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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8" />
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<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="author" content="Matt Defenderfer" />
<title>Lab-11-Repeated-Measures-ANOVA</title>
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yr6EIj+LzNj/mfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h/C/PkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn/pdpgHKNGrGIdkRK+KPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho+EIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA+q/j9m3LM/O7WJka4tSidVCjsvo2lQ/2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3/5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho/bcwQdeboqfQartuU3CsCf+cXkgYAqp/0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid/NIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A+TRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC+JE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW/WDHA60cYFaI/PjpzquUqdaYGcIq+mLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC+1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A+P/oFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E/vwOiKxRtCWsDM+eTHUrmwrCK5BIfMzGkD+0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3/kFutpQGNc3pCR7gvC4sgwbupDu3DyEN+W6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc+h1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0+bC5zgpGz7Io+mjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO/ENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn+3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif+pZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx/k3QgnAFSq27/2i4GEBA+UvTJKK/9eISNvG46Em5RZfjTYLdeD8kdXHyrwId/DQZUaMCY4gGbke2C8vfjgV/Y9kkRQOJIn/xM9INZSpiBnqX0Q9GlQPpPKAyO5y+W5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W/N6l54qOynCqD3DpWQ+mpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE+7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv/8lbTIkkYpqKM9VOhp65ktYk+Q46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI+ejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5+7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu+vtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY/iOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v+6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ/qDQK+bfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam+WpHG+0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3+J1eCBay8IYZ0wQRKGAqvCuZ/UgbQPyllosq+XtfKIZOzmeJqRazpmmoP/76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t/I4Jktu0XSgifO2ozFOiwd/0SssJDn0dn4xqk4GDTTKX73/wQyBLdqgJ+Wx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy/qqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh/wkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml/R4yrzow1Q2A5G+kzo/RhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj/UMMc34IBqTKLDTp76WzL/dMjCxK7MjhiGjeYAC/kj/jY/Rde7hpSM1xChrog6yZ7OWTuD56xBJnGFE+pT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G+9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36/dBySis4m9/DR8izaLJW6bWCkVgm5T+ius3ZXq4xI+GnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te/r4dPYMCl5qtiHNTn+TPbh1jCBHH+dMJNhwNgs3nT+OhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF+uRIWyXjQMAs2chdpaKPNaB+kSezYt0+CA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6/TzoA1/ZBG9bIUVHLAbi/kdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh+epgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF+zkJHIA7PwCDk1gGVmGUZSSoPhNf+Tklauz98QofOlCIQ/tCD4dosHYPqtPCXB3agggQQIqQJsSkB+qn0rkQ1toJjON/OtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU+TQ6NIw3ej+AtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb++W6Uk4q6F7/rg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK+EfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l+wM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l+DMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg+EWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb+Mw76Qy29iQ5up/X7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa/xnsMYcIO/vEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz/Chp/Vlpj2P7jJQmQRwGnltkTV5dbF9fE3/fxoSqTROgq9wFUlbuYzYcasE0ouzBo+dDCDzxKAfhbAZYxQiHrLzV2iVexnDX/QnT1fsT/xuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR+CtGdkPwYN2o7DOw/VGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO/f9Qua+pDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD/prQ84B1pVGkIpVUAHCG+iz3Bn3qm2AVrYcYWhock4jso5+J7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk+UILT7+VoX5mdxxA5fS42gISQVi/HTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8/6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk/wdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt+Su9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ/BfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk/gc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B//lHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO+CvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd/p1gi/07h8qfwHrByuSxglc9cI4QIg2oqvC/qm0i7tjPLTgDhoWTAKDO2ONW5oe+/eKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2/j4ODUwRkqrtBBCrDsDpt8jhZdXoy/1BCqw3sSGhgGGy0a5Jw6BP/TExoCmNFYjZl248A0osgPyGEmRA+fAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd/ocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE/EZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ/Ugd/JZQK8lvAm43uDRAbyW8gZ+ZGq0EVerVGUKUSm/Idn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ+QATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm+oOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724+zUQ7+vkCpZB+pGA562hYQiDxHVWOq0oDQl/QsoiY+cuI7iWq/ZIBtHcXJ7kks+h2fCNUPA82BzjnqktNts+RLdk1VSu+tqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy/44XYXdI5noQoRcvjZ1RMPACRqYg2V1+OwOepcOknRLLFdYgTkT5UApt/JhLM3jeFYprZV+Zow2g8fP+U68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr/A1SY9dXFz4RjzoU9ExfJCmx/I9FKEGT3n2cmzl2X42L3Jh+AbQq6sA+Ss1kitoa4TAYgKHaoybHUDJ51oETdeI/9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB+Un44zExFE4vLytcu5NwpWrUxO/0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL+BDqMyaN3RJPh/anbx+Iv+qgQdAa3M9Z5JmvYlh4qop+Ho1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs+gs37sFvi0PPVvA5dnCBgILTwoKd/+DoL9F6inlM7H4rOTzD79KJgKlZO/Zgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno+gBoKVXgIL/VI8dB1O5o/R3Suez/gD7M781ShjKpIIORM/nxG+jjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4/QftDbEn+AucIr1oxrLabRj9q4ae0+fXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd+eNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz/6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT+mAUmiYbV3YQVqFVp9dorv+TsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp+xJyYLv1OsxQCZwTB4a8BZ/5EdxTBJthApqyfd9u3ifr/WILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj/qn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9+W8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4/YtowhEmTs0vrvlD/CrisnoBNDAcUi/teY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O/4DcgV/dZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk+tgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb/n7qwhvGnrHuf5bX6Vh/n3xffU3PeHdR+FA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E+YbfL0adwNtHP7dT7t7b46DVZIkzaRJOM+S6KcrzYVg+T3wSRFRQashjfU18NutrKa/7PXbtuJvpIjbgPeqd+pjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir/8tNXJ/OsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG+FZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx/GdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD/Qi/EmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4/asthNMK5UQKCOhU97oaOYNGsTah+jfCKsZnTRn5TbhFX8ghg8CBYt/BjeYYYUrtUZ5jVij/op7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM+3SW6Opll/wgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy+QbSKVJcqkia+GvDefFwMOmgnD7h81TUtMn+mRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d/QK7Cr4uoCeOQ7/8JfKT77KiDzLImESHw/0wf73QeHu74hxv7uihi4fTX+XEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo/oVH5ww5OzLFsiTPDns7fS6EURSSWd/92BxMYQ8sBaH+j+wthQPdVgDGpTfi+JQIWMD8xKqULliRH01rTeyF8x8q/GBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE+/7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV/yTDRRP8Y2ww5RO6d2D94o+6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt+kqdae76ViWe3STan69yaF9+fESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw/A1zEdjWquIsQXXGIVEH0thC5M+W9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF+RVmI8L4HUYk4x+67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8/p5qIQrEo/H+1l/0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud+tJUfdaZ4CWNijzZtlRa8+CkmO/EwHYfPZFU/hzjFWH7vnzHRMo+aF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce/+/9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs/GWJS6SwEN/ULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e+G2zor8l+YaMxSEomDdLHGcD6YVQPegTaA74H8+V4WvJkFUrjMLGLlvSZQWvi8/QA7yzQ8GPno//5SJHRP/OqKObPCo81s/+6WgLqykYpGAgQZhVDEBPXWgU/WzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M+GWn6ASobIWC+LbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg/kpf3+CnAXKiMgIE8Jk/Mhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo+RJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B+SkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE+VMd3b1fhCynD0pQNhCG6/WCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp/YbHjo++7/Wj8S4YNa+ZdqAw1hDrKWFXv9+zaXpf8ZTDSbiqsxnwN/CzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m/NCW/HILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO+5EJ7Z6bCiRoPedRZ/P0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn/LvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl+11PoFYnNv2HwAODeNRkHj+8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij+bsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur/eWHjiB7SOVdqMAVmpBvfRiebsFjger7DC+8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l+kXRZ0KLZaGsFSIdQz/HXDxf3/TE30+DgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH+RptvRMVRaahu4cySjS3P5wxAUCPkmn+rhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik/zbrTQk5KmgxCg/f45L0jywebOWUYFJQAJia7XzCV0x89rpp/f3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl+5tfUWZNwBpEPXghzbBggYCw/dhy0ntds2yeHCDKkF/YxQjNIL/F/37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD+qNOhwMlfARQUdJ2tUX+MNJqOwIciWalZsmEjt07tfa8ma4cji9sqz+Q9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe+jGDiNJQLWnfx+drTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf/bkvo8PLVBsZl152y5S8+HRDfZIMCbYZ1WDp4yrdchOJw8k6R+/2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB+M4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5/iYp3ZdrCf7fL+en+sIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv+NRiJc8JAKqqgCA/PNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN/hCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj+bYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5/zBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8/i+jHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2+JrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk+Mz7wwstg6RFZb+TZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm/7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk+9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx+whVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC+XYuqMBMUun5YezKbRKmEPwuK+CLzijPEQgfhahQswBBLfg/GBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX+RCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk/4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug/AbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM+Zu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX/pcsfwXbLze2+D+u33OGBoJyAAL3jn3RuEcdp5If8O+a4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT++tm+haBCikRUUMrMhYKZJKYoVuv/bsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV/DMUxd9uFZmBfKXMCn/SqkWJyKPnT6lq+4zBZni6fYRByJn6OK+OgPBGRAJluwGSk4wxjOOzyce/PKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO/cEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm+bddRQu5F9s0XftGEJ9JSuSk+ZachCbdU45fEqbugzTIUokwoAKvpUQF/CvLbWW5BNQFqFkJg2f30E/48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J+1pT0tLkvFVZaNzfhs/Kd3+A9YsImlO4XK4vpCo/elHQi/9gkFg07xxnuXLt21unCIpDV+bbRxb7FC6nWYTsMFF8+1LUg4JFjVt3vqbuhHmDKbgQ4e+RGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB/KVijd1ARWkFEf3yiUw1v/WaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G+ZManTqDLPjyrOse7WiiwOJCG+J0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj/6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j/N46f+S2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb/0jQbaHJ2YRK8A+ls6WMhWmpCXYG5jqapGs5/eOJErxi2/2KWVHiPellTgh/fNl/2KYPKb7DUcAg+mCOPQFCiU9Mq/WLcU1xxC8aLePFZZlE+PCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh/nFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW+oKFLvpyvTBMM69tN1Ydwv1LIEhHsC+ueVG+w+kyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw+H/AuOx+aH+tBL88H57D0MsqyiZxhOEQkF/8DR1d2hSPMj/sNOa5rxcUnBgH8ictv2J+cb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd/PjMMtQfyDNZsOPd6XcAsnBE/mRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl/XPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG/VanIvcwycVA7+BE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP/MVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX/5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c/F1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J/5wkjpkre727p5PTRX5FGrSBIfJqhJE/IS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug+oRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U/5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7/BQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN+nA7pvF78/RII5ZHA09OAiE/66MF6HQ+qVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe+hXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz+JV/4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB+K3wBP/ineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q/9uocGsx41O4IZhViw/2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY/cQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE/om7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi/caHSM3FPRGRf7dB7YC+cD2ho6oL2zGDCkjlf/DFoQVl8GS/56wur3rdV6ggtzZW60MRB3g+U1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg/gBQIZMG/YcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK/G7F3mUc3GOAKqh60zM0v34v+ELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND+/GTk6M56Ig4yMsU6LUW1EWE+fIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP/IoRIZ/F6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg/RrPD/d3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl+Mu4xf0ezqeXD2PtPDnwMPo86sbwDV+9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD/OwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d/UfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH+14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC+OA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6+vAUUBoGhY3CT2tgwehdPqU/4Q7ZLYvhRl/ogOvR9O2+wkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn/dFSWBWzQ/VYk+Gezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n/yJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET/Hh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j+DXfpi12m1RbzYLg9J2wFergEwOxFyD0/JstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT/cUP6pE/mujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB+HEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu+vqQ02+KpJBjaLt9ye1Ab+BbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC+UwkXOoAjneU/xHplMQo2cXUlrVNqJYczgYlaOEczVCs/OCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38+xsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9+b8fH6+b8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj/0Q7PFUcC8hDrxESWdfgFRm+7vvWbkEppHB4T/1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y+g3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR/Rrs/JLKXgEx+qkmeDlFOD1/yTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW+xz+5FElFxWB28VjYIGZ0Yd+5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ+lT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ+2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1+JpI9psyNYIFuJogZa0/1AhOWdlHQxdAgbwacsHqPZo8u/ngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2+RdM+MAaYaZ0Y/ADkbNCZuAyAVQa2OcXOeICmDn9Q/eFkDeFQg5MgHEDXq/tVjj+jtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2/Bc0UxvseQCO2pQ2i+Krfhu/WeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt/U0Wf+phiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7+ExseJauyqo30hs+1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j/e1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la/QCTiVelFnU6O/GCvykqS/wZJDhKN9gBtSOp/1SP5VRgJcoVj+kmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn+8p6+vBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H+gDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D/GvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P+jAgN5TB3haSifDcApp6yymEi6Ij/GsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x/pChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11/yxyw0UnGig3MFdZklN5FI/qiT65T+jOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5+bqWiAYiAv6Jsf79/VUs4cIl+n6+WOjcgB/2l5TreoAV2717JzZbQIR0W1cl/dEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW/PhoawJDrGAP0JYWHgAVUByo/bGdiv2T2EMg8gsS14/rAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq+SCcTSx5NDtbFwNlh8VhjGGDu7JG5/TAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9+ogD8Kk/W7QoRN1UWPqM4+xdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c+4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS+o3F8YVVeikw13w+OEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX++7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9/O53DYi/5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD+P8sNh6e+XYHJXT/lkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp+pT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS/2ToPjqkaq62/7WFG8advGlRRqxB9diP07JrXowKR9tpRa+jGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq+nsp3YMuXt/GkXxLx/P6+ZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar+gMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud+YlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl/zh575R5rsrmRnKAzq4POFdgbYBuEviM4+LVC15ssLNFghbTtHWerS1hDt5s4qkLUha/qpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI+yjEldJfSo4y0QhG4i4IwkRFGcjWY8+EzgYYJUK7BXQksLxAww/YYWBMhJILB9e8ePEJ4OP7z+4/wOQDl64iOYDp26DaONPxpKtBxq/aTzRGarm3VkPYTLJKx6Z/Mw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ+lPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k/UuGkNpP1DBI5ch/EehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv+J41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI+HYexTUevLUeta4/DqKrbMVS+Yqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ++KkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9/Wx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k/90B8+yRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB/mQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go/n6j0cS+a2gEU8gIHJ+BwfgZX4GL+Bd/gW34FZ+BS/gUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh/F062yJ7AAAAEDAWAAABWhJ+KPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg) 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<h1 class="title toc-ignore">Lab-11-Repeated-Measures-ANOVA</h1>
<h4 class="author">Matt Defenderfer</h4>
<h4 class="date">10/5/2019</h4>
</div>
<div id="TOC">
<ul>
<li><a href="#overall-progression-for-lab-11">Overall Progression for Lab 11</a></li>
<li><a href="#load-data-and-packages">Load Data and Packages</a></li>
<li><a href="#assumptions-for-repeated-measures-anova">Assumptions for Repeated Measures ANOVA</a><ul>
<li><a href="#normality">Normality</a></li>
<li><a href="#sphericity">Sphericity</a></li>
</ul></li>
<li><a href="#running-a-repeated-measures-anova">Running a Repeated Measures ANOVA</a><ul>
<li><a href="#car-anova-method">car Anova Method</a></li>
<li><a href="#ezanova-method">ezANOVA Method</a></li>
</ul></li>
<li><a href="#reporting-results-from-one-way-repeated-measures-anova">Reporting Results from One-Way Repeated-Measures ANOVA</a></li>
</ul>
</div>
<div id="overall-progression-for-lab-11" class="section level2">
<h2>Overall Progression for Lab 11</h2>
<ol style="list-style-type: decimal">
<li>Load Data and Packages</li>
<li>Assumptions for Repeated Measures ANOVA</li>
<li>Running a Repeated Measures ANOVA</li>
<li>Reporting a Repeated Measures ANOVA</li>
</ol>
</div>
<div id="load-data-and-packages" class="section level2">
<h2>Load Data and Packages</h2>
<p>We will be using the <code>car</code>, <code>pastecs</code>, <code>ez</code>, and <code>tidyverse</code> packages for the same functions we needed for the independent one-way ANOVA.</p>
<pre class="r"><code>library(car)
library(pastecs)
library(ez)
library(tidyverse)
theme_set(theme_bw())</code></pre>
<p>The dataset we will be using is in “Repeated-Measures-ANOVA.Rdata”. This file contains a single dataframe, <code>noise</code>, describing performance on a perceptual task with varying levels of background noise. <code>noise</code> has 5 columns:</p>
<ul>
<li><code>ID</code> (factor, 20 levels): ID number for each subject</li>
<li><code>none</code> (numeric): score on the task with no background noise</li>
<li><code>low</code> (numeric): score on the task with low level of background noise</li>
<li><code>med</code> (numeric): score on the task with medium level of background noise</li>
<li><code>high</code> (numeric): score on the task with high level of background noise</li>
</ul>
<pre class="r"><code>load('/Users/Matt/Google Drive/Grad School/GR 770 Statistics/R Labs/Data/Repeated-Measures-ANOVA.RData')</code></pre>
<p><code>none</code>, <code>low</code>, <code>med</code>, and <code>high</code> all are measures of the same task in the same participants under different conditions and constitute a repeated-measures design. We know that some of our functions, like all of our plots, behave best when there is only one observation per row, so we should gather the different conditions and different scores into single columns.</p>
<pre class="r"><code>noise.g <- gather(noise, key = 'noise.level', value = 'score', none:high)
noise.g$noise.level = factor(noise.g$noise.level, levels = c('none','low','med','high'), ordered = TRUE)</code></pre>
<p>Now that we have both wide and long formats for our data, we can move on to the assumptions</p>
</div>
<div id="assumptions-for-repeated-measures-anova" class="section level2">
<h2>Assumptions for Repeated Measures ANOVA</h2>
<ol style="list-style-type: decimal">
<li>Normality within Groups (test before running the ANOVA)</li>
<li>Sphericity (test while running the ANOVA)</li>
</ol>
<div id="normality" class="section level3">
<h3>Normality</h3>
<p>As always, we will be testing normality with histograms, boxplots, q-q plots, and statistical tests</p>
<div id="histograms" class="section level4">
<h4>Histograms</h4>
<pre class="r"><code>ggplot(noise.g,aes(x = score, fill = noise.level)) +
geom_histogram(bins = 5, color = "black") +
facet_wrap(~noise.level, scales = "free")</code></pre>
<p><img 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" width="672" /></p>
<p>Overall, there isn’t much to worry about. None and Low look fine since the largest bar is in the center and dropoff is consistent on both sides of the plot. Med is slightly worrying since the bars increase in size until the last one, but nothing overtly skewed. High is slightly concerning since the middle bar is flanked by two higher bars, however the end bars are both quite low. Nothing about the histogram immediately indicates skew for any single group</p>
</div>
<div id="q-q-plots" class="section level4">
<h4>Q-Q Plots</h4>
<pre class="r"><code>ggplot(noise.g,aes(sample = score)) +
geom_qq() +
geom_qq_line() +
facet_wrap(~noise.level, scales = "free")</code></pre>
<p><img 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" width="672" /></p>
<p>None, Low, and Med are all pretty much perfect in the Q-Q plots. All the dots are close to the line, and although there are slight curves in the dot pattern, they are nothing to worry too much about. High is definitely not uniformly shaped, but none of the dots are too far away from the line. Special attention should be paid to this group in the statistical tests considering its histogram result.</p>
</div>
<div id="boxplots" class="section level4">
<h4>Boxplots</h4>
<pre class="r"><code>ggplot(noise.g,aes(x = noise.level, y = score)) +
geom_boxplot()</code></pre>
<p><img 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" width="672" /></p>
<p>None and Med are both perfectly fine. Median line is close to the center of the IQR in both cases and the whiskers are fairly even. Low has a single outlier, but otherwise also looks great. The outlier isn’t extremely far away either, so it should be alright. The whiskers for High are even, but the median line is fairly low. Overall, though it looks more normal in this graph than in either the histogram or the Q-Q plot.</p>
</div>
<div id="statistical-tests" class="section level4">
<h4>Statistical Tests</h4>
<pre class="r"><code>list.out <- tapply(noise.g$score, noise.g$noise.level, stat.desc, basic = FALSE, norm = TRUE)
norm.stats <- as.data.frame(do.call(rbind, list.out))
t(norm.stats) # the t() function transposes the dataframe to make the output look nicer</code></pre>
<pre><code>## none low med high
## median 20.0000000 29.7500000 68.50000000 41.00000000
## mean 19.8000000 29.3750000 67.95000000 42.00000000
## SE.mean 0.8385451 0.8621233 1.10614313 0.86754342
## CI.mean.0.95 1.7550951 1.8044448 2.31518419 1.81578924
## var 14.0631579 14.8651316 24.47105263 15.05263158
## std.dev 3.7500877 3.8555326 4.94682248 3.87977210
## coef.var 0.1893984 0.1312522 0.07280092 0.09237553
## skewness -0.2839694 -0.3870604 -0.25660252 0.38013191
## skew.2SE -0.2772579 -0.3779124 -0.25053784 0.37114766
## kurtosis -0.4121203 -0.1996768 -0.94518684 -1.10973275
## kurt.2SE -0.2076416 -0.1006046 -0.47622050 -0.55912489
## normtest.W 0.9724833 0.9692586 0.97416207 0.93643413
## normtest.p 0.8062173 0.7391432 0.83913418 0.20515233</code></pre>
<p>Skewness is less than 0.5 for all of our groups and skew.2SE is very far away from the 1.58 cutoff. None of the SW tests came out significant either indicating normality. Taking the smaller sample size into account, more weight should be given to the statistical tests than especially the histogram. The Q-Q plot is somewhat concerning for the High group, but it looks normal elsewhere. Overall, I would say all of the groups are normal enough to continue without any transformations</p>
</div>
</div>
<div id="sphericity" class="section level3">
<h3>Sphericity</h3>
<p>Sphericity is testing automatically when running both <code>Anova</code> and <code>ezANOVA</code> so there is no reason to run it separately. There is also not any specific requirement that the dataset be spherical. If the dataset isn’t spherical, then all that changes is the degrees of freedom at the end. We can skip this for now.</p>
</div>
</div>
<div id="running-a-repeated-measures-anova" class="section level2">
<h2>Running a Repeated Measures ANOVA</h2>
<div id="car-anova-method" class="section level3">
<h3>car Anova Method</h3>
<p>Unfortunately, repeated measure ANOVAs using <code>Anova</code> are quite a bit more annoying to set up than a typical between-subjects Anova. To begin with, you want your data in wide format, where all of the repeated measures have their own separate column. For this reason, we are going to use the original <code>noise</code> data frame as opposed to the gathered version. Essentially, the different levels of the repeated measure are going to be put in as different dependent variables in the model and bound together using a function called <code>cbind</code>. Any between-subjects independent factors will be input as usual. If there are no between-subjects factors, put a on the right hand side of the formula instead.</p>
<p>For example:</p>
<pre class="r"><code># Use noise dataframe instead
noise.lm <- lm(cbind(none,low,med,high) ~ 1, noise)</code></pre>
<p>Next, we need to set up a design matrix giving each unique combination of dependent variable levels. So if we had two within-subject variables, we would create a dataframe where each row was a unique combination of each level in those two factors. When there is only a single within-subjects factor, we just need to make a dataframe with each unique level of that factor. We will do that here, store the dataframe in <code>idata</code> and name the created variable <code>noise.level</code>.</p>
<pre class="r"><code># set up design matrix
idata <- data.frame(noise.level = factor(c('none','low','med','high')))</code></pre>
<p>We will be passing this in to the <code>Anova</code> function. The other new input to the <code>Anova</code> function is the <code>idesign</code> variable. This will set up the within-subjects effects we are testing. We are saying we want a design as a function of the within-subjects variable(s) and are also saying whether we want to test interactions or just main effects of each within-subjects variable. So here, since we only have a single within-subjects variable, we will just set <code>idesign</code> to be a function of that variable. We will also be setting our sum of squares to be type 3 and storing the output in <code>noise.Anova</code></p>
<pre class="r"><code># run the Anova
noise.Anova <- Anova(noise.lm, idata=idata, idesign = ~noise.level, type = 3)</code></pre>
<p>The last step is actually viewing the results. This time, we are going to be using the <code>summary</code> function passing in the output from <code>Anova</code>. However, we also need to set another variable, <code>multivariate</code>, to be false. This method is actually also how you do a multivariate ANOVA, so by default <code>summary</code> will output both univariate and multivariate results. However, we know we only want univariate results, so we will set <code>multivariate</code> to be FALSE.</p>
<pre class="r"><code>summary(noise.Anova, multivariate = FALSE)</code></pre>
<pre><code>## Warning in summary.Anova.mlm(noise.Anova, multivariate = FALSE): HF eps > 1
## treated as 1</code></pre>
<pre><code>##
## Univariate Type III Repeated-Measures ANOVA Assuming Sphericity
##
## Sum Sq num Df Error SS den Df F value Pr(>F)
## (Intercept) 126604 1 272.73 19 8819.84 < 2.2e-16 ***
## noise.level 26119 3 1027.85 57 482.81 < 2.2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## Mauchly Tests for Sphericity
##
## Test statistic p-value
## noise.level 0.71333 0.30815
##
##
## Greenhouse-Geisser and Huynh-Feldt Corrections
## for Departure from Sphericity
##
## GG eps Pr(>F[GG])
## noise.level 0.85605 < 2.2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## HF eps Pr(>F[HF])
## noise.level 1.001374 1.805257e-40</code></pre>
<p>Here, you see the output table for a repeated measures ANOVA along with tests for sphericity and the corresponding sphericity correction factors.</p>
<p>The first part of the table will give you sums of squares, numerator and denominator degrees of freedom, the F-statistic, and the p-value for each independent variable in the ANOVA. As you can see, mean score was significantly different across all levels of <code>noise.level</code>.</p>
<p>The second part of the table gives output for Mauchly’s Test for Sphericity. It gives you the test statistic and the p-value. If the p-value is significant, that means sphericity has been violated. This tells us that the variances of differences in the levels are significantly different from one another. Fortunately, you do not need to go back and change anything about your data if sphericity is violated. If the outcome of sphericity is significant, you will move to the third part of the table, the correction factors for departure from sphericity.</p>
<p>By default <code>Anova</code> outputs both Greenhouse-Geisser and Huynh-Feldt corrections for each main and interaction effect with each within-subjects variable. If sphericity is violated, do the following:</p>
<ol style="list-style-type: decimal">
<li>Look the at the Greenhouse-Geisser <span class="math inline">\(\epsilon\)</span> value (the <code>GG eps</code> output in the <code>Anova</code> table)</li>
<li>If the GG <span class="math inline">\(\epsilon\)</span> value is < 0.75, multiply both the numerator and denominator degrees of freedom by the Greenhouse-Geiser <span class="math inline">\(\epsilon\)</span> value when you report the results.</li>
<li>If the GG <span class="math inline">\(\epsilon\)</span> value is > 0.75, instead multiply the numerator and denominator degrees of freedom by the Huynh-Feldt <span class="math inline">\(\epsilon\)</span> value when you report the results.</li>
</ol>
<p>IF THE P-VALUE FOR MAUCHLY’S TEST IS NON-SIGNIFICANT, DO NOT ALTER THE REPORTED DEGREES OF FREEDOM!!!!!!</p>
<p>Now, you can take your results, throw them into a table and write your report sentence. We will talk about the form this will take here in just a minute.</p>
</div>
<div id="ezanova-method" class="section level3">
<h3>ezANOVA Method</h3>
<p>Luckily, the ezANOVA method is much simpler and still gives us the same outputs, albeit in an uglier format.</p>
<p>Like we did before, we will take the gathered dataframe where each dependent and independent variable has its own column and throw it into the <code>ezANVOA</code> function. This time, I am wrapping the name of the dataframe in the <code>data.frame</code> command. This is to get around a weird and pesky error that will tell me that <code>score</code> is not a numeric variable when it clearly is. Doing it this way does not change anything meaningful for your output, but the error crops up a decent amount and this is the way around it.</p>
<p>So we will set <code>wid</code> to ID, <code>dv</code> to score, and then use the <code>within</code> input and set it to <code>noise.level</code>. Everything else is pretty much the same as before in the between-subjects ANOVA lab. This time, I’m setting <code>detailed</code> to TRUE to output a little more information and not returning an <code>aov</code> object. I’m not returning an <code>aov</code> object here because I’m not doing anything with the residuals or performing a post-hoc test right now.</p>
<pre class="r"><code>noise.ez <- ezANOVA(data = data.frame(noise.g),
wid = ID,
dv = score,
within = noise.level,
type = 3,
detailed = TRUE,
return_aov = TRUE)
print(noise.ez)</code></pre>
<pre><code>## $ANOVA
## Effect DFn DFd SSn SSd F p p<.05
## 1 (Intercept) 1 19 126603.83 272.7344 8819.8370 8.216365e-27 *
## 2 noise.level 3 57 26118.83 1027.8531 482.8101 1.805257e-40 *
## ges
## 1 0.9898316
## 2 0.9525669
##
## $`Mauchly's Test for Sphericity`
## Effect W p p<.05
## 2 noise.level 0.7133265 0.3081504
##
## $`Sphericity Corrections`
## Effect GGe p[GG] p[GG]<.05 HFe p[HF]
## 2 noise.level 0.8560544 5.628836e-35 * 1.001374 1.805257e-40
## p[HF]<.05
## 2 *
##
## $aov
##
## Call:
## aov(formula = formula(aov_formula), data = data)
##
## Grand Mean: 39.78125
##
## Stratum 1: ID
##
## Terms:
## Residuals
## Sum of Squares 272.7344
## Deg. of Freedom 19
##
## Residual standard error: 3.788725
##
## Stratum 2: ID:noise.level
##
## Terms:
## noise.level Residuals
## Sum of Squares 26118.834 1027.853
## Deg. of Freedom 3 57
##
## Residual standard error: 4.24647
## Estimated effects are balanced</code></pre>
<p>So if we look at the table, we will see essentially the same things we saw from the <code>car</code> <code>Anova</code> output. We have the overall results from the ANOVA at the top with sums-of-squares, degrees of freedom, F, and p-values. You also have effect size outputs which we will talk about in a later lab. The results table is exactly the same as from <code>Anova</code> which is reassuring.</p>
<p>The test for sphericity is also performed here and comes out non-significant just like before.</p>
<p>We also have the sphericity corrections below that. This time, both GG and HF corrections are in the same row. The Greenhouse-Geisser <span class="math inline">\(\epsilon\)</span> value is <code>GGe</code> in the table, same for <code>HFe</code>. All the results are the same, which is great. How you choose to perform the ANOVA is up to you, but for this case, ezANOVA is easier in my opinion.</p>
</div>
</div>
<div id="reporting-results-from-one-way-repeated-measures-anova" class="section level2">
<h2>Reporting Results from One-Way Repeated-Measures ANOVA</h2>
<p>Using the example data from this lab, we would write the results like so:</p>
<p>“Mauchly’s test indicated that the assumption of sphericity had been preserved for the main effect of noise level, <span class="math inline">\(\chi^2\)</span>(2) = 0.7133, p = 0.308. There was a significant main effect of noise level on score, F(3,57) = 482.81. Post-hoc tests revealed that…..”</p>
<p>If sphericity had been violated, you would have multiplied the numerator and denominator degrees of freedom by either the GG or HF <span class="math inline">\(\epsilon\)</span> value in your report, replaced the p-value with the corrected p-value next to the test you ran, and added a sentence saying such:</p>
<p>“Therefore degrees of freedom were corrected using the <insert GG or HF here, depending on which you used> estimates of sphericity (<span class="math inline">\(\epsilon\)</span> = <insert GGe value> for the main effect of <insert name of your main effect>).”</p>
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