{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "2021030301.ipynb", "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": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "_k5tMB9V9yTc" }, "source": [ "# [최빈값 구하기(Finding The Mode)](https://min7014.github.io/math20210303001.html)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "RN20_e8N93t2" }, "source": [ "### [참고]\n", "\n", "[Geogebra와 수학의 시각화](https://www.geogebra.org/m/gsARCQs5)" ] }, { "cell_type": "markdown", "metadata": { "id": "paY5EDV34AjT" }, "source": [ "**[영문버전]**" ] }, { "cell_type": "markdown", "metadata": { "id": "5M5-toZlxfwp" }, "source": [ "https://www.geogebra.org/m/x7gn55ug" ] }, { "cell_type": "markdown", "metadata": { "id": "MOFHN52tuTnP" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "syFjCoFrEA2_" }, "source": [ "01. Geogebra를 실행시킨다.\n", "\n", "02. 대수창에 오른쪽 방향 선택하면 아래방향으로 바뀌면서 추가메뉴가 나오고\n", "\n", " **첫번째 아래방향 --> Sort by --> Construction order**" ] }, { "cell_type": "markdown", "metadata": { "id": "g_G1cfR0FQi8" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "huF-ub5_t5OQ" }, "source": [ "02. Input에\n", "\n", " **Data={85, 95, 90, 95, 85, 95, 100, 90}**\n", "\n", " 입력하여 Data라는 list를 만든다.\n", "\n", " \n", "\n", "03. Input에\n", "\n", " **SortedD=Sort[Data]**\n", "\n", " 입력하여 Data를 오름차순으로 정렬한 SortedD라는 list를 만든다.\n", "\n", " \n", "\n", "04. Input에\n", "\n", " **RepeatedlyEliminatedSortedD=Unique[SortedD]**\n", "\n", " 입력하여 RepeatedlyEliminatedSortedD라는 list를 만든다.\n", "\n", " \n", "\n", "05. Input에\n", "\n", " **TotalNumberOfRESD=CountIf[x==x, RepeatedlyEliminatedSortedD]**\n", "\n", " 입력하여 반복제거SortedD전체수라는 수를 만든다.\n", "\n", " \n", "\n", "06. Input에\n", "\n", " **FrequencyOfEachValueOfD=Sequence[CountIf[x==Element[RepeatedlyEliminatedSortedD,t],Data],t,1,TotalNumberOfRESD]**\n", "\n", " 입력하여 FrequencyOfEachValueOfD라는 list를 만든다.\n", "\n", " \n", "\n", "07. Input에\n", "\n", " **TheMaximumValueOfFEVD=Max[FrequencyOfEachValueOfD]**\n", "\n", " 입력하여 TheMaximumValueOfFEVD 이라는 수를 만든다.\n", "\n", " \n", "\n", "08. Input에\n", "\n", " **TheValueThatMakesFDTheLargest=RemoveUndefined[Sequence[If[Element[FrequencyOfEachValueOfD,t]==TheMaximumValueOfFEVD,Element[RepeatedlyEliminatedSortedD,t]],t,1,TotalNumberOfRESD]]**\n", "\n", " 입력하여 TheValueThatMakesFDTheLargest라는 list를 만든다.\n", "\n", " \n", "\n", "09. Input에\n", "\n", " **Judgement1=If[TheValueThatMakesFDTheLargest==RepeatedlyEliminatedSortedD,\"Since TheValueThatMakesFDTheLargest and RepeatedlyEliminatedSortedD are the same.\",\"Because TheValueThatMakesFDTheLargest and RepeatedlyEliminatedSortedD are different.\"]**\n", "\n", " 입력하여 Judgement1이라는 텍스트를 만든다.\n", "\n", " \n", "\n", "10. Input에\n", "\n", " **Judgement2=If[TheValueThatMakesFDTheLargest==RepeatedlyEliminatedSortedD,\"There is no mode.\", \"The element of \" TheValueThatMakesFDTheLargest \" is the mode.\"]**\n", "\n", " 입력하여 Judgement2라는 텍스트를 만든다.\n", "\n", "\n", "\n", "11. Input에\n", "\n", " **AverageOfD=mean[Data]**\n", "\n", " 입력한다.\n", "\n", " \n", "\n", "12. Input에\n", "\n", " **GeogebraModeFunction=Mode[Data]**" ] }, { "cell_type": "markdown", "metadata": { "id": "IHt-szs6yop0" }, "source": [ "13. Goegebra에도 최빈값 함수가 있다. 하지만, 과정이 중요하므로 위와 같이 작성했으며\n", "\n", " Geogebra에서는 최빈값이 리스트로 나타난다.\n", "\n", " 그 이유는 최빈값의 정의에서 한 개 이상이 모두 최빈값이 되는 경우가 있기 때문일 것이다.\n", "\n", " 단, 자료의 값의 도수가 모두 같을 때는 정의에서는 최빈값이 없지만,\n", "\n", " Geogebra에서는 도수가 1보다 큰 수로 모두 같은 경우 최빈값 명령어를 사용하였을 때\n", "\n", " 모든 값이 최빈값으로 나오는 것을 주의 해야 한다. \n", "\n", "|Geogebra 입력|Geogebra 출력|최빈값|\n", "|------|---|---|\n", "|Data={2, 4, 3, 5, 2, 2} |\tGeogebraModeFunction={ 2 }|2|\n", "|Data={35, 20, 45, 45, 20, 35} |GeogebraModeFunction={ 20, 35, 45 }|None|\n", "|Data={6, 7, 6, 8, 7 ,9}|GeogebraModeFunction={ 6, 7 }|6,7|\n", "\n", "ex)\n", "\n", "Data={44, 55, 77, 44, 55, 66, 55, 66}\n", "\n", "Data={125, 130, 110, 150, 140, 135, 115, 120}\n", "\n", "Data={20, 15,5, 10, 25, 30, 15, 10}\n" ] }, { "cell_type": "markdown", "metadata": { "id": "tT4vMK2d34ac" }, "source": [ "**[한글버전]**" ] }, { "cell_type": "markdown", "metadata": { "id": "wfIxrGd1tbWy" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "eAgrks3u1AkB" }, "source": [ "최빈값은 자료의 값의 도수가 모두 같을 때, 최빈값은 없고 자료의 값의 도수가 모두 같지 않을 때, 도수가 가장 큰 값이 한 개 이상 있으면 그 값이 모두 최빈값이다.\n", "\n", " \n", "\n", "01. Geogebra를 실행시킨다.\n", "\n", " \n", "\n", "02. 대수창에 오른쪽 방향 선택하면 아래방향으로 바뀌면서 추가메뉴가 나오고\n", "\n", " 첫번째 아래방향을 선택 --> 정렬기준 --> 구성순서를 선택한다." ] }, { "cell_type": "markdown", "metadata": { "id": "t_ruznqf1-H3" }, "source": [ "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAANgAAAELCAYAAAC7/UjYAAAgAElEQVR4Aex9Z5hcR5X2HWVplGw5B2yMcQ5yBkxaWOBbYNn9SAaMMZg10UQDa4MBA7aXzGfAOYBxzracldPk1D09nXPOOcf3e97TU+O2LE3L0uoHzzP3Uel239u36tSp9z3n1KnqHu2VqSge73PgJUMcL02m8fxEEpvNJbwwmsC6gRCemUzNlTkdzGFgHzGg7XDk8NyoD5uMSbw0Ecbzwz5snkpgoy6KLfooXp6cK3M6mMPAvmJAe37Qi8e3mLFFH8bGMTde7Ddhq86NbRMO9Bk82DzunCtzOpjDwD5iQBu05jHmLCAHoAygBKA6/boCoD5X5nQwh4F9xoD2fL8LWycCyNTaZGq2gBaASqOJSquFZhNzZU4HcxjYRwxor0wE0GcKIVdvE6teo99qotaoowag1WjOlTkdzGFgHzGgrTeGsNMcRLLSEFKVcmlUyxXkCxUUqkC5XJ0rczqYw8A+YkB70eDFVpMXiXId9WYNlUIWtUoV6VwVyTxQKtfnypwO5jCwjxjQXtKlsWnSj1SjiWQ2h0K+imy6hnypiVQhh3SujnwJCMfyKNeAQDgj14oVoFAGirUm3P4QMvkKcsUGymWgVgNisYK8TiRz4LwulS4gl68gnSmC1zjP8weiiCULUq/bF0UDEGKnshW5XqpCnuFzeyqJTBWZQhPBaE7O6nWtBcRSZaRzZaSyJZGPryt1wBeMSVvZQlVkzuRrSGbKyGbrjI7h9yaQTzdRzkOuUx7Kwv5TXvadn48m8nuUS8nr9gekrUQmL20HwimpK5NrIZ1tIRJNIpnKodEEQuE4CsUq4omM6CwaS6FUq8PlC8okOxhJSl3BSBbpbBPFMhBP5VGqthCOpVEoNxBNZBFL5uQ1+6rk2NM5Ek2hVG4gky0hHE6j3gKoD4s9IG2GE2nEKXsTyBVr4Oc5npl0GclEAclcEeUGEE1l4fQE5R7H1ueNolYFEokCisWm6CxbqCMUzaFQAeLpCrLFlvSbshEfxE08VYQvmEAyU0W+DESSWWSKVRSqTRmraDSLahUo5ltIJcpIp/JIJrJoNoBYNI1KtSUyxGI5pFIluVeptLGQKQHuYFb6RblKxRpS+RJy5RrShTIK1QZi6ZxcY3IvEE2gWKojGkuLHvkMMRqMUNcQ+dOFCmYr2nOjcbwy7kasUkUkkUSaQsUrAvRINoNIvCCAiCVLUikHzeNPyGueU7kiIvGMDEwomhEi8plWC4hECkKieCIrxKo3gGoNsNrc8HhDogwOJskcjmUFtFQuwcyOeANxJNKlWQsHhHXw8wQvCcDXTk9YrhNwJBLJRYC4vKFpJSVhc/pgdnhQbQAOd0jAQNC0mkCrDsQjWRTKLamXfaOclIftkGBsp5t8JLrJ5hSSMyqIp8rwBVMIR4tCErZN40QjQJKQxCSK2xdGvlRHsdpAKJYU2amjTL6BRLqCSKyEVKYhn/EGovIs5bHYPSIX6yAhu8lHgyhjFc/Jc5SRpW2IUkgWK8iV6whEkzOGiePp9YRET55IHNFUTgjA9nUGC7I5VgpEIxlpn4CkMfKHkqBxIHj9NNT5BkKhFOLxvLRJAlLfrIdEp3GPZctCYE8wLsDmPRqCUCCNBhNzJGUsg0g4iUKxJobb7QkiGIpLv6qVJqamHNJmqgAE42UYrT65l0rmEM8UkC3VpJTqQL7SgD+SQDCWkn6zrUajjUebMwDKSBlc3pg4nlS+jNmK9uJECht0XiFYOJlEMllEPFZBMltDOJuTSqgUAsPti4tlqTXpBQiyqoCUDdpdQdDSk9nRZAW6KXfbUsXzqBOs8TyMRieCwaR0rlRqiYVh3XZXGLliS4jFOtlONFGUwaAXmq3ksmWYTQ6xXuVSAw67Fz5vGJVyE4l4VgaYA0vFKK9Db0kgU+5qC6JQ9okAp4W2mJ0CEJfTJwYjW2gila1JoVGhzAQ6DclssvEeSU3yePwxsc7sVzJdRyhSEIJ4wlk4/Em4gmkE4kXEcw3wWiLfRChZFplC0TahI/Fc2wOUIM+TZOwbjQrJT+NE7zpldoH9kXtd9Gd1hhCIZOHwRAXQBpNb9E+AczzDqQJ0ZqckvALRtMhDD0WPw5Is1OR+ttQA77Nd6tDu8Mp96oljSgNN2Uhcykfis35GIPRmuRI9Q3amcIxo9HzRLLyRDHyhtBR+htERjQK9GQmazVaRTpfh8URgsbqEZD5/RNqPx9KCvymLFxZXDOVmO1tuMNiRz5URSRcRiHMMorB5w9IfktoZiKHUBLzBlBgD6ogc4PhzDKlz4ikUz85atFcmsxIixiq0UglEIjn4gwUEEmW4EmnYnKE2kJIlqXjK7BFl8Uzry0Gkt6DC2laphUy5bSnCybY1pLIIDhYKZbZ5xTsRdBScoYDbn5DnXb442lbfL2dfNI/ZSigYQ63akuL1BMWiZTNFZNIFhENx6XwqX4XNHUSxBtASRlMMbSroG9bBH0/B4vQKyQKROCKJNIqlCpLJNLLZvISedndEZGQYyrCG/SwTKBbvrLJRblpLWmyeI4kiSjVa7xwcnjjs7hg8kTwimToSBcjZEUhjxOACc7lWb0LajyZL0r7TGxMixNM1MWI0ZBxg9o/9sntCINB5zezwSR9n0x3vBRMlKYU6kMjUxavQSHKsJiatiGQrIovREZD6qEeHOyBRCz1ZvFCHO0LjkBe9kmQMwemVCXJvMAOnNyF6szqC4qkIznAkKV6GBsXmjYsxCUYLoiOnJyp4Em+VqSKYKgumssU2TkhSysYw0BNIotIAqBtlRGv1tgEIhRNIxDNiyKn7Yh1CMI4Fw1a5V2wimqkgka/DFUwKmeO5Ghz+ONyhlLTrjeTECErYGMmKAaJs+im79Jl42lPRXqYHG3cjkCvC7vHD7oxiyhaD2ZuEzh2SWJyMHR4zyfyLczEqikzmNa6TWR1+cZma1ouRSQfGTV5YfAlMOiIw2wPoG5qEwezB4t5DoGlLoS1YIYQicI2OkDwzZQ9iQe+h0pGdI0ax4tsGJ2FyRWctTocPmrZwpvRoi2ZeH3XkcdAWrcTOEQMIEJs3Cq1nqShOZ3YjlCzC6omIMhcuPxhLVx6MRctWQOuZB02bB61Hg7ZoNSjbuNGNCZMHWk8vnIEUDDbWF59VNsrOZ/mcO5SR5/pGTbC4o+KtPOE0dJYg7P4MLJ4kjM4YJm1h2HxprN8+Aas3BasnBj4TSVelDgKS78emXGLdnYGE9GHK7ofdF4PFHZY+sq/sWzf9WXwpDBncmLQFMThhhcuXlDHfsn0IRx11gpB9wuyDwREE23AHYkLk3pVrJBw1u2NgsXhjGDc6YXUFoPUsxpLe1dB6FmHB8sPRs+RgkX17/wQWLlklcxqPOwhNWwB7MIsRoxdGZwRmVwQkGfHFsHLLlgEMT7pFNztGTDIGFkcYIxMWHHL4m8RQTznCYog4FjTOOoMNmrYYhx52NIiFRQuXobd3jdzbOWzCjiEjJgwOLF9+CCb1JoybPRjQWeGJ5hBIlqCz+jBpD8Dqi2PKGYLRHRf5vNECRg1O6I0emKw+aSeTqQi+ifE9FW29PoNNOjf82QLMbi/M9jB05ih0ziSGnQEsXHKQkEKdhSDaUsxbuLJNlunXQ2MW9B58DGy+JIanPPAkKhgy+6Rhutn5i1eLxaenogVhPRSKbpuerm/EDE1bDp3JB3+0CL3ZD7s3iUl7bNbCUJVkHxyZkoHxh9JwuCNybWDYgEmrFwcf+WZo83sFePOXcbBTMLtCAhgCnAaBVmpIZ8HQ+BTmL+rFqM6AQDAMDkqhBtg8CbgCGaxYc5zI1T9qgdEenlU2yp7IATuHLfBFChgYs2LxyiPEqEyYXBgYN0FvDsJoj0JnCsDsjMPhyyCSamD1YSdi+6AJYwYvXIEcXtkyggXLDhOC0xAdfcJp0h8ajO1DehhsPgzrrWIstIUrpG8EfDf9TbrTMLiTGLcEBKh6iw80fAznaLiMriS88TIIZGcoDb3FIwTTehbC5Q9h2ODDmNmP4Ukn7IEkFq04FJNmJ7yhGEb1U7AFMtgyMCnkIQ4IfpPRjqlJM5Yt6YXelYLRm4bOFsKgzg6TM4zxSTt2Dozj+DefhEl7Aq5wCSZXHO5wTgwWvRVJbHP7YXDEMWryoW/MIgaPERGnORPjUzAZbbDb3BgZMUifQomKjB37RzkY4XijJYwZfdg+bIbZnRADR1K7Qnlpc9QaRSDTEpKF0zUM6+1CVnrQtmFfOsMDxY3XnDcactgy6UUwX4LF44fZGYXemsCkL4cxhiiRrACXoSLj6dEJy0zYaLR4kc83YTC4YbTScq2ALZCCI1LAljEbDP6MdJpWn56N4QitLy1BqggBi87iF+tpsIfQs/QQuEJZAfy2oSnQahgEAATB7gut6+iUG4cfdxrGaF1cURlshlra4oPF8g7qbYjm6hiatIv39Mby4DVaKasnjyl7Eht3GJAtQ0I3KohztP6hcTEYbGPnqBlDege0nuUIparSpsUT36NcSt7+MSdGJn3indzhgjxPINoDcXhjWfgCGRhpTJxRmK1B6A1uDAwZxdhE42X4YzVMWqMIJmsw2COw+1PSj3GzC45gQqyuNq8XsXxDrO+o0QVt0SqMTDmFEEqOPZ0HLREYfTnoHDF4YiXxtpyPbd7cj8OPOBY6R0JIavIkpO2XNvfDFYyLt9ebrIgUgDFTEO5oUfRPwifyVWzrH0YiW8CENQhnOC9jTM9Dz2GzupCMpzBfm4cBcxj2SEXa19vDMhclAXy+mAB41BzFuDkCeyAPT6SIjTvG4I/lsKj3IIxNmuCM1bBtzI5onnhaPg32xVi0sBe9y1aJl1y9+ojp68thsAbFg61adThGhiewfcQmWwSnnAmw+BN16KwROIIFjEz5YQqVsHHIigl7VBwHw2rdlFO8IsNcmys6a9Fe1iWwfswBTyqLKYcbU7YIJswJ6Lx5jHgTEi4wZUvQ0TXyNV24XOtZBqs1iKkpDwKRvICCShq1BWGNljBij0iIQ4IxFGQIwNCK4Q7DQG3hKrGaJJkzmBEF0VLSCzJkILBp4WYrBmdUgKHNWwmCQIAQzIpV05YcAr3NL0DbNmxAJFsDwUiiucIZEIzjpiTcwToc/hIGx12Yv/RQTFn80l/OHTkPonXmPIlycRB9saJcI8Fmk433DLYEvBEmAsLQW0NYvOookUGbtxQsixatlraWLTsEPT29mD9/BebNawPFZPJINDFuDMPkTMrzemtAZJ+0+2B0BSWcYZ8Y2pgIzHhB6meYw/fd5JvylzDqSGDIFIICuN7owsqVhwnATd48JuxxaD2roc1fCW3hcvQsWQlt3kJ4ghHoHSn06b0CSI6j9KtnMbQljBgWQOs9Ehwbf7wEi4Nh4WL0aAsxv2cB5msahq0JWCIVaZ/hKjEyOGoEwy96CIMrB6Mnh6FJv3gUsycq3poezOENYmAqCFe8jv4Jl3hZzskcjgAC/iimDBbxYDabT5IVjIoYhTBEXLSIEdgCaIsPw9CkVzxh37hzhlgkGIk26S3A4M+LfDRADM0ZgTHs1OlNMNtDsxZtgz6K9RMBeDKQcIAegPE4gUqrNu7NwOSJikLp9vXOKPpNfrG+mqZhzB6AO5oD5zS9qw/DuN4GozUIhz+PEUMIE44gFq0+CiMTdrgYZrki0E85JZankkZ1VjCTNWn1Y/maYzEwYUMoVZeQgfHvpCsxa9G5whhlyDlvOYLJioR0bD+arArh6Rk5aMywjYzqsXTZKri8EWwfMghhpjwpmQeFUxXxzmJInO15kLb4UAybAjKwMudhiNOzDDqzF45AFmZ/dlbZKDvnF45QbnpuRYL2ipeglea81B5MY9IRhD9RlPDI5gqLfpYuXQOj0Y1JdwQ79TZ4k1X0T3rgjtcxbo3DHqphxBRDKpMWUI+7krAG8zDb/Jg/b5mEnBP27vKN20LwpWoYMftlLuYM5rB10IjFK46GxZUQg8JQmDpkaMb6maQiQJkp1Plj0HmjGHcGYAvGRRYmWExWD0xmhxg4emyGrzI/nL9UkgMefwSLl63CiMWDKV8SOk8aw/Y4dM4UrO4kaFyWLuiVeWE02xASWAI5Ab03TGO+GG5PEDSwvkRFwjwmhzjX1RYfBG3+tDdbuKQdTrpisDqSMFqimDC45ZrTF+w6flOeDMZtEQmjmVPgXJlTCs7NxRgYQ7CGytg65oI70cSoNYZxewIjliimvDl0JdigNQqjK4x58xdDb7Jh1BJAqgE8+/JWrFqxElPeGPp1ViEYO7142RocdOib8dLmcUSzgNEXx4SVHmE5rPYwJias4DxJW9graVHGzLRsTFUTfLTQE+aAuGN2qBvBRk1uBFJlzF9+qMTnkURZvOkz6zbj8CPfKvWxXq1nCRYvWSFWkWRjCpyGRO+MY8eIRZ7lvJIJHSY0mGzYqXOhZ8XRQkCm0ZnCJgH9sYKAcMTcfYBoqEiy0SkvSPZFKw7HkM4mSR4uhYyZPRLO0asyjKZFZDqY7SSTZZj8CTFSOkdECLRT58GELSEkM/tK2LJ1O3qWrcHOKT/69G4J6TkOJIfeme+qPxrMAYMbJFowXZcwVOtZCV+khIExu4TCR51wpsw9xvQOmUcza8w2mOoetPswaPXCEc9hQG9D7yFHY3jCKNlCJr8mLF6JHJiMYaFR5fqm2UZdLsQwjUy0gB0GH/pNIYTygMkRw8CAHiuWHSRzYyY43JEyNg62z/REbF/mQNORCxNE8XxLMMRkDTO8nPNNmu2SqSb+XHQW1gg8gQx6Vx0BndHaVT+bhqxIM2tpj2Jwkl4yKkkdYorRmMmXgT1clPvEEo2gK1aReduAwdudYNZYDcMGzj0WyuLnEDM+/oxMpns0Dd54UQDCNR92emLSDqs7Dps/hx3jHgHI85sHUW0Cqw46VoCzYPFqmOxe7BjWYdLklkIPoi1YKcKTYAwX6JK7EYyJCSYsGBcTlLSwXEJYsuRgTE25YPWnMaxzyHoVAcF4nJPo8SkP+ibs4qX98YpYPW8giR39E+JNfbEyHJGSeCkCjlkqEmzp8kMlwxnLAYNTvq7yTblikoliZlBCqJ5esbIMg/qHDXCGkjB7wtImicssHtcQVx/8JpmL9RscsAQymPIkMGoJiTycT43R8Hmz8PoCOOLNp2HEHhMCcvK9bOkq6Z/B051grNfgJjBconP2lfM9Jl+YcKFHe2zdJiw7+FjpNw0i9Td/0QpZnhlxhGAJpTFi8cIZzoBzQ87DSCQhwbzedkjcQ8OUk+tc3+KaIz2YLZSDzhWXEMyXBp7fOi6Jh94VR0pygkkhzq3HzSEBLsM2JsKWLl8Dp8uPQKqGTQMGSVC0pxm9Iqd4W3sABotLoqQlyw+HxRGByRaCycZQdSksTn/X8XPFajLOjGQ4l6Q+OGVYddjxYpQ5pkzOMHfAwgiQnpRnTnG6ejCdJ4OBcQuWLV0JLngy20Omck2IMTTdJS0+AXP0m96KgZEpDE3Y4Y1VYfTlxYN5YgVs2TEBmyMiISJJoDPakSk3ZR0jFMtjw/ZRCZ0YqzP82jJkFPffjWD+SAqLlq6WAV+weKV4qrZ1Wywp4Z5lR7bDHGtgJoXLORbbcYaKGDL6oS05VFLo/UOTstzA1DgtIi0mLRetFlPrlJtzz007xyXrREvVTT7qiwMzbvILwZitpPWbt2iVFAJx5aHHYkHvGhl0LnWsPPhYDI1ZEYqVxMgwlU3ryUyfzANMQUxYwjJf4Dzi5a0jGLbFYAsVJDRbMH+pyDtoDHWVb9IVA4s1mMWClUdJv0cMHiHXsM4lyzXhbLMNlnkrxBBIFnjBCtlsMOGMYOekE85YHgZnWDKJXC5gSEiQJ0tA/4RFMrf9Y0YcdvSbMWl0YNvOISEYjRTBy/CWBkT6Z/RAW7BKjA11xTVZsyctfeHciAaccz2H0ydJFHpeyswkVCxbhzafkcpSCROXrz5SXjP9T8PFsZ8wuOQecddt/MZtMQkPKZs/WcXmfoNERcS8REbaUvGG0h7b1Jbi4MOOk/PqQ47tTjBzuCxzAw6k2eKUWJegZHZx2YJFMmmk8Nx9QWBzPkXwUqCtOo+EAOMWH1YfcjwIngULOEHuhbZg2bSVW4qFSw8WYZmhYYg4qHMi3wQ2D051VQB3gTBFT6/FdRCm/gkArvxzjsPBY4aLa1e0vOw8Ey6y/mP0t62+OYCtA3ocdMixmDS6ZI7F9C3nZywMF6lQLglQgYzzuTC8Nx6MXpKpamYAqRfO5Ri7UxZ6b6vLJ3qgwWFIw8VeWmim7g3WMPrH7bIexgQJs5C0mP3jVjmLhdQWgt50wESPxjDWKUkEhmNjNpJn9jnstjGrLKkMTnt0elqmrRmmecNFbOYSQ7yGfp1DEj6TlgDsvoSMJfXM8IihEOdC/TqbWHOGhUy6cOF269CkZDiZ3ueSidMXkW1TDBGl+POwBNoJBa4H0vozkUSvxURXe+qwXPIDxN2Azi2ZQGKNC93MUjI5Q6PMEJzhIXFELHA+2z9shNufkpCRWUzOfekciEV6sm76YYKHyxj8HNtiJpNjwGiDyTpun6LOuZNp8bKDwMTYyLhRFur7h3TdCcbJG3cfmKasWHPwETLYDP8ItIDLg74ho6zUE+iHHnGcAIcu1BzMgfM3TtKN7ijs7ng7FW32ClDpuo0On8xFmOiQyemCleIRqSzOv2i5uynA6U1K3Rx4pz8tA8xYfHDSIe1ynUdvi4JpewNdttYr6eZtw1ZJT3PQOLBcQmCf6KE4QLRUnFSz/UCiKgOtY6isLRWAvbJtvE2+LgBmiMhJeB+XLewhyDqTLyEDTSOgN1rARVsmBjhvYFw/ZmgvrhodCcTzkPkeCc9QhJlMZkBt/gS0+ctkl8LLWybAbKDZnxcvPX/+QllYn/K1rf5sOuSSioRpnO86IuLB0mXghQ1DQnImcjjX5HoYPTHbH510SUKKhoKehZHAjlG7JHMSJUjCifNCGtJ53FxAg9qzVNbIZkJHbSGsDi8mHEnoncl2kmLSIVnnlYcfD6s/KXNDmTr0LIfJnYInUROyyxxs3lJM6IySnqdn5zoW16m4qM8klInJnsWrsfLgN4HhIcdt4bLVWLB0Fbb1jcMXysLP5YMu40ed8jM0NPSUMn3xxGXKwKiL+QPutGG4zzZoOElgGncSvGuI6AhXMTJmhc/JieVC2DzcXZCRyvw2J7zBrCQvWDmtCi0HkxqSok/UMTDlRDhbx8CIGStWHS3PUeFLVqwRyy27O3rozXoF2LRa3MGwfdTSXj/pooBhvRcWdxrxAqDNP1isqSmQxagjKksFlmBR5llcK6MXI5HZxpg1DN5zRssY0pPsIQkbVh50VNv1LzgI2oKDoc1bLSEks5TsI+dg3DPIxUiGZN0GKF0F/vboC+LxOEcggbi7gwPAeSN30PfMW4ShUb0QjOQWSz7pgzNUxosbR8FNqnZ6J1prCz3eUnDnyYTJgdFRk6wpGnxlDBmDshWNu1DcoQRGrIGu8m0ZMcscjMkrWeZwMSW/EtF0U5Zs/BnguS0TYmw4DyKY6YmZNGA/BsY9shQRTrWEbM9vHobJE4M/WQYTUJy/O4IppEstDE6YJXvMzdLcbrV0+UHQOTlviwiu6FFICu6sGOP6WbJNGPHUC9ZIOL9zzCH6INa4FYuhMz1LqgRZq2R4L15PW4oxvQ36KT+Gx20S2TBa4EZe7iSyuWLY3tc9QqIH4xiHcpClHxrWQgPiKWmUOZ6cPrDMW7pG8NXWi0Vw0pVgWg/nBr3oXbQcy5dyzWYltPnt+cJSbT565vNaL9zuqMx5yFqzNy7g3mrwwRxIYoTx6vxVcLrjcDrDso7m8HJtxy+g4toFrSEtD9fBOP+h9+L8pRuAze4cphxpDEwGoM1bA4a04+40Rt0pDDsTsk5CK0wvxEVuKp/hGueRTKOSJAMTDlngZBZx645RUQzTsWybVpP3meToDBF5n2FwN/mYQaRV544RTnw5EAyxuJhLXVmsdsnQMm3NEJFzNM4nPNGKAC8Qq7XT5dS7thxLVx8l3snsCsgm28lJF+y+AgbNDAVTsgRBgnExeNwR7iof515McjDZodLQ2qI1soOEmUiGmdZQqT2/82UklU/Ac32Qu1ss7izcoQrGpgIY0nnEozjDWWzom4A7UQQX9fvGzbKzhMkoJrcYUrl9zEQuhMlXwYQ5JgTjEgjvc/uSLZJHn9kvY0HjKFHT8qNkvYuRyryFy2WZQBax6X1tYXBdkjtBaKw5v2JEwLQ8s4bcK7hzaBS+cEwSH9Slx9/dQHKhnWl6jjVDfX+cSwIewSuJRI/OyIR7ShnaMjPNaIn6kaTWhokwNo77EMhyc2lKgEQh+SC3p9AizFZGDCaE09zC4hXLyp3g/mgRnCAzC8VdGyr84zYTteAczdREGbQAJBe9i9qzR6LxGoHIrVSzFX6W8smkc9FqeU2Qsi4+z3o57+GZqXa2z10kTNyQNN2e52dYN+tkO1z/YN28Tm8ym2y8xzZ3DE9Ju/OXHTLtHVdiySomX3olzGOot6fCCf1shdvJCDiGlVyviqbrQsRYpoEJY3sH+Wwysg8cC44Dx4rjR7n4nvrjmfqjteZaJQ0EwzbOdaiD2ermPcrkZpQz3Q8lkyQq5q/q+jzrUNvn+Azr41dOSJBArIQpWwgOX0oK77F+flGY96kTkoDyctxZiEFucFAY6SY/F6YHx23SDnVNWegsuGWObexp3Gaub9RF9kgw7s2ajVy8x93o9EScTx3zltMFjNsHp2Sx0B8ty3oTB4iDxTUgbvwUYMnaFJMdzPwxlbtcQEfAkwwMw/aGYFQUQcDd59wczLroqjvbOPxNp7z6fv4KAYcCy948z7qU3GyDbXHgGM51HaAg9+/55Je6mEjhaxoPGjF6U06OZysKmHs6cw8nB57E8oRyst/xyONOl3BSPEwXA0XivLR5UMjDr2cQhIwSPMMAACAASURBVNTnQUecIDqjx+zUJceQ71cf/mbRQbf+cw8m50wjeqckxCKpmhCDezmXruJi9uwGlMba5IiAi8skE0nDJZbTz3mXbNwledlPzgupB7bH1yTGstXHvCr7/BUyhguXHyaGgcaEGOvWPvXONmjESGjuS33ulT55zW2Fs40d72kk2KYJv3gwZpAIavEe/pSsWtNKzVbouRjvc/f2yKRNPpsuAUw60KIQULQgtHwEFS0k6yO41FcVeI0LvyQXX9PK8DXl2BOw1HXWQw/B5+gtWCcJyn7wGuugBxJjECvIOVdtA4lZoG7P0/tSXtbJFDDbYL3c6sVrSo49nUlkhqbsOwnJ7BPPJCj7zI3JsxWCZ7ZCT0UAshAEJNn6raMgkAnIPcmlrlM/lImy0DNTTp75njoj2dh/fj+NY8hraox4VvXs6axITq9DoHJNkiThvk+Sbk/Pqet8XiWwSBoSjiTatGNCSMfPEWe5CsSo8B6Xidh36iRZaMmYEQ80puwfCw0L+6na2dOZZKWH5JmyU2aSMp5tSvuzjR3vzRAsmIN8TYKAoyLbcWQbqBRuzyUmC738UhwHRXWCyqc15ACSYPRiBCc7xg6q0IODSzLRovA+C79PxgHlYM4GLt5jOwQs22UbavApL+ti+EM52C4Jwb5xJwVDRLbd7Xk+Q4DJ7otQRtpge6rNbvKR8CQm26U87DdfUy88c/45W6FVnq1w8Bm2UA4CmKCiN6O1JSC7yaeMB2XhuFBeGgWOGQFIPNAYUH+8TuNHw8Sx5jPd6ifpKZOfSyX+dqKGhKBHonHo9jz7TkDzc3xe9YnPkhTsJ6/Tq9FTUh+lBiRU5Lc0uDuGchMD9FgcAxpc4mJv8EXDEEpURH7Wx7bYJhNOLLONHe+9hmDMXlGhbJir0vRoBNhshQBlIWAIHg7SqMEuq/b8vpMCdbGBGU/DjnKQOGjsOF9nK+15kTqTdASxiq/3dCZAOND8POuhx+RzBApfExwkH18TFDzzh1XZR8rc7XnWy7pYJ59lG7zG50niPcmlrvOzSqdsix6R8lIWPk8ZZisc0NkKB5kgJBAIYs5BCDSCmt5MybHHs7+dYFJejONB2Sg3QUjZSDYZC39yxpNt6dcJYPdY7/S8iKRnKEWCUE6CkwaAnoAeodvz7Dvr4LP8LOti30g6nlkPyUqPotqiB0vkWuJ12C/KzzN1z2iHobAai27tk8QkL4nNNtVY8DX7MtvY8Z4QbLMuIHvAuP6kLDa/e8P3ZPxshQPMzpBYbXfMQajD6gnJ167ZKT7fP2aWwWFnaVH4eVpItkeg8dzpafgcr6kO7enMekhwkoDt0PuxLV4nsUgI1kPA8MzrbI8gV950tud5j3KxTtbNNtgW66YC9ySXus6BVDKyLnozelpFOoY0sxUO7GyFYOXz9AoEC98TaBx8gkPJsacz+0E9UB+MIviahoSJICUn9UWrT6/PPpN4JOHejA+BqMhP+Ri6UV7Kk6+iq3x8nuRin2gwWOhJSNh0EeIFVZ0kLENPfoZhJT0Z+8K+0dASexw7huwi+17gS+mNiRPWyT5QHtWH2caO97RN+ig6CUYAUaFMO3LfFYE+W2Eig19xoRtlGMVvCU9a3e3fOQiEpSMEGb0GO0mwEbAcJBKSA8VBU5/h3IaDzPu8Nhu4eI+AZbskLZ/huZNYJDHlL7cg7bI9elrl7bo9TyJwYEgO1QafZ6gkpO5CAD5Lb0eZWJdMrKfDRcrCbO1shcCardDA8b7yENQJLTuv+aPFrvrjWHDMqTvKRyLR2hMD1BGJRpDyPseQnyHx6NE4nt3Gh/eJDUUCvqdcBCtD227P87MENQ0G+6gKDQoNCN/Tg5FUJAH1oUjNBBDzARwnYoyFY8d+kHTsY7f2lS5pJNge26I8lIsyzDZ2vLdbglGJe0uwcLIObqthB5k8MDmD8ktAdj/XBuJCFhKFnSPYOGh8z0HkNVoSEoDvST5+Rog1nUzopgA+y8+TrMo7cfAJaNbN+via1plnfp7A5pn97PY8P8PnWCcHhG2wLTFCTKx0IRjrpxyqvxxYkprXWAcjhVlLF4JR75yP0FpSFr5ngoNWltZ3b+Sj/liUhyVx2F++53UaPI4Vychr1AcL+9CtfgKS8jBspZxKRspLT9TteX6GhGEdikwEOL0fAc/7DBsJeJ7ZBvtNA8PIijJTVho5hT8V3vN9t/ZZL3VK+Skz31MeXmOZdezCOchPZ283+BHJ8dd/yu0fKmFWkN9MjpXhCaTnypwO5jCwjxjQNuhD2Kr3wpcoyS8FebxB+fktrsAHs01ZEeeq+FyZ08EcBt44BrTtljT6zWHxYPyprVg0Bf5YJ3+2ihsu+eXEuTKngzkM7BsGtE2mBDbp+GW5bPu37uJJlEt1+X09psz5K61zZU4HcxjYNwxoG41xPLFFh+c2DeCRR5/EHbfdjnvvvge333EPbr/nftz3j4fmypwO5jCwjxjQttty2MZf5uGaUTSJaDCAYjaDTCaHbK6EdDo9V+Z0MIeBfcSAtm7ULyEif7mn0WihUS4A9Qry6QwSCf7uN39Ceq7M6WAOA/uCAW2TOYXtxpD85FkqlUEiHEA+FUc6HkM2nUEum54rczqYw8A+YkB7ZSKE52xlFDJhJEt5RGJBVMJGRFv80zzcxhNAIpeRv1OVSmcR8IVRylZQy9dRTPLvfcUObKmV4M2mYI67kahHUG8U4Pf6ECkGEINNQpdkMolKpYJoNIpqtYpCoYBIJIJsNotUKnVASz6fl3aCwaDIkMvlEAqFUKvVRLZ4PI5SqSSy8cxCeSkbZaR85XIZ4XBY5OY9vmdf+NkDLX8ikZB22ZbZbAYP6s/j8Uh/OEXYH/2G81HEi0lkillQNyx8zWu8161//+z61bbow3jJVkE64kEil0OxWgFKUfzpkc247MvfwSe/exM++KXr8LZPfA/vu/RafOTK6/Cxr/4Ub/u/X8UHLvsh3n/ZLw9o+eAn/xsf+/Iv8cEv/jcu+eav8N5/+wa+dOWf8Z+X34S7108KMAkKAuLvf/87vvvd7+IrX/kKrrrqKlx33XXyntcOVPnWt76F733ve/jmN7+JH//4x/jhD3+Ir3/96/jBD36AK6+8UmT55S9/ib/+9a/w+/1CPJIpFovhoYcewre//W1ce+21Ii+f5fsf/ehHUgffHyi5Vb1sj+2wTfaD/aHsd911F4rF4n7r96fXXoPvfPsqfPPr38D3v/s9KXzNa7yn5NjT+Z9dv9o2XRAb6MGifvlDYolsEeVECB/52k34wMevxNd+eQd+92A/7n7eg9uetuO3Dw/gjpcmcMMDG3DL83r8/qnhA1puf9KHPz5uwB+f1eOX9/bhjscsuPEv2/Hez/0B511ys4CAYL3mmmvwt7/9DTabTaww/6N1bDabB7Q0GvxDNhBrX6/XhUD0ojzYNq/RS9xxxx344x//KBacHu7Pf/4zfvWrX8k9ejuCmXXxtapP1XEg+8A22DY9Jg96T4fDgVtvvVXIznv7o1/54fdCHS3+MOb0Ia8L/FtCbR3N1r9/dv1qw5NhvKhPoxDyg3/hjz8OmfAHcNFnf4abH9wKd3grbJ5JlLgmVgas/iByqCBSKiNZBaLFA1ssKcDWrMKLFkYTcTjLKfR5tuHml+/B2i98AZlMRkBx/fXXS2jG9wQLQcFDhSUH8kwQMKxiKMWQiuEf37NNhq4kmdVqFQ9BsvGgQWBYxs/wYB0ENwHNawwtD6TMqm7KQIPAcJXhGPvAg+3fcMMN+63fgi+FWqYif0Q9ls+ApVyuyjXeU3LMdv5n1q82OhXGurE4Mj438jUgUWyhWizhzE/8GA+ut8JtAd57wV9w7vEP4QMX9uHtZz2Dt619DGtPeRZnnrAZF639x4EtZ23B2efej7MufBDvfNdGvO3CuzCsb+LvzznxL597QkBB0DIsVAc9VyAQmAE6wX6gCgFJAikQEKwkCb0U5WLh/IzHb3/7W7hcLgEVQ0qCisBWshHUBLkCG8Gv7h2os5KN8lFvPp9vRm9f+9rX9lu/5UK9/beQCzmEslEp/Nvf/PvIvNetX//s+tW2jXuxwVJCLZtAJFuCP1lCq1bF+Z/7Oe57UQ93GTj57b/Dqee9iNPP34ZTLnoCx597O85534s4773DOO0djx7Q8qGLNuKE42/EO9/5FM5+63pcdNZd8mdfH9u0Exd/4k/iqQgMxvA8CE56EIKT3oz3DmQhANgePRfByvYJGuVBST4e9Krf//735XP8DD2YIiM/Q0/H50kwyq0m9wdSdtZNWdkWDQLfUyZe40Gdsh+8vq/6zVYbCMdjSCTDaNayUvia13ivW//+2fWrbRxzY72Dfzw3g2AqD1c0iVwyjPd95SY822/HSBA4/wP34OIPjGDFoXdi7XvuxNFnfR3HnXM1jjrlepx02tMHtJx8/PU476Kf4ezz7sVxh2/EO89bB0+kiQc2b8F7Lr1TPAcByUk6PQc9lwqzdu7ciR07dhzQMjg4CLazdetWvPjii+jv70dfXx9eeeUVSRDQY/Hg3Oo73/mOEJ8yXnHFFXJdyUpybd++HWNjYzPyrl+/fub1geoHZR4YGMDmzZuFWCqDSaIxaUPPvD/63dC3Ezt3bMP4xpcx+cLTUvia13ivW7/+2fWr7bDE8eh4FMmoB/FSBdlGC4mIG+/98s/x9HYDcnngwrOvwzkn3IH3nXc3qmnO3jlpaEH+MnYjBxzAkiwCGQDHnvUDXHjhKN7x9qdgS2bx2MQmXPylP8vgc1L+k5/8RADLMIsgoRUm6Fut1gEtKjyUxqf/o4caGRkRb8ZLnH/xuPrqq8UA8DXJRnIp70dPMTk5Ke95nQcn/wdafmkIEF1RZ/TE9P4szDCSXPuj33y1DDRqQCQEz2OPSOFrXuO9bv37Z9evxm1SL5jzyEfaf+Saf/G9mk3hoi/8HI9stcCRaOC8tz+OMy9Yh1NPvx2SM+PvlqEg3wxVA0RQ8aDCqBSCQx0cLFpCdXS+Vtf2fC7IH68+/cx7sfbcJ3HeOU/Bkijj4T4nLvrCbwSQDCMIXlpdykGQECz0CPt7ZFoBNEqspQBUJwCmW3JAC0H54+a8w3Z5sO/q2LZtm8hGgDIMYp8JWIZjfM9UOPXE+yQZC615p94661P17nqmbjuPzud5vVoroFbnZzger44JWkCl3BSS83NKXuqNMlKnXD6gXPuj33q9iUYrC8lRjo8C//l5xFDCJFVVaidUlPyqvzwrIyN9OJD6rQAeVxx/vPtP+O+fXIe//enPAMVqATkk0UITLdRRrRRQ5y6nVh1oNSFEeHW4VRded+5KMHu8jnPf9tgeCaa8BWvm4BBsSlG8ptK/fE0wdZJLAfN1Ur3mwr4TjKDZ36OFGKjXjCT/mJl0tj23ZNPbGUHVD9Vvntk2+zsbwRg2dhKMBqGTIKq+ve0DCcu5HOulntu65hyQpTnjUQuFkgCI35pQ4/Hwww8LkVgH1+t4fPWrX52VYHul3xoQRwH1dL0N1mPfhRSSyNBIl/A6Y7y7Ph9Y/SZx/sWXQOs5FWuOuA6adii+ctm30UKEJhW5UnGaS20DVSzk0KqRZEAhne86NBq3SdGDFaJBJHMVKA924WU/w8NbzFAEO+P8Z3HKabft0YPtakmplE4rRKuoDpJy74/dE+yhnQ5ceNmvXwcAWlx6CLa3VwDoIkitEBJw0kcVm0C6ABSp+QZQL3cnGL0pPQCBu6sHIxF4nzKTaPtKMIKS9e8OnCRXrVZBhGHZ9MHgQpGMlzhOw8PDM7pUCRomYnb1YG9Yv0UgjKwEAG5i9N+vRGHkhbb+su31w0652Q91UD88ZiPY/up3yPQI5h1yBhYujmCeVsVyLQpNW41cvggGJJQmlcsjUyiSU6BHbtYbQjA0X43KlMy7noVgL1oKeySYLVbDORc9itPPe2a3BFMWlx3lQWV97nOfm2mHg9VJPpKLYOLReX3mgde9eJVgZ5/zBM5d+yTM8RIe3GHHBZ//n9cAgNZbAYKhIudg+33UmqJMT2UnPvwfbhyxJorPftKHFkxQMbICggIKz2yb/ewEAHclqBCRIS2fozFQnyPBlEeh3Kq+2frAz7MeNQ67fjaXezVqYFudB/eeEtAf/vCHJTnDsVHbpZic4c4OpU/Ku0/6LQJFeqxUVTxC8+83A3feBF/M3inKzOvO/itiHUj9xou26b+14IKmFXBQD/86zEKgWQJ/wpn4JbFIJZbKDKeaaNW6OwpthymMXQlWySRxwed/ioc2m2CNVrH2wkeEYCefeuvrPBhBwMHtHLz3v//9OPXUUzE1NTWjOAKNg0kFKmIpBc58aLcvXk8wU6yIB7bbcP6lN0nYo+YIBADByvcExpYtW3Zb4xu6WAUqJSAFP956HH/zvIg188mtJtLJVzOErFMRQhGMfd6VYCS+kpf952v1OXrcToDtjZzUvWpXfZ6AVKBU13imflT0QODo9RPg39let26deE9mN3koD0ZSdcq7T/qtAr6UReqVWbpvO57/Px/A+q0vooywXOd/nVhQsitvpt6rfv5v6jeXBv7tw5/HqiNXY1HPtdDmL8AJJyzB5nVf5KC3idasoVGrI1MoC/5JuHQ62Z6PzfRg9y+EYC9Zi6/xYJ0E41+AP/uCh3HauU9jV4LRgasBY/VUCOdhH/zgByX1e+KJJ0rKWjXNwVIHCbB3x2sJds7ZT8AYLcxKMC7usn6mnvf/qKHeBG65h38TLYZ/vyyCHq2M//cbkmxUqldAUAAg6EluGh0WykOQ0IN1Apag4j31uX0hmGqTgrBdltccLSCfL6JYfNXaMlz805/+gNPPOFnGizK9/PLLshbGLKzKeu4qryLYG9JvlcmCEviTY8ZmEB9685uwSjsDa7QP4fi3nwiv1yvidhJMTS1U3w6ofitAJhTEdT86A+8+45246/YvY3jL/bjrhn/Bc9f/Bq2AEailUc/FkctkZzxZhsycSXO9RuOveaPtNEdAghVjoZk5GAl2/qXX4cFNRvlzQIpgJ51yy2s8WDtCbicvuCOBBy3yRRddJK8tFgvOOuss3HnnnTON0lqrQylOvd/9uU2w0864BwwRFcHu32bFeZ+78TWAVQAgSOjJNm3atPsq38DVGvIoN4FzTwTW9BYwHGrhzDMKeNNKID0dI+7ajz0RjBuQCWYClIvOimDUGQvDyjfqwTrb7nzNLooRawH3/+NhZLPtObBOp8Nb3vJm3HjTLwQg6hm2TXkIbuqOB5McnQZhX/SbT6ZRm46x/t/tf8Bi7UxoS17CIdpOaPPPxr333jvjgZUsymgrY6Guq2H739RvmSBuJZAddeL+669DYEcOxcAUimYjnvnt1fjDlR9BbPgFIRmaNeQLpRmSpbPtObiSa3fnvSLYWec/hFPPeQq7I5hy36ycA8DjXe96l3gzvuYAXXjhhfjZz342o0heV8qTB2b9b+8JxoEhgf83CZZHDluGWlikFXHNNcyIAZ/+2jqJ15+ajkDfCAAIekUw6ouy/m8RrHMsaPDoRRct7MWag/kXHufh05/+DE466UQ4nXYUS4wg2iaSpOb8jxlffiuBUQjl5FJCJ8H2Rb8MpZEDfAB+8/GvQjv2u+g5kaF2AsuX/LdscVNTBoUfpc9dzwomsxHsjeo3w1XWZhb9d9+Lbbf9HPCb4dZtQEA/jLxpJ9xP/h5/verjeO6O3wKN9vpkhstO5GXnsocSbpeztsMSxZP6OKqZMOLc8lOoIB+P4t1f+h888IoFo6Emzjr/KZx/zvM45/Q7UEcTVWbQUJItS531KetLgnUenNhzX9vll18u4OI9pUz1OYYDVGgn8eR1PYNKCzj5zL/hrWc+irPOfQbGSBX3rbfiokt+K4RiiMUMHQ8Clu953pssYgtRNFsVWQul1rguyvUhScPmmqggjk/9awTHLQDGfTXEEcAGqxmalsOlV4RQB9PiwMxSE2qoVDLY1vcSEgWnyEFCsS/cbkRdkFDKgymDwHkP5VVhUaceOnXE6+oz6jqvdX5eRQlr1qyB1vtnLF0CLJr/CLSFGhxOi+wB5GJPi8mw6bU7tk1S0nupORgXw1nX/ugXGJZsXKQEPHbHozhF+xdovb+Bdtx9eKv2MTz04P1oVSqoFgso1cuy+T5d4eI005uvGmLKqWQlzrj7hHrlOO+PfssM8/hb9ddfif6+hxGdMiBqGkDYHIDbsQlJ505Ehp/Ck9ddiqd+9AnAvAncbZHON2S5jGJGkiGUWlG0kEWLRosXabsKdWiD9gSemUwKwWJcFM2XkYtF8K4v3oS/v2TCcKCOM859AuesXYezT71thmANtFmsBpnn3RFMhRsEFXe8f+ADHxALyc/T2tAqdlrezvrkdSsvgdipZ9+Hk89+HGvPXwdDpIq/b7Diwt0QjOBgW1Q8rXL3o+1189mGrB9Oa4YmQB6dCDawTGvi0IXAf19Xw09uqOPGPwGHrqEVLmHQYERVgkVu6C3NrOdu2TiGSLAdMlMeEoCAVQRTWUQCWAFldwRToFL94HtFqE5S8T51TW/Az7AdIZjmwAKtjuVaEPO1i7DxeTvykkykcWjMEJO62huCvXH9lhDOFdp6KZXxha9/C9qCI7FAW46bLv0UQon2tx7QbAl+mBYnPgn6VrY2Qyr2SelCEYxjTN3uj37FwzaBsas/g7Hxp4Vg4ak+IZjHuRm6sZ1IuCeAoA477vgFbrz0/bC98ghQy4MLpLVmjlqU2Rj/2LqSn98YYCe0YWcKzxpSqKZDiHLNJlcSgr3jizfi3peMGArWceq5j+Pss57BmSff8oYJRl1RAaKzZhO33347jj32WAGCAogCjVIiFaiUqXaMkGCnrH0CZ577DCZCJdz9ihnnf+b1HoxhjgIs9wh2O7Jc8WRegPMEIVUC6bwN2XwI1WodP7qFRIrh0IMCWKgVsXrhOJZrbXLN6wW+e1ULBa6PNQMoVPNoyDJOAtsGHkQmG+0KAOVtdzUInbrZtQ/UDXWkDBNBr17zszRaLMuWLYOmfR6regaxUPsF3vqWtQg404Jg2t90vjRDMO4ioe5IeJ7Zxu482BvVL9kSZmhFF9+owUe3BDfSD16PyNM/Fo1TZfVG69X1JRmQJuqN9lYq9klhg6/Zd+75pCzdCNZNv4zI+G/jFR+CyboekSkDAoYdiJgC8Dm3YNLmgN/vhV03jKihH4mRl3HfT/4Lf7/mC0BsDEAIAbdDIiAmw2iWY0XOzisoNYvQRhwprNMnUU4GEGFolS8hE4/gHVfchHteNmIw3MCp5z2BtWc/O0MwrgW2UGpjsmP02XEenSHirvE1Q0Na6oMOOug1X47kc2qSrcAl50ZOQsSTzrgXbz37MZkLDvlzuO0VI8793O9eE8JwELgrnIon6PaGYNNjKXK3kEe+7EGtkWqTrso/rF7FWRe1EEcF5TqjFjMKqMCBKI49ewzHHubDhIPXvaigJTtp6AU3bn4WIS+E7CQ8dUPAds5pSAreU/J2elz2pfPY3XvqR2XfeJ8hNpMU3CR82mmnyfe5PvrlQ2Xh9JhjjsETz/yUcYMQrNooynZSNWYkGD0YActvXLPuXQm2L/qtFuqS7Za+VKqINavt9cNHX0TqmmtQaTXkO2IyG2SXqeRaHY1mGZXpKILPUh6lA8rMse38StC+6pfeB+UanrrkYrgDOxEwTs4QLODcikn9GPw+F9x2CzzmSRR8JkSHX8Cmv/4AD/zgYyg7dwLVrCQUw8EQCs0EqkiiTpQ06tBGbEk8OxFHJe5HJJFEolBGNhnD2//rf3DXK0YMRpo47fwnsXbtOpx1yq3iwdqL7e3tNp0gUIPVSTDeZ+hCYnHyLKQBMDQ0hOOOOw5PPvmkKErVo+rge7HKjZzM+Uiwk9Y+LssFg4Ecbn3FiAsu/5PUTavLlDKf5TYf7kwnWAiarkcLKJfaX3ak/Wk0Gfi3ndl9t7hl/nL1z40o1PMSATJeTSaDYod/+gvg6BXAzbdnUERF9kwSP/zdkG07n0UyBpGDBGJf1E4OgljNwQhmAoXy0vCoQ4FJvWffOnWjrvOsUt201tTDpz/9aZhMJiFfIDImUS+dSDbtb/etCeSLGZTr7S1VrIPkpt4oK3VIspJgHLv90i8S8hdaLHmyJw6UCm0zb2sh/9FPA9UKSsWsTAPEpHD+W6mh3iihyJB7+tiVYBxbykm97Y9+magoJtJ4+jPvhC86CD8JNrUTEYMPIedWIOXB5PYXYNUNIBpwwaIfQtw+ipK9H30P/Ra/+MS/YuNtNwBlBwBuMYuhVGMqrMkfZ4M2ZkviufE2waLJFJLFCnKpOC684kbc+oIeO0I1nHze4zhz7bM4c3oOxs3RRBv3PXYeCgC7Ekxd52c5YFQKj3vuuUcyjEzjK0/XWZ+QsVlAvQWcctbfccr5T+G0859Bny+Dv2ww4oL/+rPM41gngUUQcwcCM2FcNN2bnRwN7uqe2cY1bSUbQNAJXHPVy1imVWDxBdpTM1lh4LqNXkCi1zFUnMT73rMOkSQ9sJpARLCl/07Y3YMCfspCA0OC0cgogvEav+BIgvAzzPrtSizqg9cI+E49duqJr91uN9auXYtf//rX4sXEOPFGHahzaxfHrAGk4zUUBezcxPrqDhC2Tb0RtNQhPSOTMpwn749+UfODO4vaS8oWIDKMHHHTLMD/4TcBPh9QYUxQQ4ExEY0bZW3VkZe9H+2e7kowGiPKq3S37/ptIuzwYMNX/g2uSD88Rj3C5gEEdW5E7VsRG3kFTf+kkGpqdBuc1nGEvUaEHDpk/SbAMIqHf/lVXPeND+Lyz/wn5msnQNPW4kff/wsyqTw0nT2NF3RJ1BNBxNMZpEpVpFMxnPuFX+BPTw1jvTuHN535AE4940mcfjLXwbgXi53mTs1259X/CgCdBCN41fVnnnkGF198MT7ykY/Imbu1v/zlL+OBBx6Y+XEVjG6BcQAAIABJREFUgkl9XuqdJhiziCef9yROOudJbHLG8PsXJ3D25X94DQCoZP4mB79eQeXvzTpYs9XeCc9tZbVaA6VyDrJW2wDK2empGQyoMgxABNUI0BLD6hAgcB2lUCV227+/QauVS5eweeMwgj6IPAQ/DQgJxhCOnobbkHjN6XRKIVAo7+4IRnBRJ533SCDWRQIwYcKQkN8lI4F5METmkctz/ptEsRZAoZyaSS0XCzXUq+2ECT/Htqk3kos6pC7VVilFsH3RL6p5ZEqQeSr1x5Ju8cc4Ymjd/yMUH3wIyMZRRAFR1NoJjmljUOJ2pemjs/98TeOpZN0//TZhGdNj7JpLYfZthdukR9w+Av+oQwgWMY7DObINMecYygkbgs5huMwD8Nt1sOkHkRzYjJJ7K668/BPoXfLv6NFuh6bdgWW9l+G+J++DNunM4mV9Gs1UGIlMFulyDclEBGde+lP8+rE+PGeJ44iT78VJpz6G0076qwCp7bn2jmAccP7gCweH1vG8884TlRFcnYDpJBUBJd6Ln2wWJEQ88bS78ZazH8Xxpz+MF8x+3PDUAE76bHurFAHARVzWycVt7kQgcDds2KDGZ4/ncrkoLGLk0s78MDMUQ6HEL1hwPsBH+ZUPIF31trNEDSCUXi9xZJ2gaALZVBH1Cl0cSwkbN2+AwWySUI3ApR52JRgJQjCzECQbN258td/TEityzehj2qOxPiZGaKz4ZVMSjokNkXaaZCQyx6qBCugPOENmqdZrqBK7dBjTOz/YNvVGWahD1sUwlnPG/dEvGyzwv0oTrUgT3HIsUoaButEH83evBtIxVFGSNUYmCZppWQdCpWOv3+4IxjFmKLw/+mXqeGLnIGw3fg2Tzg1CsIR7HN5hG2K2rYgG4rBO6RGwjSPuGIB74kXE7DuRDxnhNgwgbRuCy7wBF779o9C032PFQuCgZYxsvoNv3vgNaAZrGs/pk+Cu8Xg2jVQ6j1I8jXO++Hv86KFh3DWawFHnrcNbTl+HM067HdVWO+vWarVTrxwgZTVVWMJBJ9hpXbkn8aSTToJerxcQ/PznP5dMoiIXFddJrmlcyfPt1yUB9ckn34ITTn8MR535Eh7QJfHDB4ew9vI/SLjF9hkiErBUtt1ulzPnFTXUJBSqVZptj0vPlCZr6rjl7qtx+tlnYeWKo3H8safgV9fd0CZUnfcZsAi7lEi7PTN048H+KLDyNUMYyqFAwM+pkIteXXkwg8Egn+FnlUHgZ5UumZNAvYaXNz2Mw05cJmtZF7/z3bjhx9fgopOPEr0y5NzdoeTZ3T11Teme28ooq/IKJBhlZN2z6Zf1qL53tsdrrJuBKOdWLCR2uVpBo8Wr7WuOk05oz13KzMfx+00lycBlSEMZpiYapQqaTHszH5HNw+90Y3D7TkyN67rql5EMMUHDoZJeqs9sLgUr8g/cg8En74TPMo7YkA4+6xQqIR30lgfht04gaJlAcGoU9GZJmwEB4zg8pjFE3Ca0dAU88dfv41P/cSw07QIcrhlxpJaU7O2Nt14xO8EIYhLsyHOfnZVgFJQeigcHgyEiz9wy9cQTT+B3v/udeBjep6Xm+gyPV+c+8lYGqrPz7auvEuwtZzyOI894EfdPJGYlGJVJpZJgxVoe1Rrtdjsdy9l0C1V8+SuXQ9OOhrZwBTTtS9C0C7HscA2fvvTi9si30LbybSH2+L+SV4GMHyTQGMIoghmNRplDkWD0BvQKimCcg1EnPPMrI50HkwsEWSRpElmXLXoQyzQ9erRrsXL5CUjG7FKfAjbPM8TsrGiW1+pZRTCSjJ5sNoJ16nfX9lifMjpstjNSUbpS4rB/xa98BhjfhmaWeVhO0pmiroBpI9m6zu82lirYtmETvvXVr2PtaWfgis9/AY8/+DCq+aIQbDb90rArg6uSSEpmypmsRDB+7fXY/tifkUzoEDOMwDqlQ3hiDCHPJGpmO0L6cZl7md3DsDr7kfGOItn/Anb+8Zf444/fjHX3XY1Nzz6Hf33vJdC0ldAWaPjgx96PWDoCbcqWEQ9WzQcRy6TEg5UTGfFgP3hgEHeOxGclmFIWFcmDA/O2t70N3Oj7j3/8QwacZHv3u989s7v+sssuk98w5OcJTHVwcPi8OtoD1SbYKafcChLsiNNfwD/G46Bs9GAMgzotLJVJAPBMhXI5oS7TrBJazTpyKcCX0GPlUSuhad/D/MVBrF4CrO6pQdM+Aa1nMSZNVtl90LazSprdnxVodkcwykHAEgAc1N0RjIaAoTMJqTwYPTEP1l2tA09u+z2WH/Mu2WTMNbgl2npo2jGS0e2UikZOgYfXO3Xb+bnO150EoyyUV4WIlLebflVdqv+sT5GsU5bOz9HAKBI2H70Z+OM94MRe/DBtYTiBJ196Cnfddive/5734uKL3oavXPFlDPcPzBi/kYFBDO7s66pfjgGNF/vE5YvXHQ1g/OpfIjr1CgKJPhgHX5KUfHzUjowjAs9gPxJWA8L2MURdw/Ab1uP5W6/Dvd+/BDv+cDUSjg2ox+NiCBOpJHbqHoE98hxyZb9ETJrJkXsNwdKZAhTBrr5/ALcPRXHEOc/ghNOe3W2IyDCQRycx+BUI/ggoAaIG8Oabb8ZnP/tZ+Syt+PHHH/+qkjusXico2kBrE+zUU2+bIdh9YzFQtl0JRqKRWGouQdDy6+otifQoZ3tL1G2P/AzaYg3LtUFoWgXaggDma8ByLQJt4fH43s+/AG4+b7WDlteNSecF1T8FMN7jNbatLL0imEp7E2AEL40SZeXvd3A9jPMg1X+SjgeXFrca7oa2aB407UGsnh/C8pU/xDFvPQPJ9Ku7GxSoO2VTa2Sd13Z9rdqjB1OWnmCkbLsSbHf6ZbscZxZVV2cb5WIJpUIRPPMrHyo2bDWaqFWqqNg3AZ+6FuPbXsH1N/8G//cTH8eXLno/vvaNK3Hf/ffKZ9QzPBdyeVTLFYyPjsHtdEmkMpt+mTxi4e+ddCa9XiV/Gve+///ANfw0HOEB5KNuhHxu+LYPIDIxglB8DFHbDqT7XsDgb67HnZd+HFv++iuUgiPIZPWyz1JWE9q769priwzmOHMoA5rZmcfzkylUcgFE00mQYJVkFmsv/x2+/49+3DYYwWFnPzVDMPlb86xseg5GZTLE4cFBIXiYFdz1oHU9+eSTxZrwNddqmPxQh/KAfK+AQSW0UBRZTzvtdiHYYac+h7+NRES23RGMoCZACFymnmcj2AptqE2whdxG9FqCtb9V/+q3gJWcu54VwXhdAYzX2DZloFfg9+LYF7VwS6NE8NKAkFx8z8++9NJLUr2y7nwzsG0M73jnWbj0SwxpT5ZyzAnH48GH75RBpK46ZeiUj6Df24Pgo+5Y+KVLyrY7gu2q305Z2RbHlqE/x1PaV5OtFpfAijMk46LsM089jet+fgUe0Vbgt1dehnsfugNDE2NAtL3NSPZ5VqozOzxILBKTROvbsRP6CV1X/VL3JCAL9y/yoHwsbb1Z8fgl/45mxID+0c0IT9kQsJsA5xAKjqcw2XcH1t1yNf7yxY+g76afAn4PUM6jXMuivTEqglYrB6/Xj3yBWw24zsBoroRWtQjN4ioIwcpZ/wzBqqmcEOy7f9+JW/pDOPSsJ/HmU58RD7Y7glFo9WU96QHaOxjUa0WeW265Zebbzpx8fvKTn5zxfBwYdbDz6mjy9xwAKIIdeso63DMUwvfu69utB1MAIMlolRki1qTqIuq1ivy2hj85idXHrIam/QALloRw0FLgoHn1mRBRb7S0vy6+F18JV6SivOo1gaUIRq/AQSYRmEXkvKOTYLSuTHTwp94mJiYEmCoaYBbvXeefieGtduTjgM8bwtDYi3C5x/h7BUDzVZ0pfRHwb4RY6jkSjCRnYWaOBKNB6AwR6cF21a96fndtUh/q9ysqhSI2r9+A73zzKrzv3e/Bxz78EXz3qm9hYGQ98P0/ofnss5KBla1LxfYmg3ipvV6qDK5qi/p57rnnZIG5m36pWxbKTR3T0HXWx5/jefarX0Nksg9TugE0nD749X2wP38LHvjjx3HnFf+GoXtuAPL8BnYSpUpSMrGc2cSjZSSK/M4hv6g67Z25jNfIolJlFjoPzeouvoZgmWwRimDf+dsO/LUviEPOfEIIdubpd0ARrNnMS96gkwwUngOsAEJi8RqLOrhew90L/NxHP/rRGavNwVDWsB0atp9QBDv99Dtw4plPgAS7ezAIkv/sL/z+dQAgQGiBSTCCplQvoMKJzHSSg78QxSTHV75+BXrmHQ9t8Spo2hXQtIvQe8RrkxylV3muxH/dWZGKN9Rrgo3kpgx7AgDBy35y7YpzBHr+++67T+pnePie97xHEiHlfKy97jYTXdWkK+xOIff6r93TKu8O7K8TfJcLnQSjtSeZdkewXfXLaji+HHMCl23TWDL7yH799oab8O8f+jdcuPZcfP+qb6NvyzYUUvyKSHtIZBPfjgGEvnct0Aih0qThaC8ncLuRJHqmZaWO1MEQfHR0tKt+OackHjgO7CP7xYNycl32g1/7FT532Lvw7J1/BVoBRDY9gV9fdQnu+OalGHz6Zro7WQiv17NIoyQ/IRgtV1DiYn0F8o2EtkwlGU9Z/uDSiPxsRwWazVOalWB/2RnYM8Gmv+5ABXNgO4mkFjrZeKd3uv/++3HJJZfINiburOd3jpSHU8+rM+vclWCHnPws7hoI7JZgJPuuAFBp+nKx1t6iwyUZZqpQx13/uBZnnrMWq1cdixOOOw03/PRG2SfHXzZmmr7OBdEuhyIVP6Zez0YwegR6MIKXg00AjI+PC9H4I5v8oxAXXHABnnrqKWm5XOHiaw2RnA11JLichCL3zbbac0TqiIaJ586Dsux6rfP+rq8JPhoElj0RbHf67fQGBDH/wMWnPvUp+Z0Pnp98+FEE3d4ZQql0O0lUYxzOaCrmhuc/Pg+0Ivj/7d0HeGVXeS98BZLQAoaAwYATAphmbNpNnMAFAoQv7T4JH8l3Q+5NIRAwLQRIJcYxAUwxfMa5GNzLuIJtMDZu4O5xw2Wqy9gePF2aUTs6OkddGr33+W35nRyGkY7QkZjRaK951uy9V3nXu9f+/9f7rrXX2Rodm9ogNThph3q9mH7lUv/I2GhxbZn/0su+G9s62n+CYLv3L53Mv1gwpMw+ueqqq+IJT3hCtP3yB+I1bb8VL33aL8XRH3pznPT+N0X3nd+J6K0WP5cxcx+wolw8X/9NRYe6rx/ZOsdYFWt13jVO/WzFN7SgrO2hzV3x3RWdxbcQe+qj0VXpj3plRxz+t8fFB8+6Lb70/YjnvvmkeM4hl8Xhrz076pMe+I9i6ucqxeaWbHPaY3eP38mEXyREb6UerzzstfHf3/jWuOnm23fVGfUzmscmisqOjE69PxmJjqjXIl7zotPjNa+9LJ7+uqPjuOUb46gr1sRL/uyrBViNcpa9ASCtl0713gPQFjICaoKscaCwIuihWiYGWAs7SKWMF8TODTxIRX/uoTp+M5e74xGnVd2TSCkrr3MQI1/wJWKW05zQIKUv86tSM/WvlWLvIK0S//Ef/3HxZ5rMO1NuM/3NEqu19njo9f8zYmBHRK1raoFgJKK7eB/ZWv/6/duq1XfHjx59IG66+dqo16Z+a/bu//Xv8Ywn/Vbxw9lfeNqKeNKzjowPfeLosPHADhfAHN859XOZme4h+3O6/v0xgnXXRn6MYB8489b43FXVOPhtx8cLXnlFvPrwbxV/ZWVycmLKbSmmAGnr93ys1/z8fCpvaJDPtTMc+6vFF0Ues7E/XndifDTWP/JQXPG9y+KKG06PFXdvjN849JPxqy/6VPziS/82Pnr+rfFXJ10RR3x46su+uwMAyfw0vnF3enbEfB+RROdqz8Zlboc51wknnBCstXmn1cFGq4VstjdJMxCYIzgim42/8xkS6I0y6Yv8PnbjWxyiBSfW88QTTyzSDQT+vhldZ+pff+aIZUDIDNqcrZs6MTweIxOVGD36qzF01RUxOTz17m9smCM/5f200r+rV6+M1WvujQ0b18XyWx/7hMROPzP6YjzxcS+Pgw4ei8c9aVm0tb05vnzCN6awil87Y2pTRd7UNMdm/dv28JbuuGxlV2HBkmADfZ2FBTvyjOXx+WsG4vlv/XK84NCL4/BDz57yOe2/Qa7CbnZHTE4fd47Z5tkb4yPtRYwJ9nRqf1yR51r9Iq0nMv/B+26OLx77ibj6++fGbTddF5dfdGN887sPxu++/8Q46pL7429PvS4Oe/fRxcPnFlgQ4HKZoLMY3K50CbgFCxU9fMFixWc+85licUO7VlIRnAvMHUFEixx0NZf413/912KeYrRPq5vvwZS1Q5zsVvUmI8FOlmugYFn9fTKk9n6IBbNDXT86F+iOXM36lwVHSPOw7I9CALg26fsY2ll4Q3HnXXHHh/4JpYoJWGG97JhqsX8NXg8/8kA8sv6B+P4PLo+JnSNhBvCNE8+Jl774t+Jxjz8hHv+E98YLDnlbgZeCWea3g74gNTX1mekemvVv2/ptvQXBfOgGwbr7apEEe//pt8RnL4t45m9+JZ71a6fFy192fIzw47xzn+iNifGpDa/FlhbrGDNEv/aQbzUMMQdxDEnHHts8m3WRlrs4EHHVd26LB9c8EGN1pByIq5evjN/8s2PjmIu3x0eXrYrD331U8fATAEZR1kOnWjwA9IUOwOsBCJdccknh6uUiDaIb4f00B6jtl+QesgoIxoLR02sOFsw8KN3NBNZ86J8Ea5TFRbQSZ+kaoV3TgRWzeGCRwl++1Lcz9e+eRnDtkJcLCo3t/sR5sVF6JOqb1sb33vbnU4tok1NfTIuxqQWbVvp3zZr74v7718aatffGtdddMQWu2Fn8MPbqq66Lj338W3HCf343rr8OVqxa7CzWXTjOYwVAf0Ljn0iYqX/bftReKQg23NcTXf3DBcEGq11x2Hu/FH976k1xzMURB73ppHjx6y6P337LlV6yF5tvfc+B/+xHcTP9syNa/vCkrx+Mx8C4Zfepf5lWGawUZaTWRmu78rdXtscxxywrPMz+ejXe8o73xgGv/mB88XsR/+u4O+M33n/cjwGAZUh3iwUzIs80+sxHnt7OuZffU7FiCGY05wb65a2FA2X8TbB0uVgHAKQnYJv72CplhVUAUGVb1ZEs/ZIgSF2lI7sNAPRAFPtEs//8pMiA0EiwPfVvoexj/2mD/MY2mulvBWF0cji2dK6L+z/xhegfrkdn/0Dxe7vx/qkvkKW8ufTv/fc/WLjvK1fdHTffcl0MDfdHX3Xq91oDA1P9MjZqZVEcKfZ9jo1YooioDfc37f9m/dv2aEdf8YPLJFhPtR5JsPeecmN88lsT8aw3HR9PP+Sb8aQDzonffvu5cdirvxoveuGyeMXhp8ahhy+bMR726nPj5a88Kw5/zXlFuZcdemZxrd6v/NqJRfoLDzk5XnHY2fHq110Qzl/80lOL81e+6px4xREfjc9/9Zr46qk/iFe8+aPxnDd+Nr70g4h3fm55/MaRJxQuDDeGa8MicH0A1pH7Y7vUQsYrr7yyIDJymIeZc5mLWQX0vXeAFYEZwVgLxLHIweLaXOv9DDcRGVk7144GiFZ1t9DD5SOHtXLOFXVOvkUKv8e76KKLik3YBgP3IdBR3zbrX/LM43gM+kFkjc1Hm+l/2013xL0rfhi33HVtPHjKBXHL7XfEt669NjateiCuWX5ltNq/eT88mzvvvD3Wrl0dV199Zdx1152xfPnNsWbtzXHN9y+OW2/9QVxz9eVx043XxzXXXFXgZ/ltzfu/Wf+2bdheLQg2VOkuLBiCDfV3FxbsPSffEEdfMRTP/x/HxXOPuCRe+Jqb4uDDT46DXrosDjj46jjo0O/Fcw/7dtP4rJd9M579iovixUdcHc87/DtxwIvOjWcccn4c8pvXFHUPeuUl8fxXXVrEA1/+rSJPHemHvO2YeO6rPhavfNPn42W/c3w88df/Pf7x4q541wk3xxs+cmIBVoBFMEfgQDAdyv1CtIWM2sh3LQhiDvjhD3+4IBNXKy0Ul8tqG8vGKpiPIVgSi5uoPnACq6P5Wau6p0XirtJN/9DLqqU8+nNXWVQv/70gR3CWhwXTpzP1L5lA7D7oSm/WmGxL5M30v3XFqlh339rYsG5VbFu7NlatWBtXr14VY7c/EFc9dHOhXyv9q32D1YMPPhRr194fq1evjbvuuifuuWfFVPpD98SKlXfF+h9tiEd+tD7W3Lcy7rn3juK5rVn5QFP9m/Vv28Yd/TMS7F8u64unvOUf4gmv/Eoc8qbL4xmv/mS86K3/J559xJlx4Bu/Ege+Yeb4zN86Lg5+69fiSa/6dDzjiC/GU1/3ufi1/+ek4lxdac998wmFHOcHvemru66f88bj42mv/3g89/XHxjMPOy6e8d+OjwPe+oX44h21+J//54o49N3H/BgAjLSAg2AevM51vpARuACWRbC8rc3LL7+8WDigAwADGsvFInCzLMM755rRDfgNCOSwaFYSnc+H/uSQncQCiLzWNv1YsgsuuKDoMyRTx0Bgq1QjwfbUv3TU5+QYTFxrI9Ob9f3t69bFfXffExvuvituW/PDWH3P2rht2+aI76+O726bcq/pM9f+XbfugYLwXMUV966Ju364MjY8ujXWPbg+7lu7LlasWhlr7n84Vqx+OFbfvy5u/eEtsXHLw7F65apYec+DTbHTrH/b7t0wELeuejQ6uvuK3+n4Jof1h0P/x4fjw1+/Po6+sPpYrMXRFwzE0RcMxtEXDMfR548W8VPnD8VCxn88sSO+8O2If794Z/zd6d3xyW/2xue/3R4f/sJV8fa//GwxZwFev44GVMDwoI2ijh7+3owAZhuZZfGjjz660Jd1sATObczfK+WAQOcEK1IstO4Awo1Ly689rrZBQZ+aE5b9O3cMtT3UFbHqRz2xo7e/eDO+YcvW2FIdj/cdc3L89t98Lo78zvqp+O1H48hvb3wsboojL9lSxA9euiUWMv7TFTviI5dujfd9Z0t89Ae98bHvt8f/d9IP4r//8/Hxxk98rlhQAALfovj6179eWAAkE+xQt+CwNyNwGtHPOOOMOP300wtCsVDmPscee2xh0VgJbiN9Re4kawHoC627xRRWVTuCVUzunvkj/aSX/Tt3DLXdub4et63ZPPVF33p/jI4OR214PFau744jj/paHPqBo+LQDxw9FY88Jg4t4n/EoUdOxVd+4DOxkPHQv/lkvOTd/xov/puj4+UfPDZe/J6j4pC/+vt4/zfOiZt76wUIAdQuBO917D740Ic+VMzJrOKZ6+zNaG5IDx9d5U5arQNaJPv85z9f6KlMRmUtj5sXuZeF1t18kWXlsvoWvSPrassToiN52b9zx1DbI5WI29duia6+etT6e4t3YNu2bi6W4Fc9sDk6+yf2ECejs38qbq9MxkLGjt7hqbZqET3DUXyRqL17NLZs6YlK90AB1tz3yOWycGA5l0UwxwGQvRmRyTIzy0APOoppXXMZfPcjcCfAF1J/fcVl1Ub2Y/Yhi0b/TC/796fHUtuqzaNxw92PRHtPLQYHqjFS7416pSv8vKDYkNldibHG6E/xNMTRrr5YyBhDwxGDIzHY0R3dG9pjoscG0cmI/pGIvsHCvTFfsNIECMABLNxEIN4duD/ra5bVrgzviBxZA8S3IELHfG/UeC6f2+Y+Flpf7WtP35kr6jO6aJvu9Cj7d+pl+1yeRdsj3RH3PtwZndWh6OraEdXeHRFjQ7HhkfXRu6Mn/ImWIta6o6+IndFX274r9g/0xkLGRzc9HL3VzhgaqcfQ+GB44bxl2+Zo374tJianvmRrpAUSI7GfSJgzAIkOQbi9GVkuegAuHRGMVRCAV7qYFkvZPJe+0Lo3Wi46aVv/0TFj2b9zx1Dbj7on43s33huXX3tLnH72svjGN06MC84/N85ddl5c9M1vxynnnjMVzzs7TjnvzDjlvNOn4vmnxSnnnxannr9sQeN53/l2nHbBOfGfp58cp59/dnzriu/EWRedFyecfnJ87azTis2pfkdli4+FBNGHdr71rW8VL0593HRvxmXLlhU6eZlr4cC3+W2ovfDCC4tdFBY7MtocLNrHmHGhdfcymD42J+s7f6+LzpbtHeWV/Tt3DLVt6p2MH9x+X2zprsXwxNRvXDZv2RYjwxNR6R2MocroVOwbjqG+oRiqDsRQtRZD/pKH0bgytKCxt70ao7WxGO4djL6O7hjorhQ61Cu1GKhNzW+MwqxBzlmswHF3WIu9HemUVosbxrLaZ0g/7hm9RWXo3Rh/FrqbV9FJzPbokHrTsezfueOobV3ncNy8cl3sqNajWuuPgXp/9HX3RL06HNXeqW092fFzOfLjBbvN1Re8TPXQPDwP1kTbQ+UOJQg9eMDjVtkXJw8wuS12PViNI0NUhmuVrqG5jqAeN4ub5phta4ssdbmUlqoBPt05spTRPhmic3Xoqjz96DKXPinrzB2wi63v2h7qHI3lq9cXGyz7+qvh91sINtA/Mi8ES1ADpAD8SCQANzADOqIBcfr9yCIPQc2tEMRChuDdkmVuwJfvHCGErOdBSEcaL3O1KU07dHDUviAP2Q0CyKMtZZFa0J626INg6qrjerE98FLfny25C4LdtvbR4qcqCGapvtLVHYP1keiv/JfbMNcHw1oBLVCyPMgkIAIgI4YIuMiirHP5gmuEUA8JpLM2XBiBVUEE6eQDvWBXh5DWjP65HC0dWV1rK90gR0TSJvlkylcXGbXjPhDOgIHAc+2Xst7PFuh7q7/bHtw+Gret3Ri9A2OBYP3Vnujr7opBfyesd2rVqxXlLE8niQAbgNP6yCMbsIEa4YA+rRESsGpALh+wnQuubT9inbiL6qZ8y8pJEkTRnjZsnkUa5yxlkocOLBLSIKy9eoikDPdToFP2QxJemUwrj0uDMD/tc25bs2UBS3mSAAAgAElEQVQobl29KSqDOwuCVfu6o697R/ENu77eqcn3Tyu0sTwLhjTe+wA7IgAukAM4ALM8b3zjG+Mtb3lLQUDHww47rAC2OsjCMnHhWBHnLApiAbmPxPze7/1eIV8++bnIwfJpX3vcRX/iR1lfbfINfR/e0d7v//7vFwRTnozf+Z3fiTe84Q2FBUQueiOge0MwR2Ub77U8L0m2Owba7n6kP25eseHHCFbt6Sy+m9Hb3focAwkQCZgBFqB/93d/t/h+vT9lBPgszDvf+c7iS0RA/Id/+IfxB3/wB7tcSoQBcKRBNlYIWdwMgv76r/96QQjXLKRApjLksYKsIV0EdchAFJaLFRScI7FyRxxxRPFZORaN64rIiI1U6iNdowXcvWPL65JsMNC2fG133HD3+ugdmIy+ai1YMC+bfZimp2tqxG4FLNw61smfLXLOIrFqiAWogIs4LAoCassRwYAZ4IFZOaQRkM05sr7+9a8vdkk498cmyEQUR3XVY5EQ+LWvfW1R5q1vfWvRBqLT66//+q/jbW97Wxx++OHFJ8cQGmnJQ2g/vRDokfPItJSt9E1Zd/8nYduNK7fHdT/8cYL1VzqLbVNdO6ZcoVaAYNT3xyBYJaRiORANiFkX+eRz2xCLxVAeYZARQdRjmVwrj4wIqDwrBOzSkY27h0DIoB31yEdK5RAm6yibllJe3ifC+wQZHZShG0KrSw7LSBcx65TH/Z8sc3nGbTfc1xU3rd4UXfWJ6OrqifHhgRgeqsXW9i1x650/LH727U2+nRE+8yU6l2YXgJ/lpwuFNEkYbhmFABNYgR+wWSWLG4Cf5QEVkM170p1kQZKEiPKqV72qALwy8gRtAb3FCyTUJgKzVsojNTIisvbMxbRPX7JZLWQkR7vIncRB3re//e0lgfaBl/VzAfa+UqftujU74uY1m6N3yBykJ4ZqfVGvVaKrpzMeePiR4mfufjbxvve978eiND+Bt5LHJWMBWA1gdS46B3zkAmTE4rbl+y+dgDysAqvl74qZ/5ivvfrVry7qIgdZafXIRFREUi+XzxHOOcKRi0DKJNFZHT8XcSSfVaI399VHMwWrjwYE7bFsSL+vPKhSj8VpIdt+sKojblm7JfpGpghmgcPfaK4N9Ic/ig50vtfgi7N+ZyU6lyYP4FkF5AJYFgC4zYEQgItn7oM8wC2PpRDSsjhnlVg6Cx8i60M2d418RCHfUZQnOJevPedIlW6htpBFGuKpwyq97nWv20VsdehmECADkUXuIT1KYC9OYO8rz60gGBexMuylbHckwQaHB6I6MEUGRDrmmGOKP1juj5Y7l4YoSaZGggEqYCMbcLMG/tADN8w1ogA7IrBqlvBZFFaMPGT70z/904KASMTqIRy3jyzl/uiP/qhYcre8rjyLp46FiXe84x3FSqVy0ixMKEMHS/p08wCQi44IxZL9yZ/8SfF6gIW04KHNfeVBlXosTqIXLuINKzfsmoMNVHuLl831wVp0900te7M0COVXtqLztD4JVFYEaURpadUcuYfmQsCMiKyJ+RAyIZ2AOKwL0LMcLApZvlXBCoqIy4UkhzuoPnmIwQppl5VkOXNblRVLIdtBaMvyyiESsrsX7ebAoDwd6VwCe3ECe195bsUix/UrHo0d/Taw9sbIQH+xXapa64uOru4CdAAHlEAt5nsjgAROIGcVgNQ5Yjgil/R8iUyOBQZun4go8oGcdWLF1FXePImFzJfEyrJE5JrXqa8ufZRFSmlII9BNnVz8QCxzMOnmWchp7oXUluuds35eRPu7ZfllpX3lQZV6LE6i7yJYZ80KWl9BMNulEMwczINFIm4UYIrOpclrJBOCpeVKgrEk/nTsi170oqIO8COBv3DJbePiIRgrxH0jmzWzisfqqE8mqyQPYdR3zLZYGquLSSxluaL04YbSEflYQXOrnOshmfsQWTTWURvcQ39HmhUtgb04gb2vPLddBOse2BmVSjWG69VikcMvh/vqU1bAqA/Mjo3nLEReJ6GSZHmDubjAwlgW92LXXMhOCYAHbmQBZmRDBnMn8yiy1Eco54jjXJvORedW+7iIiIqU5KULyHIphzhks1Ta0jb9WUlWkB7aIEOb9EPGvI/yWBJtLhjYNQdDMBZssL9SEIwF66ku/F47BGFtWCDgRwYuG7IBfrOb4nJyEdXlMibBECXnaEhmoURAXiRnQcln4ZLALJjrJDgr2qz9Mr8k3kwY2OsEQygWh5vHygE5F/ElL3lJQYiZlJenLjIiDQuFTKyphZgkL9KZy1mtZMm0YT7mLzBqy4okC+jP21o5JM8HQ4Vm7Zf5JcFmwsBeJ1i6gMghctvMu6Rb1JhJeXncOvMrRBUswCCdwKIhFgspsGrqKIOIrJUX5QiZLqR2uYvqkdus/TK/JNhMGNjrBLOMzpUDcARADvMioGeBZlJenjqIhBiuuYzIJo3rhyyOooBU2iAfoQXzS+Wynnady2/WfplfEmwmDOx1ggE4IAM0RQFdND8SZlJeHncPeVgbpBEsYCCNY5JWuhVQ5biM6slnAXPFMd+hqaOc0Kz9Mr8k2EwY2OsEA3oWg0vGPQRu4Kc0V3Em5eUlEZEBcVgwhCPHNcvIJXSNdAJSISNiITOCIxs9nLN+0pu1XeaX5GqGgb1OMHMh1gK50nUDbmE2LqIyyIKoiMEKIZW0dDuRh3yESkLrGERDKFGb8umgvONsVjGbdXCZv7RJuNcJhiDpHpqLIYgldQBniZoBFKlEFgqhyEIu1ivdREey5bGOabm0jWTytaOednNeOBuCN9OvzF/iBLv5wd646Nq745Irb4jzzrsgzjz1pLjwgnPinPOWxdnnnV986dWXZ32JNr/2ml/Q9RVYf5JH9AVavxHzRVrlfKHWdX4l1h8Dz6/u+gpv5jnml22VJTPlk5l50x21p5w62kwdpZG10NGfjP3ud79b3I+26enPsUq/+OKLi2s6+LKv39HJz6/8LrRupfyFf/7N+rjthxsG445122NLt5/a90Rn+5biswF+D9ZV+a+PvbAQIlfLqM/SsAZW/Jwb7blarI6YliSth5E8z634sRY5F3K++0ivbKMLl67c7sdGK+NcVNdRO2nhFupo7mhlUr+4Z9aXhRSyH1hF9yJK0490cy8LpVcpd+7fk5/Pvmu76p4txQ8uewaRZWfxg8uR4XrxRxZqQ1MT/2wQaJ0DMEABCzABFvBkfp4DVi4iqANQygMXUCYJGwmmnJiA3J14u1+TISbxci5FN2muFzL6NbX7SVLRPXV0X8jkXvSX/jC/k599s5C6lbIX9tnPpn/brlmxrSCY3fS12kB0dWyN7q6O6NjRXmz2BRwgSYsDLEDkGmhE50kKxwR2vnMCKvMjEUGtDgIYQoopU92MQNjYZhJu92O2a46lHUdlEuQ5OCzU0SKNdvNnMVYxRenuUaSLlUx6sfj6M+NC6VXK3Ucs2C3rKnH7gx3Fz1Xq9cHiB5dDg/3FL5oHR8d2kcADA3isRSrXXMN0w6TJU0ZeWrO0LGmxgMz8BPCSuOqyQknWJJfrrD/dEcG0me2nDGnT1ZnPdJbSvRg07DwRyHdv7jUtm/5wX/rGveaCznzqUsqa+9/xWqi+a7t29fbwg0tzsP7+evT3dgWCVaq9xWZfI655hvmWaGRGKuQS5ee1vAzO5QMUoAEcMrBi/kxqAjGtTgIu68/lmCDWjnazbe0vVDRwCPoAgW666abiY0D5J2D9mVjWy303vqczALheKL1KuQv3zH+avi1+rrL8vq2FBRsaGolapbv4ZFt3b1fs6Jn6/jsAAQgQNQtJOGQUgL7RjXN+1FFHFXlAZjRPdwlAtZOERtIk9nRHdbItR6QiN6P8hYysl19d63Rf2LJx+Iorrij2OFo1/OIXv7iLYHl/7lG/sPgLqVspe2Gf/Wz6t3gPhmB+cDkwMFR8NttXpVgw3+QQvAi+8sorw1K7JfZTTz21WJp3zCXyk08+ufiDco5XXXVVMQ9RlxLctrRURu3jjz++uAawJKByrBhyZUji5PWejvTKzwrI1w4Sk5fH2XTEXMsgsja5GIccckixXL9q1aqCPCyXVUWWXB96yW2QykFF+lzbLevtffLM5hk0fdEM5KySn38AsrnGunXrims/+bAbXZo/mGBFTZ4v4QK34IhgLAuFAPLYY48tyOSaBUj/lyXTlqA8AGofKNP9dM0CyBNYCTpkyDYQN62Eo3QyU4/Ma0yjp3KILp1e9HXMelxCaSyWwUKee+cKvuxlL4sbbrihWF2lH3nKq0t/ZfWHumm9pGnTvTuXp333aH4nr4yLtw+aEgxwgRqJ/J7K9qGc0AM2konIB7S7h2YEM5qLrACyCcAJtCtXroy777477rjjjrjzzjvjnnvuCdYBgbXNKvhzsfRi+UQABUjglp9ABVpponPgled+gJ2e6iFPkiCP9JNHtvpZTl0vx7m8T3nKU4rfsHkhnztBlHVP+cpAe6J0hDJwIF/eN4LlNcsnX1tlXLx9MCuCAYPdCl//+tcLN5CLxxXkInIZnQPa6tWrC7CkmwdMzQgGbAAOWGIGq29cqgQ1HUQWQQRGwLz00ksLgiMlK4E82lTX3wgDeHOi/LvNLJ5zafKUycUG7dNHBOoEu3alGUDIlqd9BF6+fHn8x3/8R7S1tcWXv/zluP3224u2Uw79kdY9SkM253fddVfhZtv9kTtBuNb+jrNV1uuuuy6+//3vl+Ra5APMrAgG9IBrRJ0uNOaxRunaNSNYghpgAS/JmTJ2b4/cLCMvCaZ9BEMCoEZClu3f/u3f4uMf/3j8xV/8Rfz93/99EZ1Lk6cMMtMjyZwEc00PBEtCJ7kcWTaW+xOf+EQ873nPK+ZbyIp4fhHNyipDvnLIpT/ov2LFivjMZz4Tf/mXfxkf/OAH45//+Z+LjwP5WjK9fNiVDO2UcfH2QVOCNRInwQ50COfBOxeyHPCkyyO9GcHkA29aByQhy3wO+IGMlXHONQVe5XMOdskllxR5STykIJNuiKH+3/3d38VHPvKReP/7319E59LkKaMsgjmS7dioF8KR676cI00S0rK8z735JkhaKu6tPYennHJK3HbbbcWij32SiEZvEdnc46c//elCp3e9613F64s///M/LwjL/SSPLmVcvH3QlGBpLRBKTAIk2fKY5ZJsrhPsQJkABprGRQ7X8tPyIIo2zGMA0EocsDkimHOAy/YaFznUTTAiQ0ak/NjHPlaQDLmcS5NvgHCkK3LRh64IhkiO0ugnnZVVTnkk4d5ZPeQmSjc4eOFsdZVl+tKXvrTL3SOHzIxcaHq85z3vKb77nxaWdROUz/spj4uTZE0JlgQy6gKwgAAALi0tV1qyLJ9HAJ2JYEArH5gcsw2g106uKmpPWrqqyol2rlvhFFyTA+jkinS0YICsXnCLznP5HHFEAE49kuyIkCDPMtLooCwL+KlPfaog2LXXXltYw7ROt956a+GOspTKki84dx+OCEpXbqUX0//yL/+yayk/54UlsRYnsfK5zYpgSHTfffcVL1Kt7JmgG2UdrfJxiazwZVQWCIVmBANcIFYO2NIyJSiBMGUVAhv+Q0Au4u4EU5cs1kZ9wTliic4FeY0kUocurFNaNGk6q3Eg0B/meDfeeGO8973vLb4OnPWkm29Z7WQpfcCURbPSmsQkm2tKDrnOEZ4brH4SkJ75oMrj4iRaU4IZkRNcHniCFzCBAQBF6fKlAxDwCwkmIDIHAR5uE5mZh1wAhGwsFrACJDKb4wBoyiNTGe0gi9U2K3fKppXRBt3IbxWYZORGXvcguk/6nHDCCcXHVM213L/oxffNN99ckP7ss88u5lNWCrm3COa+G0nbqn5l/X2beE0JVrDksRe/wAW4AAYkiOBaunPATgvEXUME+Y7AnyO4l7KuRXLSyjlmaHQ/pbkmR9CGd2F+rHnccccVCwpAnWDTDh3pk2lzPZonpSvnnrhu5HolceKJJxbfVbz++usLvfTBLbfcEq5ZI4sz/kghy25woYP7FRE3B4S56lbW27fJ5fk0JZgRN5eZAcV+O0cuEJD5IwnOLUkDdRIM4gDSooRgdAdWZPzc5z5XgBTQGonnWp3dA5mNBJOvrDmQd3HeH3HLEBC53Bhi030+QOi+kMyRPMH7qn/4h38otn1pyxzUuzf3x91DRLq4pivypZUzkNAtLfd86FjK2DfJ1pRgjWAHfhHguUgAbR6RK3HOG4MyQIkcQAcEyn72s58t6nPzgCxJ4TzbQEb1EbAxaLuRxNxHwFVWUE+bQD8fACYHQcj3aQSDiTkmgn3hC18otobRRzkrgoJrbYvu1z0gmJiWS14StiTHvkmO+XguTQkGWACzu2VxnaAuUPXYf9IQL+sBmNE63SzFbC1CxnTlgC3Bl7KQspFI0tURs40kYerRKBMp5sOC0R+BWSd/XonudmyY+7FSSKJM6u+huFdt08G9OZIhTzqSKZ9p8/EgSxn7JkmbEiwBASgZAUS6aNRO8mS+ozxzFUcAy1FcXUvbrBeCAJoywAasSJf1EEaeMsoroz5Aq6tcgpV8+Y7KqjcfoHNv2he4wdol38IH+ambe0Z07rRfNBtkUt8kmLKia3XpOh86ljL2TXJ5Lk0JBsCiwgkUwAEUaUDSGJVVztzDqJ9llZdn1PfuCnBTNqKok2BWx3m2qZw2gDjlZlllAB4xpTkqk6SV30pEKMTn4roHllUgk550d65NxKera9ZXGn2yrGOek1USrLVnk/25Lx+bEgyI3ADgAC2QA0eSDUhcAxOgKwd0SQh1XLN0AIgEiOecDOBNUGpHujpkudZedqD0Rh2061o+4JsHuWZFALuxbsr4aY90JEukJ6K5By6yvqFnWjWy3bc0batLH+VEeUlI1/T/afUpyy8uUha/aL5x1cboHbIyV93198H8jeb+wak/kgAICxWBERDJ51YBIdIBErIBaisxgU2e8ySL9hCmFdll3daezWLov/SGctCEoRzAYakZL9pueqCn+CaHXzT7G83+wmWtv7f46I0/gr7QIyaFL7/88uInL/nTFyt0+YFOe/paiZbx/ZTGCmCeewHs458+GtmK7LJua89mMfQf7MAjrOSHbb1/de5nW8340bb8ob645Pp745qb74qzzz4nzjrt5Dj1lK/HWcvOjDOWnRPAuJCRon5nRlGBS8WNYsWctxrJJS/dUFaRlZSe7mirbZT1W39O+2ofslywY/oBk6wuXa0l+E1hM24Uc7DrVzwaPjzqmxwxabfEeEzGzvivb0QV2F+Q/4DdokeSwL5CN8CySeM+thLT3dRR2UFkm0dppxXZZd3Wns1i6D/kMsdOSwUzFrDgh5fVLLT9YFVH+OjNSJacHI+J8eEYHR+J+vBIMS8yN1qoqFm/4OXXAj6fVjBSWBhxg61EHaNTsoPSb9aW1wCtyC7rtvZsFkP/5aBsMHCe8y8LdfagNuNFmz/+4MOjvobhs20TI4MxOjLwM7NgyOQ3XUYFHW5rlYmlm5kPC5akJc854hp9mHwj02IYRUsd956lhEmDsumEI2wamOHI9KZZaLvirk3Fp7MbLVhMjsXYxGj4Nn1uXVqoI8VNdgEekIDejXAdWZ5Wow5KC+aItNxF0T21Kr+s3/oz2pf70MAMm/DCC8of/Eq3cNaMF2033t8dt6zdEvUJO9bHf2IO1kxAq/lGAN/VoDz3EAFMIJEtFyPSvWvlyHqp72HqMFaM1WxFZll34VeZ93YfwwurBZsGf+cwSi8LHM3w33b92s5iDubLGsU3PyfHY3Ln6M/URaQokyu6EcqzPEjWagezhkYbIxDTjlx+RsJyCnxpZRBQmg7UrrTUSTn1fLYgSe/FNn+cbGn0RlrXgvmj+uRpQ9spV1nltJnuqvsk03070teDzAesriBdHenaFclSRzvqmxdoQ/2cZ9oUDQz0oZf2lCeLTOAhk94CmfqAjGzDNblk6Ct90urzWSz13beoj/SXPoHbZmG/JxjAAB+AAoYHKtgVn8G+QoDSeUly5wCERH4sCYBCkioJQL48HS5NOx4EACbAHe1PZDGR1LWQJAdc0V7HbJdMlpzOdHPUtvqph3a0T476SRIDiOC+6J5zBvcj+Dis8vrFzhRB2+6B/trgCiGre0JORCTfoCC6B20vFoK0qmdJsGn2HCIMYAAOIAKpn5v4jqH4uMc9Ln7xF38xHv/4xxdHaT//8z9f5AEgkD3xiU8srnUyEAIsEGY9dZ761KcWZZ7znOcUR+0gC2Jo+wlPeEKRbkOwdOAHXj/MJDOJ71zdJI1rZNAmiyPIB/hf/uVfjqc//ekFAbUhul9HOru3Zz/72UW77i/v+aCDDtp1nnr/0i/9UiFTfQOBiNj0oK++oKO2pWuDpWwVuIulfkmwaQgGHIAMkEZdHSUkoIHXOTACYFobaUAEYNIB1ojNEgF77phPd0xZdYAPyZ785CcXJFQ3we2oHBCTm5bM5xEQWaAn4iYZdicxq4Z0rEiWca1d4BfI9j4RSfL3cohOb18gVg9Z9Y267suRbvqDpSPPPUpznv0oX1A/f1Hgvvf3WBJsmocMiMALQI5cH2mA7Ah4AGakZxEASQBW5ZEhgSzdPCYBzTJmnmNaPucslXygBr6f+7mfK8omEckGXFFgEdM60E1wzYVDGLrmIJA6IrG2EImF8atuZQ0oSXYkFpVLgjtXN0lOnrYaCZltIBJS0Rfh6OH+yRf2d2Ll/ZUEm4ZgAA5wAIwsCRxfwxKAjpUw0gMeEPuYjg590pOeVKQ97WlPK445aiMAkCkvJonSIjlqE3HV0bZy2tF+znuAFXiRDNhZJ4FFE7RjABCUIcMgQL7PJbhmkXzVCzlYU20KCAEcv/ALv1CUUzZdOjJdZ1Re39DTAEIn52SRq3wOBOTKU0YfJQD392NJsGkIli4ZAAFFXieYzT0ATTqr4/zAAw8sAJqWpBGICTTEQUCEzHKIkyRM0AK4MklSpAJ0CxHAmiBGUtc5N6OvCLjaTIJxVS1SCKlXzuuSVJmOfNpGSMQhOwlIHl0ara56iG7wYBFzfoZkyuZCyMEHH1y0nfrt7+RyfyXBpiEYwAMIACNAWhvpCURgBSCk49al5XKuXLpizgHQUYerk4sXZHEDESrLAzxLppx8YAdsgHcEZBYtz5HcdQ4E2nDNfZOmviidu4YcLDA50rTlSD6CIH6mpYy0lFkOeHJ1kR65nE8+nZFUv8gTlM1+I2spkKsk2DTkagQPoAEJ8AEXoAIK8AMxNwghEFA5eVw6wHaONECbgHWuHFlcSmQ0oquvDEsBgEAu/ZnPfGYhB9ClZ12Apae2k2BJgtTLMd1MpKITOcjFyliJFFhGixtp0ciWZt5JJvnuk450onuSUzl9oUwORO6DbtJzsJCvHtnuWf5SiO5Z9Cz0i34r34M99jIVGIAGMFmzHIHT9QEaARABNy1ediS3DMHy/ZL0JArgKY+4yIQIzgEWmIGQ/HwfpSzrQIZ05VgID0+Q7pquSTDkYEkQivWUp1wOEtw/hOECCu7P8r0Bwrm6jUfn7slx96i+9twf3bSThKajPEcAc39LgVzu0T2LJcF2G1EBQhRyBdERIAXgARaAygWBnJeYN+lcQFJHQCDXQI1QjQDNOQsiJKgzH6DTQpDjYbFiACwgYM7H0spKMzhIT3nOU2eyyaUbMqR1oSPd1HUkL9uySEIWoroPOumfbFM6OQYB965vHJFeWUH72iRT3lKIJcGmedC58AAMAtCxIsALMEkAcykWgUUSAD/zLOEDFVICnHOgSvBqA8ABlRUhV750riTykvWMZzyjIKgy8pXTDn0AOK2hRQxuXIac52lfGe0jQurn4QtpJeniPrWNKKyodhrv17kgj0z6IBxyORe5mto0LxPU8SpAnnJ0zLL7+7Ek2DQEMzILAAZsCSaWgMWyoIEA8oEGKcypBOcAmEAGNOCWDuApl8XKMv4QX1rCnHelZQN6ARHoBcCAiVyCdtMq0CVlOgrapafASlkBTWskXX5as6yrrHt1H9qU7kU4/aWbsyGOgSNJB0z6KQcL9eRJo7Nr+um3/Z1YeX8lwaYhGJ/ZOyNWgoVBEiAWkxiAIy/9a6DMhQOjutVBUQBE4NLx6SKyMGQgEOB7GM61gZDKOVdXVNbob9lb+VxCd0SaAw44oCApokoD7iS98mSrnyRK0tHPfShDhnyESyuUOiIIndyvQDd5dKVTWiZzOPetHDKyjGmNzUnJTQDu78eSYNMQDAgAELCBDzkAxX5Eo3EuySdYgQ/gRGlpfQCRBQT2JCI5WQ8ABe1pC+BYjXww2pamXNYHZIFO6iC/+tww7SjP2qUcg0RajyS3xQz1LcCQ4V5TLwRVHnm4i2QjCCIZONy/+1SHDFGgBxKnhXcP7j1l5D2Tu78TK+8vn2M+O31driI+9pI2QQNYOkqnARvgJrjkWdzIxQRHczIABbYEk3o62XW6Tbkil6t66SImEBuvkQqoE+TkcO2Qgm4enOhaOYE7p02kootyLFvKT/fPfclDhszPtvOoTuM5C5WDDNLRiwXMdpFOm+TR1QCR1p4+CcD9/ahfxZJgu1kyhEAi4AAWRx1l3pNzoP0dHOX9tb7SWRJsN2IlqEqCtQ6u7MulfCwJVhJsybhre4PoJcFKgpUEmwYD80HIkmDTdG7pIpYuYkmwBfzoTUmwkmAlwUqCle7dNB7IfJBjPmSULuI0D6i0YKUFKwm2Fy2YkQkJvdz1ktUxd47Ly5evzr10zh0bti6p572a8s5zm5IdF14SZ5oXssp5Wausl83ezaVs5bxMBgS7JbzYtcXJezp5Xm6SrY6dHdLJpO98gKeU0XwQKi3YHC0YoAIx8uS+QOdAlzsWAB5hcoNv7lO0gwIhEUYeWYINtMCPEEkER2W87LbTQrBbIzcQa1N5ZModHPLUQTZbnBAUeZ1r07EkR3NyzEcflQSbI8EAG/iBGUUBokkAACAASURBVKFYkNxYm1YKkYBZniPysGSI6YgouSEXGQWWRlBekO8hCeT4SYr6gjp0QDDlWTvETX0cpbF42kNCwfl8gKeU0ZykJcHmSLDcTwiwLBiAI1SC3z5B19yyJALrAfT29SEC8CvDugC9On7YKN9eP0c79/OHnK7F3BOobTJYKzIQiNVCOPsbWTR6akN7gi8TP+tZzyoJNs1zn+9BoyTYNB2NKIAKwHvai5iWJd1CAEYk10iQX4NyjWQ53yILYcglXzssGevEeiGhoJ6AeLl5ODfTIpG2ECctngeZ56waHchWTlvksGTkI+98A6mUt2drVhJsjgQDVEAGWpaD+4c8gC3kXAo5EAPQ04ook5aH5UNW5Vk3lmj16tXFNVIqS65d+vmwEAsBkUZ5lkokH9DV8Qk5FlGgJ5KL2pJfEmLPhJjvfslnBiMGVM+o/LnKYz9LmcmCATjSeCACMviNFVAjVFoopPEDxCSkhQzldDiisF5kIAuLgyj5kxFEEOSxWiwP66dd7dNPXQ9RGbKkq6cd35JHYDKlqZ/u5XwDqZS3Z8KWBJujBUMgoxGQsxA5t2KJRPmIwMLlfEiZJE+SFzEQjWXJX0ojA9ksl3TnaYUcyVMG2ZQhV3tpnbibyNp4jXgGgdSzJMSeCTHf/VISbI4EA2xWiXUAbsBnqdKypOVgqZABsSxGCK7VV0a6uZNrASnIzPmWB668NriDrtNyaTMtoTQ/gERYBJeOZAie9dVFVlZsvoFUytszYUuCzZFggCzk56hZIW6cuVJaLvnArZOB3Xss9XwlCiCdIxirgmDcyyQdK4Rs6r7whS8sylr+N49CIHkI7oho2hG8NkAiH54hW1l15GuHjs5LQuyZEPPdLyXB5kgwoAVmgWVBDg8nXbCc67AsSCAd4JECwBFJ4LYlWbOO/D3F/NpU5nEp1ReQlyXUDlIJXmxrm16soqOg/nwDqZS3Z8KWBJsjwRBF5wEwcjnnxiGOPBYrSego318/cfQFKPnqIYTFCV9lksZysUhksYRcPWkid48LiizO1W10J7WrjohwiJR/pAIZtS3dsSTEngkx3/2ir0XP0WDLuyhXEWexipgWCzkQCPBZNCQBetaEZUMM6TpXQEjA1+EeprrcQ1bHg3BEMPKQzLyNPPXNy+TnPI88cpCNFSQbufIDPPLVV55rmJ9ko9N8A6mUt2fClgSbowUDXhYEOczDfKYtXTyrfL55uPtXoxBLhzsiCkKYKyEPgDrKExAGQRFDkMfFRBgylM9v3pOD6AhpoUV+zg2dI6CQsrRREmLPhJjvftH/YmnBdiMaSwTUQItEjjrKnIfVWblyZUEw5YAbeBEg67FCSRz1BA+PNQHwdOXUkZbzOFaGu4iA6juyXOoiChdDG4KH5qW0oD2ktIOEvoJvOGqbfO2Rp35JsJ8NuTwz/S+WBPspCQbA5ltJBNYMyXK+pXMBXccqw1Klawbg5ktJQC4kAif5HNVjmbiHQv71SkTxwBBKvoB4udhBp3xPRg4y5gPWLiub7dKxjAvbByXBpgFZWqLpLFgzYCICEgE8q4F8lvIRgevYLB8ZZopeMrNY2rBwgZBks6YIRO/GF9c2ESMiHUqCLSypGrFREmyBCMa6sGA572Hh8kUzi9UsHylnirmxF4HJFnI100Nl+Vg5OrBkaSXlIVkjCMrzhSNcSbAFIhjQmlexGsjkGilcm3c1y1dnpkgGAtlz6CEiEsuUshFKQHAEE5BRHeQrSbVwpGrs25JgC0Qw1or7xgpx5dLKcA1dN8vn4s0U1SfLnM8cj3uoDS4i+axUWjDurvLcSOmOjSAozxeObCXBFohgyMF6ADfgIwFLAsxCs/x8MNMdySALWZAYcRy1qY42rSIKSMei0UVEwJJUC0eqxr7N5+c58TA8o/JF8yxeNDd24p7OAbsR7NwzVoZV0dHN8meyXvK4hNxNZCE751Xa5Jqynh6u9uQjt4crIPuedC7T5p90JcEWyIIhACKwGIDrCPSsCcDPJl+Z6SIZ3ENRO/kgtaMOl1BbovYRzFI/cssvyTT/ZNpTn+ZzKS3YbkQDVGBMa5EgZoWAek+d2ZhmfmTBIQkizyofq8N9a5bfKGtP5whDP/rQzbnFC7qxWqyYd29IrU0P2kNOy7YnmWXa/JOuJNhuxEqQNSMYMHO5gBuAvUTO33D5WUkCHqARS3BUTj0unfdXyuUihTL5QppMdclHRkeRS4igiMQiOXqILJpVR6QmU2S9yFYfuXLpXn0REd2vthzVZ/lyIUS6IE1eyiA3VykRXTkDCZlJ5OzHpX4sCTZHgrEcSUKdyGIAXQJUHnADPsACKDBKl5akUxcZkOmee+4pAJ3L6Gnl1CcLwB3TxUPUJDo50qVpSzsI70iOoA3kR3I6ICzZSEC26D7cmzRtITyZOVCoK19ALD+JUYcsW7xS3lInVt5/SbA5EgzAkmQsQY7oRnGgBlaAB1KdDIB2ZiATEDpHDmWTYKwRC4UgtjSRT04CPkmprsUMIRc1AJ8sugC+NoXUQV31fLLNMTcmI5o6dNCOQUD7ZIi+43HwwQcXddR7znOeU5Shl3dw7ss3RhBXaLSMCbKlfCwJNkeCIQdwJpCBSBpAAqKYf8PYC2YAdp1gtl8w52gALR1YWYqUA+yATDaiIpAd9EDOKslnMcnmbiaxWBRtsjz0S13IJYtM9Rz9CoBeyEWfrMMN1B7d7Mx3TT/1WaocUBx/5Vd+pdABifWJOsqVsdzsOy0I0rIAFSvgCKyAmPMeacANrEZuQBaAVJkc1QEXQeQDOXnO1UlXDTkQxnXuISRLefIFpCI320ngk0dfwTEtHT2UZTHpjbzAr3y2Tb485ZSnpzTXfleWg0T+lkz6s5/97CLffdFJGv3ppn4SsSRYSbA5EyznNSwP65EE8jMWRAHWtDLcOGWe/OQnFyTgBrJ0yCkiRc6LWBWAlW6DLrIgBACLgnzRZ9nMgdLqqUMfhELUBD+Lhlj0SkIpyyq5RjZunvmW9tOt0a58wf3QRVmEp4v7kO5TBtoy59MGHUpyTVnw7Ev9qs/1V/mieZYvmnWYkKAz2gvAB9DS08roWKQQgN+5ER/5EAIoEUG6egDKsvh9l2t1kFga91IAaCQBbulJGHW1J5BLph9iIoQHrR35jdYyrZ4yyE4WIqU19QPSPEdoAwT3kmxRUAegELMkWEmwGUHQzEUEQlbJCK8sUAEagAExMiAgMCbo5CuPUMAK4ICuTJJOPbLIQFKy1XNEpHQRnaurbLqxAI6wrIjy2kod0sKmy0cmFxCJ6CeYt5FBtqis+tqkC9JoS13n6ibZ6K9P0qqVBCsJ1hLBgNccBPBYLMAEvAQsq8PlAmwAZmHyAzSsiVU81gVAATNJlAQEalYFoBFSPrCTx3o0AzCdktzATw7iGRRYMLJck+ec3q7l0SGJjcCITB49EZ8uGbmWLOr9999fkFR5+jbTb6nke/aiftPP+rJ0EWfhIiYIkcRor/OATgBagBXkASuwy1c+CaXjWZz8u2HpMnoYAJ0PhGUBfsEDIqcZQNXNpXhuJlIjQn76Lb8X4oeb5CGKY7bFEqW15B7Ky+h+BMSlp3TBufrym+m3VPJLgk2znAwkQJrul6POYokAzzWAOReM3ICGeMogEmuBTMrmyM/iiQlKVlA5ZYAa8JAIoXLOY3FENJ+Th8CzASi9EBzZtZfAJ4N+dEI65E+SazeJ7V7cl0FAUF67ypv/kSOQ7T7Jz3udjX5LoUxJsDkSDNgQKec8gAVo0jMYzYFQHncxv+ibBLOM7wEIgCxkXsrKxQeARjgLC4DfDJxI4n2Vtrmr+R177dFRei6qILagDXkILA1psn36JOGdI7yje6R7tpPuaDP9lkp+SbA5EgzIBcCyJxBYuWG5XcoL4XSxABNwuWysEKsF8NKAWB2W5sEHH4znPve5hcVBEDKzDXUQGjABuxlA1c+ALOrQh7X00JEIeaQLdOHisWD0SSvtPpWRxkIJ2bZ7N2gYFMiVTk/ys8xSP5YEmyPBAMmIzzoICTBzGzHnPUgBtPLNZQBfRMacnwG2hQEBmLlgQEu292rKK+saEZCzGXBZFRYSuVhRchGEa0h3srTBEjm6l3Qb6ZHWrJGAypFLh/zKFdfSvSIsMua8rJl+SyW/JNgcCWZEB/y0QEAJoIALZFxHgATGXPBIkAOjuQ8LAvTIhQiOyJauGBAKZMpLt8yKZTOAsn7KsDKCthGNPtqVniuf9AQEgeVN6+we3KO67o1MepIhrFmzpiCXe9AfBhL9oZ1m+i2V/JJgcyQYgAEg4CMMAKaFkCYCkXTBXAVQlQVo5wLyuVYX6EV1pOVKX64GJvCBvBlA6Saki5dzQRYIEehBJ0v+gjlikg4otI/Y0sjI92dcQrqLrLDBRDnyDQ4srTrN9Fsq+SXB5kiwpQKQ8j5b27RcEqwkWGltpsHAfAwuJcGm6Vwum/kHdyeXoXWWRQsrbPPR+aWM1qzDYui/kmAlwcrBYhoMzAeBS4JN07mlBdv/rct8EKiZjJJgJcFKCzYNBpqRZzb5JcGm6dzSgpUWbDYEalamJFhJsNKCTYOBZuSZTX5JsGk6t5kFs5vB7gU7F6wqevnr3ItXeXZJeEHrha98K5FeKnvJ68WsFUove5W1jcpqpeDlrzLyPUDpZNl94WHlS2F52a4X02TaaaG93FFBP9uiXKtPHzp6ITwbcJRlWrfiJcHmSDAEEOxcyN0LiCLIs+UoN+sikb19dkEgrqV++/eAXlm7PhAQuYSUg7TIgShkIdqKFSuKj84gC8J6gMiVspLMiI5MyGeXhiANaezCKMnTOnlm04clweZIMIAHfKC1ORfIczsRAPvyEiIhiW1EiCUd6PMceZw7IhgSCsqJPnrjIdq2hEzaYfXkSVdHSGsnXzn59i3aBuUawUUPGxHlzQYcZZnWSVgSbI4ES2vDhRP9ZB7AkzBA77dbrgXl7YJ3jTD2F7JcdqWzRgjK+iAHMghcuSQTS+RhIbQ9gLmXEIG1Lx1R7dh3ra4y2iFfu45cxpRZEqh1AjXrw5JgcyQYAiAHUCchkMo1y4UQgAzkvoArcAvVSSKlBQJ6bpyHxY1Un9Xzg0lWjFwWUz755Hpw6iWZyPfzFBuEkUk+a6Us8kpzzPrNgFHmzw/5SoLNkWAACLSIwe0zb8rd9TrVfMlnqpFPWSQBdnUQK88RkUVDKt/LcC2kS6e8siyVuZ5yvp/BYolkkY3I0umhLDIJynNdlZNOF1auJND8EKhZP5YEmyPBAJYlAuT8aQiQIwvrk4TSwWnpnve85xXnyOeTacqYIwlp8ZI0Hhw3j3xuHplJPoTj7gnytZntOSdfPkI65s9e8qcmfovWDBhl/vwQsCTYHAkG/AJgi66RzsICAogCAvkMQKYl+F0jjciVM39jaXJRAjHM0RBOWeQFeoRyrU1WjsVKUkmXRg9luY/pjnInEa50EeeHOLMdgEqCzZFgwAvYrApyIQOAc8mQwANAEkedjCAsh7wkonppwaSpjwTcwqyvjMUR9RBRUE49ZJXOgnJTrQ5merP68su48H1QEmwaoAE5K4FIwO+osxCIVQDOdNlYn5zrIEDOjyxMqJcLH4ghIJFz8hDEtfmRRRCkUQdhpJGhbC7vI61rlg+Z1q5dW5RJgpIvvVn9klwLTy59XBJsjgQDaO4YEjp3BHwrf67TbfOuTEAI39qQx13LeRByiUkMMhAUuRDXNSIjdS6oWKbXNvJlQHByfD0YCZvVLwlWEiyxM+3RJ4hZGtFIATRpcVoFUDMLpp1GcrlGBkHbXEYgRywWDOgRw1I6kimLQCyYthBImVyWV8c9cfvkk4dQLBaiWjiRj8i5epluKvnN6rfaP2X92RG0tGBztGCsDHADM3cMoNOKIY/I5UOQJJ5l9AS/nR52biAWEtoC5ZjkSxmArB1k1YZz1g+ZcjBBUulcQ3O9/EgOGdPVLwkyO4K02k8lweZIMNaEZUEIrlu6eUgG/ACPMHZwmFc1vvRNS6N+fn03zTSSIBLyII663L+0mDkn0668fO+FqBZElGMJm9VvFThl/dkRtCTYHAkG9AgEzEgF+OZbLA3gc/+4g4J8ZMk5mDmVd1NIoB7CsYg2CKunPLKQg7xJOKQCbJaJpSIfsTxEMuSRKTarXxJkdgRptZ9Kgs2RYECMXBYbPAQdmfsTzY9YIkE664VIQI88iJkLF7mNSnqSQx1llCdfWW4ogmWa9NQBeVnQdFPp06x+q8Ap68+OoIuWYBM7I846+5yo1nqjWu+Kam17DAwCpsWHSvT2D7QWOzui2tdbxN6eqb8/zO3Lv0JSAmx2AFvq/bRoCTYZEcvOOS8q1e7o6dsRXb0d0VuZ+rputVqLvkpPS7G/WomBen84siBcMJ2VVmqpA6e8/9kNMIuaYKefcVb0VLqjNtAX/fVqVKp9UasPxtDweAz2V1qK3C9ulqP5EZfMooQlce5eCbDZAWyp99OiJRgX8eRTTotKX38Mj09EbWg4Ororsa2zN9q7KtFV6W8pbu+uRE+1HgODw9HZ1RO9lal5lrlVSbCSXLMdOBYtwSwgnHHm2dFXHYj+gdHo6O6PdRu2xdr1W4q4fO3GaCU+vKkjNnd0RW14PCq1wejp7SsWNVizmCy/7DtbgC31couYYDtj2bJzo9I3EO2dtVi/uTfWb63Elp7B2No7FNuGo6W4btP2uP/RbdFdGylIxoKZi+3Y3h4RpYu41Ikz2/tftASbmBiLc889P/r6hmPTtmo8tLEv2is7o7ozorIzorM+0VLcXBmOFes2xZbuWtRHJqKvPvRfBCstWDkHneb1zu7EW7QEGxkdiPPPvzDq9Z2xYXM17nukJzZ1jkV7fTJ+1FUv5mbmZ3OO4xF3r9sUj2ztiurwzugfHClcxM4dHREToyXAZgmw3QG31K4XLcEixsJm3576aGzuHoy77tsYlcGIWv9wDPTVY1v/xmjvq8aoPzA+OBXrQxEbt3XFwER/9FYjtvRsjsEYiEcejejtiegbGI6ege3RUx2P2uBY3LbyodjcH9HZPxGVnt4Yr1dj68ZNMf7YL4ltvBWAJl8Y5z7A/OFl/prYLg57CO3CsD/R6iSX09GuDEcvjHO3hvryvcy2+965+Z+XybnHcCawWvVUz1YqL7GtgGrDuzz1pdmNYieIo0C2NuigHH2yTWlWVb3wdlQnt3G5n9SbHLJn0m0p5e23BOutDcbYZMRDP9oR27uHoqNrMB7d2BMTkxFbOjqjpx7RW4/4x09+Jb7y1e/G2ETEQxs2xESMx/auelOCeS9mWxOwALGwatWqAsSArGOVAURl7OYATGQCWt/FyJ+yyPfH0RPUQIyY6iYppCEbUM+GYMrmbhKApwtZdpn4hTV5dKRLbutKoiGdcO+99xYkJcvA4T6LeeiOHbteWyAhfZSxTQzRHJcSiWa61/2WYOOjEZs32+0+FJOTEaMTUaw2dleGo78WsbWnHnfdOxqHvPiv4ntX3xf9w4Oxdce2qA/5keREU4IBI3DZumTkBzCBpQBaEZlYEg8gN+PKZ1mAElmQTBmAVx4J5YlI4VodD0pbaYFmeqiZRwd1XecggLi2VZFPnoCISEgP7XjXp27mIQyCCZlOd4NG3os+0I6jkDos9eN+S7AdWyNqtYHgSj78yMYijsVQtHfuCN/r3NZXj/e855vxZ3/yzRjdGdE9sDkGx4aifdtADA81JxhrAPy5udfIDnBIgnj5vkw6kDkKq1evLsgI4Eb7tCzyyQP0/H7iAQccUMhUn4vp5y9JvmbAJRdplSOTxVSX3tpFsnRflfNuz89nHNO1VNfAgTTqu1ckREz3qDzCy8tBxn3Lb6bfUsnfbwnWvtFMqR4dnQ/GwEBMuYbdD8X2/o7Ytj3ihh9uiIN/9YPxvcsjOnomYjR6i5fJ9WpEX2+tqQUDUsAEZGAxsgMv4LEAAnCmZZCfo79yfljpiJQACbjIiQRpBaUjAZnayH2Q0poBVLtk+XoV65M/p0GEtJhIDQBJNEc6Iw4LhVACfchyr8prOy02C2xASAupfLrFzXRcCvn7LcEGqhHVwY3x6La14dPsXT0R1fF69E3UY0N7xDv+7P+P//03Z0R7V8T6LT0xMDoY7e19MdgfMVDtnxXBEAZwEQFZgBKwXfspCSBLB2ojfbp7wAqQ0lgLZAU26YKfqJgXSQdk6eSSYy+k62bgJEfbLBJiIgm9EvwGB/nSyEIe7SWZ6Uc3urCegKJd9Vw7Fw888MDimHrnINBMv6WSv98SzKpgZXBr1EdH44PvvzJe/4bj4/7NA+FD1l87fUM8/wVHxU139UTXaC3qOyM6tk9EtTeiu7MnJkYGmxLMnArgATF/wwVw3LoEX7p0jWnyAFRMy4J40slCBCBHXmBGMCRQFmEFZZsB1G/LyBLUF5LwiM3yJMkMDFy7/P2ac3nKIbZPgLN22pWHjK6VYYHdH+IiJCtM92b6LZX8/ZZgPd0R2ypbY1v3zjjhuOE48BnHxQf+6axYfl9fHPGWb8Q7/9/bY4vFjpFV0VHti97uiFolYqjWF8O1SlOCcZ8QC3hZAmBDDCN+WgaABkbAlIeUAJuWSVpaliQPCyUtrZpzD8m1c/nmPM0AijTKabvxj1JwGaUhbL42cC3dB3PIpzM9tWsgcD8IRQdfH+ZC5qBCJ7IMDllO/Wb6LZX8/ZZg7YProz4WsbEnYsdENf7gXcfGk59yXjzvBZfHQa88Mm5b1R4Pba5FV30iKvXh6KvWor+/HvXqcAxURpoSrBlAEA9plANgwSgPhNKy4wFUGvAiqfkbywjgu5NDnWbtZr62ua+IwUJKd43U3rFJMxho33njnIolMoBwL+nAKrFmjghHpvL0dM6CKe8+cq6Xeiz1Yz5nz8Mz1dfe3zYLbdev7Yzl920NX0Avvh42OR6TO0djMnbG1FuUZiJazZ/5RXPPyLbYsiMK/e55dFXcvnYwXvCCc+JJT/1yvPvjZ8TDm4eKrVV9I+ZqowXB/I6s1jcU9d7hlgmmM9OVMuq7BlyABGojPkIhomtg5X45pkWRDsgeiry0SMo0Ay652kOMJDA53DckYeGk01E72RaCAAULlQNDLttnm9LVzVcMrsnLxZ2VK1c21S9l7e/H/ZZglYEd0b4deSI2924siHb0UevjV1/wb3HNHeujsxZRGYroG5qM3tpQ8dOUat9A1KqDUe0daJlggAtwSASAiIIkRjKd7igigCPrJigL3NLVZ9kQyjUSAKQyswEm0CtLBsIJXmibU9GFHuQgvTaQj9VSXj3prJygnHwy6cJqKec+83N0yqmT5Wej4/5eZr8lWLXWFz1dETu6RmM8RmJjRzXWPRjx75/+XnT7jVf/RHT1j8eOvuHorAxET99AVPsHo786GH2V5js5mgED0JThkrE8wCgAKbAjHmsBoI5AywXjviWQEQqgLSSQ5ZzVeP7zn19cz6QDQiOt+RcCs6AetqAthCKPJVKODtqnl3xlych5Ip3yHpQ1DxPogIzuQx2WGXln0m0p5e23BBsYGIquztEYHY3o7O6Inmp/GFw3bBqM+lg9uvoGY0dvPbb31KK7MhiV/qGp2Fcv3oc124vYDCQAnS4gAAKkRQ5gBmQkcwR0gHQOwMCbfywCuBGKRfOgyLEyKa1Z+wl+76gQhmztIz7LSLZPxolpMdWx+siVpJegLt25mwgnykMoshDPXkQy3C+CCc30Wyr5+y3BWKNBm38HJ2Pj1o5iXtjRWYm+2nDUh4eiUqtHd19tynLVx6J/YDx6q4PR3VeN7r7mq4jNAAKkygCoP1uEOCyR67QKrAewAi0CcM+k3X333bsWGJDKah8ZltGVZ5GatY/A2vKA810VV468XElEZH/DTJo/bUQ/srWB9CIrKjhHphw03A9dlVef/jlAqN9Mv6WSv98SzGbf/qHR2Lq9Gv2DEdWB4egfqkZ7py9QTUbfQDV6qn27CNZXG4/OSi26/O3jgeY7OZoBBBgRSTm77p0LQMy6sSZW3pJg8uXlXCl352c5Vse5uil3Jh2Q1XxLWQ9ZYHFYP6RhMZHEsjwd0uUz53ItIKg6junKIhgdlEEo1+Q553IaLNzDTLotpbz9lmADE5PxwIZHo3dgLGqDEY9sbI++oUqMTOyM9o6x4mtUXT3d0dlbjd7qaNgEvL2nGt39/VEfbf6iuRlIAJS7BHgCoAIecAI3UAKpMtwr8jwMaUAOuMAK3FmeVWQxWJNm7ctXlkxtkoNQgqM0hJCufdfK00saXZ0LyJf3gfjIJj8JZaBAfgOEoM3Z6LcUyixagk2ODsa3L7mo+CDNpvbO4lMBa7f0xYb+iE3DEY/0txZXPbw1Hm2vFosgteGdMTA4Gp3bd0SlqzNicrwEUPmDyxkxYHAygBgM0/MwKBkkzzzzzGIgmum/vf4ebHJsOC6+6JvF6DswMh7bq8Ox8qHNcfPKh+Pau9fF8vu3tBQf3NAZmzprsb0yVMzb+mtDsb29I7o62iMe2ydoVC9j2Qd7woD5qYhgvJJ0tXkjy5Ytm4lbRd7eJ9jO8TjppJOm3J+KuVVP8S6ruzoQo5NREA7p5hot31cGd0Z1cDzqQ+MxMjIWfb2V6OvuihgfK0Yio1EZyz7YEwaQjsvNaiEat1wa9/u0007b9wlGwzPOOKO4CSbYF3hHR4aio31r9HZ2FDeVo8hcjvlubEd3Nbq6zSlq0bWjM3Zsa49639Qf3DNvKWPZB3vCgLmXuSrrlQtBzhHurLPO2vcJVnw6e9myqQl4b3d0b99WfIymv2fH1GZdX/xtIQ4OjcXwyESxPxG5RofHYrA+ENVKX4wNDZeWq7TeM2KAa5gWC6lcI50FoUsvvXTfJ5jR4bzzzovLLrssvnnh+XHySV+PC84/N5adcWpceO7Zcc6ys1qKZ595Vpx3zrlx5ulnxOmnnlacn7vsP/lKuQAAAMBJREFUnOJaug2bZSz7YDoMXHjhhSFecMEFhcVitS6++OK46KKL4mtf+9q+TzAaMs2WmIWdkxGs2sjoeBGdtxTHRiMmd0bsnIjJsfFdwibyvGkXlQWWeg94jWEHTO5y+Wn6Y68vcvi6ruCFKiINjk4UHwj1oQCfanNsJcbY8BTBkGx8bBfBxkcfO/9peqssu+R6AC5z8G+8eZ7XbMI+QLDZqFmWKXtgcfZASbDF+dxKrRdJD5QEWyQPqlRzcfbA/wXSvfIOOygu3wAAAABJRU5ErkJggg==)" ] }, { "cell_type": "markdown", "metadata": { "id": "cRFQMXQOWLSy" }, "source": [ "02. 입력창에\n", "\n", " **자료={85, 95, 90, 95, 85, 95, 100, 90}**\n", "\n", " 입력하여 자료라는 리스트를 만든다.\n", "\n", " \n", "\n", "03. 입력창에\n", "\n", " **정렬자료=정렬[자료]**\n", "\n", " 입력하여 자료를 오름차순으로 정렬한 정렬자료라는 리스트를 만든다.\n", "\n", " \n", "\n", "04. 입력창에\n", "\n", " **반복제거된정렬자료=반복원소제거[정렬자료]**\n", "\n", " 입력하여 반복제거된정렬자료라는 리스트를 만든다.\n", "\n", " \n", "\n", "05. 입력창에\n", "\n", " **반복제거된정렬자료전체개수=세기조건[x==x, 반복제거된정렬자료]**\n", "\n", " 입력하여 반복제거정렬자료전체수라는 수를 만든다.\n", "\n", " \n", "\n", "06. 입력창에\n", "\n", " **각값의도수=수열[세기조건[x==원소[반복제거된정렬자료,t],자료],t,1,반복제거된정렬자료전체개수]**\n", "\n", " 입력하여 e각값의도수라는 리스트를 만든다.\n", "\n", " \n", "\n", "07. 입력창에\n", "\n", " **도수의최댓값=최댓값[각값의도수]**\n", "\n", " 입력하여 도수의최댓값이라는 수를 만든다.\n", "\n", " \n", "\n", "08. 입력창에\n", "\n", " **최댓값도수를가지는자료=미정의삭제[수열[조건[원소[각값의도수,t]==도수의최댓값,원소[반복제거된정렬자료,t]],t,1,반복제거된정렬자료전체개수]]**\n", "\n", " 입력하여 최댓값도수를가지는자료라는 리스트를 만든다.\n", "\n", " \n", "\n", "09. 입력창에\n", "\n", " **판단1=조건[최댓값도수를가지는자료==반복제거된정렬자료,\"최댓값도수를가지는자료와 반복제거된정렬자료가 같으므로\",\"최댓값도수를가지는자료와 반복제거된정렬자료가 다르므로\"]**\n", "\n", " 입력하여 판단1이라는 텍스트를 만든다.\n", "\n", " \n", "\n", "10. 입력창에\n", "\n", " **판단2=조건[최댓값도수를가지는자료==반복제거된정렬자료,\"최빈값이 없다.\",최댓값도수를가지는자료 \"의 원소가 최빈값이다.\"]**\n", "\n", " 입력하여 판단2라는 텍스트를 만든다.\n", "\n", "\n", "\n", "11. 입력창에\n", "\n", " **자료평균=평균[자료]**\n", "\n", " 입력한다.\n", "\n", " \n", "\n", "12. 입력창에\n", "\n", " **Geogebra의최빈값함수=최빈값[자료]**" ] }, { "cell_type": "markdown", "metadata": { "id": "Iea-RiWZWNUw" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "mdzDjmfCWTbp" }, "source": [ "13. Goegebra에도 최빈값 함수가 있다. 하지만, 과정이 중요하므로 위와 같이 작성했으며\n", "\n", " Geogebra에서는 최빈값이 리스트로 나타난다.\n", "\n", " 그 이유는 최빈값의 정의에서 한 개 이상이 모두 최빈값이 되는 경우가 있기 때문일 것이다.\n", "\n", " 단, 자료의 값의 도수가 모두 같을 때는 정의에서는 최빈값이 없지만,\n", "\n", " Geogebra에서는 도수가 1보다 큰 수로 모두 같은 경우 최빈값 명령어를 사용하였을 때\n", "\n", " 모든 값이 최빈값으로 나오는 것을 주의 해야 한다. \n", "\n", "|Geogebra 입력|Geogebra 출력|최빈값|\n", "|------|---|---|\n", "|자료={2, 4, 3, 5, 2, 2} |\tGeogebra의최빈값함수={ 2 }|2|\n", "|자료={35, 20, 45, 45, 20, 35} |Geogebra의최빈값함수={ 20, 35, 45 }|없다|\n", "|자료={6, 7, 6, 8, 7 ,9}|Geogebra의최빈값함수={ 6, 7 }|6,7|\n", "\n", "ex)\n", "\n", "자료={44, 55, 77, 44, 55, 66, 55, 66}\n", "\n", "자료={125, 130, 110, 150, 140, 135, 115, 120}\n", "\n", "자료={20, 15,5, 10, 25, 30, 15, 10}\n" ] } ] }