNQwGkk7HURlgjGForaldZF4BhsKcc9mcOJmplrBGHcySLGk2Fx+WHrpRw6qnClOI/TKzb11mXss/mQyUTJq6uXD2K1CrEwS5tMVZ6XaloPBoCzL1dXVVqu1tbV13333Pfjgg71eL89z5oMlPaOIiIiI54ycOCoUhzqmhsISRT4zb2EK/dJoNPgsVaLqv2dBj+wkqDlTBH1QpYzEl9+jcSy8BIKYd/aQeqcOXUAZtOhj4mEmEBUjqc886MotUTzH7Xa7k8mk0+m84AUvqFarjz766H333UfW7mAwmM/nF1100R6WPyIiIuJ8xmkmnYSdRqMhzaKkinDr+Lb831yniEm1oFJjGXS+Tr12Yxm0ZFLQVYLLMmiAZ2bEWguvvjuZTCTFCQ9hQaUaEf1i8FOvIinSRv1gpbOce1s+DrF//35q/G5vbxdF0el04HAmk8l0Oj1w4ECj0VjGA4qIiIg4E+T1eh3dN2adEgLYbkhwIqiynnmek4gvGaIFNdnxjlV0V2x4EjTLxo7TACQNqgRL2WKuVR+Px2ZGvyTzqjVi3hOvZmM+Z2gbqgswzcidJ/ALNa/rh+6nukCSJEeOHHn88cdbrRZ9S06cOJGm6draWrPZjMY9IiLiAsJp3YuocDMTM4MhxsSbW3OMrwzuHg1JGVRRn3sLPf5ZBC0yAD/RB0keVbQAGp2AKtvI7zan4BVH1epBqbMKyYarB+QxitmWZUmAdzqdooOcTCbdbpc57MCBA0eOHKFZlVidiIiIiPMfeavVwgR3Op0w4QgTKZ9XnrK2kWwm8YpgbMCsIAsrckYxTMkcmSEwuwgW5YBj/fk5+shKpSKLnAZFgJNAic8lhWcljkiJS6VnzJpZvV6HiaKOMQsRAg/j8fiJJ55ot9sbGxvj8ZhY63IeUURERMRzR06nISWFqvcpHeZkKM0MAgc5jep/Jd5JI2RgmAlCdY3cc0lfROsTgFVAFRVmqJRnOoHil6UOqZ49fr2omCRowqdaCCqIxlSBHZ9Opzs7O81ms1qtNpvN8Xi8tbVFqurKyspoNEqS5NJLLz33jyciIiLizJAfP358dXUVdxWCQi1VUb5jIpMkQQyOJlI2XTp0OHp54tK6hNlMYRECkTYqX6Ou3GFG0nw+bzabnJJiAKpMKY4elF7pt/Da7uaNQcyVOZh+Shybp7bW6/Ver0cGEyUTDh48WKvVjh49SpHI+Xw+GAzO5YOJiIiIWATpxsbGRRddtH///iRJTpw4MRqN8GflwmPfqTSARca2zr2VHVQMnrh+lXibDukaze0s+7cgDGtmjUZDUwJzjEh/zHpZlsxA5oVlcORhbDJv58ROdA5lWbJDJiQdGn8/y7LxeMzChbDq3Pv89fv9NE3379+/tbU1nU7X19eJ7kZERERcEMir1arSf+Bh1JJpPB43Gg2+pNK6yO492kdp2yVpJ8tJBroIOnhYUPGxDCpNqoCB2BU+Y8HVEzXkgqRVT1xTb17kfe7ttguHCt2wCsGRT730TaPRmE6nlJ3Z2tqidliWZRsbG2maDgaDZrO5tKcUERER8RyR4qX2+/2yLDudDl7zHukhTi4/CGUnYlSkgZHBlcvPVMFkIA9aqFarqDCZPCSo1/lRCkZJTNLgJ7sVlqmnpFoQO90zCUnC32g0VFLGgnI0JMTSqaNarU6n0+3t7Wq1ur6+znwTERERcaEgr9fr9Xq98E57pRdWbDabeMRU+6IggWr/8mNp0lExmnvN5rFW/HfpW+S5M2Hghsv1VharfPPEyyFYkCfF58LbdyhCK52PiPgy6I49Dxp/l0Fx+eFwaD6FDAaDxFO0lMO1trZWr9ejWiYiIuLCQj6dTvFkx+OxOnXgmCuVtAwKo+Pz8mOssBQ1Yr0lU1FRl9Q7o8pE8tswa0krBm1gHrPV9tShTLxcjAUy+dSTXTX9EB5Q8TJVRxiNRioqSYEB89oJo9FoOp1Op9OTJ082Go39+/ePRiMz29jY6Ha75+SJRERERJwFpBDKIiuazWa9XjczWt9hmnFsbXe1ANtdhEB+dOj86gNkixKgoGJ0EmE1m5CWSbxwvAy0vlfgNPOuIHLStXRIvdGrPos7yoJeIpxeu91GFVOtVg8cOFCpVGjiQdmZWq3GbYmIiIi4IJAOBoMwXIkrvUdOLj6Ev2JY91hz/dOcD8m8ZVISJEOZa10wtWjP4fTlxYuiEU2vDlCqKxBy7oLORDNH6ki8dzaOeRK0V6XSwHg8Ho/Hm5ubvV4Poz8cDk+ePLmyslKpVOhBeG4eSURERMTiON0LaTgcKv+TACb9LqRKDPOMRI4XQbO6kDEXsY61RaUufz/MbJLVJr+fLnfsMywfL+kLCwhJ3UsvNaM8JkopEMLlElQYktOj9gAXS8UYLU24WATv7XZ7Npu12+0TJ05g6/v9/nIeUURERMRzR95oNGDbG40GQc40KKloQdqnBIWl11iXO6xIqTlLzjZPDkISzOS35tmk7Na8A18e9NVDRSOiX3XNzEkb1gRYf7E3Wn8o05XVCfOQCp9xxF6vR7AB406a7mg0qtfrrVZrNBqxeuj1eufomUREREQsjJQeTO12uyxLZTCF3nrqqZ44xeal0m13TwwVdtdfKbEb1g4T8R3KXcy5HRE7YUPtsCYM35Re2lcx2/B6tCywoDqCRPeiaDiBwWCAw54kyWQyGQwGnU6n2WwmSdJut3u93nA4bLVapAJENWRERMQFhNOMRL/fh/FQmBHJIOoR7Km5sxz+fg/hLtO5x+Yqyhqqa1KvFsk2onTk+CdBUpJ49szbfZhHTfesD8QLheHTcC7Rn8bjMSsD9oakvdlsovtMkuTEiRNMe9RjOMv3PiIiIuJ5w2n9X61Wa7fbKgqG7Zs7Cq+aK3PJXzHB2ldoqZMggUgy9pCukfZRjTjk40vqruCtphYLtI/hEcM/aQP+RN2xyWRCIi7+vvQzfM9sQQUxliCz2azZbLZare3tbdh50foRERER5z9SSOdqtZp5Oz0zw8CZmWqHJV5YRlQ7hjXUKZZew52gpe0WroQImRZJdLRPrLOscLjncDN2FTIw2niPn267ZfWodKbTKXHX0vO2JJxHBloUBTUj5/N5t9uNOveIiIgLCHmn0xkMBpS3Fb1uZqoMo9bSePF0a2KbdHfTDKllQhtdBj1OpaIhZiumJSTHdWbhrsrdfVMFuerhXwsvbabDcaxKpTKZTDgfysgo68rMxuNxs9ns9Xrb29vETrMs6/f79Xp9dXV1Y2Pj4MGDZ/3uR0RERDxPyM1sfX0dH1a1t0IjXgZNlHB4JVdX4w7ZcfHjIecuyyunWw64QqkKxopGL70kGVMOU8JTrgO0sLAnGfrw/Anw6hutBiBtBoNBq9WiBsOll15aqVT27du3sbFRq9VIi11ZWXl+HkFERETE2UdelmW/39+/f7+ZTSaTZrOJSAarR5F3xCSi0WXNLQhall4iJnTV2YbvzRmYxFv3wdprb+FPyiBVis+aEviwJ65bet2bMOtK04aU7MxMUEbU+0XUXxRFo9GgWcdFF11EsR0qE5w4ceKJJ55YX1+PnHtERMQFhJzcenUvIriK8VUrJZVzCQ1x4r30zAzDGhIyYUUac7NuzoEo1irim31yILnVss4qBB/uR1xNEXRz1bSk1YO+QZdZluV0OuWfcOvtdpt2JePxuN/vz+fzRx999OjRozs7O5PJJM/zTqfzspe97Cl5oYiIiIjzEznJO6p2a2ao3dM0HY1GqrQeuuTm5Hiyu0qXeWmBIqjTm2UZpll0DdwIppaTUOEa/onUnUQqGegkEETKzu7JZuJLzUN7FPfS4+PC1+v1F7zgBc1msyiKXq+3ubn5+OOPb25unjp1yszI5+p2u69+9atf+cpXzmazRx999Bw8j4iIiIizgjxJkm63K8suB5nmefjyZqYGRmYmWWQa1BErg7Jfoaal9OZ24feYbwtk8qwVpHwXk5Ps1jWGlr0MSphZkOXE6Zl791jzwjupElrIsuzgwYONRuPEiRNHjx4dDAaDweDRRx9dWVlpNBqrq6tFUezs7Lz0pS+96qqr6vX61772tW9/+9vn7KlERERELIgc+9vv9xUsVYK+SI88z+nHhGm23fVhzFmXwlsp4XHLsutgRVGwRMi8Q5OEjOY8O5ocMyNRVma6CGq1p7u7pyZBPcjSy86YrwB0kpPJBEUQBSDLsnzwwQcff/xxzH2lUllfX0doP51OT506tW/fPnz2r33ta0eOHImdmCIiIi4g5L1ej4TMMqjxAmCcZVVVyEU+dRr0wSCpNdwYM12WJaKaxCvV8M+QlAf6bRLUJjN3wMOTDv8ZrhLCjCr57zLus9msUqk0m800Tbe2tnq9HkuWsixrtdpkMhkOh+yn1+ttbGy86lWvqtVq3/zmNx9//HHSnZ6/xxARERFxdpFjtqjOiO1DDC6Yt6DDvd2TQapwpWiT0MIqxKo0VFVgZ/uwKpm2Z0vlTGmz0FXfI3mUfdeJ8ZlAMZVhCI1mWba9vX3y5ElqXrZaLdK4er3eeDxeX1/v9/utVuv7vu/79u/f/8ADD5w4caLVas3n8+3t7XP2VCIiIiIWRL69vV2pVFR4AE231CypF/wiPklkUry8uTmW9lFG1gKyReqXMPQaquP3uPBhwzzOUiL3MpDchFIZefdlUA3YvAgl54zP3uv1aL2EvD1JkkqlgmxmdXU1TdNqtXrllVeura19+9vffvzxx+fzeafT2bOmiYiIiDjPkZ84cWJlZQVl92AwQO4t51p+tNhwSIywSHq6u0xYaIXFtyi2qW3k4CdB/hFb8s/Mu10/2UnXh/nuvqmJV2zX/ikegCIIn30wGIQyHsIMtVqNdoObm5vr6+sHDhx4+OGHt7a2+BV0055SaBERERHnM3IkLuQr1Wq1Xq8H94JUEcMtp5uudVKehO2TlPQPZJSLoFiYtlTpYH41nU5rtRo6d9vthkthqQQoxU5Dn33PD5l7ZOj5U7/fp8sSdA0TRrPZnM1m8Onb29vj8fiKK66o1WpPPPEECxppbMKri4iIiDjPkR48eJCkTbU6grUwMygL8zpiiWfwh4FKpoHhcBjmHBERDasIYMRDFfxsNsPvDkkb6B3VhpRQHV7FvIJ8GZQG0yGYGwqH4qij0Wg+nw+Hw36/r7NSpJd/DofDU6dOjcfjV7/61fv27fv6179er9dJzVXRgkjLREREXEBI19bWyrIcjUb0Y6rX6/DU1NWazWaj0QjHViJ0jCPfKxcp3d2byYIeeGHxACrSsGfltYqBYW+40phUTTmklcpw7/mgn2sbTgDPnYgC33NE4qvVanUwGDAzdbvdtbW1F73oRf1+/7HHHiu9Tk4aFERb2lOKiIiIeI7Ijx8/3ul0ut1uEbQ/xa6RoI+CMKRBQntqu/sohdYW4OnzV2y3HPmwDowCoWK35WKjsVGKaaiZCd32JEhbld2nuAIhU1Er5e4CBsxJBw8efOUrXzkejx944AFCr0mSEF0IDxoRERFxQSAlNVS+Mx2lQ9ID1xtDj3EUp8GvlCIUOvLyrPfsEP865E/U6UlHNC85iYtdliVhAI4o06yVRAgLVDr43VQoQ8OueYXVw3g8rtfrdOX+O3/n7xw4cOAb3/jGkSNHWM2o4GWe52y2nEcUERER8dyRFkXR7XbTNB0MBigCzazX6yEThHZP01QFFJWOBEJ6RI45pllByyQoTqCO2Oa0CdY/DFfyvb5hAghl9UVQsHdPwTLZdEx5o9FIkkSUTjiLsDEE1MrKytraGk1TO50OlRiw/mTnnsMnEhEREXEWkG9vb89ms9XVVTVRwjuuVCpYc21KcJVsJilb5AhbUDldmUQyo0hu1CsDE69JIvS1k9313LVu4KCllwKW+Q7VMmKHzJcXiGHQ7xM5IKJLFYRKpULdhRe+8IXNZvPYsWPz+XxlZaUoCg6nCWM6nYbJWRERERHnOdIsy4idwk1jE0XUqF4jNhGHWl6wGh6FvjbSxsILy8jis3OcaDMLCRalkupYook4S0kq9yRG6UP4T7CHIKpWq1yUVg9aVezbt2/fvn0kqSLLQRiael8qzSjn/vFEREREnBlOVx2YTCb1el0lzrH4aZpS6h2/Ff+XjB6550WQoIQF5EMZ1BQrvPKMIqLyiBOv/C6bngbNQELf34IKw0WgcNcEEOrfRQ2xc/5JZWN2xUxTrVY7nc6BAwfKsjx+/DhiIXPGX5lcUnAu5xFFREREPHfkZpYkCblLZtbtdrGDuPBZlo1Go2R3ld2QikGxjinkT9hWwqQIK/cIYKhRA6cv2x0adET3nE/iTVbLIDE1VMhId68JgG0qlUqtVmO2EJ9DVirHqtVqq6urKysrs9ns5MmT8/m8VquVLt9Mdhcopm3TuX44EREREWeKXCVWJpPJ6urqvn378M3VYSPP83a7HTLy0BoSvShGyvYYZVKW8Kblj9tuASI7UXAVyyt3m13JvI7H42q1KqqHP2H6WVho/+adocwrjqkSmdJr19bWVlZWkiQZjUbdbncwGGRZxtqF/SipSoY+lh+IiIi4gJBjwmq1Gp1UG43GZDKZTqej0Qh3NU3TVqtFQFI2Dv9abrWkLIkntZqHLs0NLlp1Zg5+i91MvAGIitiUXtBGYhgpZxLvsmS7XXj+WgYVic1rEZtZo9GQyjNN0/X19X379g0Gg5MnT5rPBJl3/VbotVqtFkHBsmjcIyIiLiDksqRmVhTFYDCYzWbtdpsQJUT5YDDAEONTh1FWXGm0JXJyZeLLssTdFo0TqtflFxeeP1UGFQgscMAR40t1ruKUnIAMehgmJTGVEC4TACfQaDTW1tb6/f6JEydYKKCNUaEFXUiapkx19lQ15SMiIiLOZ6Tj8Xg0Gg0Gg0qlMhqNer2eedmv4XDY6/Xq9boKzsDeqGsdEng5yNVqtV6vY/Rl7pGdmHdrwu5XKhVMrZJUmQPkI2OjQxOvkjK2W/IoKUu4jOC4stEicOr1+vr6+mw229zcnM/n9Xodlok5jG04ls483NtyHlFERETEc0dKvBQP94knnhgOh2madrtdM0vTdDQaiX8n36f0nFVip0olVX6T0pdEoch21+t1ceXmdrn0Jkp5npM9BAmDMWWfWHl2yzfsimtQTRv9kzAAYDbiKMw9vV6v9P5Q/DakiZhdqFKpxKuYyhQREXFhISeHE5kj1cxPnTpVFAWdK9rtNnqYwgv80s0jSRKlcYaycVx+WXn8ehVPN+ffzS2yBS2wWQfIg8ZJ12RALDcJagiL6y92ly4A8uWFRqNRr9f7/T6lCKSmJ+RgXos4XAcw98iFP4fPJSIiImIh5FQtJ3babrfNLMuydrst0zwcDiuVCvS0DDQmu16v4/Lj2ErZUnp9GPMiMKEpxyJL+qJpgFlBhhVmX+HTzHtqi+RJdqenKuEoCSD1jpmpZDwrCbgjTkCyHyl/uBB+KMLnXD+ciIiIiDNFPh6Pa7VavV6fTCbtdhu5CH46Kkm2o2oulpTPssL8hICnzHrqSa3yf/lggf0Ni8NYUJLXXBVjQeISZ8XOVV+e6YR5IvzVHjkNU1GtVhsOh0xFYo0SL0kfJq+GdYyZMwghnPOnExEREXGGyA8cOLC1tYUzC0ExGAy2t7c3NjbQDmLvms3mcDhUJybYEkw/0UiZ6dAF3uP8Kp9IhlKqdpUoSLwphz7sIVskgTf330X6h9mqWgeYi22IBuO5axnBeTJdKYobkj+6kGjcIyIiLiDkcoGn02mr1cJErqys9Ho90pcoRYAJRl7CTBBmcoZpR4qyklskcpzjPdkxz7yNn8hxC6h5KCCsLd+UQUWaPdpHXZX8fdx8xDlMRaLXMd/MVbabr8+8YZPUMs/3Y4iIiIg4u0gfffTRxMXj+NEXXXTR2toaBj3xPnP9fl+9VWV/xZXLtuL7J57aqrwkCVqABfYXE8zOLfDZpaix3dlJ8qYt0MmoCIyqOVpA07POIC2r0WhwrGR3vRp+K8aGo3CBLE1iElNERMQFhPSyyy5L03QymVSrVSkCIWTMbGtrq9/vS1HDlxQeUKBStSTxcGWUlctqbkNDbz2cFTCgBDlDMbtcfm1mu6vN8GVoynHzNW2YJ1upZLzOJLTvYI/gHa5JYeFo3CMiIi4g5Pv27UuS5MSJEyQrbW5uPvzww5dddtlwOGw2m9VqtdVqNRqNZrOJbxtWmDEn3FXqK9ldAsyCel7KTeWzJhL87rDCl05O1l8EeuGNtqWZMTP8a/N6A/yVAykMoBCubDfnH5YrKIOKkiJ8Us+YjZx7RETEBYTczFqt1mQyOXjwYLPZPHHihJlVKpV2u52mabvdxmEfjUYUWczzfDweywhi8sKqkKEKxQJ63VwcSTHh1DuaSn0ojTwciCSJMvHauc6+9EZ6pde6EVGj6KgOhHCTmQlQXB4hTelVi5ldOCt0ROZlCc7pk4mIiIhYAHmn09nY2IAor1QqjUZjdXU1SRLM+mAwmE6nFFA0s9lsBkWTevdqecFY1T1mPWzBkQTJTQRjzU1/GBeVxgabLs6dqIC5wLEMyg/g1KdeT9jcFmtWCKXrmiGYqDilUBhjZlJkms8f0XOPiIi4sJCura3RW64sy+FwmCTJ6uoqFnM0GplZp9PBFouKSb2qTOodNmT4kt35PiI6xKLw2zBkarsJHGw9JH7IuYfdU/fw+GUAeyo5zZ4wKZ9l30MWntOD55Fmxnxpcg6fS0RERMRCyJvNZuJyxiRJhsOh6iDW63WMYL/fX1lZIXA6GAyo0AIIQorUtqBapHlVdNUXkzO+RyIpV70MurCG0kZCvntI/D2MvJll3jvJAkW8FgcwMERWy6Cdk/kCQn0/tJiQgCeLnZgiIiIuKORU4KJ8mGr5QjSbl1lvNBqld0yt1+uUSAxrvChHNA2qM1rQ8kKTB8SIRIrJ7j7a2kxbilWXL2+Bby5XPWRypNIJ3fzwxJJANS/DnbgeVH/do/KMtExERMQFhFzthzCg7Xa7LMt6vb6zszMYDFDL4JvTqqnVaqVBFQELpOjmFlC2UsUA5D7DzISR0pA9l9ZF++FLNeswnwPk9SsXyYLCBuZFaZSgJOZdmbSpNwNhVZGmaa1WYwrZMx+kntB0Dp9LRERExELIaYE9Ho/LsqQ3xWg0okwYME/fT72VqGgZFR4Iy6yr+aoF5AnGUQFYCwKVKilsQTWYMGRqvgLQLBJOJ/oJ5Az/fLJQR7OIpPHJ7rCwCJxQkxMSRzFPNSIi4gLC6dIuzWaTTqpkJ1WrVcqtYMdRCqpdkQyibF8ZtHNSrDIJlJEywenuWjEh1yHPXV+GmkhJWUrPRzW372FulJzxkFqR9SdSumfNoZ1rjlFFzD1n8nw/jIiIiIizhe+IQPDEccP50Gg0iJeaBx7LskRdM51Oq9WqOlqYK8oTL7llnmGUenmWxGt7ybMmtimLD3eferFfc5olDXKXzMMA/Gk6nSJy1zmIcNc+CQ9Q6EZh1cTTqaT8CVcPnCpThYoQhNRQRERExHmOvNFoYPgIJ9Zqtdlsxv/VDC/MJqVlthohhYZbOhkR7vKjE1fCKLgalhWDTuGEKM6+h6XRDBTyM3LDxYaHop1wYRGSKuXuCmXT6VQzxJ7MLPPeT3yOnntERMQFhP8fP9yBAy8f4SUAAAAASUVORK5CYII=\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=500x200 at 0x7FEF4F72A6D8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"mark is not present in images/a-6.png\n",
"mark is not present in images/a-7.png\n",
"Results found in file images/a-8.png\n",
"But there were no faces in that file!\n",
"Results found in file images/a-9.png\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=500x100 at 0x7FEF457EF940>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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