{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Face Mask Detector?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-02-11T16:07:15.937992Z", "iopub.status.busy": "2023-02-11T16:07:15.937661Z", "iopub.status.idle": "2023-02-11T16:07:15.949050Z", "shell.execute_reply": "2023-02-11T16:07:15.948275Z", "shell.execute_reply.started": "2023-02-11T16:07:15.937938Z" } }, "outputs": [], "source": [ "#NB: Kaggle requires phone verification to use the internet or a GPU. If you haven't done that yet, the cell below will fail\n", "# This code is only here to check that your internet is enabled. It doesn't do anything else.\n", "# Here's a help thread on getting your phone number verified: https://www.kaggle.com/product-feedback/135367\n", "\n", "import socket,warnings\n", "try:\n", " socket.setdefaulttimeout(1)\n", " socket.socket(socket.AF_INET, socket.SOCK_STREAM).connect(('1.1.1.1', 53))\n", "except socket.error as ex: raise Exception(\"STOP: No internet. Click '>|' in top right and set 'Internet' switch to on\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "_kg_hide-input": true, "_kg_hide-output": true, "execution": { "iopub.execute_input": "2023-02-11T16:07:15.951539Z", "iopub.status.busy": "2023-02-11T16:07:15.951163Z", "iopub.status.idle": "2023-02-11T16:07:24.438366Z", "shell.execute_reply": "2023-02-11T16:07:24.437212Z", "shell.execute_reply.started": "2023-02-11T16:07:15.951506Z" } }, "outputs": [], "source": [ "# It's a good idea to ensure you're running the latest version of any libraries you need.\n", "# `!pip install -Uqq ` upgrades to the latest version of \n", "# NB: You can safely ignore any warnings or errors pip spits out about running as root or incompatibilities\n", "import os\n", "iskaggle = os.environ.get('KAGGLE_KERNEL_RUN_TYPE', '')\n", "\n", "if iskaggle:\n", " !pip install -Uqq fastai" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In 2015 the idea of creating a computer system that could recognise birds was considered so outrageously challenging that it was the basis of [this XKCD joke](https://xkcd.com/1425/):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But today, we can do exactly that, in just a few minutes, using entirely free resources!\n", "\n", "The basic steps we'll take are:\n", "\n", "1. Use DuckDuckGo to search for images\n", "1. Fine-tune a pretrained neural network to recognise these two groups\n", "1. Try running this model on a picture and see if it works." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Download images" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from fastcore.all import *\n", "from fastdownload import download_url\n", "from fastai.vision.all import *\n", "import time\n", "import json" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "_kg_hide-input": true, "execution": { "iopub.execute_input": "2023-02-11T16:07:24.441110Z", "iopub.status.busy": "2023-02-11T16:07:24.440797Z", "iopub.status.idle": "2023-02-11T16:07:24.452223Z", "shell.execute_reply": "2023-02-11T16:07:24.451381Z", "shell.execute_reply.started": "2023-02-11T16:07:24.441068Z" } }, "outputs": [], "source": [ "def search_images(term, max_images=100):\n", " url = 'https://duckduckgo.com/'\n", " res = urlread(url,data={'q':term})\n", " time.sleep(2)\n", " searchObj = re.search(r'vqd=([\\d-]+)\\&', res)\n", " requestUrl = url + 'i.js'\n", " params = dict(l='us-en', o='json', q=term, vqd=searchObj.group(1), f=',,,', p='1', v7exp='a') \n", " headers = dict( referer='https://duckduckgo.com/' )\n", " urls,data = set(),{'next':1}\n", " while len(urls)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dest_primary = 'medmask.jpg'\n", "download_url(urls[0], dest_primary, show_progress=False)\n", "\n", "im = Image.open(dest_primary)\n", "im.to_thumb(256,256)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's do the same with \"forest photos\":" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2023-02-11T16:07:33.073732Z", "iopub.status.busy": "2023-02-11T16:07:33.072317Z", "iopub.status.idle": "2023-02-11T16:07:40.624209Z", "shell.execute_reply": "2023-02-11T16:07:40.623325Z", "shell.execute_reply.started": "2023-02-11T16:07:33.073616Z" } }, "outputs": [ { "data": { "image/png": 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KIaDWUubWtCylqYKZMLZqOXGZp3lpfU643z2ejlprEiHzlNjcohGpZVnKIiK9EBMxk4gcDgc3dXdGRDDTRsS7m9tx3JtaK5N7IyBiyDkN4yDR53EFAFetSzUFQosQQghgOp3m8/E43PTMIsSOqGoKFnkvRpXo6m6R/CHS5YLLBdOIFIgQkdlFUko559ZaqYsAAxA4ptK6ruuWagYI2MjV3QCRyEyZuO86E1GzClSbNrVpLt20XOeOyB8fH47HY9/3gDhPszDv+6vb6+vbq8Oh77oEt8+vhi73Q2eAnLuu3/WUHUA4MYvZGhbd7IKqXFZMfGRmYgTYOh3+YWMHxIEbnuMY630DaAzWbHHFZBAdtvxkLT4vFcLWcgYijI6BX2JEvComYgJE8OTawBTd0RRdwRHcIlqpGSNdegSXxBS2ftYlXTMzQMwp1VrNXITjz31odwMhUGtqBkTogIhwQf0gmnEOqhoNQTOPkI/b1aulNFUEj+JVwI2wtHo6Hd3tfDqdpxmJ3ZQAEB3dyzIvSxmHvsv5vJR5WczNWiNrQ87OYm6IPg5dn4mYRVLOooatWWmKDkM/JiZmOp/nsixgtRMA89NRCYEYmMd+6N11WRZtxVxdgciBMQml3Lnb1Orp+CS7g3Byj3VAhNTUmzZrEO0j3LotlyUPABJwx1pZIQA6miMAExETIjCLA6gauCKuqBsysxmSJyQDdFMnFoSKaEzuwIaIrakSYlNV88fHh/fv3wuRmaIDEyXhXuhm398ehl7w+bObq9urnDrhZICUOzcoZWES5BwvCRHAnAMfCVwE3TwAEwCAONkdgJhUNc7IqD5TSutS2eCALfmJkhUoEMbAdcwAI1W4XDGI5k5KaUVSA5EQgQCEABgZmYDQHYTZopg2RTNYVyESsqoauFAkaxh1MSAyEphpa9tpRLFXmQiIAIGZAqhc6/K4f7E9tvPMHYiZWWBrFUc/wQGdEVTNDRAkcasNzF0VzZiZkSxw6lJUm7oOXWqlq2V5//49uGmr83JUd2LWZs0aM+12Q63avDFa3yUAAs8CeslaAcBMiV2EEL0ss4MD0JC7JKKmT+ezWnNzUENvKY9A8Hicagvw3QB0v9tBytO8lLKAaUoECRBTMxciQdJavTaX2sAQyQEdPXgPHoHOY8MTEDg6oSMaAAgRRJHhGMAEkCqamjY3XRsAJqZVNbABBwQQYhS58AiaW21qFeKfHRi5Z7bohppO5+M8z8zChKZt7Dtmvj6Md9fD1UCHUfbDcLi6znkgYgciZLYVruForjgwb5WlAwGamzVFQUpMuFa3jmDogGjgK5eBCaJU3A5UBGCSeOVISEjmbmsRhO4GDkgM6AZgbg4eoQKRVNU/6rRvCdIG4KyFQRB8jAAA1FxjwxkyZQFF1YKAW+m8Bl91s+bUnD22k/mWt9Famlh1j9iiwCTpkhcxA7hGzgQftRo8use2coIMjNNaFhMTAzOLNlVVd8O4amaUiBpo0eXxSOTEvtsP59dvuy6d53OZq3BSAFd9PD41tT7lLmdGrGoQ3RpPqq3VqqZuXq1BAiEiQGFGwCxJEtXWimk/juoGrl1OWpcu507Y6pATu4Nra2VeEAlTSsOytKataSnV+86RaxZqqp1FxT0DJ3e3aEASEhIDBXJMgAyI6AaKHhHfhTDCeJDK4nKtfd/1UZsa1lqXZVmWpUU5iwSyJlLNLlkqbLUEuCkhkkSTBl1bToJurSwiiRB3Y991OQvnnIdhHMYdp4wsgOhODujmKWUiZBJkRiRAXiEbBDVHZHNDgyTpQw4dfU1E3VIkAmIEIo5+HCIika8gP0TfCwiJ17Sa1nVjvnHsiBkBzPQCDW8rzDHaCB+KjQsMtQH5l6QI0bePcZGdyMG1VlKmLOwA7kzExIobxgSwVirmCATEjuhIiAGJAhEhrJswd1mbbgkPmBsCoTsxeWsGgE6Xl+QbWcMRminBisMSEorohou0WhhgyPnF8+ev37wVpHOr2hrnjOBD1y21LstyPJ3MgSTl3J3nc21tmWdA7HKXUspD52imamYKwMQsLInVLCFmYeKUhHOWVhJos1oZkdCYSASYXNvs0JBz3+fZSytVtYE7kihTKwvneZomcUTUNRoSAqIjQYDXAMCM0AgBcAMt3IWiVxo/D9G/1gvzZ1mWUpbabFnKPE+lLK0VcJONXKlNHcER16iM0dU3VwAERiHEAJ6tNdcmQl2WnNhNvRamcdzt+nGXhyF1PTMzJwAUzojk4IjAkpIkMzS1aAa5rfwWBGimzbZTFAGQWCLr3cA+IgdTdyA2MyTywNQ3VLSZCYuviSA6IiJ4MNSAzCwaKcwM8KHtFVCsEK2Xe1vnl8+22iPgWohQWktBX8lXpqaqrgYGTkjCLAnNmzVHxw0bRcYo29zNmYPJ5ADuRsHmDDzVtFZDREDQDbtDJnA3NWSGDSqIp2Vmd3U3Fs7UuVm0BLYXDwAgItnVzLTWCn61GxOztnb/8Pjw9JSHXs1rWbo89MNQmy61LaWYOzB145BzXnsXzMJsSEzEiEycu2xmrVV3r/PMzIq+nI3AoTVv2icxFELKifucGNGUmlUi6LoshKrVmp5P58mVwKXrj6cjlybELMJJYgMAkoKudZmpE5EpXEB/cNkAM0CHaLuvQJsFIajWVmttrRXV5m4ALsLMEuhYNdUIoq3ZBcMmoghB5IjmgadqBbechBCWebLK+8yHcTiMY9/3/bjvhjFyFXMwAA6OJAEANnUiRmYHB0IWRAcPdBJ5BXeI1xuHhAjCRMxbGrjSbwgdCQEpAH8kJGKJmphwZcXEClj/h4BuA/nZat3fOtQDRjF3jDzFP4QIMwMw3rhJZqqma3fYARFEBEkQHJJgkkhYtYCZcSR/0d93ROTYlH5pB4MDURRwJGzNXHVt860AwEYGYQIDEmm1Xl5bFDlO5ADITCIKYLUSgwPsduPJVdHNFdzqzIIA2gTh+bM7JOKn43GeSSQLH09HcycWSR0jIftaem1xBswNP0BY2vQ8Ta4VHYjJmntD1dpl7rs+soAuSSeCjlrUxSmlnHN1bVaFO5BkaqUs5/lY5lOfJI7spZoAJEmpzylnElZrRBLv2oDA0K0hwnrpwAXMwBzMTc0ZYwOYWpxPtvYPNOgcLAgoES1qa7WWVpZlmkurtTQFcEBDAiBhjuoTAFSbmUZtLoTzdAazPA4InhKLcEo5dT1JRnBbu6YExMFkAmJANkAW+a2TVhjMGAnWdgm5O3ow7AGB3BAcKMD47fAGDD74GvEBg/Sz9hAQNhZ0JGHx8+6+Uck/QvtjFTkgIDMFbnMBmG2NSmtLzT5AnOtKCHIDMUTHnpATB2+L0FmJmA3dAsmBdR9AbLkV11vfgkVex8QusAa+OIYQHGzjnF4wUCJqrVnwJZkdwM2aqgNwElB1B8lZu74SWqvmftiNIsLEb96901K6JDc3V33dHaczizB381LOy7LUMxKLpCwC7kyccjK3prU2ZaZWa6SMroZgDGgKxCbEiYkc6rIwOJjOZT4+KqKfr8fb26vdsM9iPABJvFVJKVnb5TkdHz0zBalZ1V1NAXABABdPZq6owd5zc0MEM0TwFQ4BAYyevgZUau5qLQIzEgGSu1ttrkoQCQaZWqnLMs3n03mal1qrxwpziKSFEIiQAA0ATN2RiZGMCVtttTYRNiRiyV3fDWPX9cSiBoljERGTOIADckrgUfuuEJSqAeEHSo2tt9cAPf4ugbm5IzM7GIAb4GXpRocgVjrgGvwCGYQtLKCD25qRg6OZERIEULbyfdDcwNZtEe1DB4SAINwc19eI63ZEIlmZG741kgkBUREVGIURyRHcCVPCEBs4MCKSrOveN7o1IQDh2hYgAANApMRZzFzAN9ZTQBawlsu1XfYAM0NEc1NEBAIhZiFw14pgUGuRlMw0d7mWuc5LQtgPnR92rdR5PiGgMHXDALUBmIgM4+AApdRSW8COpk2tqWoza+DCTOAcnT+3Fikc4NSWVtrQpy6TtUYIWVgI3fw0Ta/fvH3x7Pb5s9uuy5Jx3A1dyghoDn3X73lHboiQpLdqBOjBAWLSAugOSOpGQWQUxkAXfKVDgq8bQN0RDLQ1Am9a1JqZuq0NBFAnj+MY3ay2skyn6TRN06wGyMyAZg5m4OamCg3UEAmJkdbt0KXk7mVZAJFYUtcfrm/2V9fj/iApM0WBjrHsEEBYmke3nlcaJhMgBYAT7QwHd3Qhto1HCYiBskWpGQW+G25EtziHgS7oaLBz1CP9pS2tWVsBgBeEMZoCsIU1MEACRDKMdUmOWznlGAoAJyCgLa9Gt1iUwY2NIgLwA7uEAMDJDTCqeMaA66JRsLJYA7EAwKjjA97YCOHJQQFAGAFcrQEarrQ+RBHU5gARBlprCAgRcIMKAVBb4y5bxYhgvqADp35E4lZKZpD9aG7INhWtyIPjaS7arJZ6Op8RaTwc1K0olFqCrIqMVppXXcpiptYKuDt4UQP3xMJE1lStAXQE0KyBgycB9G4Yl7m8ezgr+NVVJ0hlLrv9DhGfjqdh6IdOWLI7OggYupm51WaqnlICA2RGZjAHVDRABHdzJHcPfYhEQHJFAzMGAHdV12qtmVZtTVWjYQ6bRmyapvP5PE1za0qSiWhNtQEAUK011Wq6wUuMIWCh3FoNbKTrunEc97v9fr/v+16EiRCJHRycgJlIVAGJKSVE5JXDQ1v1jium645bcvlxai4iK0BlRhvBCbeW0McP3FLVNW+2aJGquV1IhPFDdtlCH6FAsLFCAYM1+lvai/iR+OAbSZg+6s4iIhC5RGm7/mQwVjgiyCYwIJJA9oIl47p199aqh8ChqcLW2QVEQEYmAkLbyK4EHoAvkSATYmsaaCuCETNLUlMScXdvddjtck61pmXigjhPzZH2Q4dwtag9zeW8FCd9rLWVigCn81Tb0QGr+nmaVC3nNI5jEkZvc2vnaZrnYoCpE0lo6kWXBEKECq5mgOTmTTXnzCKAmFJutZRSn46aCGqtLBxqp+l8zpn3+z2zBMplDsxgpmbeTNVdRHi9X6sIxNEAeWWMmQuCuYFbM6RIjmEF/JtrNS2RBdpaxOmylFpLsHC3LrppC8DX1Ff9pLuDNXMwJ0lOkj9WkzBzTmkYh2EYU0pxEx3R1ZkJkNUAiUhEco41z9G6NyfkC08m4BUw27qbdlkTkdgbBC2U/7PljhsQunHLVomJBpWHGJrVyMguStLLwl1Xucd6tSBtaRwD7pdW8crl9PVAxYtSbBMEMwXShRuAHCQ+QKRVkuwOTIArwdTBgmQBTGtSt65nijtEQrGN1AxAkBAjjkfJi+qm0ZxBETNzNOLEwg6gpgYYbyYxe2UPOhOhadw4Ip76LgnzVAoiei1KXhI9Pc2n89wMq1ppVtSbORFPS52Wh76TXaLdOAz7/bS0+8ejWQX0vs8roxZAzZeqQ8eccqtlXpaMnUhiEqCmDkhMjK21IBNEuT9NDQDHce9utSoiphSNbWcHYgVc+/Sqa9uetiZ/3EoBNzAA8zUxiOjuFhIsraW1UmtQYKIm1m0lEKGpajONA+lDFAiczrCZqWq1krve3Ff5JaKIdH2/3+37vgskO9IPSImIiRIAMokjmqMQX3JfV3WPp23LspiZag35JV6YfMI5ZyIkciQwV/lAZ1iJfSuTdH3V0cWAjS4AgMjEgOpRFQhzSGk3RuHGM3UAdNNoLa9aGFg565G5bSA9bhLOKFjwghxFi/dDTIg+3KUEB4w6wA09in1mRAyiMyBQ7G1EA0cWCkYQIhJG4S0pgZo1dXB0DjmomQfgJim0b0TMmHJzA3A081YxJXNo5uYoOUcBZm5ukp2a403uzazW0ie8u7lShzfvnx6npaoDCjG5gwMFnt467jvvh+Hu5vrm+vrh4V2tJ3RPSZjIVFtt8eec0ACP5xnnGQDHftyNvbme5yWN3TgMALAsCxEN45ByJiIFVPOiay9RRBILAhY1Q8uItVYAjwSWhQQT8Nq7FHcDdHCmKF7BL5idmbZaW62q3lqLLAgBiTil5I5WalOLI3Bt1yKqG5k29bayL1zV5tr2qoQQx3rXdfv97nB1yF0GgJQSECMRcQZAMydi4QTMCqiBBSGawbyU5bQ8HZ+maWKi3HeJcRWrbIK3yUyEEZwYui4jAXjpuo6YKJqz6K4ewrVY1ojkDmbOgBiwACgx27YzgmCH2ym+rmn40ATTeDrCTdi4Mm9hU5ipGiES09pi2DrWxKQYh9PaiIzCHABhLfeDHIzbKwFwtyihYcXyVrgKoKkCIhIHTIoA7hhAVWBCDGxmQa9GcHRDIDUzBEIWSYru2hCAQlpsnYITMVOpAPvDodbGqSPJJNwNgwNOb97jXPu+219BpWRTqapBpjV3yQlcGsBUreqp1nJ92H/24q7V/bKxJxNxaXqey7wUDpJtHJ2lPT6en91eH/ZJrc2zD103DEMogUyNWbquAyAzZZbANZhTSjnuVGtK64mzHpLuBgjgskYAMsCoq6IvuMZaM3OLWtiaW3M3RDcgYCAUgcG8sCJrhY04FOspdkQlX4DQydFArbU2F0V0Asy5P+wPdzc3h7HvUyepw5QQCeLADw4Sc/GGFgwdcIe5TI8Pjw+Px1YtC+e+N9VWqxuC23Q+tVqEidC1VGEhxtRnFkGAIWUdehbmxF3XAWFIgoGZgraJLc5LJwISIlJ3YAALPDTWHML6X8ALBoir6gwsEKXgJRAAk5sZmq1RRlejBAdv6G6OSMxAgIjsEX3j7oEBWACZgGTu6BJ7NpoQyOS2xil3j94DrPAtmhsiqa8ls7AgASBBQAxgBOitWVMEBFcFWjFcAEYGYHNkFmTQMqOQcTVmRBTqCFAbEafUddJl1YJkd3fXi8HT+eupzHMtak0YRTp3CKwpeJiLNgWvtanWMk9j3x/24+31FbtrLeimmJH9eJwj5HZdz+ZnKO+Op6/ev38Ju5sxodEyVeGUxjT2fVQvgBJMewriFnFIyXDThJWqzMSErooIhui8wQcOAg5xMoUkwgHJKTA/c29mahoKv4DBHaJZngDYnQjJzJhREoduo7VWSyWMNIO8tYrk4E1NhEhkGIbb29vrq6td3+WcmcUcJGAQdwSQJFVd3Rl0Ok/Lsjw9PU3TRESleWn2+u0jqJo1QZSUWquudeg7QTBtWtt0ngwhdV2pJed8vRuGoR/63Hfdfj+mlCinnDM4rFKpiH5M5lZNWRIguBlosNRoLXiRwI0w9P4Q5gu0NhCiwUAhywM1N3OFDQddpY5xVK+uJxspgpjQoti1IIsGAozCYOAO1hRxDVOu6ObE7B6OQEDEmwYYSBiIou8gLLi1IADAAIjFzVESAkEUjE4Qsl1VAwAgSRldzRQ4CSdrBVzbsqg2RpCUybWqklU16PpuHMfrvR0Ox3fz3DtVg2U+LWWhTb+GiOp2rAXdB2FgBKZpWcxaq8vd1WEc+1YmcrzaDQy2lAUB+6HfSer6spBPSzlOS0/Y9WjmpTSRlnZ95uTA81yYKeecmAHJKRHAmtcAEFKw4lCj3QIAUGsT0VUQExkkRQwmRHcN8V6QhIKEEuSuUJMRoFPgNpENi0hKjARtpVW5sjK4rL8igmSrzEDGvr+6urq6Oux2u6iAiRk3pR8yIdE0z+aozd6fTq++eT3PMwAOQ19KeXv/9Hhe3LSVZewzM7fa9rsduNq0DF0n0pcyPRWdS7Gns7n3fXesZZim6/1+17XzNHcp9WNmpnEcu64TSQBOCATsYM6R6Vq0xhHQaWU5AQERunp02xw8tvkHUMnN1JwFzAgcCDdK+iXXQohnxrVY56gHwEKQgGsug3F6IZI7tlol5KqODrrmJtZC/m+tttoI2QG8ACdBIiCwuirkHdYowSIkjETci4G7KoKYqSOAcPBZAilDxJTEzLphMMbK3BbSsrg7GBEZIQtnFtzv96dz63MnxNrmPndwxW/fPbbWAquotaqbgLdWjcA5kSQRIYKltvcPD9f7kdzULEvmcT+zlKVYqcZ4OHTK1+/vHwXQTWrzptYhOYA5pJSJO3OXJCwikojZnLUWc3NVjJKOQFWbVgQgAKD1RFs3AF4Ep6E9M/tYR0gbI9cQ1cNxJiQeyMQ553EcRQTAaqut6SU/RgBCYIaE6MRImCSlJONuPFyF+9vQ930S+Zj36wCtFFU9n5bpPL1586apnk5nM316xHHoc+KxlyS9tWTarg97YZmnaZ7raZ7v7x+I0ByBCFJqrU3L/O50zF3qUh7vH8Xhahi6zGPHOadhGMx8HMdxGHZDP+4GIODMbgjmDBy1LWgYhwhidFQMwNwNNonwBR41UzR3aGAROj6CO2EFetjXdB+YIFh6G3WHEMwtAqnqSlcEcGZaPSOAEAkQrFVwZWJtVVurpZi6WbRzgluE6BTFCCJ2XcfMjbCZokjqu9RlJFylx0zxW0G5JaDooa3vIWUwkyi63axW89DdkoECUE657zomDjup3XDgF91vvvmmlDIMQ98PtRUkm8G1WUOr7MIRzqCpL1Wz0LIsVFVEhBhDiFKW3PHNYSBr87kyJxIwQCACYiAxcxQkFkdSRzR3cAuGjJq2SggI4TxgoApujMjCQO7uoY+T4PdfdJFrNIgaabWIIgteKaA5GKA5hsHOrt+FXKvUxTZDkQ1mcQIQIgczdGLJOXd9HnfjYb/vujwMQ9fltW4Nuoh7MzXw8CNi5uurq6UUbVpqmc7TURsxD4xgs3sjwenx7X7cUavszcEUzA3O09wcSi3nec5dJsTjaXlfjjmREF4fDkLYoTFhgAkicrXf311f391eI9jd7aHvM7jtdwdkCgISCSOGZ49FxowYqhe+AFCBklHQOdTWHJ0wLpFd9L5ABKDuDk7MzRW0AaK1tbCNRRylffDg4gwPQDasC7QWcG3mpZS4ka202pSImqsjgkOZy+l0TimFV2Vrbbfbk7CqIlE/9JJyN4z9ODpQEmluRKi1KVhidldidjRrZqGZY3FTlpXyHc4VTK3PfZ+7se9zmk7ncnx8yrvDy5cv379/P8/zfr/vu51j7XK6v388T1MIm8AxMQhxU01MnFIzc9Ngq7tTa3p6mneH7vZ6VzrVBoQGhGoedkPNHBWZJTA62sTqpgrWECJZRUcHcNrwSdqQtADrZP3WRT9+2QMr7ktEbObEq4+kqQbTMzYOBH5sCithZmW9ghsi0Orbg8JETMMwXu2v+r7v+2Hc7VJK28EYrAKrbmVpupRWmqkzEhOOQ7cb+ud3twCQhQiNELUV1zZN5zYXEUxEqdsD8lLb+6enx+ORgMC5eS1LLY3cwISepvlYSp/TYB5o/7IsajZ0T6/697dXu9ur/duvfvPpy2fMOO2PJLK7OgBh7jsBpCTRwFVrSMiYVpLQurKBCDbA1cFWQl0sffsgbjRVBEZ1X6UOCGYBU9KKHCGbea2KSKbelgW1ma2JjLuX6exWidjcTqeTNtWmrUX/xbthMDNGEabpdIqutyRZlkWYtWlixnFXUz7nediX8WovPZKEllXQFQmRSFVDXCI5W+RHpmALsSAxIxtTaq3rrMt5HMb9rk5TvX84Ps1lv9+/fPny6enpeDo5sIh1Xbq6unp8PJampbbE0tQ9iZnXpsTBKEBCatoI2AxrLctUdrvu5mYEkLYUV40rY7YQVxRDEt56kZHOCJEwMkIw8IKZR0RgQLxC/ZcjSfCimVrdMkCN1MidEIQhCXD1CiRAzABuFaEJMoFbUwCw1kAV3RhM0JzCssx5bbSDOiSAgf1q6Mdx7Ibdfrcfc443HEybQABbc3CkJPV8YmJhU2/X+7zf7w+xYRxaq6attWrWHCw5aGmn07mUqqYTKGG53UsBeftUHqeSOjwM3VKK6gJQ0RCXWt1qq7tx3w+5lmbgJ23l4eHpfLwZ+uP5fBi7vserq6u333w17odnz+5KP/SHG+YAcRQdUCuhBn8wshdEXrHVVVjjRGStIAIjuLu6mkeDl9jd5jlO/TgINtYgttKWWuOMq03rXOpclnmZl4WIai0IomZudri6IqJlqfX82Fo9L7U6OOBpnnNKh6urcRi9uar62Yc+Xx+uGMhqW85zGgA7aba8eXVMXd7v95Jz7jqMnuNmKGboLEye3Zs5qZhaoyRozu6JRHiRxGYukm5ur9Xs1f3D6WTmLfW5AzufjrlZ3slhyF77p1PR5mqeUnhSkDC7NwdgSiJCyFNdkNCISjVeasppN2YedqUUMwvrGQdhWO16EAkd3Z2FRIQJMI5gYuTg0DsKOJIGcmag6qYmiL9dxsHKplwjhn+kHEdCcCEiISYMutMKd5uDG7giOBFkYkQxAzM3R3XMOe/HIQsmkSwpJ0myNnTd3dyCRzPkwZOX+Xw47Po+J+boiBJCJ6nVRkhAhJxEMJigXmoizN0VAqhqqeV6n2qpDfDu2eE4L/dPT0uxltPxVHbCpjYvcz/0OSVrMwl2iYgZyEtZlrmJ4MN0LL77pLs6zcu7d2+v5r0D5GGs1fb7XUoMoIgAWA2CjoEr1zRMuXBVLRMRBhgaKY1aYrIgY7siAMYxhBTa9mVZpmmap8nUno6naZ6RpJlpw9NxOk/nUkq0HmrFpTQNygDz1dXVYcwKcKrFHEQYkN/dP7x/eAhhK4sMfffs5lqIbq9vjNnV7h/eP776KuX8/MULof27N68kZeKUs+Scxt0QLdS1u0EUVbt0vbbiZqANNAjltNvtcs6qRxa+e3ZTVI/n8/l8MsduGJ7d3Vmd3TQnPIx9KbYss0gnjLW22ZQQh6GrdSnLwsSJU8F6nM8IbhjuPYuQ7A+73X5n5toCVeOttRoJC6SUMODMIDkG0B2tQzMAUAA0g83seUuBPhS9sdKjznMAAzRYQVBlFERgZiZws5CGwYUg4AZuCJ5TpLzRJXJzY85rvQtgrSFYFhHhjbUbDkYULVJ3z1mGTmKzoTkihBZTCBGcCRyc0I2AiaBPZnRhwA8+XN3tzNQd3KCUMs/LaV7O0/Rw/7CU5fj09ObtdDo/dv1QtbZZ+360VnOXDVqx8vXb3xyuD8v9jOgvXr7Iu8Osfn9eumpWVVwLYT/knFPTBZBFBIiDx7I2xwCAKAzfKHgl4QERxRWtvE4za1prbYhUa13rnNOpLOXt2/cOkHJ+9/5xKWVSb8BEVMoyT3Ot9ThVB77kNvj6VSuakmTGzATadmOfBImQOYi6Wpf57dvy7u2bvwe4vbkZ+iExj8hZ5P2rV2WZhv3u6fFJJN3c3ZT5XJYpZ+mHbLUhMbhLSk7q4CgJ3MukTJxSLnUR4a7rkGiZJ0K6vb5C97m08zRPrcnV4eb6GlqzumBHu13XnlqtbUJw5UJwXsozuh76zrzO09xlP+z7WsrjwxMTJE7uyUxqadSTiNAFeQ7JVDRRQ2gUnUpVBENczWLWZkwY3Zr6JnhcU6CNDuAOq7orJJLMSAwsBAjaGlKCFQgI7X+7AL1hVw/uiUlN3Zoq1Ka1mRr0QyJCYUTwxDj23dB3TBvEFJ0kVUASRgRyTKvZiZsAqLZgjABgq4UJ1TSk56DNyQPENDNEEKaqbq4pJUHqE+57vvVB7Uq//byWejqd3j88vnr3cDqdTa3rxvv7B0QU9n7fLY0ezsfWyrOrm4fHRyC4e3Zn2jilUpZKuEyJhXIiEGFCkOjggbOYAyEyBYnBIT4JkkJwqIkcUUNxpw0Rp+lUSm3Vz+fT+Xwm5lbrq1evz1O5vrl5++7heD4jcWl2fz4iwLwspopETise6W6lqmqbl5qKXI9jm2tmaLP3h77Lues6IjwcDhz5L0IplRJTxyJ53/VIZOBf/fKXwzgOu70cDvdv3wpTd3fDQHVZWqmYMyEBh9GiAkanPlspK8mJaG17mTl6n9L1YZ+mQuBPp+np4VEQnl8fuE+llOZeWythGrKqGxz46QUfhnHUUssyd4nvbq+J8Hw8IpBwzmlgsUBHcs6IHMs2+njBeYPVdsysNXBlJlkrGYzzXlVN1bVdtC5ywW2Cze/mwSIGQiIUIWZiYvfWWhNGhJUHf4F9zA3NCJ0QzbQuS2mtNZ9LW0pzR0C+vrlmQibsc86SRIgvlqW+NZk2+MnBTJtrUHGiMDQtVYitNbOm3io4U1Ctwd1bjQWGhoQOCYQNgQwRHA3JhUCEc6J+kGfPb777JZxO58eHx/O0PLvZPz4+Ph2fxmE3uvTC5rDP2Zge7t91mZ/d3RK0lIUEHT3GITgYMQfPABCRhZCDm47oYelJzEbutHbddS2ZGyKcz6fW2tPTU5JsDd6/fRfN/3mea2kvP/n0eD5XNeRUaitlYbBaSpsnFhaQIZHWJXGurTo4Cu6ECKHnctjv9sO4343Xt7urq8OLF89FUkoppZwkiwgJNzcArFpB7fHxsaF9lj5hoqfjeSZ69uyu1vLm1TeHw27Y7eZ5YaI8jGYW/tTgju6SsjmW1oho6Psu9xsaZjnJkDMBCqE7zvMyHc9PCM9uD1eHXe47dXj/cGpNq2mgvcSF/OH22vdDz9DVZRn2u5ef3E27ztRyTn3f5R7MKrOwSJZMLOYNAdRsRegh3Gd0/fKyts3iyA+ho7X6n2+AUAlsbUh3IWImDoFlSly1aXA0Y494xI14FgZHRjevpS5LLaUs1ZYawJyEVrCUkrseCVLmxMyrQdcmn4tNhQ09gCZDdGvVALQ1V0XH4k0YGzRwo9DIBoXVGiICICg4gJoAsrGSRMaH0CJVWyXksdNvr/a3h31rdj6fn57253l6/+7eHe/2h2VpgDBc7Q+77vHxfuyJcZd2u2ItaWutdmOXIa12KBAKudXq2SFcK5CRwd2cUNADPQMEc1dvraq1pjXsR1+/fhXh1EzHcUjdwEnevH17Ps9zKaXUpSyA3vd9c8Vmz2+vr8f+/u1rZh9vr3PKLKxWD1dXQzc8v32xG/Yp537fDUPfdX1IwzZ3CySiTpK6C2cg7A97f9nK8Xx8eESg5nZ8vCfC3CWtrUxzTomRSy0ePQVAdARAInHW1HXgVZY6jn3OyY5e5gWbdl3X5UxEpgZurdr5fBozMe92u/4lJcf08Pg0zfNSqqolhgTG9ERuh75nQfeahG5uD+AuxF3mlAlRLEaZIBKhkJirN2jtsgEIECVlBAtNrakG6t9qNTWzZuvgCzczAW9gZG1lB6EbO5EDmpO7IAiCkGcG14rA6hR8LXUwU9MG4Ezkjk1bqbo0XarV5rW5GeQsCFqmWbBDoi5zn6UTSZgY2d0AKVy7YMWgmruGBaDEunFHsMD5PJFhi66xrLCVoVcEVnNzZ2IDN6tgLkZhScKeQpjg5kSgphGvVGtG7Xbpbv+iOpdv14fHx9oaMTe14/F4d3s3dMLM2nSay9XtjSH2u1G6jEQNhVMfNE/0xojUGiAaoYsgMDRFAzADdCI01+bNEZsDcsJmQ79blmUp591u9/j4yCytLZK7d+++GTtKKNejIOA8TYSk2j6/+dYw7hLzsOOf/vBbfT+I5K7rEYn7PAxDCIkISYiBBYHA1S1QkJCigUFjFwMn4+BxGEI+DLuOhttdnedpmc/zXLxJykGRQ0JT8yBOIKAQAJk1iuuIlBl7tk5AOC8Ap/O5qXVdJ0zjmAz6x6nUupxO5y5nR0rIN/sMll2XVk1BwZydrfk8z0lwN/ZJRJDGLotw36UuZWdyAjdXVcdmATtsZ3HsbSReHYAAAKCZWmumqqVaWLWFZ4qtFELZiJ/gHnoUCzlg1ADMEI52SbSqwibXcPO16+uGq+261qa1tdouUmJl5lUg0ApiLymJSN93OWVmicPYAwJCdLfW6mo+bWtoQ10d7VQrgDVtgEpI1gwQTQ0c1RQhvHe8efU2BatuUmdJBu5Dh4RkCOSuWksduQMiB1VvqkooKY15zIfDy6ZatSKl2l6cjse+z4A49MPTeQKHru/7LjHHZIKwMoGwkg6HFDN3Wn3jAgVGopiaRQhMaIikJImXSUXk7ZvH58+fMfM8T0SkBG/fv7m6vrm73k/TJEi1VtOhlfLyk09ub28AgIivb/aSmTCFRpRYUNjc1+kygb4Z+DoqwRyAiQHFAWqpruboQEGaIEIwgL7rZbdDRCSu2laykyp5lNEr7BKJXJzBsFLQWVLa7Xa7YUA/9v1wLvP5PNVa94ex7zt1X8zUWzOYS9v3vUMTxP3Qu6kIq/k+5zFLl7lLTCtVIVIQzklySjknJ9RA2Imi44SbH1T4cDGLNtumsZmatVq0zm5mbZX6OmzwJDjiugGiTUNRC1uQwhGYMWievD3aqoL11U9qE5X45iZkZiuYA86MDtZaRXRiyl0OInTf9yklZnIA2BporgruhG6uUVITYtNKHiY9uvXowFTVGpgBotYGzVpraFZr0dZKWbQs8zzPzU5Lk7xrZmOmJCREIrzbDcioO2GmvutarTkLeFNwNyZnJpKOAGk39jdXe1WttQjL9fVhqboOPQj+NgCCga82M8HMAXdkBiLQkDHCqmMOHJm8lgURkkjXZVU9XO2HrjudTre31znn+/v7Tz55fn17s0zzi2c3Qalg9r5L+8MhJDfMbIjW1MBS6jg23uYnB2YhT8bWTE2Dfe1eHTjlcGAhjPFrbkjBDqJV3uEoiYhTyrU2M02JaR3m19ZEmRAcwrbQwV0EoRdtuetvrm92b5+eTmUc+9Op1lrP52m3G/ouH9yeSjHH43mWTrqh67rk4Krd0GdE6pkzhwkagFtdCphbawRuKsH44JSiaRu9+ItK6cKEj46Wu6IbhMigFg3x1jYoCWDlPEX3S7ZqAFtrq28cekjLEYEYNzt0JCJvFXCzmonvBOkP1pPQVu6VEwESt9ZSFhYKmWsoIcOiEHzVNWJIFkMgog1cyU1j0BeYmwEBoRGBqmOr4GqqbSngXpZlfnioy/zu/cP7+4fmyJKKjZhGku5pAmcgyU+Pb2+u9q4NVLW9EoYspc/84vbqej+8uLtJXUKs5g1BUJhIHACMmZnYk+SgjgdCDkzEKTzqwHSl+ngwtzGQUHNfCaCOG1YWfgjGjARo6N2Qy7zc3d3M52Op58PhSkRyd8cigMBXY5+zW3SUlQnc26pyBidgR2eSEAOF5y4TrbpAAFUjJUZGihEbhoCIDcGRSCgZeIgDQ7uFhOYEnIME42ZElBjB2lILizhh5N26KX0R2cHVCFwoZWRKwnc312V5W0xEUswXXRYax/5617e5vr8/YW3IsLOWJDOCoCN4zpwTJ8RYA+7e4pRuzd00J21sTXPXSU4ppRWrd79EoRXotObNVNU8zv8WbmiqyuHsZKBuGO7iiIi0pUCO7kFPChZD7IH1v1DSB4rkG04akCmv/gXu8JG/foh2AboupZTCH5OIhmHsh55Fwml57SDEHkByDDJPCypR6OstooH76mbhZqXM07TM0/np9Juvv346TYsi5vHuO79nMhp3U4GpWtN2b4+naXa19yg8F1TNRK40ctqVTqbl79++2rHeDfLZp88++exu3O8lJ05ibJgSYCNc0bHQfAV33leQWCDAXwAkUlvlhE4brKDGgMys2swMyc0UESWxq1ptCNB12V2J/fb2qut7Zkppr9oil8IAr11VmwEwcfg5gYO7oqNrC0VhzEHRELLACjkhkoGik4XOHsBKCYVN1RY9ApbgvamHDIMIlRwa0uom09whTMRWN2wIvN1VYWNDqRGgiAgLd0muDvvHp6Nqp9ocQu+uh33nd7f3xzpN59QhT1BwySkNXUqMhCiCTITmxsnVCAklhEMBtKC51dVr0aL9p6tUCgKMUdVaipUa3MPIgi5zT3DzTkOwjyV4oubqq2/Zasa39gFCVOQrTulrYhXnGcGmzwg4RhXic1yfIaql6NS5mTDtxr7LzCvzM7QMoKquGk/ubrAeVGBmYBq0MjBz0FIWJmKry/n4+PD06ps3D49PSHj1nZ/0d98+NXh7tl++fXqaj/en+6bLskw58fHxkRGWsoBZn1JmSYT3tVnaCeohybfG3bnOv/nbX9199evPP/vWZ9/65HDY44hMbG0xyCTJLQYvNOSEzCgAIhS1FKx6MXc1IA+P6TAFEsawy+LIjMysRaBcZe+M4NCq7fZjmKnER0Ywq2YGAYiZBa1ftSF4Aydm5OQAtRlRA2AwRyQzDQ+C5uCqwBdaUugWiNzJCXiNXWbNTSnaPaCrgkeUc0LkcHRHx67rNumce8hB1+GqBAgkKU63JKnPGcCHrmuq2gruRljP8Qoqu93+5ubq6fi4zNAnaaZMcDXur3ZDEmqtzksFRBEEYgpaD8XgEq+tuTlzQ0RTRXMISynhWOCmWmMcYGCgviqqCdcty+HREJFjY7sBgFSH7GhBRA8RKzA4ADAAhaM6oSIYmLqqe1jJwqbwXhGpFc1nZEd3XCe8AUIMhsk5s7GW5NphqJ8YVKMHAhb81WatmDbwFnltCAoES5vPXstiQNrev3n99TdP787+6ff+ye7u7udvT7/6+9df/+bVXPW0lOP5vJynUmYWR6vJPTkkSdN0Lu7DOPR9Vm39UE7Nnii/m3Vg+OzuxbCTv/v66f7V45dfvHz57efdvhdPDRAgOulAoO5kbWFyUCdKjsnXATDRBkZrhYnBjCQpuRGTexARVQ2EAQzMiVwE0cxqzewGTgjBhTT3ZC6qBt4c0JGMHFTbws2tqYFXAEapTU9lEcmChM2RYmZPBhR1EKLmkyQxEkU0JiHKYM3BgB1AnBgJvHltyILEiIyu7mroQMmByYN7SgCrJIKQ3BsSIKMFTdwVZUoCHeOQc5e60/nYZbJdnmezCIjazCEL3Nz0b15zW0x7zD0n4b6TPnNmpP4APk3TFFo35nDRBXUHR1VoDqgV0atqazYOQxfC86gBEBORi5hDrdVXt04EQAZGckIMa1zG7UO4q7WqLanZlgJtYo8PD/vwmak1u2h0AcAovGeDNhFhlWAtp6MpByQiRLxSL4hkI6OaxTCy9XNVDUqMtpjg6eZKGK0wuL9/BJJS6tfvj767vfnk5TfVf/Gnf/Wrt/dv7h+XshxPRyRoqujaDd1cl6vDYd93b3/zql9g7Pe1LtPphFaXadapGrJJdcQZ9Jev53cP9OOXL66H9Bd/+6tznb/48rPOx4QNrADFQFajsK5y09qQEEkwVjhxlJRuzWBlzjKRuqk7rfxaivdLoQQOwpmqx8GKFowJiAHXTg6GaqjqpbZlXubJljYdy+Nxuj+e/Hxuy1Lccjd41RjJkru8G4Y+5cw87EYdKHj/0vXEjEkcyYm9AmAYAUPTGnKOZhGRoobZoA1zR2AI7xm65FoOFmDROo+QJeYDE0IgDbb4zdXVifnx6SlOwAjsh/1wc3P1+O6R0Ie+3/VdsHdKa2y03+9VtZRCSCml3KVSllIKbDYLGLZXWmvTVnUYh6ClxkiXMLGsiKtb/cpoQ0JZvXPo4tq2zf9xlxbNYVvdwy8bwC6ybrgsf1NtTT2ou1HsESEp8trrj8QKibhpMzNYIUFsrYaEmTfb+DVFCxJRQGks4CaSCAlMTZuqO0ApCwGrpzdvn/K4Gz/93tcPy1/+9d/99S++Pi+167ulzOfz8Xx+zDl9+eV3fvf3fvbu4emTz7/80Y9//Kd/8v/7yz//D9+7ud0PQy3zw8P9zc3Vq998Y9XevXs/nU5OoB0J794V//Nfv4bPPv3+p99/9e5rp9989vm39phTh8QcyxNRLcKXoCmjK6+nCiMLOTg2cHdeB1ypNiZ0uPicY4iSAhMI1SR6ZDhmFlOPPDzoTRVqqeez1TIdj69+8+rN64dpAceOpL+5/cR7ZaLbF59YUS11Vn2ap1NRfTzrMi/zCbEcduOzZzfP726HLtvQt/1eus4xESUQNkYgByZDaNqQiZERce1JRh5C0aUM+y9iJgdqapsWGgBJkYnTMIxjPyShXZ9rObZWxqEnhPfv34EhKGlt/TB+65PnQ8pDTrtd7nISZgdqCrWWUbq7u7vHx8cAZsqyhLvWCre4M1N4gpg62AKIyECEIkFj7aJECStQiAQQMIb9ALiDrROktrnNAAGDrrDpapgYLYSPA8AG65u5a1M1h5AEMG5/LVJbcMdw3IAN2DGzUkqtFdaIQSsJMrSqCISMAmZNwb0pJzJSbYUQW9XzdEZrtSxO3Wl++PtXv3l9nL+6P787lafTVJdqy7RMJxb44Zff/YM//IPv/+D7dy++c3332d3Lb//1X/+N21/87Ge/350ehpQ++fZPru/uxv1hXuY//p//6IvpTK08HO//8pd/e3h2Mz1MS8r/8dev5jL90x985/XrXzG9FmDeKyQBZkdqpZEjORCSq4Udo0hCSepkYbqPQMxIYGCEjsSEweUL0lQYIJq1KO7B1D1QC7NwDbTIH5daTuf7N+++/s03D49HNR5vPvn8xbeRd0vx902/vr9/mqbh9Tkhk9Ox1tpoSB3l7tknN2Piq+k4P77/6puHb766HxMdrvb7T19c39x0ucv9gL27I3bUvDIlkXUvmxrwNnTGwaxZM4iQthJVnJndVt+i8D4jScRpN45Dl1VtSmmeZ054ddifTsfpeOoOh7oUFL653g8pZeYukbppq6boyEtZ1J72+33O+Xg8ttY+niDoK+U2Zk95MwdwaZoIVT+c1yISAOcKjEYL3Gk18HAN6hmT4GUDRGZyWeyGK6X3o7zHLqZAa/lmrjEMC4kUPeStbtrin3HlVQDEWp/neTcM8R7Cs83MVgA3uupBUmBx8NWcDUBrEUnK6XQ+Pz2djnM5Te3Nu9M398eHpQAy1ZNMJ2v6rRcvf+dnv/vP/sUfPvvWp9x1+2cvqsOvv/7FND1e7emf/+wfPWP4+c//7vqTl8eG//5/+5vU9z/9wz/M8+nXf/EfvvXp80JmhLfPh2/un87uf//28dufvfzyi++9+8XPb/a7jpz7bCkDMbgRQAookIk4RZpAyEiMSKhBh4ZoFTFgU9vExGuRCu6t1vDvMw1KRHV3QvIop71anaaH6c3Xb37xy99Q7m5eftnfvJyZ//7h+Itf/82bN/ePp6MLz62m3N/sr13t/nxsboTIlK7fPe53u5e7/W58ebj+xKbH+/n4+t0DfvMXz26uv/j8s9vnN0AVMKF2CB4iw0A2CCjS5zCJgXXdBP/ewHyVM6y+RAgIGGV02D1lmRfcDb1rePzgzeEwHU+unnOqtTLTfjdkoSxUlnKsZSrV3U/TGR1qreM4AECtFcljovUFsfHVvd+sqbHHlNicBZHMrNbqAMjkAAwYQKeHGmz1PGFwJwyfpxXcF90eZmAE4ZKygj6+SplM489uTWBfA4gHLcMwNJeXnwBYhUvu3szcW9V1XDwFo9B0NWiPdxaYKK2bDwAZ0REEY9wVnIt6Acl2ffsMx+vueJ6m6fMx77yw4o9/9vuf/OSHd9/9wqSXlPOQ2OXu+a23h69/9R/++2/+5J988f2cx9e//vmrY/ujf/snX71++3/9P//X37vZ3e65lPL973zR39z95Aff//d/+h/+/u9/+e7NN//rX/58/0//0fXdi1ev317tehZ2NCAgclRqtRGgiZg522qUAkgU009cI5EMqm60NxgJwaJd0lrTVl1bXRYthdSxmaNjirzPajnPp4dvfvmbr3/9+u6z799868uTdX/+81/+4vU3v377di5lzMP1rr9/99ZqqzQdzzMCLHaelgWdduPh7flcbm5//f791TjQMo/sN/thf/X8huD9+fjwlz//9sPNp5/f7m5uxA7SZUUHz6v/F/PqTLH5YvhmeBHD/wjC23mzCSZDTJiiKPJx6KZ5bt7VWlRbq8s4duPQ1Vqlz+SAZn2fTNsyL01VHY7TbOrnqaDbUltVi+lSVtTUu55S4pREmzaPDpG21sychZOJOWyMDgN3JFxHBEgIYXAlcOBa+MQslO2Boq212lpWMzQDJzQAjXotSAgGMTuZEIXIKEyFo5N8mYdhpqs4Jlii6IjGq50EsANr01qroRs5gRJGphR0SgFwQN06y2EPgUxATD2n5/0e3t7LOI93tSD34w1UtfvXeXngopPW29srGvquv+rSLnPHuUfD293+07tbKG91ejsmTQbdmH90jc9w/OG15PK6w6Ub8vvFX3z7O3c/+tGPa/30MP71X+L/9otf/49/8hf/lz/8mcz08HR60WVozR2coJQKSWVEFMPqKREaeXPk2LoUc3lw9U10JANt7oZgMXgK0QmhtNqWxetixalhY61qAGjF2mN59fNv3j6+/95P/pG8+OIvf/P07//jf3g6nY/LMp3OpNXL9PXbCZDZpZQy2bF6MzJT7btuas0wvX+839/ul3fupd3c3BaSV8my0CfjzSdXt+/nR/z1N8/n+fo58L43b5DNNSuaeiPOFg5C7riOsqSVJUm+5RVhpwPm5EjkiYSJnMgkIVvi3EHxWpYk+fp6/+7hpKaCIg5Z6Lzow+NxrrU0XZqp+lTNtEm1qepuHMBhWSrFGTsOzATovCINqlrNGxUgciDqVnMNRzd27CRREhahcK2HNacP0Uiwwi87QFprLeQBCk7J/0H+s43a3OgQzhZeiv6BDm2GESi2VMxsdUFDWvugrbXLeKVgB4RjRbQx3Na+9DoT2slBkakhOhC7diAvXr7cL2UqpSjk3a1w1rvb9vTOy5LNlvvTyzunDjhzSimnzs0/efbptz/9Xn0an99QOz9ia4fU/bMf3E3L4dqPZnPKUki0p8++/HIcrru755/dHGjI0zK/+upXf/vr23/xsx/p0+u51kTJ3U2RkrijNyBDJFZ3MxcgQEakMEuPPrfjaspJzK5Wm4IHtO8tDPPVwEC1MoCDupoWraf68NWrx7f33/3p77ebF//ur//+j//jf+wRrveHu09ePD7t3//m1SGnZ1fD808+2e+fzYuS0K9/8Yvb7mY+n18/vn5XppqJxvH1u3de6rOb28fT0/vjQz8ML1+8/EbtAdv378Yx48NZ4eFxh9q5CgBIcgRAQYjOpnoUcx4uRR8N6w6Lu5WaEubsIRBIIpJTUmetZdHaEFF17LpzruuddihFl9oez+eHh6faVHKHSFrV3ZdWp/O5tjp0nbvHSMwoPFIKZxgMzKe1VkoBMEJgBE6JN74CMScRTmkt4+HDUNSPLCB+OwUKIMjc3OiCWvjKCwJElA8bABzN/UPKYxZeohfgaS2h4u94MFHbOmfGNBrR7G394QCaGAmAbFWyIa5mLezcARWDyqhQKhH1wq0tiwF3wyef/t50fH9+fOgwzb95u+dOdkMzFu5AmPrhd37/D/6Xf/OvXz++3kEb2Xqc7fFXO069dYUchuGbt6eX3//Jt777nQ6H7//099ryuMvyskv/07/+f//6V1/rz3589ew5WkPZuKsk5mFix2C0rhBEZrlMbkRapxYAOJIQuJEDNveYDrz1aizsg6FiJXdS86Xev3n/9bu33/7ZT6d09W//5K9+8dVXz/v9/nb3rR/8+B//4b+ai//ZH/3bp9/8pjx98+m3v3j55e/k/Y219t2fvlkez9989YvuvH8B2r345J//7/8Pp/uHr3/5qz/7kz95++oVuh0floyMuwETPH516r//5c31/ljvaZpTZiuTEkFPIuKu4IDAuBHWV37EOgZiU70BfLAOccDNKUd4FvLM3IJcDMjCfZZ5KQZ+muel6tPp9HRagERd2zITkbmbQ11Ka7VpM9OOUzOvtdjkxXQc+j7n0EAGkKiqrel0ngiACbssIptHITNznPO8mdkgEUZeEZ2xNQX6wJtrTQkq4AWjtLXSh2Dl5ZQhUM+mFwugFSq1FePzS+d5w5HiZy4Tx8xta54BAa2J5kUxGPMqwXGd/0CAJonEEcx2hDyXpai7Idm43z+cT8O46wzK/dHsWH79q7Gc8os7cpVh9GH44sc//ubd27/6//63nx36zKCoN7cv+q53zm/vT++fHsdvfeef/+G/GobBJrXa2PhmvNq9ePEv/+C/+qM/+qO//av/9LN/9L1xHJkykqg7IAMwUkLOBshIQGTRSYw8MzwxMdIhD2tyJqGUW3G1GijcRUcDMRCw1Va1VHuYyqc//d1Tzn/6J3/+6qv3L6/uPv/is6vvfvfH/+JfPfvi+//LH/+vlemHP/qy3A+3n3/51dT+zb/9/3z64vnvfPntqxeHwxfjcv/mV7/66s35fHd197s/+b3ln5x/9NPf+e/+2//nL//mb06np3dvTB/zcLX3Lv+7v/y77p/89Ieffms5PZxOi9Q2SgItbL1rqDYVnGPe+or5rGMPEGgdNRlJ3kqFQmSRwONpqYkwEZIbGjFDTjQvqubH6dwMTufl4Xjej+Mw7kIZqu6OZEiIDEi1OQULqmlTLbUGbD/0fRzzwQiqtYDpslBO3HLKABKPWOIcDijrtLX11I9ZlcLRj/oQAVSx6Vpxb2VxAP4YM47FwAAbQVDgdFv9AXvAf/64ZETutdZpmtamBoCqMjCEjnGjauAWwNRaYKbr7D3mbuAEljTnzua5qGrKueoCVo73EyH3N9dg2pbp+IvzcH9Pdzd2dYU3d2m8/se/+/t6fPirP/vjr+bHbIvO5/1h77K8X/CTH/7kn/3L/9P19adaqunMc/XTYqemQIfx6h9/8cNf/vKvHj67HT//lLtOukERa1VyAhQjEklhBhq50CWvi4QTYgqTGwCtrlOr3QABxORWQhE3Ak4OXBoVwOff/cH78/Knf/yndp4+Pwz55X73/e/83h/8y5vnn5Qynx9f3X/1F9/77Op2kLff/N2rE/zxH/9PL29udvr737rpd9JG0B998Sm8matT6gdM9IPf+dHVYfjN3/78f/x//fdf/+prPZ/L0o59Z1e7f/MXf3UYf/f5sC9tGg6jOkBr3CqQgwmu08sQmcLOUYhWef82lgbW+nidvyTMIokIGRzNMnOfEriDqhB2KZ3mcjye5mbTouelNj2OfR6HLMKnuVQDrY0JJGVOEnsNyc21mS2lJSJZ9ZBrc5GZwc3dtOmHZsu6ZDlMZuGSGoU5ChJgYlnnkkgzbWpVtTWqpKGjNw0mDoKFNRMKs7KZYcx3NPCVqBxWN7Du17UNsLJVo62zOgU9nabTaa5LA3OgMHRdHerockXDynXtUquDIVnUBPHquYspY9MyHXPOuZPFtSnWWqbT+Xq/s2Wa7x8T0vz+Mb156MZ97nc/+/5PXva7d6++Wqbj+XR0075P37p+/unnX7bXr77+5hvVuUyPtCjN1aeztbOey/XtleXvfvPq/fXLFzJA3vUNBRar1as2ibR/YwqAM4KEBxMCoAFh4NXB5jYLhgGwoxIxo7gAijetRO5MRCLQ/fzvfvPzv/ybtMxffv/L/aefjD/84e3v/eOUeqLWMXz35c3j893AyyB24/Ufv7y6/92X11fXP3nRDTb3ibAblu7w2fjJtz7/bL/fL63DlD75gu4Ou09vr//4X/8Pf/UX/+n4ePaltBN/M5//u/O/+9/96Du/852XibumDErWKiFAnJuEgAa0Cp8dcaUwBl0sGgUQbmmBpcYMqOZWCZuQ911eSqutZibtuvdP83muGooWgLnV+Wk+zWnXd1X96TzXZck56D1DJkyIxOzRL23Wmi1LDQQ2MJ+YnOL+AXYPhxJwX92AYoQzreYRsOVHRCvGIqWUkmWpnIgIwR0TBfbvQY5aG1aIwmSKSqgE1ZXAY1JPECENWoRFc0PEGNgGYQsFYO6nqdw/nqbj5E0px4L3lBIBuhqAMzGy+DbU2pwQlDiGNRm4MTihS3YCZuMynYSTuB4fj9PUrq9u0Ot4yP3u2oH3XXc6Ps3Hh8mcAQdtP/niSxI5LVOrbWCczqdhPs7vXo3j4Fr7Mp+fnur5TKoZsaA+weJd+tbnn+dhX9xnrZyydH1pM4BJlpySIwOQOxIwADuGa6IjAFQDdxeIqWDkseGpxBEBTBwFggA2cF/OD3/2Z3/+87/+tZ7m3/2dHz//7g+Hz7/Yfee7fXdI/dgImeWTz7/z8xdfnJb3AFMtDwOe/6svhrzrxR+GTtMwTgTvpvnu8+/c3RyQKOVOEbAWZP7ksPtvfvy9O6vV8e9+9VXud9IPp/PjuBub6dPxlMcrSQQaVI4QxkYaSh7m4b7RCTb4OnqdAGYITmQAhM6u7o0J+kEIumrurTE6OM5LFEJOYAxe3atZmRY1iEmMDqDmpTbhkhLHcoWYftL0dJ6buZoTOm+e8sFivRST0StbX97mUhCfIDEQBxhtEGOySJqG2LCpUFOgsDPYyM8B2nxU/eOKrW7166VbFv0B2EjaALaOi9hSm9ba27dvH54eQ4axOXnFcYKMxMK+jXFeWRJMYOSgQZE3U3AFsK6TLDSLL8uyHI/s9Wafu1T3+7HvurKcU+rsPNEytdOp73tv1qYJxF+/exec8oqYCV/c3fr1oS4zQs6HK725LcsE5iKkWtWNEne7jImc3JERVsfjYRiZkqkDA245TpSHAIgOTOK8Gma5u6/egkTMwqlRVbMuJ+lzn9G0aK1Pj798//rNTmT/7e989oPfu/3kCxhvyDpo7EYsCTj3N588/8HP/vSP/ofvjHh3vWPXcZ/V5oTsTpy6pfhU9Z/84Ad9P1QHUJVWaTnr48P9r39Zn95+/1t3Fenzbz8/1nJ397JP3fVIVwMOYw+5J2YkcowdQOs8sU2LdGlIXe5+rAeP0WpbTHA3bS0z7Mcd03Kal6Agz2VRU0kSkkMD8FaaWpgauHkiz10Sxi5JFo7KM/zqAGCdUDE7ugkjMCGuzjrE4dj9AYb57UVLsCUVAIBBDV+LApGyLEviPnFlZHBkdsILdPOfP6NvHy6LHzZ3wPhqZVKsirn1TwGAATw8PT6ejuqubhFENTw2LlODoju2/dHY0YASeoRVkb2pUYcxIzaGXq53kRciQWtnVCXU6XTU1hKoGDw9HXNK0/vXdjoN+TYBHefF3I9vY2KhgplzAnDVamgA0u86YXAiF/LEjuH1KA7OTCklRG7V2B0F0MnUiBwFwQMzN+QEpEjuCgqk2mitAZAoiWRgcmEUBvTlPF1dX//X/+IPX/3q7be//R0exsc3X6d61nJOdaZnL+jqhiAR8Y9/+vu//NU3X/3N/5xueRDodldmZkD3My2lLPnmd/7Zf/Py8580ZygztwXOj+e3r8u7t8mAn32KKd1+8uL6+Ys3jw9vX73+9LC/2nUitrZmiBnIbE17Y6x1rKH16Nvu/WUzIIb3HwT7HQBiCEDqhrHvGDk8+5ampTZ3YEJwzIQo7M5mQgxj7lurCi5MQpiY+z51TIm3rjM5IIV+sNaCwEIJ1ii1nf0f7cwPyzaMWiL3jLMVAJxC1AprH6C1oNhJEC8/igAfRgVvDpgrOGqupsHo+WB66dsegw/nxOU1GXhRPZ1OVVs1TSzBC8LtxZsZgBFvE9Ix2nbkZODmyMFDd1Pwaq0gUM7d2PW0GXghEgtR15taDx3O7kBMlHoZ+p4RmXHoUxIGFwLI6KZFtVlrzosjJEZkWM7n8ww5Z2OG3HnK1HWJszu1toSMFpxpHcCFqABMoB8OSg1iTwz33QgzWhsBoSECxS8h4NyUgTClvB9T6qelvXt6w2es5tP80B/fL2+/kttP0tWzPO76/dVuf/g//sE//3N9/+v/9GfL8XHoUjfsjvM0eb759LN/9E//1Zc/+hkZ2XSC4/1yepjuX8/v31pph7uXMA7DfueMNXfXn+z31zf68H5BcO6lEyE0dwBEc0IWEkIOMjCuhV50UtcpOB9Hg8tDTWN6dL7adTkh4Nh3p2U516lU1ZgRCIboyOSYEJ0Rx5RUCBCYiQmYMDF1WYLgaaaIDsAQrFxcu09mxkQbSBvSMNxO5Y2zg0YAiIa2SlWCtUEkyIKcpOnaB2uMGkLWUNn9lx72X3iArS2x4IfgtgF+O3QghH75eD7V1tw9HHo3gSaGgAdwnSgO6+y6iDcr88TBiVJMqnck1+IOjq7gmyMbScoE7GbUZx6ypAQOeXfIuUMz6U5jP4JZTgKu4KZo6OakCNVamHNWqxWISu1cMgNJGhgS2OoNyBLHoQRvgxwRSTghiZsCrgDhKkYyMDVEigkEiC4iTQ1pbQ24g6lKyrvb6zK3z69uvHqZSwT8nPqhHzl1dT6++ervjrlL405y9zvf/+lnzz69f//m8elYlRLwT54dPv/ej66ef+L3b+flCaan5elYpmNdTq7aD7vh5nbh6gnGvjufT13KuUvy2SeIVFsjAKYYl65ozijoaOrhO7j2osBjjh6z/BeTjUgc5nl2VSYSJmUSYQQ8L0tpjRANAc0YEYCE3EUSS5+zuyMDM6XQISKIcLgvh8sgIsS9QjBcSToaI32IVurqR8xl19acY4YaIhpBjGh2ZEQS4FVzL61BU6jNlL2hIzij2wo9xazI5k09JpC1ZmrNXA1bc7VN3RRByIICAbTO+wEiADdCZXJCWGq7f3iqCkhCgGYNALaxXGFKF5PMMKYqmmu0BQAxYnEADohAlHytdcwNWm0ARrg4VE8ZCcF16AmgmdnYURLT2gpUgsWssS+tLq1UNAvb/1qmuhRHJEmSB0P2rseu490oY+cA3po7CkviZA4O6k6IjJgcqHmLNX6hlMdlcGtuoSEyNlh7oeC560pdUJVBTNmJTI0BsjikLCLWqgADiKRMmDrB2vfjbvfq7Zvu+or6/TLNP/jBjyXn81KIkp4e4fj4ePorYgQtXubM3SApD7uUExBPy+Ozl/ta54xEmZhjtC4RUsodrieNoTbHUKFBKFdxLTGRDCmJXgZjIkb7E4HQCY3QsdQ2LQUxOabqZCjI2SAtFdVQWNzMMQmSmLH7kDuOMfFEIkQcjhrRXYyjcJ3h5AaG5ghgcdKjO6E5rmUjIiEQI7Kvs683ijIioiEjIIevNTADC3ACEWnqsQGauJIRolMMljS3ZtbAFC3c5Cy6dE2tGeoGeUJQrbe0fe2F0cpri7J2ZVA5HJ/OSzVE8W3IEESWtzKDzN02BiwgkoFdCok1BcO1vI42lGsxRcJMoAgNXFs5uwOYGrrV6uC6tL7r3YystGlys6aFAMibm6vZNM1qDSVzN2A3GDP3A3c9D5n7jACoRgaCRCioxERmYOApdcgp5FhO5r6yFiN8hfMMI7s2r4pmoW1clYpu4sRAFUm1tKK+FCsLGHLqsC1ugKkvtRANSNIlOT89eq2s3rvlZXr393+3Pxx2V4fz03to8PbtWzM9HA5dODxTS5xZsiQ20KuxO9+/7cbddH6S1FuMX13XmAfBMWitrgZqkQ+BU+Ala9GIDES21r6R3gEFXZrIHM7TNJ3nm/0NcVcM1UmBYgpl1yWiIGtmcHNrHaVNUEhMlCTcPddDJLqwl8VA7KSuGEETDENt5LD2C2DVGW3UVF/Hu62JGiJBKLk5gQhKQknAIs00/qvaCgGgJ19tztbUP1rF2lqzrWD4z8tt99/Ci3ztFERShIgxfYzw8enxdDwivoxL6Ov0RYokM9hEkfsQElzGgEIUCRpuLr4iFBLdVqDNRNgBwAU1BtmZNgcncEkEXhEswCRA0wZhpm+m6JCGPrFA6rzvsB8gZ8l9zl1cWnZAbTHZjjQG9DJDHHwUPdAIYh8nA7BW/+TrqDA0czclYQdEVOFs2hzUkKqpAxByWbSdJrGHnJgEW1mUs6QZDZPk0+l0N+6xtnp/f4348PBQarnrO3R/XM7ffvns4eG+F6rzabffL/qUfBAQN+z6ThJn3jd1kUREIoxE6tuxtY4toEhXQx4bpxMAqPkKgIGtI5g/esTgGmAy8Ok0dSzP7+6ub66R/DQvCla1ordEgOwChIjqYJZg48Rj0NYuhTVsLec46Fa8RoAQWzMHB0PYZOkfN1ID+afoLUF8DRiMuJC6C7EQCZMQMyJLM20tKNaqgmZri++yNRUuqb9uu2K91x83cH276x+wUf+QlK2rAfF8no7HJzNDYAAnIndY3bXMHSgm+F0EGTHWCQAcICWB1QXS0Y3cnJ1IUuetLO7VtICbW4lanyiYXRYGNuDkrqumAdkRIEnqeeWJ5B5TZ13GfsCuI+A44QSQqqG6JHEgBwKkGBwKXQJJgEIsWxX2ASoIxngYnDIyctLaYkIAUUwqbKYQySERKymm3F/dqHN7emjLzIrSDwgNSmVmL8uhly4TCysCUJ5NpEPFJY+yx8Rsz+8O5sa7nblKT4bz0B9YuOjsmkQSckycXo3pNwTCt9AdhitRKQLAOgIQAr7hdRbmWuEhCnGzBgCAYHEyqN4erp7d3V1dXRVd5qYNfCpLK0srSxiwrUqoDwsGaRVVfWBYrn97ewSzx2ntj0aP9QN3eGt6fVi5q6MJIsQoFwESYmFJJIlYkCU8f6SpFq2lcWZUJSUSgAtVBTd5mHm0M3WLCvBbm2+1hIpVf0newCND3/YAE83z9Pjw2JpCFtum7Zr5ypwjdLO4BfHktqrrkddcinjdVqGoMkNBMOkYXLUtbs2VXZtCdQuHX1RXRHQzhYYIKBHuAbb2PTI5swNz6rjrQZI1o5XYiaANCY0EiH0lh4izGDGJIEp4JQH+VhAAiHnUGFs9AFwAdlVwzJzRraihuqA5IEl2diPDvSeCNp9UC6jaakWlSMxkrT0idZhzGuCKBxKRzgFbv5OylN1+p60hkTsaOTGpFpZBiMGDDkAXxGBrXEDoXgGAgBhZ3QAx+C0afqJ84XgDxEwTWue4xOisGKOr5kK831/vd7uUU6uq4MdlejydjtMyz0tMcyLCIP2ud5bZoxWOH5YQAKBTyqsTVkpJVVFbQ0SHZvUjEP7Dr1weQbhEZkQikRghTnzZA/EdIQoJWdA/YR2g/g8BnLhGQZhTW6UzBh8CAWzioA3yxyg71ggVxPgQEYOqPTw+qDbEHonMjNYRcE6E/3/W/rRJriRJEgSZRfQ9cwfiyKvu6urqndmmbaKh2d0P+/+JlvagWVrq7aOq68o6Is/IOAAEAIe72VMR3g8iauaIyOqZD2OERCIAd3N776mKirAws8hsHpEp9/7JzxWeqnGXXfYYelpdztC2DRO2/Q7IzL3R0kY1ImeS5sB2V0V1jS8GnDCDG9wSuY3dbHPbSllV7fBAUjAfMJ+oI3agbOM3h4+u3sn+fBRpEWF2jWBmNFjpKsFMZYjafLeT5XEZIY5xJjDGzIC7nGN3nT/kEUYvT0gnxmbieerCp9PgVt7YPD9tp/0ww1Ay5DKHEps7yNN+RxtF28Cq1DLbG6cnZ2GZHMqqlyqxZiJnygatBxkb7Ba5CZbmq1ZAUkccd6fTj+9fnvZTGa88Xc7fvXv3+u13bx8ej2Mel0s98X34Nq4xLjNzAiTcytzNKqiTLHadD9+0eeYxLkdZs82Q0qwMrAw/eJEc7jA381ru9K32gI3Rf/AxTMbkmgidRFr1/7rWAEoaBtQk+0vyyHyG/dQybwxnbZh2mc5bg8KQVKYx3795czkfl6nNumaklf1Fkk2rd0uZiSMxVm4v0VGyuBCkmCIIZ9dO3R2XyZZEJ2pUjXB0CQdmJgnmQaVqfqsN37ZytAAssgZZOAych5Gpy5ExCtOifHAxBE+itWBcne3RDeC27QQzY3SXmKKlbyCZB+gk3IuN68wcITiiNBsvTuH3Md7Ldz59wHEMuvkIREC2D9vcc2cwS2QWgWNyH7sbmfvd5u4zokgwBYlUdpBgcwWKtVr1lJmZqywzCwMnsIykUdhDe+oQZXpXkIyJqMF9IlvosG3j/uXdtmcQmXmc54e3jw/vP8yZxzGPGZLauVG2NlL06AJi28ZwGwYftg8bw/dts323bTezAWzHcdmeYHx6/JCxIEGKCouwLGgSLPcHZPOih/u2cdtsbPSNvsE3cQuNsSw3G5O3Splq4ETH8mpvK1OzZsdHp0J1AtG8x4b2ayFDa3v0DhAAZsSrV6/O53N9YcXNVE9RB0lFzgkfTT/vXGwx7FbvDygBYsHtbc+o1Mw0RMnMzEZtwv20LXg4rLzQ3DIxtu203wGUOYv/1YCEC7SU29A84F7pwXXiwHbaQWsMy0iVsI2bb9EQgaJkn9YHqwAbI2aCHO6ROat/6rttjDicMjAVMLd9cyAkAGOPeTmn0rcTjDmTxtzo96eyJ6MZzXcOmnW3EznGyJkA3L0eZJUlma1wyUgbLdCvSeFGq0PTvF37+s3Rlme1bosIRJaNiyRk+UgcM+dxujudXtz54Jx5OeaHh6fHx6db53SRqFPqNiqUKc4K+MpI7c4xSlNkZr5tYz9td3fmDjBijm2rYQxPTw8es+DBSoszQm211pD6sCV4dqeP4g6B9ctALtGxrSNn5XtwKMEO0v3uPdukzRebEIuczVp49tLqTq8NwEoUIuLdu3cfPnxA0z7FGhFS3vOkuZt6VxCyNjFd735ln2YfvkyKUJRbV1q3Cnq5q6xhHdf7DsmHc+wAQ0zbaC7RcDIzwiQWElv0vspwJMItkmPbOQZ8iEX1XzVP34sq61XlTfWyW/YpGh0YOV01pqBChnm4WXrGNMh6NL0lbDvd+TZynvfT3ZzHcVwsRLiJFxwH5W5Gc2cgLcN6O5Z7T/ZZPAN0ZaoOcSzkk7aGoRS+U/YJrM+Gxp37ORRza2EyN35XZ1MSIjWnm3362Wf7/Z2gyzw+PD599+7dd+/ez8xLlE9ngdqKpmxmQ/XAYtmBlBNlxGhmY9/2077d3Y1t1AjUfdu2bfMxtvcjzh+GlW+NpVCeoMpQTMXQcALjau9isB5Eux5abQBJXTvXRqriSGWDgGfsh8adUpor7amFxd8nCVgkjf6vbndJj4+Pb9++jUz1fIlcEZ7V3LYyYPJK/MssZCV2PS4suxyrz5xFxqTTSiNXjezGUmGzo5qGbwB821I0HwBSMG7uQ0cZejlpGToixmgGP9ul0mwb8IFt7/4jGmvD7TLh7hHlmGuZBYA2plFYodzLVoAwCAGhiPc1kwEIUYm7+xeIUYdhzAM2xtjL/ECgz8h5KbWHcHB4+p4mG44IkGJQFk3or7QekmjyQaikC8LoVa1IEHTXWvq3K1pONqttwCv+0ZgHWEOe97Htnw3b/bhcLsd8//Dh21dv3r1/eDyfj6mZIcjASrTQ/Ml18EtedrAx5+QYnhKdPsZ+d9rv77bTTrki5zbGtrn7GFt8GBHTCJqLJhozy4s25rFtA0oqWbBhj2Cu5d7FzLhtBjRuWoUFBWXtm06D+tiq6F8H7TXB1w9PAJat4vVvzFpbFxEPDw8xp3zUCCerWaG3rKkQumqztPV0/VPZB/oqiilUgWaAmyknaXTOTHijWea2jU01Iw3at53GAU90HUgY5PvuJevPzKsHTvUbCJghwQD2MaoTJLDG0zasKlBIhOmmN826bQQIt7Ye87HHcWQBFyye4hCz/XanIWMYlaLvgsHH6R5xnBUTGbhcSNg8XFl2IJJSpJKD8xIomUj1a0vGKjGTdNEIU8Dd+6ziEmT3AaZQrN5Tr/LKW8wtOoFRZVNXGKaehQv3pzsv/7gLzpf57v2H12++e3w6z9RlHgUBuXsrAduJsOOaSclMMp8vGzPzPgROd3fElik/xhijALwYNi9PZahqZqwqMSPm4U7kpnTl5i1Hyuehql4f+a6whbyV11bSW1NWWcnalRIkMPGM/vbDDbA8hK5/E5AvDOHh4SEiyC0ynwFYNLMqwZHKCFWj2653hFY5Eli1FCqKtnlKJ/1iYGzVzTerEah7pXMFRrXlS2rs++YjyqY3w9xjhqSCTbPNn+uYcXMPwMeQWYIJcmn52XU/DF3YpdKwfGnqhtSnd7dUuqwaGsJwTxloGC6lBi2tvLdDOfYxMyIO+l6ThW3bSGGGNQFdbq5M5FSkCGPjKALdnGZCxXVjzbSs2bp1fGZev560NNusTaQy093dLTo55TAXRFDQnNOu3tls+H3fNpqO+XQ55ofHx8p/olI6M/cC1qLySl8ZKQA0syqz66n2Ti7RVw3qGttmPGXmdXavkcHMbRBSBotM6kZQmTEjInzGYQfH8DGp7FlEzzeAF8iSslXqW/FETWYuRBG9nUQmIhFZbGY9W98qccwzGAjseaBXRYEkioM4nh4fPrx9mk+fYC/tQmXnBhT7X2ZAugCZ0RBEomvTDqsVqwQAWS7GVaVBmcbhjJq/QRrFmTWat7wMinnBlRkOMGr7qlGolvqzWYvktsndaCeY+kLphqpwSy9b4HHPZGaHjNvNMFPOivryDaBiMpGZMEqzii/BIYONRKDZaYHM4QODDM6ehqbNTog0pRReVkvaSQ5aPWCR4YANt62wA9qowp708itdlrcEQG9YHnQpaEZmKqhaDWKb5Msyvf0tum3LqRng2MxBTcxjHvl0Pl69e/dwuRypaCcQtn1PamYEE6hAggEThBKto1PKStS6s+sDNug+RGIjRZ5omKbSLiKjK8ZMGUPJnJHHTGPYnNRGgxPugNXQURGw2wnwg9fCgHh9jFekX0VRg54p0W5fV3+n6+t2LEAQz0/nN2/ePJ2fhE8WLmleTFdANRVP8v7ZFYOfcf2uXOtFGu0uVEOqdXZ7r/Prly13+C7dpBnhZqophdQ1ztHNi9oR0RHIbCs3FHUNaEXZK6MEMyz3ALIzxpuQiKTKUNakrCOoHIRF+bCITIl0s2RvIKhLZLkt3qW07cOmh2bHMCIiWuNKoia2oltaAihWQ6t8V2l9DqhQfx+l3QXSvYNmd7t6V3BRcnoUpxqNECsFalpaj9exbbio0Ewcx3z7/uGbb189XY5MzWPeJkcspnC2f1TVm+om2Kocr3+EtJq6zXCo/mot99GTl7NGqzCFmFCT9C/nc2EPNGpzmwc54VmCQziAhQLhWXV/Xf9r/gavH3z9U7XQdTtNUmuLcMV7/GADSGkgzpfzmzdvLpdzkfyrB5cpN69HnT2yxFAqsMqT2at/rer+2GarVl0bFkU4y2QvU7qNBdM3ys3yjaz4Rng145qCUnvGauDLqHy6e0VL8555TY6JW7RX5+PPupLWfCy6IaVkGkqhF8cs0J3tVd9pXG3XiJkINxu2p2LOw2S+DeaMCDccxznNfHO4SZnyWiKAYob78IY+N4BCjZPAGKVEqZjj9QxnZDla5/URd2uj0bxygV9FosecldF1vGMm090ozcnjiMfL5fV3b9++/5BtmN1C2Wum3Ux6wASZ6bpeqjK+rpzsmbxrSXfd1sPaCfVkJFChmMrImokUM/LI86Ek4Yk0t80PY+TIFvJLNIxKtLRUjSti9oCNmwxAncqRaawh0Gn1DXVaaWXDpDKF9kAnr17ViowaovL0+Hg+n/sNny2g2jk+nL0WWQwGKQ+JMJinbj3WPlaWFKE4GmCrivtrSJYuBVp7xmRwmFoAUvLSXta91Qjum9kKeiscVL1rzx4hm5nnZpaIjxASsybtlv2828IBAQFukmTwmvnMtuHXotEWGbZUEGMbJfdO0redEMXhOwjbfc6JNNFqldlWZg5Wcxwga1JHWYPDfGzV+QQJE5DLq6U4NsSVjazeCYsshJDg3r19s8iZ6JuCsExejnj74fGbN989ns81QeoZkHFbD5lpNKHPMVu9/xU5ocwaa1fjibpucxLNpKjVZlbz1aWIjONww+Wii3Ieisj5hMCmfdAwjt3LAiuGVDtotJfTLXZjHbk3W+jamvVlBXAYBS7Zby8C9RGBmiGIImI/T4Guh+Cb77779ttv4y/+rbyCkMxqDAVGpYq3FEI1fyAzqtQ0q0quI+6y0y3pFZSw4YkK/+3Zvs6QZimbGwyhqHcwNxQ8Vvs7k7RkchjroO+FzuqqImLAh1kJRqvULkSPdj0A5e4rwb52A9LcBFNO29y8uXkgyxKjq3qWarWk3hk5I0k4jWC4BiCBPjYpI2fCbOx8frevyqQm5HrxgHxjzRxLEWYzexaW2xBSMeu77Zm//lUCHtmk54YlUNRQhTIR5qgHn2AIbz98+ObN68uM7PejsRG2q8vybTWslzeCtpybJWXGnHEcOWPVnCzcD/RhLJeH4dVKigxLUxKYRwrzEshAZDBPw3m+uE9sQaWvoDt8LatbCK5Qo8yMVFzn3mGx3a+t4+tRz06QiipS1W93Dr/3EpDKr7/++je/+s3xP/+f79CZR2XWDlvnbu8stY9iBX0Dhsyy3UbAHi7W8w6KVilHxsRKx9mdwtpXAtkVXO1694wQq/WSJMypzBaBPOtkq0tnI02REblWGVBZvlKRdKulLxSxAdest4OIkTaQYT4C1cgkjGUyx+6R9dWnQG7lFVyndM0aMzhtg2LYXqdUIqyiiVJlOgNXTTPhKAgsoqVFkhTBGgAHzZhmoFlGFba3JwvJ3WPObduWhVM9cdNyhi28HCxykEJ6ulzOlwu6UVgcI0vcFr1Wa3NBBmy/TnZ8Rfdeaz50RJ0AZeZwpQoBdHMbw2E0ZcxpSSpx9ifSM1Uu3EFgP3EPj3I6qf4PAIyN7gX6Ww11zjRpzoypPCIu1QQD6tKmcNTDvWL0dZuM8NXOg/JARB1ohkzGWtchGS0vx3evXl9mwV9hAIQ5s3iahRdmdD7dJgUNOfrCP1fm5kzvY7wSL8BrjmxnQMbM6BNC8IphGsoEExmGlNm0MB3soT+WMKMTUuP4Zllxurf2lDaz6gankqA7mRQwM9aCAFXpXFGLXFcYjmYu0SVkGADKUURvJBzdfk1PyZRGpkoGwlJNCSJdqQz5cHKjecxQZvNK4AaxxO5QZM34gFk97WvjRzMa0yAAhRJ1x8iGerymrmTSjUnR6S6Icea8MFO2iQM2zdJxMMngTsp5aB7K4g1lkUyNCpT2QChHQBmH2TBnA+EEqJaDZ5QqyxCEld6Fbb8JcyvnWklpvmnMjRxH+HEk5iV8IC6BgyZ3GGFbGmWUERjbGBw91LEPqZmAFKlQ0T/jKo25FpJqUVqt/1ID1glQf+ldZYBLL3wLlpKbf3j/cL4codzc8hJQmLmW1q6LhnIRFSLCbUPnpn2sNtOBXUVUFWMwTYFtWlVZkZvVB62A5+YphQrJVjXSDOnF6MqMZNogGJ0eljUay+WoYCc3V8Q166gT6jacZxF0S9bBTm9uZwYJ9y69SgXVQ9gTKdSgjLo46wpLNcWx3h3g8FpAC3QjIlQWID42ABEyL6qJWH1W9lG2sILMnrHFjKhEYPFb1tFX0ibzyGYvrAcJo82UYtoV/1OvzG2MbYwO1SCf9cpXHQwD3Om0MdyJ4T6cw230bPa1y9XshmyGD/2Zu79bW80M7z4jkiNP4+7eLxf4Y/CIjE2WHCG2Pc1C+0UbPry4rgKkjD6oVOlPhjJwrQVWR7ZuQramceEBtiblQrIm+7H6b2TZAcDq4UZ+8/U3796//4Of/miQcFbLFqv+rjejFZ7Y19z9FklAKmgY7hlZGdS1BDGVr4SUKYQk3zd1j7l67DEzxJwpIYxwmsVEHtXtMAyjoTIlr0l4RB1NkRIU8tI7x6xUUFlnwcp4K0JjZYqqcxHPgDKV77EZxaoAslnpq1hH47nXa0MjtFKnR/0f3Rjq9QbEzJVIFBW7xu9VCFgCo7VLuwlfD7Khz2rpJACOAVqDmGbwmqUL1SC4TNMNFSTKJtt6EFZ3yGhWXBkZC/cvCifKonZzM6JWv5u5Y7htRrca2RFYqxCrYCiBGFv/VSPiy4ufSG7QNo9xd2yfzKQLMe7uMXbYBndUvbL2wHB3GryKmEogUauwhmKoquBsPWvdHbhB2ScArbSBNOLapCVonQMu+mtdeXcq9P7tu/cP768Ac1WznTKzyCc3WTRXkb6QhI4m1T5HJK+FuYEpZeVcWfEnM+hGWkZEiCz0NcVQhtMdoTgrjlCKw/ZNYBxpY5S3J90jZTQ64zIRUqZZkaDWulPXLh3kum8gN08KmbArf6qXoJlJqaIhI0G4l7viNUnusNnUgwqlZDkLo4+KvlMRwZ4pVIT+7hQW0ub0656pG1vxIZvPI2sLNcucq3Tpwo5kdfu6cwexhvxlclWG5Y5RCuIW9N1OXa8uWiXFBM1t0NoFaLgTbQNHbG7lAerNSFDxeVq6YNW/tDoKWBa47mXN7S1RkM17nzqlw0+Rh28nO72w/Z6+sYXzleXaGGPQ4Bvc6wqrb5cKZWjOPI6Yc0bmWv5VISWRtkppI91YnZi67kCNGOxCYZ3U1TunkZfz+fWbN5FKFRn3uem2JDz33iiYZR2gupJVIqZF2ZWwCpASDSCVSPdKP3TUdxF0RiQly0BO1l8Gch6Mcx6XSE1MwN09jzTzwvjKxLREPlZO+QkgDdawZaLFg4vcYW5FPZnlD3e9C53cNVwsBT0zq0RmnaarhnZlAKR5aVPqexei2WkMV2Vqqw9mdLoloyJarEPbzK4dOpLDR1ED6qMpa/6FXWFQ9/J9yCpRYfWfFeQtM1lBMAHUCCVlqkgIucaldMwyNyBm1sLdzDa289bm9B7a7WYqArMbnQWKZrW9AD2jLK+XDdQIYGvFmo/hZiOxieBOP815+Lbtd3fb3QsfdyUJWOcAR/lTDcOwYmdmKFEgUKp8E4+YReYm2gswtQzmAIIObvBuO2Fxs9DHYn36a25JGYU5j+++e3O5XPZtFG2mNGb1Dl6CktVpLiJt7wRlRnSYFVZvUL2CaEHYoNMy0lkuqgljQS5OIGPMSISYqVD5VJ7fzxlpw093CT8iYB6C+6AP0foxo/hjuSwHeMWtax5mlKDGXCl308IFWl6eUh79aSO9e7cBpUKEFRW0EpOEUCxXmEoGW/mE+RWVJ9laBJLlZaD1VOhkDeDTtYtXW6uqKXOq8f/KerBOF9bn1ZLFZL8hKdmwJLNQciSRtTuBUBxxnC+X8+OHx+O41H6W4poLD3eH+3A3G8JwM8NmtPKgI4fRTV7XTxFpCsukgppEHziVRal2Q1lANyUSxn1Ebjul4TZ9O805zcfYt3E62bbTNxvOVUUMcw3jZtyNzq5uC9yaCkEBHUUYIAwcsKPc5gqxK7dp5MZVAFfTSLSsaX5FykEza7CyAenp/XtlWmGCSoZQ5H6IntX7bqAp24ya6xCvYFbHAawpjWXTnJbwkc0NB4vzGxKThtBEBGfa4OQBBY5DceT5MTFwug/sM4f5Rs9EWsLMHJsQmbPYP8KElbBdANMgJs0RUCJmbjZAmgwYMAaL5UXFVCgzELWhqwk43TMRBX8J0JT5lpnmTAE5izLQgEKBYwuz7xRptCqo+zaQpUW5HNacRCCZ5buUteUKDyIk1Cj1OokabKiQWoNcyTryhtV80IKjZlrCwqcbwjKOy+Px9OHpw4fXr9+8f/+hPQm7jzKJtvg2spgpZnQvuaU55esQq6NNqpFHybhoPkknxoV5orwyEQFkEsEyyDECw22Ejn3QOMzDtn3LIr+Pse1jP9k4cWy2ZugNcy8zOqtUXjAp4mOPk4YeWgpEimXwV+S5Chq1QwgtbvD3XnymeZaQEW/evLmcL7q7t1WGcaHQha5YTai9Zg5CdaYIxDwqQZVUCVRmsFICGkKIKt5lpEq0DiCThfNYSsqYzKnzU8xDM+ROWJrff/bZ+f3jw7evf/TTn3mHeVQSXEfAGBuxCo1bkpblwoSSJrFxUDhp5gYBsb44IiFFRI/YnAe9bBY3x6hzxlnlcy64uVhM2UOu1+ov2KxkB1wgBMni85mRpZbLlMGH5xrtUCnbNVknONxDs5LahSPXQQSCkVnHAr1ZgK3yowjMeVwen57ef3j9zeuvv/76OC5zzqZSW1P0arKLXfP4iv2r3q3IC16TBaxQvBSuERn5nKu0umiLTmKkOHYmAyYxbDT6az5sbDV5oNr2lUCO1XurakeliaprX+t/ZeXdXxSKEumsBjZJRzuvVN5HfsQ4vV7MLRWS5oxX3756fHzMzz6jlMV+6+zZjTxmAi28K2WrNRDZ47WLplY9CsKsn6UsIvJcThPFGZGiarsSHM88sFkeFxwX5oHjnBGRaKso90vEX//VX/8I/rOf/OEwDzAyOjkT6KYMimkdF7sn2FrBRW41K0cMW+uSZJLm3rzfxdc/zpfL+TAPh9xSDKDoJCYmaXCBLkThYdX2LpxUUtOMC/lhOXcmYUUrFuRGKWlg2a71OB9eS/eGnguPqJwnZ/1T+yKSIKMacHU+lJxYcNikImY+fbg8PLx78+43v/7qm2++lWDdWWMbPS2hQq3b4hneKqOG9xa98kq7QnO0IiPboVCmK/UG12tpwgvdMoccJo6iEQkAfaMP983HuDXsUWlYhf91ArDGWbuleba6w1ak6w/oxlr3pgIsQWumeDFFtVa8UDlm1cR9NTSLiDffvXl8fIQUGVL62LEwippZY0b2vCouJgoMFVeFOVdTYD0+qMmhc7qXhD1hQCSQG6V5KGZtGotgzjzOmYeMaVuajTHmEcd8/Oyzz3764pNEWX/DaCKyLLgaja0suZqdteYqI6+8sB/Lc4JJ/V3FQgLmHhEZyBDhnHPGk2T7foI5TeabNAE3uqjhHi0hDFZ7AMnSLfQxTdKUIXU5CyFnRKZ1wVzAHDqD0ipMMpuvLwlpXGqBouxbbXSZe9tR0pDBREkNIjQfH+fDu7dv3vzmy6+++PXvLpfD3VKyJURZuU/vOtKKgLi47R0d2ZZzWH9+dhTUaRBC6QEF0y1lqPVpZqALbhs20FOt4hJog+60jVfLh4UEjEG4c1BOmchMcsigiJwrWzMzKze1NiwylgSt2tj1iKMTHKkPNF1JDR8dBbWLam5SZhbzOZWU0SnpmIf5ZihSUMNnSpmZD8+Uu885I+bwQUDKqr7ncaGSEcaRjCmJcJpSzNCcFkFino+RsjxSmZY8nSLLO8nvt9MJp5d/8e9ogW2bHSoppfugalBYzUIy9CqLrp3YZZm6KUSgLOBr7nSJH1hSyYwgoRBkXqPnZyIjATvt62hxGDIjqGGNtlexm8rh5eYQZlYiMiB90VQjQ93+LvBduQJnYbeR4eZYzQFlOYVaZIvCVsefbexba9MplPy8XBJmPs3z27fvX3/91e++/vt/+uffvHrVQdfMCyUzKOMa+0leZ9d1fLxmGv/9V3YoZdEBnh2tvVvMwGHXczg1MxFlgzHKOfT5epQ01jfSjM40keaAZcKnwwZZJfOgFQkireTFfSdhtkxQbuTIK36DbplpObwBAiLTzPJ8OSI1dpOoObNmB3nNT9/H4NVGM8u/gyVsrOgKI+niohOlAG1OJlOMDJLDMDNC3IyZs+xfMsIpMAIzy909knSMU9jm4+60vUiEeJCeSstJc0NT7mgwGFJCtnC52k1Szlx1Eq6AMFMMNovM/XApw4er8l4klDGBoBIJzXneTLYTteBSCI6xIwMpWppvCSCiffzNSEZ9XZsmJaJjqzspj5gUnBOhsdW0PwDMGdVkrESb3f2Ztg803werj9udGcAyQucP+eE9zk/H5enD+w9v37z+8re/+/t//Oef/8svnw4NQqnye+qla9fkx6xy8M65UCmBUKyLbqU8YxeIihqUQqpNb3nlcpEr/PdyI0sgkSANnm5NMbGaMvAMkpekYdXldA6jAy36IDHNRlsI0aa5c04CDi3OVnX+VAH42q6KcvBXYmkdrE80XKuAgnpMOs85aafaJBuYjDmNvN83xSFjJT9l1lIW0MhpowSxBLwilDKkMEqJgPvYoKCSmaOKQSxL7Zx1qxMZjGRAlmdgaNyfbLvPsc1qIKRlZGcaCnODQlcfLDPlpXrXyRZcZnWDvJgMkSAzjLCwnlaLhMmGR3BsJ4jpAYuRexznhCUCCM0jx4BRQAbq6KCCSckip3E4TZlqIkixHTrtL6cGpwtymUC3TTFdM5VMluuNlyW1Xxm7MkMqzCAlFgxX529jqTTQM57mw3fnV9/k+en84en161dff/v65//8i3/64lePTxfADqhjMmUQwVgbwK5L9pnDpshs4zOZsHVErWRLhnClS8WaLhlPEGhTkwJCulRp8d+qcLhYAbU7rjvutgHch1OjJuqBVHXUlWBGjjHH2MaYx3HUDVkyWDaqtdww15myOgjXEqZum+H6ZdU4AhEzHh4e8jqviSg7J3kr51jtn0xvnmgi6+lVG6KwlaZtz8uxVUlfp2oGkBlRtxjsv5HSnamYOUHJDHC3kc5tG3QmAgkiVePiqgCUaQKVoBYPlDSFZlbiU5ouEjQZFRnMXGYzABVzoooSDrnRLeHgcEjnqTiOJ8yIfR89KiETzVMigRmHYagKEaMUQBq9LOlhV/MW1D8phdGJZXW1UGMMabNsIwzGqx3TejDoNa/V7ys2KRYGR/cU4hLfvX331a9+fX7/8PD2/TfffP3rL7/89tWbp/Ph7ggd2W4rqyXMNZ+l115F/1UPUFJIRAhyICiLalPo1pO+EjC7r5d1vd97NUhc/PLrs0d55aw12WcRWQOwqwYwqnoJRWoIRMx0P3yMmwKlKrxr3sVquPeV5BKbc8HGq5tOtkpQi2Eliefj8uHDh6qyuPKaqpgjgqXZqn2mRErzuFyOfd9sDCGksBxmRfRtzE59UyLjgEpPkiwwhVkBOJWhoySKoG3bKWSk+6jrOTQvJKjmoNNMtFD4thUrU4kjAsjezaWnqbw2KU6ra5xKa/Vgl2vCFNxt7HcpAsOHp8/IY9zdz8tjGbtETGS7zaL8jevYN88IhdxHeVZ1GpEZedTNHe5JlBXSlW9XGnZ4637qO3MhxTTDMCEj0ptC2Kd6ZUcrf2j05jjiq6++/S9/9TdvX715fHh8eHh/mcecct8S8AFk2+iulWOGBYJrdeqshi8t+WhVuWve3m1BN/G5su/MOKAgetKMuoe3IOAV5SvRMFh1L0uVx2eh//rmw2vKnoFIA4zVS6YzFIotL+Nwf7ry78jnJJXbH7WYcmri0O0CtP5Qp9H1Oy7ny7t3b2NOnJrKN6xdi6/vzQaQhIQBd6e96ieaz2rjegsyx7a5ITPzmISYaUaZKGAGRHMm1CS3YpgYIU8xRTC5yMMA1Dxwmdkwh0JIRIZSIa/EbEUgzTASnGpHgeszk0pqu0jsmRrFf0O5jilNGgPbNvaTbXtqFr5TtzOlsmlzN2VqBkRE+7dJywtfxHHUA8oMdh2cEiIK4bGZbW1aXgsxg0Ai0Yet1xJJqYV/aOhqseiKX4SU5py//s3v/utf/93x4bxtJ3OQAxaKFmZwNF155QropGDZE1WT+LoWm+WhrNEc6o2/UKArnqaSwAcVUKKG7WUaW9+i5spXZcW2raiR9+p/eF5rS7r1AQw0pC92hGC5aW6xbXsZlM4bjPX7gB3ddngF+PonW359ndVcE05yzvnmzXfHceTYOkcilIoId0dTHLJ41yqRJa2yx8ijOdxZ5LYamIzMdGfOqA9EBSQXUiGAXnSupdkBCY+oUbeKDK8Z70iiM5biLKDOISWEmgXQX7lOtEqUijd9paFZ3fBbZ4ekBoRAErSNjsiEkdsu88hsmk30SdhxUQFkMZEQRCh0kBupyJ6RYhUsetV2TR6ZM8NEd9+2MV0SjBaZOVtQ72Mcc2pJqDNm6YrcrczFagkm6iSEIs5P59/97qvXr7/bbIdhc3ejm1uNVoGS3Wli460atNXL7P/L5XG29kY2Nau8b0YF4o/pPys9UGbbTq1myFpz3WaqvVzlRef/xbZUjfO8vUZTSq2TJzO6D3dP2hBGxDhv7sNsmA3gUm9i7c2iK55cOJDIsjeqCrgzJkDCXFIyrGwuER/evb0cl8snL3dzi5QCkjGrXK/v7LAETKWR27ZXD1ISmVC6VSNUxZlRZc+QLWIZLHA1TKzzxGbFQpj5NjAVx6HjgnGXhlQMd89UQpks0kWmIjCc2wYRk2Rc0afKNZsrTy7SpyLOHA4OwV1mImOKSWRaAJvgCTnDHGZSHjCa70owkzZTYbap6Pqw8spzFruadVSEVKqS6vpnhrlXeGWKTkUQaMfX7l802ycjxhhBZZ2Z6/PXeR1aZRxqEJdnPj28f/2b3/z28SlwSpuHbTS4Gb21VQC9TyEt4MNqpXbefhuu1a0uEXArYQDHGG5j0DY3cyecIjOajlyazlrIBd1WVtsxqFsCiYZzpJZ11LJoy/oVucfwbVSlVWSj8lEfI81SGtvm27bv+77t0y9GT0Y3fXBDNrESrT6WuvwvyOum4QgSWGYKVGaeHz/MeaSzTuzjuFRPICLcWKY5xSe0cmUiovjD3cQMRJ3PJkA12Kc8LtEEfGSmVala9H0Vu5Bq21FVZzY1H5/27S7cwJrXV0eBEpiZnrmRyZrTUxqWdSgs7G7FFxaDEZm4HJTsbpS/CME0K0ITmUDUurUQmMoYlFTaMSGXyE1kWX6Iw3cfkDSPY2woMRWzrj7cN5JK6YhKk4xgNjOitoEQvo2AoooBMpUFhl6JnzOCmbw2blVQuYOmebx98/qrr7+eiZgZdrkcoO3umznXrLprs+m6zlE8o7idbNe0WZK8HCoN+6g/+Oa+ubsP2qi3qyoeqYhgRoG2SFMbxFYbttqVhf0kyEQQLFfjRQT0tWgxtm0blEEma/OAIgTYGEovEGhsPtzcaxZfUfuwDvXKr1o6X1VwCV+NPtobQrpSFqC4kgvx9OHp6fGpjCmNxjGK7xLKTBBhqySw5h3nnJfSv1mbs86og6cXTObiOc+YJdo2r+xAasxKHbJ1zUz8tG+Xy3F+eGsbOTLTxM0rf5HUpCQXa+zSoIAGmLEaYLfy6Prn3XcF8jzNhywnMbeyMXXQjSYkOMk8LgcCsBoAk2VOFhleg9I6uKF6O3WW1qBotTlIwYjpNmoFF/UhQ00fKrmYWURcLmersi/b/nLOGNsgew5pEeOYCaNbOyQX4DhnvHn93XffvU/pEqGZ26WEVe42zMeolsl67q2Ch67NoVUlVheszE1skGPY7tyHn3Y/bWNfHqA+zNpxTKUTRkzGRBiM7gPXmqm4H91bu6ZGVrARroH/eQq0jUGlI9GERZYTHUlBI8LHMC+b9X4995bTyqjIZ/wkcIxyWexIkJkOR4REN8tlsvT4+Pj+7duMhLN4UjEjI4oXpEyhsYhqA0Jp5oV74gr9ZiysQCS24TVTXmpEodCSzCmFW+UnpUEbgmeCdN82m/n48P7ujuYXSZzjcj4yQsR+f7fdf5K2JQyoatAlFMy0iA+1t6sfWamozgwpkaQnaXIjN7PhBsVkEzIviDg/fSDpY7PhyqPGBhUwLQVrpMo6DCs1VAYMEUpo2waN87hAcB8oiVL1YcuDxAxVM6B7w2aWTVov6XZ5AljMsOHZj5dZXI/VxrmcL19//c3DwwfQLkqlMTVDIQQIGG185LDQ4e8aHqsgTiiZTbcmublt7qfdT2775ven/e5+bPvYtjGGmRfbvNK9GlU0EQ6POaeXuP9jcGbF6KWWq+q8q+mbc9kY22AmFUCY0HOKh1e9adPHtu3bvo1ROrcwy+W/93tfxZzYtgKXrsoVVGOzzolmIyUuT0/v3r6NOWHb9V5p1cnVGQHqsRUlCRGTXKOS0KSVasYNd2WbWVhz0lbIp1TaKEoSOYp8Lh+gRyrdNrvXIx7efzd8bsrtSD0+XR6f3j08YLOf/vm/vfvZH1JANjMoo0x7mhpZBLgV/FWt6MSBPEbSYZiSm28vzLxt0egIGS7nd0+PD+/u9jtsp7Q6LnPduwRttnTYFzTKznmsfmbPpDGjEGoJgubM5o0T2a4ndZyyrCULok0J7C+rKrSTcvcSpV+9FI+YHx4+/OqXv74cE3AgkxhCkXTAtkW5noRXbvZtI2SnQMieaFIU0W3Y7rYN39y2MfbNT/u2nbbTvtu2+TbG5ijEC5maiAl3xggGPfk8p1roUp31Wr3fboatc6BW2di2DREIAcMUVkeOe+FZPoaPMbZhw8uidLphflxIP3+RRhvb7g63mwKVjCjUSX5VKLmP43x59/bdvBxtDdvUvSucoaJYZplSL0nQ9UCMiOvpD2lGScrLqKO71UStiVIGluSTpFtPpGVGwjwouo/T/Qvg8uFt6MkssGPn9mLcHzm//PrLH4/9s5/8hFRGTJUkWs1HKPQB6o6zUM3ZcX56/9XXl7dvEccYvr98YZ98Pu7u/LRjbIU4xvH09O7D5vQxwlszUY4oWX31mm4rgFkNtxmTblDO41LCHTNkqs3eqj5eFVAHJrPAfPYFuOnbsXgszUI3CT6GBJp5IzMEEHN+9/rNr3/92xllIpYUixZU3mnZnYWmJywjoPqlxntWJWs9okn9PMwGzZ3bMHcb7sNt7GPsozKQbPZcSTEjM2Zcr+gaPfnf3QC4Nf4WDLpVA7G8JEWXbfTdSNfh5jZcNW/MaQ4ro4/qK9JYqC0hRiINcMdwDccoJXv1bXutwACHBYRSwQvnD+d5xCywIaXCwhDIBsUguNWksD7B7DpEnmgdf6aBc4aRY2wY5MKmzJBxcRZsQNJBS2ySuTyjBuk5EpJCafs+7PM4j/PxwU+btnm6e7nL91CeL08fHk4vXpDEVAnzlVGFgJmFtgxWWB3ul8fHh9/86s3XX8f5chrDyePpoof3pxf395995qeT3GdynpWRd6d7OsSEpmmqBrzkVJU0YLEbKwY6vXJhNBbHuisVCHNNLjWz62xP9+VCTxjLTC7cqo1U7OGaUNjGBhV3KNCdvslcOfPy+M03b16/ele8vhqxRkuWjgQloO41rZsVSN2hGqWBtQGpbNdRlEyKRZzy9pkzK/x927byiEbNKYRJsEyLNC//4oo3rLqx9NQVIxNMy9ZmlChb/UGqGh9WJA1mFco9TM+GGcthxsyKFsIeoNSM1XUGrNjXBbHcbTi3zph6tgK7Pl/dC0nqbtHT44eYMxWJtrdEzMzy+6Wx97dZWRlXrlECbCOLPRm8tk6EWTkSF4QaiTogwGjhgNHcrKY72rBRRBdBcEtiGz42nw+KOGyMwU3pngrLeVzwxNNpFzDjctVopcJY3iHcto3k5fz08P4djH/wJ38MII7pZX7rsuGWocsRPCJodn/a7yph5xroUPwbFpsqI3JW2VygdXErDaUhK/JCunnbLkGp6fBiSpd1QkOCUEQUvVdrzo+5QbLy9i8TvhZaQEolaTU0TzGPb77++v37hzFqyq0P9zFGPWt32tKF9yLhNWp1AlQ1QAtymBQkI2MGDDac2VgNagNX3tEbACayIBTTak33Dyg8oOegAc+YD3VI01ZVkND1ROAYYyBbDE9iuNfKHUbKh7u7N/XF2iqZz9q56ygpVL6/zL1qF6/0rk7hyHAhDWGNDldK8vjhIXMuB4ey+CqyRR0vlVvXLazsBZUpLaoHzUY9S2dpFEtcUbEBMaPAOFrzPdC9gh4hUbZWKYmwbTh5OQ7A9vtPMs8xD7OhLNkr3L1wuDKvmUd35inJSkLsQs4ZkXG6v9OgAXEcftoJzOPwCCaPcyTFsY1ttzF0ZQwYiUECNHYpXyiGUtO01SS78m+sljHL7abM1gsRrY5vaZer/exeLC33Gvs9S1lTkcWsxJOi2XCvmYjKbLejRgeZicfHx69+9zvl3EarurbN920bXqxJ9yWq5+L59AIFS2Key+QzmwKD1R4V0za3cGY2IWDlb/0m6nfuPjKvxLRrIlftzSpzBSywHBX50WSpSlqKwTPGGDWlPNPMVSG/1nnM6/er4+v6MM/LiIoT9Qd3r6bjftr3bau/nHMWsFTwS89WSzkFIo5zzgM1UaKPi9vOSkQdLJVYSuCzqsDMCBUs6D6Kh20OI+esZV4KfrCwPKO5VxvDjCHMiNraVcMh09zHvmU4tSGNmyuFZB4Zkbs5gRkXcYyxD2JOdTuGHMN9H5fzJbMdSjTuMoLDUYQcN1wmxgbaoNkYKMGA6O7l/UZqXMdvwUSDsvxTIg4j6HA3lgv+jeCSoWRPlfWErEXE1XKtG2g5JwQDFDG2TcVCK2NTobJ8cy++erO817POzPfv37/69ptRK8R9G2OMcdrGadt2G16W041JaIUnkxw4KnfIVRAXGZTtpQUAQcyYypqjMTPH1ZvZ4WiHVRQOX72gYlZXs7giYjZcC9Laui2aO3mL2iTF6h0Nc6NccMpNMHdvscK6bD0L972v8XtfK/x366w2QK7Z32VOkApLMZOQY8IoxTzOyIRlJDOCmaPz1wlUJdbMtUJ1zKt8Ui1uFJoROSX2CU53Vlp/fYQ0wgrUo9EiomrQFg2Rw53F/QJhQyBK+BIzpiBuPrzsdwYvx2VGnk6n3U8xDyq2bfNtzJhzXioDBk3m7k5gXubmQ5ncTjDfbJj5PGLOSUvjEDqE09gMBHOFSEeJ14kyWSgiR6i7tOo8x1CiopbvqRV4SimbLKgWzg8fkmKGuTVXD4yMstLSRzycfuASZszvvnv7+vW3p9OotGQbw93vxtjHtg2vBhZZKNYK3WbMeJao9KtTWeuJgSQlZrb9znLhUQmBPZ1mpR7qkpN6xja6ZUHFwdTyLkRtgg4TXTdeTwIUG1SQwiU3dQg3s3KKrc9Se4FtTGr8wQ6QboedmW3btu/7NgaIUoUCEFMXRMqiMW0kkXGcz/Nyzjwi3GhSdVnVPkqsjmoUJl1cO6osE2vooReSU6LhJqGvhKoiBmmRKjXtjO5P2jKmbi6IWVEAou9U+RRZjZ1yyp2aBxNOhABjKi+XS8k+SEbkZT7OiL7ePmrrzqGd0tAGwmYjk4BvvhmKc6byQaylgK7yDQSzalmQZR1ZEnGZ9wgzATXOAzS0/usGPVae0C3rPi760DhmVHmQSrjV7GIVAKrOIer/pDwux1df/e7d27d3+2nbNzf34Ubbt7Fvm69UP3U7wxcEupbHLVjCjDUtSYtPU8t9HvMYfmxzzjjm5HHh2QFugA1r8SGyy9GPeMpXMwZLFlVXUI8jbowUvY4EAiFw+DaSSMw6M30MVlc8ZsZkHpZhKW/8ZMCGaNcDRZ1oli0b6MZhfvKxuZdRB02wqLaMZN21rR06KDy9/e788DYuP87TbjbKmqX6hEY6VkRRu6qUW7RiqjwWuDR1ZLvjV50FVOJkZnXoZxQK7GRRmczNyzEAQOpA04gp0BhqQfcubsEDDBuWSkYZ8gLIOM61ycwMikBeqaCt8U/CQDrLkr8EZWVUUW2wkAWwLOU7R11Pi5WwFW0pQynNg1TLX9UjXSNCgGQ19qRcLxHNFgPK1boWZDnKzIhIyIcVxcCMCU3VrIMhCOYrawYQJM+Pj7/91ZfzfNndT8OuNd5W9OGmWlfzsZd72aeBDDoQYFFghZQGQUqWzUItPNEicQmNA35MDaab/Ch7JedWhpzD4YQhqCgiWEd9G9boU8OhCQSLFhXERFlsmBd8QGG4O5WUdx/AathARsycR85DcTCjbVdwbSqvIPcsN6LRzPd92/Z9bKP9SlV9ESUUnm5hZM3KdHczPD1+ePP6dfybP+PdqesNNXYWFSSbXlKxlCgZOK9GaLks9JpsxwYDaoZFNI+z8CPASrdSdYvMzItiUt00kvQREmRr9tYkCfqN1DmAWrKEjzKunCjTZqOZjVFeHCCZEEUfnuzzrUrMUI1KBEk4M4Ui0LBZIjVrtRVIyXKes2rAzSlWtQlFjZ0De8DEGt4oYUUpK8YPKUVf/LNMVoqq4SPzivetmqC7pwAz5vu377767Zcu7GNs7puPorqAKN5xqvt3LAZy5YHSClCdIJBlXYEs2lKRNMBywEkgUpcj7Cy4UPNPxQCG5GOMjRbZuN5is1yXoW7+X90HaLKiUsqqEWp0RS3e4e7oDSDTOvIzYpYl3FEVah1vViR43sxkrkfqFSXa9/102rdtjDVdgi35yYh58CazLtHMu3fvfvfVV//j4/nu7r7cnVZt1GlasR6qKFllItZ6BotSY8waiNUnIZbBciki6jkYjVJkNrMoQ8gAnV5evF59LDPPdnInbQBpa2gxqs9mqnkdHG5madSMiYTtgs1UuZKUa1mfwwVxNczV6XnH5GIa13TKgjBo115Ho+mdGtXU5MycBqdZRmaED18TnYuI0XTqXoRLAVFd+uw6ylVzwaTNPZanS7GD6nDvhj1JII753evX7797O4aXtMab+sZeeJLVeOn10LnoQFdbS1vDVQveLaKtWvaFqNHlQkRecMBNBmEIlrIQh7SlwGGuCI3fIwjDtd7tX6vxVpUFkWwaZH/yQZqbwUcqraavKzJCc2YcOY+ibSgDqnNAfbrptq37kgD3sZ9O1bzwEmtH1O9bKEgnRrnasPY/zpfz77783cP7D59//uNMFSxQ5H4fg803a5ZJrqcKIkJSOhkQ2q+m15M7a/BOtaYzo0+WqhqxDkioS8UGw5l1QpI0E7jAwTpjaYVFuFVPWkg66CQmKGNT2DJibGV4beRQgVDm6jMGxQipxSVkD78ByndWreaxK6U+51zJMkJRXGhFle6IeVTHsFx2iqyK1oOUsYv1CqXNzi61Fm8yERG+b3DmCi0s66gy0JUoHE/nb7783dtXrx0qe0nK2wSmyk+KagVwuTfUiqzxzFpAYp9sVZ+xSBlYxxEFRnKGhMRRvtlT8lTxLSZEs3BXbopQMUPNmgqRqaWnqa1Vka+N/dEHY9XJjR0NNwsZZG6GLAC9HEEvMY9SzUlBRV1eYUtNT1vWp9WepNkYvm/bGJu713i5WpcRoZllyTWMacxkKswIG69evX7z3bs/+uMcDkBW6v1nsJWukZJVSpRVPJZsOwVmytyUisulNHUChDISa32mkO5ec9eyHxwiNMyVmgobm9kgPdTPx2hgZsRCxiTIzWSWgPnICPqgl5w63ThBs7EuXM4BWNP/GjAoSWI/CXkWkuPmoDImFn2tlsvmnsiM+exMKDgANA53AsrIIIhCNeq4WIdkC73WmAbWN1Y9UCbgyODYtjGyLe7r/rNMeGdRgL74xdO7h5d3o/uZNUASLA7+EhJVdrCy3xV/nyUpjaUPQ/ZWWckblytYCiYckYJkkUxZJoRB0jzMp2897iUzlWEZYibyqr7XR+3aa2zUKrekpMhBM0uDmazWdiJSc1byo7Li0HK7osAmRpH4+PJE47ZtPqoLNmqCQ2RAiuExzNwKwO7QtibMv3nz3Ze//fIv//LfbWO3dZsKu16TP/vH1M+N9nlgEfJrpxWGUDTAcnHKiNsI33UP5jGbXCuUo/HYdvPChY204i2202oNASggloY4qp1uwyBXUjD3DWVyLrln5GQLLKxdydzRcoFr7YHbZyKMnsXrlqAsNdecNRKYZCvTObxSG2czfpUpwDtvzIhZfrgZMN/aKA3E6ojVCchVS2UFNettIXU1Xy3NrAzbTEQcx9vvvvvlF7+Yc6ZafFbAdP1ygWVqayyP1qgBjyv7/OEGqMa3rQ0gLFpe0yZZgs66D8XDZ0lMxrQZ45jbqSe39IlTbgy83dzaAFXurLtey3h1KoQhEl5ISyAdFPJQRs7JyviVGd09ZsJg7pY5M6726GwPA4ON4WOjb9xaru4z4RjOszncS0i2+leFZ+vp8fGXv/rV//zw8PLFjs6vUgioaio5CXNUnz7b9b/7fPCsZwxACYNtLjCAKWFp7HqHmsE8I+jFWjGIGRl5cAMxDA5zwNSWhmx1Q/MuCMtEyl011/XanjNkhgZTw0rED4KyzWrCiq2EmHRBUMgqColpHTrBIuRQdI5roTWRHDWDcVr2WouE3DpxUqEaDmLmNIObzaKGwYxuNiSxGW/YaMoYEIo507RFi2NqtBuBrqtImE/n3/3qN1/+9kuRGWLSB6mgsDpf16S6cYoSpeSsPXDVNd2S76tDinRbsmaqSekl4pYxICo90zI4zaZGyGuAVwYiESoj/UzR0Q+pCl5xHYbdPKtErEJCAVTDzBKyYllASjEzIrDqhmsJ8dF58r0XyZ7U4e5upY4wB7Jm87jbGD7ch/lwV8qAWaoXCdLvfvubV6+/+fGPP/VtK/CHa1wQuEagtDolr22aKrbKHcfMZkzEovj22GfDlT7kA0TEZLVGoRqklKsIw0pmG8JBea3R3Ttp3XcjajA0XAyoZ3MYS33CHL4RhKL5LxXkf3C3QC9Tg/ooNDO15IegUdnWGMVpVfnngZx1+llzl0hG5hjN/tMtUes7V5BeKsfYnp/add8aejRTUYykzHDb+qRCm5C+f/fw83/4h3fv3p3cq1W1gmklwB0isGpCrByhuB2L/fX718/1TKDRC1UiWQO+F/UmM8vY4ja3N2t6L0LtUloRnc0Hqeq3z9pl3XPzosuFsow65Q3W7lFSd1l0u8jqtKide3/PTuCq8YsAVIajVlpd78lfbnSrZgtbSJImBCE3vnv79svffPlnf/on+xgqSiGvTaT68Qm0Z/rS7/XHkKJYK+6jyI8zjh5wrQnJuqk3qSEl6N1wAgEZ3ceQWWRK08egVZmXWYV4GUC6zTlhBrPMIJXHLPdpB1eB60A5G/Tag6L0a9fVCObavev0L9JrmhQmGDXnsS6tEnWCNoyZY/Iyla4rz5xLJhElcaZZYb6FTqBHaCrmYWPrBVdFENs1wdyrCUgu8iK7Bycpjvnm1at/+ed/oTB8WPErMrkgnSpU2ALYNjhfp3SxplcS+/v2wLOkqCNbV3cLNrUlq+osJ+NafBZXpCX2sDbG61W7NAK6FgMNpqTKXwi4Torvn0SGVPCCyo83U5WNtHNCfr+06OfULkveCjZb2DNopaIxNxrljs1paUfmQOeIqZzH069/9Yv/03/49y/vX9BYbSSIqeyk3xox8BX7r/f0cjm/eHFfuT5r4ijYc0skQDMPCDY2ND0xQdcyhSU74S7z5KwpQKK1FXPFFEAgPAOSzJ2CbVazgG+oH6wpKqtnYsUu6IqzVYt1z9poRCxxdfm4IiOYtF6gQPG4atVBgG9bIy83ALrDrm6PQ3NOG0AlcjQCySyju60oQKtA6gOQkNJ8WyVaGaszI54+PP7uyy9ff/vt5oYUByNzPCtwdcvuGuhc300l0mRp14V+XfQ/LAz6uOzVCK55eNff61Znrqr5mts0A7VZm52uKNXSea7YH3W4gij1m6BnG2C1h24anuZQ9e9AFmu6oucVo6itVRugLFVuVhZAnbBjjG3EMXx313DLpOyIrEa1ElL85te//PLLL3/8+Y9834AaQjhBOgtPRDNzClNaBxSgMTaiF0DhRT4sI5tAUUtUYhZPGAZb/rWJGhwEZmbZYQgWxcall/ldaWicrgBR/Iu+6v5A6wRkd8u6QOm5WACeezK3Q0eh7AYDZBnRt6toKpT7NZcRBUUeSFA+hpBxOaBmLq7tZ6X51TUPyZJdkGVxBabBrKhm0VKLOjZXKZxqsQgLNhUkPbx7/4t/+eLp8Wn4uPKaI8KKegunIa4jS66lAEnaGKxaawMiJp4JdNaiVy10rAbddT/Xq4Jp6XG/H3YLmrY6gx12XQU32ETdY2Z3QnRts1KQEbcN0B8oBQWzBkS2hLNoSv30ahIAO1cDEzVXxmglJXBbX7Guk1bE8c3HHB7uGAGZBLkkiwglX3/75he/+OVf/sW/vb/bAbWroVT+3N2gXNMOuVq/9XsoRtFmhFW0r/CUKtxz4lBYCEZXGV6NUf4pXqOtU6EJyGy4W/GckTkKGJyXcjjqlKI5ltFNNAHBtCFoFBKe0RMVG4cAwJr2RQAdgmuNXVilklIRKHFJFz2ENC9PRYaQsWaCwVrwVQtIZflZixOrJq3jIxVMgChDMVbqWDWbTcxl/u2VnF3PkJJuz/Pl26+++qef//xyPm801OhY0SI5MYZHJIWxjcigXa0c2ZBNtV2Qgl3gNYGx8PkCDxbhuhmhNWWiVw8tU3MWO6FAadwSe0Jl32COzpxWMF4P/1pfVyRiZ6oVFLsPNLJwqxKUgKaMOEMXxIGciGAkJphkmqUN+GTg2WCIa+fVqFIG1VXXtRYKY2aDY5hvPsINyeryQZIxiADnEV988atX/9ObT17eY7i3L6JB3SmSqpwx60GFWUU0jT3LG6LT0iUIwUpfYs55QDw/ng3DbIx9E4lt0xjEBhtGd5V31sVgxDlmoMbkNLceCDk9zWw7cd9rTuc01hSUDe6y2e1XcZ45L3G5YAzzgfJkoCd0UY1Y9Z4xmQnOStuBtDaiQFaMmuJl4vIhGdw2vzuFak71IDPIqlshqJN4oMFqsCopOOglGqCQs6zPKdUo85EijRMqOUsvTIiiSZf3D7/4x3/+3W9+q8wwFo2gF2o2x0vKzOgET6nS7VjHWTNw1rYg6BcIgaoL3K9RvweclIym3DUN3XOKKAcQdg8TKi6orGqedshlV6qu8ulv6ANVFl73DMsODwCYlQLh2fZZW6gq4biiQKsUvh5fz04pdP+9bAHL1P9KQSxWqRk5fGw+pm9zVA4mtaNJWRtR+Pqr3/z217/+4z/46eb3Kpua1WSoM9eu25x1PEIoH9aSqJdAq2wRmDk1p2bw8nR+PL/66s3bbx++/erNv/3L/+FP/6d/v9+VL8iRcWiKwTgOSTDOOe3IU1wvjwAYCRugyU3bPk53c3fenbZ9C5BuRHwi5fkpzo/z/MQ44jjQQinL4myQ2z7GtvFKw4YCXtcp98bhUbSLzHnBPCsPmUwuJc1rp3ppBpYTkT56hNezdx094GoJ49Zg1k1VVOKT52lGRMw5X71+9fOf//zDw4euh5qQe10Q18JWz1913iz4SzTOaUDP3TgYyiRinWBVgS8qV3ltlLi3DQegGm0F5ihuC1C9mee+cWbVD73G/gqwHfWvYKuabFj3rcDmOnFuDYtcrzpvrtvguvieZ021NXtODNvusmRdKEMzygk53c3dxuaQB9LTPdOTNmuMXD59ePiHv//bf/dv/81p333sWIXWLZvCEryBNR9l6bVJQurZE6zZckXTypxPDw+vvnt89e7bX37zu19+88Vf/fNffvGr/8v/7f/6yU8+nzmZchjSMjOkGiGIjhqVDRMovO0ASbe4fLi8g9G57ePly/uX9yHGMXE5x+XMTMQB5VbMfpalZhbIx+FzuMxsOEcJknfSaEyKlMynkLoYFZdJTprcUJMyULOkwVAaSPeW33Z4uiXWaw9U2Jb7rbFwe3i8Sshva/e6Bh4eHr74ly9+8ctf1upHZQ8qP06oklgtuOtZWQyUeN/Y5WLaszUmFDB7faYrlbjF04rf0emNNJXcNtGJVlk9FwP0t0nXT7IqgFrsNxBWdUK1XgyoGgDdWF9fV132XNXEwls+/mFdXV4/g5mszOCVPWusenIZlVpGO9XQ3bAZYD7T3c1Fh2bWZf/yiy+++OKLH/34J9vpzsyo+XxbUjQxs2cYGploSgza7cOEmt7lRMJYY4hIf/nZp3/8Z9sf/PRPXn395puf/+J/+fq7/+N/+Pc//slPdh9y1xgleU6ftm0we1KSVuLXgkpq5LrTQB7zuD9zw6YPT/O7LRPzmJf5aIQPLwZBi+hIksrMOeEWZ5U0p+RpQdO2m9OHj0EblmbToORxycv5wvNlZ/rdyDwyRCcNtFHZfN37zDRU+YtivtCLCNQDWmzBo9dYWHdPdisXU3m1IQNwHMerV6/+5m//9t3bt7WUu6uuaMvtFHrY7m3P1GrIpJQ9B4M0coDuNsYwO/vlOF8ybZ0VVTIC3oMkQDFDZXdAeCCIkcbs4S9cjaBV6UhIwdSeR4Vddkv/o9Vf9U82QYDdB8jrqIK6jFZs1vKtN7qF/OevZ39bcFv14cq4vawmapjkFW/3bXNo9MjpRAgj046+b0N6eP/u7/7u7/7iL//d6f6TfbPnx3pmmopuKKaqiFgK5640zSwAGBZnDwDlp7vPt/1TnD7LMU4/e7j82Rd/8svf/Oa3v/t25na/3W9u+27b3Z2fNnIoGiKRqCDNvQ63iEjFnG60iBQuyLhcOH33fcyMqklgmZBZriYtWGNjy4wZOaOaQx2D7SGow0nH2IfdnTh8kI/vHt7+6ne//od/uvt8/4v/8BcvPvtszeezApU6memn086ZWE9GzWxpR2ZkYvFkrq8V9Zs/yRaUQNLT09M//uM//v0//F1/Zcquq60XSU92vnb6dGsvsNZea1YcMOOMmhJAUNIRHVUbMAKWpB6SshK0ijtV3RckU6juSn1uF9IxfBnuroUr4EoRv+7+LA4OQXK4j8WteRbZ13a4vlv/d/UgS13YXbH+1E6OMuJRmiZLaVXfdL1CN/eRIyT3zDE0Inks/GpB4r/91a+/+JcvPvvxz3x7adYU7r5O9mdLLH6Heu1nD8msO+yJcDO4+z423FVj3D513/cX8vuXn8dnL+Ix7+8/PZ0+OZ/PTx+e8v370+lE6MX9/dgMhrENu7tj1eMZFoEMM5tHZOrJQUvSTBGK5k0Z2shQmMdMyoYjSWfB0kFmwJBU5JyEqLIFTrrHPranI4V33776x7/62y9/8euH129//O9+bKf4oz//8x/94R/IjHKyD3NyZE+ORYOoHZPZz5xYi7TM5nhNkKr1UFGq6tZQmg1Cl8vl2999/Vf/+a8fvnsYVY5e4Ut4y0qwwPu1Op7nHrXKjRw1C89EsxkJbm6k6cOTsuh7jVnJoDHqAMmsCdzKYivTWB65jvSq7uGEXffAYkYxpVCZ5TYbnkuwrk5sCiZquf0wG8lZvZIqq1SgUPFIFeutWo6+HKzNml1YWJbcbVj1M4M5eTU9quVJs9UrkLbSoHhk6S8L/CLLwhlP7z/80z/845/95f/h9GL3navCy9Ve7DqszusKgg3Dezktu5A0ByE/cpiZF2I9/MRx8nF3v3/+h+Pu8cvvOP3u7v706efy4UI8nvPD4/H2nLoc88Pjh4fT/f7Jp5/cv7iDA5ttPmLCNs9tCKGIOQ9k8iSjzRqbnJNGJiGorGhSzSxNWjFA0N4AUCqKbjc0YWOPx/zlP//z3/zH/zQi/92f/und//g/PG5PnpqPj3E5fBtGglVBMquUrPzEPFNLN25q/YGTXm3RSh6aQEamJjALtjN0J5hizPP7t2/+6ef/+Mt/+tXIGrIBLatN0q+HygII1uZbR4SWGzfaMYmCDxMN2+B0kLuUlwMsoippgEHD4F6Svv5VRzhJmjbn7jaMw91sA0dF15W3ZwBRvcbMaF3h8kdfzdNn+xXSs0bYs+ZVB5S64FwFgK2utJmpBp+sl5vc6h5iVeb9U6wnEEOLxSBFpssLPcYYY3iYBUsrmcqMX/7in3/xzz//0Y9ebvbC6wBUd/W/B3b0T1q5kpsRlqtwrY8dMnOnDR/39BM48uT3P/mp5d357QV3L3w/+f3dads5hWMeT5d8/3i8fjXixPPT4+tvznHEAO634Qa3P/izP335+cu4TCYS9vD0CJpt2xglAVNcEpDRNtmcD3GEMs9PT/F08UskiH3Tth0GH8MddPeNiZyXp69+++vf/eqXf/4Xf/HTn/3kkx9/FgMv+YQxTy9fJLoRrpRZIV1q0F2B772k8hiz9roq04zCOa9zBbAaStYgUeblfHz526/+03/8T48PDzUMsG7ytYf1w9f3AKii7vgwZUZgDO/koVqjRhEBgZozXECxslg5Qq0yROScbUJY7kDbvo19G9vmW/kQlURYvWjKAEOKKE/MbDLcDw+oZ6+b41qjoau4QBcAa6ffvo1mN0V+bYPhGk5nyxfJhAJdbHVTXCifIwNG78KZY8jHMD+qWgS9ELGnh/c//7v/9qd/+kd3+7+52zexmhUVc656tJswbXVQ6/iNGuVJVJ3pgc184zj5dm/b3TFBDt2bf87NJjT8dCezSdtO2/Zy42XaZ4hPfuTz4udHf3p4+u71fHqMOZ/ef3i8PHz99l/2T19gHkzB7Om4XF7ew+x+PxGaR7x7/y4itrEBPI5ZjLw4poG7De677vDJH/747nQ650HksHF5umDw8fFhHvrzv/jLH/3hT+5+/IlOOmN6bs4cdyfbB72c9ivxZAlaq6DNTNKuD6qoVyxDqALuFcjWOBRLslC1NgOt+jDy3dt3f/1f/9svv/hlbyraNXF6XlBel331fixB6z+jw23mGhZWAFjRomrmTTXozzpHBCBv8kzDO2icp3V/Y/i+b2Pf65dvowA0LGwq0cQ4NRiYzzAgXBewPl7MPzwBbB0C3TArNVvXuQs9cB/KWddTf78N7WWRQTjL87q9ErhoxzIzmGStdroeKf1AeIvZhFHffPnrv//bv/70s8+3n/zYt2311rpmuwKjdaip9HtL6HktymrW2NhP9JOPE7e7tK2wOO7uL09mO45qcknzyM0D8Ls78w0vXoyYfHrk5fH+Zz/lw9kvx6b88PB+xvnI4+nykEeY+yfjDhdERLy/DHNG/nh8Vqmrts0+8e2007zUWbn5uLvXNnh30hgvMiKffPPL8fQ0nzCffvInf/TJjz49/ege9zZx2XTkzEHZvnuNjlysNeBGJUKxVsuutqJW8al6xpHaFGUNmVi00WsJShDKeHh498U/f/E3f/V3x/libf177WNTulbKtzjKzkFZjdlmKpVEJ6ImzdRSsbL3u7JrcyLjUsIdZXtzQDWcxIzAWOZ25m5j33zfxjaqtULvilmFfanlldc4r46ItyD5w7NrmHl31J69np8XalvCLvB7CkgiRxYXSJKZ9m1so+QurBqiVqmtg6WtfGRmtvzIrlnVtU6uHqQMmOenf/mnf/zZH/35y/sX27ahKU0/OOh/8FqfP1v1ZYRt9MExRBfNhzuOUGICEwYqwo4ZzStkMH3jdrpzbRoD+ZIZ80fzclzmMfXh/b1hj8vLyIJIr6YsYain0tEOUJif9jDkNujAGHbaSRIJIOYZaTjPp7gcmuc8v/j8/pOf/ET3d7lLIx3axQunEDCDlyBurbqSEKx2V0VlNtx+rQ4XXL0iCNAQzbpdxpoEkzqfH7/56qv/+p//65e/+cpgwOyJY89EvURN5rwtJuNqg1Yvysqtqlgp14ZSu/p1wGtN8BbHkWlHQUJdZhKrSYwy5yVpLHvyMdy3Aow7/DdvE5Yqez92CgT9MAX64R/GGvcOlpcGXeaiJ0w97ciuiUbdAlCxpVV9Z4BkAzaGb5uVDBI9krhODnQde3sWpJkPeMIKOYZb2aSmOpkxy3z87rt/+Ye//+Of/cHd6e60b9XdinW2lKoLXF4RWHJlAqTJYIObZaa50Tf4CRqEw8TNCAyzGWdkciieCCAvF0PNFIDjztxDMvM5D7u/A5XH9J98FlIcl5PbPJ8lHZfjbt9JgzKJ06efzQ8fkjbcJcMYNFXpCNC5KZ/m5V0cjzEvAHJAAuH3d5+dPr23F3vuhMmq45DuSCHNzWxArVlsQp1ZN3xoJb5D6xxabUcVtzVJ5soGACGyh6JsCIZAHfnd63d/9d/+4a/++m+Oy3mroh0Bm7XBDD34uc6T5rJWAC5DlrKhdbQ1dxm4pZTIzDGK0lNhlNw2KY/LETOSbZZR6O61pXftTHtJbM3dxrBhdCucGsaatKNKgSBZ5pKv1G8fM0/7WFiH16DJ3LLrCYKWMNELHOgCfQFJq/BNGThIkEGS5uBw34aN0c4aQC0kFJ5ek1BunYOiLg5YrC1RjTMtKZIMtMivf/Prf/j7v3/58rMf//hTbs22zNoDRbVcKJDBbn1MiWLKRLPNxJQNcJCbOcVIWboI+osdecmZGBtnah6p4PAAL7Zt2wCYkg9zY8b0u5O7zznt7j7jwn1kxP7ZJ2M/SULk8DEB//GPUUDIbASFlCNyRhyP83iHfDQcqFGlNN+2bZzGy10vxuGH7yRsjI3EcVyAdEQjHsUyWVGfZRKDRblOoMhY3eqyXvclm16pKaqjwttCjqkPb8//9PMv/l//7//v69dvygAPpKzavnVmFQMZjQXWTuilCnod9+0a1clQAbLos4e1HAgzh7Tow4WMTBYMX74O7ciCdZyO4ct7zkp62T2NOoyq/C0NcRUfvQwa9b8t+uqJrPXPcU2YV/bzvYL+9rpWArkGM9Ib5azBZqPGKVV+1ouRRutuh/HGXe+k6DmTgwuL++hnKuM3v/nlH/3pH9+9+EuzOx/X1lhf0jM3tXWFWYYInbx1a4w96TaVZV3l5XI1gJPbTB0HLYXQ+bAcbkPH4wzbti0jQM5MN1qMQ82WFtLd5rwYLeOSmWk0tzkPcZQBbdG74jgQk5DmkTxSFykNlkmI23AO4I54aXlK0HwMoEcoOXcykVOr6LdVpF2fS127u2t5IiweQKfAnctWlyoFIO32QBV6/HD+ly9++X//f/w/f/nFL4qm2RpCSJQ3glPJV63+jx4UQbciGrUEs2fZcjn18PqFuC4Ad9u24e4RYfqIjANAa1Bx5R21BXrsihuWHldSKFUs12cTI69L5MbyuG2AZymQmZXXQlY2uEy9+L2DYy1eqd3IVuMwMuU9waCHaKwyAFxs1+fvwNXE5pWvUploP8vu9kGC0pTH0/tf/epfPvvRp9v2xyd35+38YrlfUBXqrLr96wK7Rq+GZCVlNEEh2TKh506ka06cD2S6CxEM2XGpNr1yxDFJZgTMZN5byDh7KgqOOFBTW0Li4yiRXSTHwBiS8ukJCsUkk2PuZudEwmWig0PaaS9H3lE7jFZwbpsQuTs2Ba+clCnUwNLrM5J0g8YW+MZGWlavtnSDN51NwWQgEOf5zVff/i//n//4t3/z82LVhrIt5lxgRln5Fh5UqUW3Z2/ECpBlOF20iTJtZE97uC3B5onWZAHn2HzbPYKRXNKNvNL16jm3JKD+N5xuWrN3sXCevgHdvHq2AQTZ7af/ng2wPv3KzSu0Y3Vc0f3tj7Y76eYVDATQ5Mu9rVjm1nmcrpv9ui2f19bXKA50dvT8RyzwecY8v3r15a9+86O7+09/Yo6hpLzEz/U0ePucJLsVtHYXucJ/V2f1xYCUJgDj5MQWOfPtjPOx0ZHK48kYVi2+6sCHHCOPM5Qcg0B1hcs9ygptPF+2/VR3mREic9tEIGeZykTOnLMQSppjCB4xpr086d601fyXsQZAJZQzprUE2LoBpZL1CB9pgyrGVxrdhjS3G91LXo2a1eRtMwDzcnn11av//P/7L//lP//1+TKR7Tfcc3xSoJyZZjU4qDYGbjf3o4VhhYK0GlhWeqaVs3GhRQDMUQbs+z4itpmxqCG3lOS2+pdNfyEBwEpiijW6tJ2VQX1vA+SyZ16LTde6WM9gUFtx/+M+FoAutJ/BXh1rpYKugK2csPw22djYaOWNXlig7jOLIum2d7l07s/3A2sEDeNyPH35u99+8snPTtv22Sf7NjwV1jX17Ti+Bo+PP601QIey+rBmKyBhURg5Ya5Rs7b1IZC0DFwizVCbhow5kakMAtXHHSCleZ6FP7pZKENHg2PlmX5JsmwsIw0ZUSwV33bfXH7kmP4Sdm8XB8wHNtLopvVosaYSdkcGK6fp/88U3KyQxOoJXO9GfXG7cAmjJqMY6KRZII9jPnz33T//4z/9t//6N2/fPxwzXG0EVlONiChPgrSRjm3QvPYVl63DD/eAGWSA9/iOG8C+6hZjTyyWNUNsi8hjzu8ts9pMLQhzw1qkxf0Wb7Rn3FY/v7cBrpnSbQM8w3CHoUNjne/yAd9qorNQsTtaG1USutZgqpAFWOdnw8cYu5lXfSCrWJNtAycVKKacRUAJcIqJPldNstKHJcxYk/rgNjE37JY83j9889svXr7Y7PQnn3AfYnrIwtCTgdjOF0CCZiirEcghrCno0NQEhxsGAKfLCOXk5GmDexrhj/5w8JicIC0hGwMAEhnJMpPt/K/oJgF5ZtJdQkzNCLaOO4BDkcX9RMJI2bBBbTNPE3va3Yi7PdwgW21zKxfZelKk0XcJsLJ+ms2Aax6gDE10UxtFCAzW+JUyPygjGYHlXFWHQ6aOy9P7h19+8av/9rc//+bb18f5Q/FIa0KNUjnrpIRRsKDoNben4rrgsgEMyiHPtKSbDZbQk6XQNE93ElGJS/1eqK0XldotjTlGG/so1SV01lb1QdvKjHen7YSTpjYpT4mSVY0tQUjdhmHXWl8VUb9WJFlUiAXjmrPOl5surfhuURMFF226y3maUSWl9W3bfGzmXtOSORwsSQeXhVgd0DNb03jNU1c1jPJTLQ/ezslqryvFEGM+fPfq17/+xbi7P/1kd/e4TqrMvtruX5eTF2jmsPYrhkJAwgDLQ5VikJZo3ZCMtvv47M6GyR/iw/Q0ReYxMSci3TajoGuOIDmTSES5uko2Q8EhCYuN6gooATMfKtLsnjJoA++H7Y59h7vY0zXrTCsRIIiIslwiakF4z9BeexBmtui/6qxhTZA3Op01MTZmjjEkC6VtPUz78vj07VdfffEvv/zyy6/fPzxETNXaAco6QdKRUc42Vg0gMyXk9XlawuJsh8hial/hm2uaC2iVBN0kq4qtvGbhCPPp6dkSZ3TFCOsj4mq5U/K64vVVME/JEinYdfxk54LgtUZ5XgM8TxBuKdCtL3trEBYiWz2PWN/Sg7quh13ZgI59H/vJto3bqNTPSJVKr4h3Ze19/bUmnxDwagJ4D+/qEYNIdJLfTi0ZOY/j26+/2U8vX46Tf/65m0xtAfCMF4jaVUqBTRNHtp0ZicouMqPOZWQqJ4s+CMCJFxvsRdxf4kgewce080TOzBTmcB9EzKimaC1pZLX3rCZ8uVkREn0M5hQlH9MDm3Nw7k9y2053PG0TKzmoE70oA8vXsWLAStorPPQhfrXsBJqk1oG9izdiGXTWOVy+1GW/WOsrLpd3799/++r1t69fv3v/8HS51GqJ7hVkptaEa6AzokiMa6Z+/ejf62neio5ejind0L5nmZIvSmm4+1AvkcxyxlYzHL3ndF0nV+BZ0vWsyLniXt+rAf7XNkCtmLRb2Xl99e1UTdBGcfxStwLIzPZ93/f97v7k+7bf3fk+yv+elSaK7UzMmi0aiihsNKSK+k4Ms8093GVFfS4KIRqxbb+QVAjH8c2Xv/3sxSfbaX/xYt9Uw9yq0F8wXd17IBHWayhQ7PPygqAro/tmSmRAWlQxTQr3QydiBi7TTtAH6SlzZtaM4pQYxu5HlPCWwVJrDSThRm1G2jxGyi08Y8DvXCN1B9+GhocxZfTrKFlcs+Q6aKqNTRkznyGbuMYgAcocZiRjJqAKwfUVoaibqasS1hzDMSxmzOM4jnnMeDpfPjw9zaKVXlfAwkoERblze1U4xX9vcANr8MCCaaoxV4dHdRH8WkB+vAq1gixJjjEOhSWWxzWA0te2qOwKhvbzva3ta+Onb8+1aX37MT94kbyKBcbtb7vsvH7zdTPUO1YghsSaKVLhf9/3u7u7/e409t1PJxu9RcsWAUW/ru/M5hZd7x4N6ZzOMWwblsN5QkSoeres6vEmhohjDvLp/duf/+PPJ/Xn/+bPPvf7DoxdZRQ01R9fzyzAUJ7YSoXYK7+yoDR2tWCUFYuQlMsd3Jw78cJx2TSDpRW6HDqATEZUWX0tB2g2BuiZBM3gOga40bYxtoHhYx/hu4R2xeTi8VQ8NWPr6CApMoqQeMU3lTK0Cqy5HjcYTX3orf2RIRBj1KSt9G2LYQuUaQrxTF2OeT4imiiPjvhk2rLuqtaZcgqhTHBN/2Bnyit3uB4J6kfd9lxlxOLLwvUatGsVuSEdIz3hc96YXg3/1M5qmtD//q9nG+DZqzbe7Z868y+csSG2zn/2/XQ6jdNpuztt+z62+sZkJicTEwAru1jnE5ZPPonqcId7mMcYZj7nLEvAtjkjyxUnZgBHIuH+9u3rv/37v6dx/NmffPbi1IMf1YG/IQ918kVSSnO3ps1LmeYqFxQhoWipSDnfRgHms+kDG9IZTmAokpm6uMuZld1f9aKoBz/HoFlCNNLdxmZr1KykoFIbUSNyi8+g1RK0RE38g2ALwhBZRqqKyDJ16gDW5tILLK+zNuOWIRAkI2YVlSCKSkS3jG6UZub5clyOy5wJM/UoKuAWqrtjEFApCZSmZwrBah31CdDDR1Iq8/oGprPHZd8MFspXl6AZMTwyB0oaWxoZgRjmY3jRfvrXxxnK/14bIFU6FBAwynmFuAQKA8zUzFSIKToNGkYfY7u721+8HPf347SNffd9s+GFiDMPcpI2z2ekUX7QDjLLINqLXtetkAzXaSMRU06bnBGxKnElwpgzJoyKBEK096++/vnf6bSf/I9+9uK0uRcGVOveuA5w3nZDlg84aWJS4eYwIgLl7VRhjgmXmyzKmIggXBi0lGSeAsboYICckYqspBhOR8ICJkA2nC6zsuvJ0kBGHGUhTHqmbFjSUI19FscJbAv/milYY8bBInsmoIgoy25AMrI+QLX5ch2DAMr+G5DMfQy6jdWVR6XYgAvKPB9zphQsuT2yxqikt+0OysWSC8guig83gJOFnKzhAGWGkpCX0jZC9Jg5EGkHzIgkk3RiK6mBXBhwUEG4G6oQl1t5iVvZLctG+mbFWIMXiyPoUV5lHWHTllAw0Cj8802TLark8w3w/VclKNYlQEsfy8MVpXexGgU89n3fK/yfSqawVaUiCWHtQNdVy+qIW13SmrFQ6U0kJTeLIy+F/fB2TKLR7ohgwiAmLAKvXr367W9/+9nLF/v4rDL4Ulc/h3mlGqBQ/nORIBd5DsoqfbplWgyCqowpuildmV6ai6wMWzVPaqntYqsGQyGFRaO7hcYyProlvyV+C6IaWU0XqOVdqH9ltR8VY1eYG/Ux6y/XMl79gMITb+lF/RPJnlzb7p8rr60dhcXVnZEzogUUvZv7y+r3a4FdQT0zQ6k1lKQ/Zn/yOuPrukuQKCEDYcYYZj1ojZbZ1V55ehtrphaBmhvco1ith6+Wsdc1QaqPdsv5bq+Pzq5nHd3f//pXNsBH+VAX7+qTrzvSlf9s+76f9rGfxrbmhZt3d1Ypn2YjbWZNkjYCbLqEMQ5IqXBtw4jhNj3RcH5GTFAs659MIqVpSZglLBL07f3bd9+9fvNiP/mn9yjNq117I8JiD6BcdOoyFhulAIqrpIFkzWG6lk8+qMw5o4ZnGpSY1Wutw3HAEKlycK99x3pURkO1BVgd/8pHjKTTRrW3iojeuM018S/QpCGqrnw/5t30M3peDEK3jXZblHTzYcPNDQtZ6n+5uioYt30fwyW1EyuuatYfrAp0Wy1SWWMkUvEs3Kyatsnzt88jUJOGCF+JTFjRhoCiSsKMY+Qzxo2N59jP6qaVuup/v1ToJoi5XoTW71JzCq4Ic5cHZjbc922728dpH9vYTruPfbjZdTS8O6McG100NXWJ17Y2SdsaKHVjTs85Do9qvUmuskHvIIE+BkSmivuqEZSOyzyfz/tpu7s7oSNi3URkZsuT+igRrXw8zBZNYJ2JrS+Bql/UnBaVqaCEtuB2mnc3xAQlmDHLB2polEuZgeXI7zNDsB5+165JJak2mtNMtEyV5rMLAuWKnxNk04/L2k+3Jjrw0aZYFefyzSPMBn342ErrKF6jeCUGMHIM38b28uXLfd+h93XHjCYrQNhkUmRBPZVhkCzt15E5M2cyyn6h/6mC5Nowa9RfUUAlXS5HxVJUzji8qnfrll3jPF3v0lYn2K4oEBe7cZ1mz8N7mVb26caOSTfHsI+PR30fBfrXX7zCVVy8pAX/b/u+b6d9bJuP3Ve5HhFCYmRG8JjFEDcz4gbokqB5ZR5plu45wngAmVlt+Fhxpy8hU1yGiyFugtMBRGgemXv5iF2fMpdgdCUGV9WkMkhf8nCpFEGje/uwwrBgZZXg5Y1B0TAAVTtMhTxF7C/vjEyW+1cVDdWDo/fwAT77TLw1iTJUJnot1b3FoarUy8/SzUFrls9Hj6XPOV1x8MX/qwOGY6vuWxR2XaMb+1tZY67v7+8/+eSTTz/99NtXb8/nWcPVAXmT8lmsRyluOZkQqQgdM/bNjhmHHdsoMdSSKqjR977DngZYkESEmTFiWk2J7cRP1WJ6Hot563/52gPfX5oNC38/IHzvaz7KDL/3+t+yAVbWsPaimQ0ftfbHvo/t5NtpjP06tV5YcKKNOgGwxnqu6ym9oMgmEGq4ygKS5bRwZMx2dzMsSwJkJqQQUjTBl7Mre2kXESi01DG6XT/Wu3RfIp7Zp5ErVPCagxcgVPPtWUdX8R+sV6gSCUtkb5wmvbHfsbi8fP5Q+82rdabus6cS2XjhFey7bVpkQRRaTfjrQy259rXRjo/IvFaW11qnxhUdrgdaKdgY+2n//NNP//BnP3n1+u23376ekebe3jI1EpAobOmaidV+jcgZPF/mZnYcc25z20Ymurxa4YaLbh0IC5o1IoRqDBtp1lYNhdjhugGautiU8jLH/+HSxvei/H9vA/CHGwgYgKEGf5ZLTE00qOXyLChJ6hlaZm7DfWzbadvvfdzT76z50F4BwMgAlYYB2RHmctfYLaPcTN2HE8p0M9uEDZmZkXILaJ8RlwvmFjHLYzGhmZ0bKRD1eczKPbI6WBEpwZaHX4AtSTPWvFnClCDh6LHpRcVoq9Qh0bRY00ZYTAA1ZbniduGTlUxA2mhFxswSrQLwg0SXuPUYfZRe2wxrRJGbeRV5RB9nVZ/X07Se7tidGiu0p3ChWsp1IHTdMYEgEdi6nU6au8jgcT1Cuztec5vootG3sd3d39/9+NPTv/mDz9++/uzx8cN3759CFVhI5LB0IsrDK2EFS5VrvmxOpHHOvBB+HL652TAB1qMJ675XrZVAgTyK9rc+UjlxM0ZHNe7FsrjzUZxSenk3p5jFDymlvVjqHlImYrFRPt7oP9gJbEFLY0GSRpddv++A6I3TnkBsJUKz/rexRJq2De+ZSB3Aii8R4ey2cIPFV15mtaJ6IM71rPQEFXPGth37npGc5eTbRcjVpCvFEEAb27YUB4sCGWlu0rR2Aqz3r183szit3uT1UikBWScVipRDz8wCoIXi9RFY0En199cEgD73a6BGtP1xW8EgpTTr2B9ifuywAMDXzBsVcriIzLfwo3z+N4pkuWZn1i62NR7GerxpZuN5bNoOSV+OaEU13LfT/YvPP//8j/7gp2/efXj7cL5cvj5fQhmid7XBPi7YF4+MHrcbkTHjuHBwHEdcLoch5TRvgsjHL0oLiE4w0LqvBUoKJJY3Qn1D4y1e9VJpg/G8Xv1XVnkDY7fT4b/3Gljp2g/f6roFgMX/MBrN3Xwbtg0fxdFz35xuFdjYsr3OSnA92GxQUeTYIpTiNvuvTwAQI2Icx37ZlUlixiGhbPkElO4zUjbGdjr5tpF+zWTqx2XI3Hqsi/Wt772cPRFDum0DXMGWhmLyalUsXlu9AI249jIBlAK14Z2KX1Hk6XEDBxWHciF3JfcsiKOKpRpRU66W66n/3pxVz16ZSYViVsMmIe8usrcuMjPaRpR9FyoFq4MdRYii79v+4sVnn332059++NP3T+/fPx3ny1ffvjrPqNXYO6A9Tm89ZiUylEAwp+X0PGweToO4uZWz2g9W6nXUSinNMbuVUbevT6ln7V7CrhugJmyR7HT8X8E29fs3wH9vCwyaIeN5tbiKra4+60NnGyoJNfRouI/SKBvd6G7DnuVwYs25Q6dSZgYOwtzlA4tU7eZNRjKzYAhjzG3b97wvMwzijJhzIVMVvgji7u7F/f1L983cv3+jBYXa0CyXEHV1JetkUJ9RsapGqua7g3RmqieoVC24ileiMNmoixJlzc2sW1VEhsJYav5nM7rQzyyuq/wqWs3MAZaGc+1krNSlv1KLTrs+C1lNaKBc32Cjyu7o6dk02iIVUJEtVImEm1oBgXF3OmXO88uf/OhHTw/nDw9P83yJmK++ezhHAB6ppevtj73KbmYq2eZtETkPXFqpDk8aG1++fmNBTBERQfM1f5u1u7BE5FXLqLg2ZauA3gZjTexb5cXHyx392W5g1LON95G3OT4O9+OH8Ubff+WSKXZ330ehy4PePWq0oJ7Aip2APjbPWBs9r80dPlN8SgKZCh8+9i0jusOqnNKRKfW4tUw73Z0++9GPXn7y6XY6eQ9luu0BoqaUlvPZ6mCsFJCkIhYHZ93BgvJQXIj6sh43tN6ya7vuFleGw7i2n9a9Y6MS5nWiq6NvSq0p/959hpRXXvftXn30n5KuCEjtZFPUBCQZOXbYSCkul1z+zB8F4BUMr5FTje9gO53uP3kR5/Mf/PRyPM3jfLnMmfrm1duHiEnTjCxDn+efKFORonICg5xM53YcRRBMDa/p5Wx84qOj4FlZ3jz2ihm8QbR95ljNq+0iH9KzW/bRa5E3GoXF//aXVFMTdVuUwI2zrPVnqYp2rsrc6N5/WLjD8+tcWd31QlmV5Soks4aW1be4D/Py7jwyc2xSZBmcAsqcPpPzUvt7jH2/v//ks89+/NOfvfzs0/v7+7GNyn3X2tFCEZtED0MrUoxGy8zhfl0HlRU1M2kl3EQPzfloHoeUGZEBYLgvSGRNyilcOjMTWNx8tdJB7a8BAjJkZUHF90xlcZ+u9411m1a5jfLWzJBgLLf3QKQk44AN0iJizkNZlKeuKUuHUKuiiVGya17aT3PDfrp7+ckneZ7z6bgc54lIpJBv3r2PKrlqsk23ylEs8+JtHuXfNs09qqVTtKzhVk0XtMFbPe5nm3G1z1bsaCuIKw7XeCL58bcos3Q0HYtUlynqyoNpSPRfQT0/Xv2CBhHGFMLUiyelyAhlliiVqAMYSC81Tw3ua89wIWWhcvaqFJZZ6Xoma1S1g552qFpEDWy0YoQ2YINmRvcoj+DMUyUy4RlbyGda5Ml83H96+vzHLz/7yaef/+jlJy9e3O3bvmEMuGsNXar+lCRl3XVPWpoNCZEskoiNdZ8yIwm34WwnhGTR1K6zH1W7EVw0yGb8lcJGaWA7ctgwQ6KY4NZ5UgJkaVwyW3OYkSt1Qq7Eph4JZZKxT7BsKjRTmTMy5syZZUIicwjH05Mk8Ki3IBzqiMCOsRAyDWKYjOWx4taz1/a7/aXuZ3we89AldGach+KXpm8ePsxLKo1ORHQCZBXQlKkLhCQTdiQAI48jKHAjnM8GdZaWxmvtNCWVbBkHW15Xt84cMmppaa+7oKC7lc2ojCBKNWdoIiyFkPcqri2TWkrqlQgQMGaxWsHVB/jBudKlVC5/0MJICCNboP+/VoyvT18RjWbPDKgzMahSQfmgD9Bk4NgdJYOxmpGWAZsaJ3Ljvt+dPvnsxY9+8uLTH5/uX7x8cbff7du2jzH+tbqoYnyphSIkpNMiYbimCq1Kk66Wxw161gbCNTktUNKMhDIk0btitbrj2Su5xcpIFutTq4lbG0XKOW+nZb9nb4DnHxxAMQ+QIeWcs2J/LRx4Bf5Z9oPLTio7XbqGVq2MSteop8ZUHe7Dd7iQc2ZEZP0IODb68G9evfru4empB8hTXJY9XWemFBFhCDIMk6qJLgvbMyC9NcQJfH86wfW+Ps8hfvgUi4B6zX7wr+c5dUaBoP5VF8G1mzoJGOt+r9SqRZnFwM82ksy8itBIurm1C+7tMr5Xa1/BQXKlgiV2NDG7mBaYcNDMvYg8VWOLPuCiZTLkO3c7Cbbd3b28e/ny9Mmnd598frq7vzttp922096F7O/jPakyx3kpM2Ezp98mBNdNrbXosER6DYmLbDjZurkrtVf3EuzlAkfr7CWkQh8rOMFXXVQkBARZNOF2sLzittfD8BYyVi2YmdJsWeqMqou8uKNUzDnP58z0IipA5FWv1//XP6BD6PNkQmulkT5sy+3+xSn1SUZGUBi2mftw23379rv3Tx8ea2IRQGQYskTOqOKmX4hgUOX5XzwroIbc3nwVsoyj3ZfzxVpWdl1Bq9q5Ps1qgNb/Kun43pp+tm+KTNpJpD5aELebvLaBug9wKyYU62oatM3+fZHMQF4N+Tv1xcd183WVoFmS5u5KR2vJ2ktHgGgiE3AY6RzD4eJxdTERh20vx32kSN/v7l7sd6f9/sXp/pPtdNrH2HerudErfegC4PnVAkDOVAQ2NOcHjhsk2punli6CVawapVBwDAeAiAbFViBlDYMhWJlpaYXolcLnTPMaXOGF05fMZkXkj5f79SmuMzOjgK/s3nVmHlOZJppRkU/HpX6oLRpTGYQ92/a3DdBnWCbMF5SGVWaYIPiw08kydr38RFOdhqcPjLGdxnht+fR4yZlc5Krr0r0ekJm6DlzKKPirb0xJc64irIggkMaPfCUqADct6rYzUlIGgiKjJg0aIBRuhgapFvyYACoM1JGOG1NinUpFCGhTk9SNCiFcmy23VzQtJ7mWtbU04faOefWI1PWeF3mrkMOicRjM1snZGdpit1qCbfZuQ2Y09xHbtm37KYKnAOj0bd/v933b705+uvfttDuHwR1Q/CAofBwhIGUeB2RuWcCkbnG3cNtKCa9XICgCRZrOzAz7WI2K4s3V8spAJFQM/G7LsbVoLB5brVMrG9pny/R7ezXbuKocTiTlPI6cM45pBM3nnPNyxDwTWs2hLvrUE4z1vUSiY9uS0+MHkQLmtmHoTpyB4xPCaXSO09j3/ZN9+3rn6zdvH94/zpkTQ5prY93Mzth+oFdgre31W7oTmcZMr1WUthRtz+Rj1JWteE2dIbXSTc9Wz0fXVzmPLYpfLObfYhV+fy3cwjXYHhZlgbK661z1dvVTIqr7mj6qC1H+7lV9VyfEyPLIWT8zkzGpdLIyVnNTkiFmNTCvo9GqAmKlVhCcZT2TkGzFbXKY79t22jYf+25jG2PbvBj3UwsD+9eKEus6Pub5cWRs+16UAAMyZYq0Fn5AEtKypga1wpUEjaliu60tBSB7RFNBmRSQsbxrSusFsz6/zbzKqitefP20WuN6yObZQVAIzJgRc+I4LCeBOC5zztZzrQFU17S2PAslVfmx+l8N35I1RDfbGq9mGtaDI5Xmvmk73d2/GKLDYBy7b+73+7i/Gy/v72sPvH86zxnq6mWQ7qymeHssC6vPCBa5WyLgyhr9cuUjKKLcTKo8TGBlF12GCUw8A+hYZ+5tkaJ007reUwCFqD+7vZ3v18q0RDnLLkH+MDBVjO2qs4t2kRk9HywiNVvZWz9HGczImIjDRsXUTonqTqtmadWWLZMILwPirH4gHElbh3OXLhBhaeY2lrGiMICy23DftrFbDdt2Opd69ioM7MNOzRbn1V0CULLwR0VejkDw7jMKZB3PyIyUzJwWLGYUygiggxECK7e8rnmVnd8KQyo/XsqESLKzwMz/f2FXu9zGjisbIOdLdt7/MfcmkmxLGqD3BwDOKOfcWlUlsaWUZoYESaDRaAxFTvewSxJs0cHJHVJ5AImzABkLmRvNXi+Yy76LP/fdAmRViEOBIOeVDnfkrCAgJRcAQJVy/tMSnKKU2LzQJHULYvW1qc199hc1iHCtoWub52mep3XdPj4+//Of3/Ptz9fX/fXczVy0izYVK8hyKPAN9Ga4ZROp7hJMeWbkABEVj7qpkNOigOLU6LOrXt2ywzxUsnlhYLzC8JZT/ZEicGH2QE3oldloKUfAJa0lUCD05NdUU728sXD8xyJwl7eK5uHrZ6ws6oBXObcM9V3g7UAj6Waj+sndWapElCYq2mYVkRAajlxVkiW6tt57V+3augg1A5Z4PGaJ4P96xW0/n49Jf3rvIY5CBB/OQCqj7YKApCGqyVprJT8c1hnF9mwodxrMXTwPaslDFeJGAaQFmS3oOdH2JDC60JfPRZz1AATd9+fT9qfbDrq/fuA2klz/+zn/7am9Uqn/flQKVAVs3nqfc3dsTZu2eWrLNF3W9de2/drmzz/L7+t6v339/Dz23QIY/OvGyicKtdCsPYpt20OlC+LC4EzpSdE2fXQ9viQOqH+5XxFRja2eaelMZEogjpS8+autE6WaJEQnw4BBg3Nb0+dVXVEBfuxuafTlRo7Y393Z4lQtX5YeWYQMxWp0RmFLnD+gNIakUpta78H6aK2p9uisycBW0IqC2lRbhNBS7BkiJOip51OvxuifsUHcir1+4F1VvRhyKgEoq6BlW0xJ9x6poIpzbluGe4rj9GNE0NW/XQaF3Q0IQ48NKATymMaRXSGETnPzl9F33/f9+YgOhb6/BEdoKP8AC6USqDw9MCvcyuR2CMqWfkZBLYUpSiiwNJFJIpaHiGpvMk3Se5vnvi3Tx8f08Tl//t98vSy36/1+/zbzcxvPmJJxWzXehzfvkoGhO1o73+2IIXl8XS6Bw6N548rViMSPYZZMtC34XT44fDlnKoEs1PuFAp3yAInTIfPATvr5MuMGThSLWDc7NaBMJle9jt2xBgdklFRhbdI6tGnvrU9R96mhAS89xyHmISJj6WE8qGYK+Bfg/DQRx3o7cID4RG2nm2lTbS4ajCdqCHEOydusfwjz3X2PmI+5ZmSMQOnhsAJSixBRSBeqRBxcsSjE3GKaWknBRaLdzd1sfz3FXvvrub+ecCe8CGBvFv/XM+YFKqTObEQgW6ecQ1xX36aOUo4SRCgdhHQ0DTaauCra3KZlnpZ1W7dt/bisv39vf7b1er1+fz8eP8/sZieHWY4gFsAg+FnUfQndo5POX6afj3YQiEMxQEuEM4KBU2FAWJwWvkaCFo4OSQpdT0tzlJozPoeD6QLx5ALRgrQUs2G5AI6yNBkZMKlQ2UHX7I0MBKUvARGBqridn1BFW9csog957FoAolNrk2o7mLHR/zx6fUZx5IAY8lg9eSHRnFlOzKraFGq8quMInYTttkceGhDupJq7qFBUWsqgT/MUNCQ32+2lo/dRhUVhbfseCjixZcQBR1W1wmgLrpNckCI0SyxGIQYSZruZ2evpj5/99QRd42iK8vmhDDW4bgOIK72y/FSFpy5g/3wNf+OvM5OAqwiytk07qWtXlb5on1uf5mVd1+myTpd1+byst8/Ln+vtdnt8fX29ng+lk5AhGiTpFLgHBEgkVBr3jLNOytlC4tBHy5ZQrk2kQdUyzJGB4wqBkTVO1hqRNDpHRrqtni4uUR0cSQAd4ozi5kJBhSZJeI3TIFhAbcjXhDRQbToc1lZ0lwg+XEFJcSURAqEv2nqbpnmZpnnr7TK1bepz00napC06wFZWc5wAAAYjqY42uIGmNClQtTabjPcl30iB7/MGMyiroVcejZQdQJUmqmqjB7xKe4WiEwC31242TbM2ZVYsgiRsmBoLYqUArTWvG9PSG7bAL0REYLbnBu5m+8v2l9nurxd3Q4ZrI+Ny3lmjdcBhvSTF98QStDEJOAYE60kiwhguUEIdzSkmIKikuMKpqZ4kDUJpUbDUGoIDOfV5WZY2z/OybpePy69fX5/Xjz+37+v1dr/dfr6+fd8BcDSLBOS0UEvVoYomj3UXmragU1o69hK4glCFbDmjxHAdQxbUkmKe7vcZZ4/SIgD727rHOP4AoJMvcnffyeRrpxpuSEE6Ndstd0iDdugb/Th8L2HIaNfqDOcHUd3jAlG03uamTURa78s8T9PSpm2elz4t2lWipuzgfOdslsvluRwoIZYjNLgFPSSRnnJsx90F4CIs3Zj4zgqb0kZj1AkXRbZRjGHYw5DRGm3PHY2Mks3cspwOMrnT6RqlfmX5ZO57TVh6goemr2QWzGx3231/wneawauAIOG/t226Zi5z+Udg4Jbid/FYDUJCQoFSa1pyjEJ5QwjnruwQEJpKeblggHTVKU2cbCpdRZtalyjGWNb1sl0ul8vl1/evX5fbn+1+u33fv57PJ/21pyxRS7C75CHcmdi4VsQYLENKk06lm2tz0sC9BBFchQQV7ghtexJ1nLDGMtwbF3cLHpuoQtyrg3LoDCfLskazR6T8/71Y0yDaNdz0QnmBo+qF7hFFHiYbPWOdIqq9dwBTJ6mq0zRN09T7pNPapiiob9JaoGcnAwYAnqL4cd9hfEgouDzZNKyoFwlestdWU+0UmDpspcEzFgZAWtRAAhBxQfTe8kNKieFQ7klkkJFUGeOvWrz+rIU154v/Wo0amVEn3W1/RdsBAbsItfvIN0gFkUxoqoaifqjx4ThrAJChdChZTPd+6UqCCj1ap0oIEp/H41h4QoE0hTSlz7KEnGkp4izLtl0uP1/b9rVdvj4+b9fb7X79fn69nk9neOOHi+CMVnEigHtLkJ0AFOImlljwHtULwT0OfxJjYZ5fVq5f6Y/TEYpcUbwJ4HCRU3BseGAAyZ68hwH7MPlvRQpyAmg9DLRU1NvYmdKrYta76kFLDlfc29TUnW2KcLZlu7OpT5P0pUVPsQp7Wlj52SPkYQo1juFk5+Yh5QS/xcF5GpJ0jAKv3Icgkmq642ujEN3ckrKSN5T7em7hAciE/1C6PSjgSzOH1WivNFzNa+Y5RIpKUmwhwWMjKO7qrpkMQm7tlWivv9+sf1jCG8Tx12cICek33WwckEBFMCE2WqJBMfhSKJNIynsHBVh6V3UIRaXPS5/maV7n9XHZHtu6XLbt5+Py+Xm5Xrff9+v9674/nvvrFUyRKIdXlGcTBulxmkaoSHeDRaszBwFzKNEQhHLVqMM4neelIRc+UPk+wWSL7ZEaMCtIIp7Shw8U1UhmKXyd8L95SJJYJgAICGRC9LJCAxrL3xqvoBYOWwEQInviuXxBovVSutbeep+6x69VUKgVxpDnyX7DdgryqFD4fA+1drT6Dcf/CR5ExkonK/jH16b2W3iR0W+lPMvoNRAhlpOAAerD9SQZednYS+LN8IWO89cduVAD0YeZa1IKHWiEQtQgKLM+QT1v40AyqGjvm2LZbDncRHVUcqK6e8oQ/wl3V5zwiFuQNVVRA1qXO7lgmR3QppNKY2u99bnPi6/f09qXy/L4XrfPbf3c1vvlert9379+7vfHzyOyvvl9EZoTdJg5gMgV6Nj4au5JIjWVI/CrGwTd3RjBVCjPFaAcRh0RNgGFQxpKUYaMsrQTgc97mX1ICCf3wWoJIAOMEX2rH5jb8W9ut7XBhHiiSNNe6UERjzKC6PbaVFuX3qNGRgAxkpbAyOkEOEUbYxoKThzHWd1LVvYcRIQ4HyKhkKaJzK0MZyF/UE/QYJw5qMJFVj58wFlnsC/e4bmYNVN+SjIWgAQF3KkKpcVDt0DwENkDMHsiSIR89VV1/r8tWFRK4fBvog2OIDQpfCwJOXlGRTQSFxf3VB9l1rjl0q9rjZE/PM+xLkUEUG3Sep8md23rNF/W6WeZH9vyedm+Pj7vv25/rvfbLQIDezzCvooMCYFidzf3riFGtws0tvqmotqlp1MTE+10yV/cfMducGg7pp8EyiOo1KiKpARILBszc9tLq9fp3c0YJm/mu9ketTBm6RCJZCfeQVcVujhbeNq16we0p4BCejRz1UjuFoyfkqKacteimrM/jDgzb/kMEfWyTO3YBvNxgwuZyuaUzFpEEJihiRDuoIfOeFAZArTHEN1ird2xJASjRD0u2iBW9SvA4RSpVFZVyDT0ynkWIjpqCbNYx0hGWj1CnoAMifwTWC8OBCwbLg+wtxZGnTMZzYsE+S4aOIUoQ5ZYNWXomgRXjp5COOKEoUmKcwlFJDLegSUl3hZJVnfxTKGOnYmBDTZVapsW2199WublOS/ruq7btq3Lsq7rsizX3n/u98fPz+vp+77DpTI6AhLSX0/RqQmgFKiJmqgBShjFPASGhQ5xiBEGGmhOs5fncc63LSJsnwThdSI63dx2892chLu4yX8B+Pc1Vxgsj7wAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text_alternative = 'human face'\n", "dest_alternative = 'humface.jpg'\n", "download_url(search_images(text_alternative, max_images=1)[0], 'humface.jpg', show_progress=False)\n", "Image.open(dest_alternative).to_thumb(256,256)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Save each group of photos to a different folder:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2023-02-11T16:07:40.626143Z", "iopub.status.busy": "2023-02-11T16:07:40.625808Z", "iopub.status.idle": "2023-02-11T16:08:34.955120Z", "shell.execute_reply": "2023-02-11T16:08:34.954186Z", "shell.execute_reply.started": "2023-02-11T16:07:40.626108Z" } }, "outputs": [], "source": [ "searches = 'medicine mask','human face'\n", "path = Path('./data')\n", "\n", "# for o in searches:\n", "# dest = (path/o)\n", "# dest.mkdir(exist_ok=True, parents=True)\n", "# download_images(dest, urls=search_images(f'{o}'))\n", "# time.sleep(5)\n", "# resize_images(path/o, max_size=400, dest=path/o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Train our model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some photos might not download correctly which could cause our model training to fail, so we'll remove them:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2023-02-11T16:08:34.957329Z", "iopub.status.busy": "2023-02-11T16:08:34.956992Z", "iopub.status.idle": "2023-02-11T16:08:35.548204Z", "shell.execute_reply": "2023-02-11T16:08:35.547437Z", "shell.execute_reply.started": "2023-02-11T16:08:34.957297Z" } }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "failed = verify_images(get_image_files(path))\n", "failed.map(Path.unlink)\n", "len(failed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To train a model, we'll need `DataLoaders`, which is an object that contains a *training set* (the images used to create a model) and a *validation set* (the images used to check the accuracy of a model -- not used during training). In `fastai` we can create that easily using a `DataBlock`, and view sample images from it:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2023-02-11T16:08:35.550078Z", "iopub.status.busy": "2023-02-11T16:08:35.549816Z", "iopub.status.idle": "2023-02-11T16:08:36.169982Z", "shell.execute_reply": "2023-02-11T16:08:36.169309Z", "shell.execute_reply.started": "2023-02-11T16:08:35.550043Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dls = DataBlock(\n", " blocks=(ImageBlock, CategoryBlock), \n", " get_items=get_image_files, \n", " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n", " get_y=parent_label,\n", " item_tfms=[Resize(192, method='squish')]\n", ").dataloaders(path, bs=32)\n", "\n", "dls.show_batch(max_n=6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here what each of the `DataBlock` parameters means:\n", "\n", " blocks=(ImageBlock, CategoryBlock),\n", "\n", "The inputs to our model are images, and the outputs are categories (in this case, \"bird\" or \"forest\").\n", "\n", " get_items=get_image_files, \n", "\n", "To find all the inputs to our model, run the `get_image_files` function (which returns a list of all image files in a path).\n", "\n", " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n", "\n", "Split the data into training and validation sets randomly, using 20% of the data for the validation set.\n", "\n", " get_y=parent_label,\n", "\n", "The labels (`y` values) is the name of the `parent` of each file (i.e. the name of the folder they're in, which will be *bird* or *forest*).\n", "\n", " item_tfms=[Resize(192, method='squish')]\n", "\n", "Before training, resize each image to 192x192 pixels by \"squishing\" it (as opposed to cropping it)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we're ready to train our model. The fastest widely used computer vision model is `resnet18`. You can train this in a few minutes, even on a CPU! (On a GPU, it generally takes under 10 seconds...)\n", "\n", "`fastai` comes with a helpful `fine_tune()` method which automatically uses best practices for fine tuning a pre-trained model, so we'll use that." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2023-02-11T16:08:36.173018Z", "iopub.status.busy": "2023-02-11T16:08:36.172505Z", "iopub.status.idle": "2023-02-11T16:08:41.745356Z", "shell.execute_reply": "2023-02-11T16:08:41.744450Z", "shell.execute_reply.started": "2023-02-11T16:08:36.172955Z" }, "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
epochtrain_lossvalid_losserror_ratetime
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epochtrain_lossvalid_losserror_ratetime
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = vision_learner(dls, resnet18, metrics=error_rate)\n", "learn.fine_tune(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generally when I run this I see 100% accuracy on the validation set (although it might vary a bit from run to run).\n", "\n", "\"Fine-tuning\" a model means that we're starting with a model someone else has trained using some other dataset (called the *pretrained model*), and adjusting the weights a little bit so that the model learns to recognise your particular dataset. In this case, the pretrained model was trained to recognise photos in *imagenet*, and widely-used computer vision dataset with images covering 1000 categories) For details on fine-tuning and why it's important, check out the [free fast.ai course](https://course.fast.ai/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Use our model (and build your own!)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what our model thinks about that bird we downloaded at the start:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2023-02-11T16:08:41.747512Z", "iopub.status.busy": "2023-02-11T16:08:41.747198Z", "iopub.status.idle": "2023-02-11T16:08:41.832094Z", "shell.execute_reply": "2023-02-11T16:08:41.831238Z", "shell.execute_reply.started": "2023-02-11T16:08:41.747447Z" }, "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "This is a: medicine mask.\n", "Probability it's a medicine mask: 1.0000\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "PILImage mode=RGB size=256x192" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = Image.open('medmask.jpg')\n", "sample = sample.to_thumb(256,256)\n", "label, _, probs = learn.predict(sample)\n", "print(f\"This is a: {label}.\")\n", "print(f\"Probability it's a {label}: {max(probs):.4f}\")\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Good job, resnet18. :)\n", "\n", "So, as you see, in the space of a few years, creating computer vision classification models has gone from \"so hard it's a joke\" to \"trivially easy and free\"!\n", "\n", "It's not just in computer vision. Thanks to deep learning, computers can now do many things which seemed impossible just a few years ago, including [creating amazing artworks](https://openai.com/dall-e-2/), and [explaining jokes](https://www.datanami.com/2022/04/22/googles-massive-new-language-model-can-explain-jokes/). It's moving so fast that even experts in the field have trouble predicting how it's going to impact society in the coming years.\n", "\n", "One thing is clear -- it's important that we all do our best to understand this technology, because otherwise we'll get left behind!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now it's your turn. Click \"Copy & Edit\" and try creating your own image classifier using your own image searches!\n", "\n", "If you enjoyed this, please consider clicking the \"upvote\" button in the top-right -- it's very encouraging to us notebook authors to know when people appreciate our work." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "learn.export('model_upd.pkl')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 4 }