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<?xml version="1.0" encoding="utf-8" ?>
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="Content-Style-Type" content="text/css" />
<meta name="generator" content="pandoc" />
<meta name="author" content="Mark Dunning. Original materials by Materials by Deepak Parashar, Sarah Dawson and Sarah Vowler" />
<meta name="copyright" content="This work is licensed under the Creative Commons Attribution-ShareAlike 2.0. COURSE HOME: tiny.cc/crukStats" />
<title>Tests for Categorical Variables</title>
<style type="text/css">code{white-space: pre;}</style>
<link 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gbX6%2BBpTzDFniMpdWorXbpmVc2rtLkJtcjnqn0vbWjIb1WvqnkaV2KK3Gzcw2LClNrF0nmK1osJqO59ZsWv7ymnW0utq2KFi4NWEMafPRK1Fr%2BC%2BX7K7OpsaNrZBsLVmhxG4x%2F7Yt7zERx5hDTJsnVbBylG%2FT%2FN6ceDjQkK4CrSHGATbe3%2BXppchppT2KWDZsfi1aRJI9Y8KOCtKZ7IA2yoLRcKKkbk3670leswtTXAh4M7C%2Fdy2%2F2NTJMjd12Tc7fmIH9KJJsB3mn42AhpiDH2cxCQnNc%2FmppciNiEfE1IGbsz0bJn8ik86hzSjTL7SXMoN7XFRY7CU9gQpHaV5Lm%2FMp%2FhsfXQUk3SdwRTUqK9HcjvL0w04ycyNut96iT0flUcQ%2BqrvHtpoxglUx5VkBYuAkcz9w9dNTJEtnUlMhbemxYNE%2FvcVS8B7VEb0M3yjspN7W7s%2FjUfB8YSxIZk5dKTHSUHiNhcXPfSJ8N1hTSnA0WXWrnkd738KaxtmTCkjQTIXGVGKbJtc2Ofe1Jmpb0V5i24jnZVR8A7TEUHbfKOzG4BF%2BWavhCNIYXp5ELbcY9In6QN9vKouIIxGEhT7YXoqhmw9eevgTGoyYOI%2Fk3G1Xae8ulJeeBdec2aYTzWaTIkzo%2BFZ9xGZj6hT5qJ51AiTXIs3D5RUjtKGi2tKggqAIvbuqEyw9GdZmE5Qtg3b3H52%2FOpElmfBkLaQV6XZFAqt04zQNKBKUocdL7Lq7gAHnv%2FACnn3U4UAsqcWrIOIFTYG97nnZQPTY%2BFRElbfytptuPw%2BgrSJ4t9%2BXdTiXi2ot6KlkbK2SN0f4e6s2UIlOBtwFsquoq3Kct99iOm%2FW9Ro7vz261%2BBO9vVyrFVs%2Bno5fUTY%2FZRKPSVIXn89v6W95SjlZYaTc2FgkCpBM5Hwq7JM7S3vcm2X1It7KilXzsf5Ov93l9lqwOA%2BnMy72krHhpW%2F1ViXubmKspKytoH6w528xY%2BqvdBjPpNXRFi%2Fq0ODMr95X4RWGHolSfYo1ipittOO2Xs8soH0e8A1Fl%2B6tvTXsISo%2B8dNjtc8%2BZ%2FwAFNftSfuVWG4OuEqIZsNDSZb6hp5LAFXDfupuI05r3Oot36yjWHfop%2FCak%2FrG%2FxVhP6hNYLJb4Xxnsoc9ikisCak%2FMjQsk8t1%2F3pS1HKlIuSaSPhWEpV9hqpvesAyi6rqsD%2BkmsHbkw2YcVyTZa2JJWTwKsk7Db%2B3vaEpGYc0qGyknqDSlsAz4%2BW2dKcziR%2Bj%2FAOvU7U24kR3gy0js6tS9l5LG%2B3D0p1yG2h22QLe5shWQX4u%2Fv7j5UH3ldrmf9RXJPl4%2BPvPxnhdp5BbUPA1Kh4iw69g7y8yJrKCpKT1IHL%2FalGC4vEpRHxcaO2pSlH2bVDw6TrHEJiGkyihlR00K%2BcJsPMUXMiOx6f1Po%2BVT4TqJAw%2BQqzLymVWKgbJ7trg1FWrV7LGiuo19FeXUUpO3LomsJxLC1KakSlCOpxP0VW9L%2BG%2F8NO4UylWYspbYaQgqKspHSkRJIcYfjai1ocaUOC978vGp%2BKONyEwHc4S%2FoLt3eHhWHRMLjvGLHzF2Y40UIF7dfKmsOYS6%2FKDyV5ENqVw2O96iwW7pnw2G8udBSUOBNrb9bGhg%2BLMvsvMq02HFtKsR9W%2FhULFG0PLgN5Qp8Mry8j4eNGJH1H5D%2Bm4hDbajw351h8eVrsyGmsimjGcvf2UxieIRXIODxPmI74s475ju%2FwDlRsQw7%2FiMTknlnF78%2BopKMWz4TiCRZxmQ2pO%2FUHpTuJRWnHsPVykJaVkvpW5261hXZWnpJiFWrptKNuIf2rOe0qtuE9kcv%2BGkSWVMstPDUQ2triSDuAff9zyQhIEqQW5At88norqPOglICUjkB%2Fzn%2F8QAJRABAAICAgICAgMBAQAAAAAAAREhADFBUWFxgZEQoSCx8MEw%2F9oACAEBAAE%2FIUzwjhgaREIfYy0GIQG7YQ1sLEdES%2BdZlgkl6v8AJxvk5BohOg6eXEZqjncp4Rf7OAEQYOBtcXjGYc6KEQch5fwhIgmHuJvJ42HAYbS0unjCfCnREk2CdcGOMbOrXM9sJakwSx3lIeWRaaJqMkVDRQ%2B50QNC1GcmRySpCk0CA0xKDRti16vPaQDJ63uLIILvi%2FOTRmkaR4lsQ4GA8PICWAjeGTvnCLNC%2FCe8iALR%2FKqEWrshxSfL1dqKuIgrDu7KyMUoT3eOxwoyAiiPPWBVTpNgCjUsRIrsulFxPAAQWAs3W2ICxvPNRLhHpqIDmQphD7dyDiFTxcYnZEdRissO1CIKIizQZO8BLPhS4UcuL%2BXiVXq3TG4zcvyC57U91YbIHNAE2IFgcFLiXYf3AyGu2uUcxk%2FPSTYLRsTj2CzeWUDiaDejEAn2UJpKQVGTZJWDRA7tViGIpWngk40PllvCLEyZ%2BVEdR3gStSIEdB5MV5kxmrPE08lrB%2FPipD6HkmDqIz38BoxH0BwYwQNBTXNxVZBtydR4PTJ7HNk3qipUnMEQIjvAYcAN6UfZOyHOcM9u8m7CAtk7%2FCtQrR%2F1Z%2Fs8YSSHWCxo%2BAYw8UfgVNBpCyL6GR%2FWh0z0RFzk7FvoaMXh%2Fpg6Izs2t43njcVFAmPjDuykgQDczf8AmwLIP3JqiD%2FYPMQLHlaoQTrieb4yJ9hoLByMEr5xWsROZMR07bpk0YfkcGCTP4%2F2gm0A3jp3INttNry3jSxmZ8ye3OJP3pEw6jp4giKd6N44ap%2FQDjWOjL%2BwH7B%2B%2B3Nj469EPZes4oqEfrJa2Ow2XptyVbDEvpLjD8pVWdD2bLwwfyx8HoTGX3eBsfUpN8Y%2FIu3dEQ9kOsdAeRWuNTReQcvEiT9ZLk9zPtG98%2FgPVwk3SO85TvtZvgZKRcQaK4rGD9uq%2Bwp%2FFylUg4HyKh8eik6RYooPIrcUL6M7EVTFBXLBC%2B9wTpM0QCsjZ2nsWINMUCRtKOri4xG5FAGuJgGxpUgDEd5LesTnS3x1Uu5OpOFpW9BN45wmxFyJ5wHA69qutF9U9sPwWQkTvJ60SkvMep4I85BiQJ8NfEHNZf4GTnzgftIGEO5VK61i8jED4Eo%2BWVzd%2BJGcNITjd6xPNJQVIE%2FCMZhpGYIFUPjXxjCzQsCjTyQj84MJ7ECD26ecCD5HXIQeL%2FrCcoVZuEz%2BYx2ybKfpbcuBnSU1jw2n4518BJLjkwRUbo%2BbQZZYTY5Bt%2FV1WcPeKhQp0OsilLRQSi2dVjPbQc3lIXHqojopOLMhSuaUEFyQURTOGSe4hnA5kY3q39jAsUukQTuZ3CWWpIRoNz8kicqDcQBJchEJctUubW8YpCSSOAftOQrTXwE%2FT8JXj1CpaOIy699kICcdD3h2sy%2FQl980tOG4KZ5E5pKZGafiR8J5yeXhHo75fjCSmX6R%2FwDM4tSqY5H%2BsVnGoL0mhpJKEKKUjIyCcTgyxJtphJGOMkHk4ESw4IAPX47%2FAOJ0%2FFg03afMHhX7wyLOcWNeafGGTU1gG3PNp%2B4KJ3jZIpBAtJOTYserODeSedPxWisz%2BiT%2FAHpkyQgnrl5aU26FZuttIUWyQryd1jsmaoUBkRFgh5A6SacodrtLPs5bdDH4jqbXIQ%2F3mhU1hxaMiBNzSS8doXq7jwdz%2B8U9msRLQFVbvNx25uFYSk6yGcBWcn2R6M5FZEZif2NXgghs5kJ%2BzxhQfwE4J9q4W74SZYJt6Xg4yltSQecWxdhSd%2BYJJg1NzjOzbgByBHJi9wUuQMCoH08Z04fSKcIFUTxHWHwqNSp9JGCckvrZKCtO8UAkqRdRfCKMLIDM8JQmeAE24qAc0KsBaSU9uEdAGHooVxzgSHhDkEnRsS4AIBsxliYhbYjZhBnvRMJwgLZONJTsGPyaEwGBBOubiRg8QgEAfxDQD%2BOx%2FwCqNgfeH8P%2F2gAMAwEAAgADAAAAEDnYwIJJBBIIIIBBBUADJIAJBIJIAJIBO03pIAJAJJAIJIAIAK%2FAAIAJIJJABIJNRKAIIIBBIBJAIJAIuQIIIBIABJBAJBJBJIJJIJJJJJJAJJ%2F%2FxAAkEQEBAAEEAQQCAwAAAAAAAAABESEAMUFRYUBxkfBQoYGx8f%2FaAAgBAwEBPxDMQOZlByomUpu%2Bdb2yrwy1ClojIvHI%2FgIGwCwaL1YBWst8EjjJoZa1GYBJYseENGyHewLNelbTh9UUVRQxVfIGAy%2F2aaoyYpuKmN%2BrtJj7LvrB8GualHG5T406oBuUUAMxFTthZxqbiWgQLtBt6oulQBYODXT8jQV9EwiKtiNa74%2BdAxymxgKTyuv9Rpw2%2BVq8H69U3w8So1vtjbvfGgveJ3IO6YjR2fGhpxG0JDnoNKT2mW6L4hmZIYzpZHCyy1QyzUfbSryZGooUXmL6ogIFBd1GNlV0cObDFCxS4FGHCHTONfbd9FjSAAjXhzgwtjtpbwUOyA5M%2BAAXHet09r7HB%2FBj1SHXUT7%2BttLizJq%2FINDJQrjK6uMRE5FRNNVMmJ0EEDNxXxyKGdVDy8ryr7fmv%2F%2FEACMRAQEAAQMEAgMBAAAAAAAAAAERIQAxQVFhcZFAoYGx8FD%2F2gAIAQIBAT8Q2q1lVIvAIuUN9AkF6WnpbTORSIgV2StVQ1ORhSqGOXZv150sEOAzostl3Nm%2BDSqtud7jjPyqnCyKAQ8b4JuldjdDTIgWUiuxoITy5Yv1D9GtoPLYpmcjaPTh20Fd6oAw7oSsE6IkILv%2FAHX5S8KvbXaetQKEBjiIHkcuZjk0O9Rl8Y12nrUkw%2BUPJQwBYqG%2FSZ%2FHkSOib4p5PrFyONR%2BLDsch7zm6z5hsA4C%2BKt8WbTUKRcxkHuPvFF30tdW%2Fv5Q2ihkI14I7xYBytZpNkjkBoUDBEKoKeWvqH61fihDqUYxweEZY1jekmoQGIEByEBXEaJgQOPlJjo6t0Bs2ydZh%2FOcGilMgaEcHM1ODaR9J51PD%2B7dDsf7X%2F%2FEACIQAQEBAQEBAQACAgMBAAAAAAERIQAxQVEQYSBxMIGR8P%2FaAAgBAQABPxCm0%2BM4ACIYuChQ8VJ7jLPw1jViOOq5CVCoRbDPFsELaYwkCQgzoR%2BiAjp210gTE2gYlLB7OpwuCX7ARHRvNKw0aARGMsfo8jCay8V4NY9BZnTiCHVaTJILzjFkq57JmdFYNacBhqJXAMQ%2F0REeQe9GiYwYAKpNdI3CnIigliappqjNOEAS89hCg4AN9VyNJQ1tTADkBXelzgABdQiY%2FIiSPwC1aFFpHh2qQ9%2FWKiIBEkS1aJbHegAuqiAR%2FwA0c7bhcwQEMAfLGM0wNN%2BEQrcwZ65syEONCfZy6hZ9bNkU6r9Hqwz0utkrF6VtwT0SJFfskIQiJzStLItVEVX2HgAAU4azAjilCcMijjDdKITFzHY4UGEPxIhoSVgkDGI6xeZkRRKLVF385Mt7Vqq9pV%2Fd5oonCrIP0lmPRRsjGL3hhQHi7EoSGPtlgHvQV6dBDmMUaopDEs8T6EJZKQN8qUVoONCeMMJAJSKhG07%2BoGEgD%2F15KBc4GtdC6PofOgNegJzfLS0S8FE62QvW0RPEiPHRrgJSrK1%2Bbqbn8H6YFqdB5OvqIq0%2FvDLWjAkP6ADinnjrMEFsdYhHHoH2BtLPGKzwXo8jI%2BFOKqG2RkRwEKxFM9GhAygkSyw%2FF4RlYNS6Lepk8ARVgdLH9coIAoiP3gzyDCP4gAHmH8LPJaMIfKgfVHrw4upBF%2B2%2F2iTeALpwGeA6Ef0PnA3T5PKNGFJPr1Qbub%2FczLqVl5rru2j47MrRrAZ0BPBU1eoFEpSGg4SboZQe1EASVtUG%2BA9A4VoDYKWDQoqWgc1QIYFBAVG0QCJCQUtVY%2Br%2FAAT7Uvs1WiYa3w6YTrPoDUwrqmvW7awpEHZApuXjfbdTNGaP0SIgiIPTDjEYKRGEmknuvWIIB8gjLEGEP64IzAM3nyKKlMCANF6gAUUAlBCsbpyPPtSyVoufvJxZlWdi6VGoxWc8Cb1ojYhHwh0TqraEdwqTpt4UR0XLQhK2RWznGsyHq%2FMlQQFzswsmgUxEogqjdOCGjeW6Uv8AolhLycYwaLfUJ%2F08iWVa9f2%2Fb69%2FhQTfxQmQf0nFUL6YX6MXZjkxTVkgiMgghkJ51cTyy5Kqkyov8fv2LQSibUdNqHEdbkj0Z2DEqn0cmg%2BFZkIregLa4H0I8c7iuqINQXhsSjN60ZkgfAWjj3CaLngAyjD5yVIGACqr4B97eM3XMOqsC2io0cPb8sA00gIwMC88CViCZQQLLDj8XmmiUpEAYeOILkIkUCeifeP%2FADBBbIQK%2B7A5SEyFo37ARfSP3rX0jQIpFMmml%2BRbpy5aJRRoprPt5K2%2B2bFYJBdxPvMF0ZdIOXIiMOObd%2BBymo8X9%2B5Fe1Uo9IEh0sU2KMRQp05lRqCYfL1Q77SSiESMDjnnB%2F8AWuLj0uggX%2FZ31nY%2FUB%2FT%2FpwIiEgkyuUfSUMWgL88k%2BD7hGUAVB9cfWJSpBIlbE86ZxcQWppcQbDWjQnQ0QkyNZ4c40xp6gpVgg9MKW8ZCLBI1Pz5y%2FNhWFylVRgYmjGgCxrTpIIhNZaahNXcFJAAosXlA0HKrT3QgAWIuNxOIrQo8oyAAdsA04JovgP03lnMMaB1bH5Nfz3qxHc9CQ%2F9if3%2FAH%2FAQzekxAIALA%2BdZJ66fbjrEZEM4jplH1A%2F3LF%2FbzRhrpq58RD8Y80w8kZGtQg8gfrZ9VRC0R8F31p%2BA2sGf6U%2F8HTwdPb86AyHvdOa0hSq6Q3QkHDXDoVVpykLowGxYorWchtGUiSuBVVf5Wq%2F%2FvfjyFVeIJUbrn4r97Kp481VWej%2FAEI%2Bc4aAoNUfgAvRoISL2PQaTC6nLF592whgsLGfnOBFKUmZUGBaTLzluawxAmwUfQKCI6NVxpjahSGCeqhDJbDDftKRIbCRfiNv6cJygKiA8aOTyZiJUUSuKzgTlGtUivN%2BMUfjwC6jKgMAbWA9XLGFJAZj0JWgsFBVtOxSI4AJ%2FQM4PYfSJfwGEkv9dawittL9FQCmzOgHkBN4fl2bQLeRCUADDcYzxmFXkyaKZe4mAgVVq8tZvETWAIHE%2FwBOq4VkxoCCQFPz96GFo0Rru6FQAgvUPCnWCRoRa3z3mErW5L7zKKfrFIFGHVk7DUQKF%2Bmp3bKNHtAFCe%2Fne61oC%2BUMyQ2E4rOse6QOVBIuJY5xqhH34frb9jVDMBxMUKgQUoM6M4REo2yKLDQsWbiiZxyMSgFjAr93viSi9l8R5qebvJnuRgMhDU1DdQ3oMIS1QCmJho5%2FJCaqAf5MhIdC8O4RYbwAwP6%2FwfHqWg7CX%2FEDX9%2F5fhy5F7BP8P%2FZ%29%20no%2Drepeat%2099%25%20%2D55%25%0A%7D%0Aul%2Enavbar%20%7B%0Alist%2Dstyle%2Dtype%3A%20none%3B%0Apadding%3A%200%3B%0Amargin%3A%200%3B%0Aposition%3A%20absolute%3B%0Atop%3A%202em%3B%0Aleft%3A%201em%3B%0Awidth%3A%209em%20%7D%0Ah1%20%7B%0Afont%2Dfamily%3A%20Helvetica%2C%20Geneva%2C%20Arial%2C%0ASunSans%2DRegular%2C%20sans%2Dserif%20%7D%0Aul%2Enavbar%20li%20%7B%0Abackground%3A%20white%3B%0Amargin%3A%200%2E5em%200%3B%0Apadding%3A%200%2E3em%3B%0Aborder%2Dright%3A%201em%20solid%20black%20%7D%0Aul%2Enavbar%20a%20%7B%0Atext%2Ddecoration%3A%20none%20%7D%0Aa%3Alink%20%7B%0Acolor%3A%20blue%20%7D%0Aa%3Avisited%20%7B%0Acolor%3A%20purple%20%7D%0Aaddress%20%7B%0Amargin%2Dtop%3A%201em%3B%0Apadding%2Dtop%3A%201em%3B%0Aborder%2Dtop%3A%20thin%20dotted%20%7D%0A" rel="stylesheet" type="text/css" media="screen, projection, print" />
<script src="data:application/x-javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

    return el;
  },

  first_child_element: function (el) {
    var node;

    for (node = el.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1)
        break;
    }

    return node;
  },

  first_tag: function (element, tag) {
    var node;

    if (!this.is_xhtml)
      tag = tag.toUpperCase();

    for (node = element.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1 && node.nodeName == tag)
        break;
    }

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
    {
      var selection = window.getSelection();

      if (selection.rangeCount > 0)
      {
        var range = selection.getRangeAt(0);
        range.collapse (false);
      }
    }
    else // Internet Explorer
    {
      var textRange = document.selection.createRange ();
      textRange.collapse (false);
    }
  },

  get_selected_text: function () {
    try
    {
      if (window.getSelection)
        return window.getSelection().toString();

      if (document.getSelection)
        return document.getSelection().toString();

      if (document.selection)
        return document.selection.createRange().text;
    }
    catch (e)
    {
    }

    return "";
  },

  // make note of length of selected text
  // as this evaluates to zero in click event
  mouse_button_up: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
  },

  mouse_button_down: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
    w3c_slidy.mouse_x = e.clientX;
    w3c_slidy.mouse_y = e.clientY;
  },

  // right mouse button click is reserved for context menus
  // it is more reliable to detect rightclick than leftclick
  mouse_button_click: function (e) {
    if (!e)
      var e = window.event;

    if (Math.abs(e.clientX -w3c_slidy.mouse_x) +
        Math.abs(e.clientY -w3c_slidy.mouse_y) > 10)
      return true;

    if (w3c_slidy.selected_text_len > 0)
      return true;

    var rightclick = false;
    var leftclick = false;
    var middleclick = false;
    var target;

    if (!e)
      var e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    // work around Safari bug
    if (target.nodeType == 3)
      target = target.parentNode;

    if (e.which) // all browsers except IE
    {
      leftclick = (e.which == 1);
      middleclick = (e.which == 2);
      rightclick = (e.which == 3);
    }
    else if (e.button)
    {
      // Konqueror gives 1 for left, 4 for middle
      // IE6 gives 0 for left and not 1 as I expected

      if (e.button == 4)
        middleclick = true;

      // all browsers agree on 2 for right button
      rightclick = (e.button == 2);
    }
    else
      leftclick = true;

    if (w3c_slidy.selected_text_len > 0)
    {
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    // dismiss table of contents
    w3c_slidy.hide_table_of_contents(false);

    // check if target is something that probably want's clicks
    // e.g. a, embed, object, input, textarea, select, option
    var tag = target.nodeName.toLowerCase();

    if (w3c_slidy.mouse_click_enabled && leftclick &&
        !w3c_slidy.special_element(target) &&
        !target.onclick)
    {
      w3c_slidy.next_slide(true);
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    return true;
  },

  special_element: function (element) {
    if (this.has_class(element, "non-interactive"))
      return false;

    var tag = element.nodeName.toLowerCase();

    return element.onkeydown ||
      element.onclick ||
      tag == "a" ||
      tag == "embed" ||
      tag == "object" ||
      tag == "video" ||
      tag == "audio" ||
      tag == "svg" ||
      tag == "canvas" ||
      tag == "input" ||
      tag == "textarea" ||
      tag == "select" ||
      tag == "option";
  },

  slidy_chrome: function (el) {
    while (el)
    {
      if (el == w3c_slidy.toc ||
          el == w3c_slidy.toolbar ||
          w3c_slidy.has_class(el, "outline"))
        return true;

      el = el.parentNode;
    }

    return false;
  },

  get_key: function (e)
  {
    var key;

    // kludge around NS/IE differences 
    if (typeof window.event != "undefined")
      key = window.event.keyCode;
    else if (e.which)
      key = e.which;

    return key;
  },

  get_target: function (e) {
    var target;

    if (!e)
      e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    if (target.nodeType != 1)
      target = target.parentNode;

    return target;
  },

  // does display property provide correct defaults?
  is_block: function (elem) {
    var tag = elem.nodeName.toLowerCase();

    return tag == "ol" || tag == "ul" || tag == "p" || tag == "dl" ||
           tag == "li" || tag == "table" || tag == "pre" ||
           tag == "h1" || tag == "h2" || tag == "h3" ||
           tag == "h4" || tag == "h5" || tag == "h6" ||
           tag == "blockquote" || tag == "address"; 
  },

  add_listener: function (element, event, handler) {
    if (window.addEventListener)
      element.addEventListener(event, handler, false);
    else
      element.attachEvent("on"+event, handler);
  },

  // used to prevent event propagation from field controls
  stop_propagation: function (event) {
    event = event ? event : window.event;
    event.cancelBubble = true;  // for IE

    if (event.stopPropagation)
      event.stopPropagation();

    return true;
  },

  cancel: function (event) {
    if (event)
    {
       event.cancel = true;
       event.returnValue = false;

      if (event.preventDefault)
        event.preventDefault();
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    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
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    "restart?":"újraindítás"
  },
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    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
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    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
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    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
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    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
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  },
  help_zh:
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    "help?":"помощь?",
    "contents?":"содержание?",
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" charset="utf-8" type="text/javascript"></script>
</head>
<body>
<div class="slide titlepage">
<h1 class="title">Tests for Categorical Variables</h1>
<p class="author">
Mark Dunning. Original materials by Materials by Deepak Parashar, Sarah Dawson and Sarah Vowler
</p>
<p class="date">Last modified: 27 Nov 2016</p>
</div>
<div id="tests-for-categorical-variables" class="titleslide slide section level1"><h1>Tests for categorical variables</h1></div><div id="associations-between-categorical-variables" class="slide section level2">
<h1>Associations between categorical variables</h1>
<ul>
<li>All about frequencies!</li>
<li>Row x Column table (2 x 2 simplest)</li>
<li>Categorical data</li>
<li>Look for association (relationship) between row variable and column variable</li>
</ul>
<pre><code>
+-----------+-----------------------+-------------------+
| | Tumour.Did.Not.Shrink | Tumour.Did.Shrink |
+===========+=======================+===================+
| Treatment | 44.00 | 40.00 |
+-----------+-----------------------+-------------------+
| Placebo | 24.00 | 16.00 |
+-----------+-----------------------+-------------------+</code></pre>
</div><div id="chi-square-test" class="slide section level2">
<h1>Chi-square test</h1>
<ul>
<li>E.g. Research question: A trial to assess the effectiveness of a new treatment versus a placebo in reducing tumour size in patients with ovarian cancer.</li>
</ul>
<pre><code>
+-----------+-----------------------+-------------------+
| | Tumour.Did.Not.Shrink | Tumour.Did.Shrink |
+===========+=======================+===================+
| Treatment | 44.00 | 40.00 |
+-----------+-----------------------+-------------------+
| Placebo | 24.00 | 16.00 |
+-----------+-----------------------+-------------------+</code></pre>
<ul>
<li>Is there an association between treatment group and tumour shrinkage</li>
<li>Null hypothesis, <span class="math inline">\(H_0\)</span>: No association</li>
<li>Alternative hypothesis, <span class="math inline">\(H_1\)</span>: Some association</li>
<li>We can explore these data at:-
<ul>
<li><a href="http://bioinformatics.cruk.cam.ac.uk/apps/stats//contingency-table/" class="uri">http://bioinformatics.cruk.cam.ac.uk/apps/stats//contingency-table/</a></li>
</ul></li>
</ul>
</div><div id="chi-square-test-calculating-expected-frequencies" class="slide section level2">
<h1>Chi-square test: calculating expected frequencies</h1>
<pre><code>
+-----------+-----------------------+-------------------+-------+
| | Tumour.Did.Not.Shrink | Tumour.Did.Shrink | Total |
+===========+=======================+===================+=======+
| Treatment | 44.00 | 40.00 | 84.00 |
+-----------+-----------------------+-------------------+-------+
| Placebo | 24.00 | 16.00 | 40.00 |
+-----------+-----------------------+-------------------+-------+
| Total | 68.00 | 56.00 | 68.00 |
+-----------+-----------------------+-------------------+-------+</code></pre>
<p><span class="math display">\[E = \frac{row.total \times col.total}{overall.total} \]</span></p>
<ul>
<li>e.g. for row 1, column 1 <span class="math display">\[\frac{84}{124} \times \frac{68}{124} \times 124 = \frac{84\times68}{124} = 46.1\]</span></li>
</ul>
</div><div id="chi-square-test-calculating-the-chi-square-statistic" class="slide section level2">
<h1>Chi-square test: calculating the chi-square statistic</h1>
<p><strong><em>Observed frequencies:</em></strong></p>
<pre><code>
+-----------+-----------------------+-------------------+
| | Tumour.Did.Not.Shrink | Tumour.Did.Shrink |
+===========+=======================+===================+
| Treatment | 44.00 | 40.00 |
+-----------+-----------------------+-------------------+
| Placebo | 24.00 | 16.00 |
+-----------+-----------------------+-------------------+</code></pre>
<p><strong><em>Expected frequencies:</em></strong></p>
<pre><code>
+-------+-------+
| 46.06 | 37.94 |
+-------+-------+
| 21.94 | 18.06 |
+-------+-------+</code></pre>
<p><span class="math display">\[\chi^2_1 = \frac{(44-46.06)^2}{46.06} + \frac{(40-37.94)^2}{37.94} + \frac{(24-21.94)^2}{21.94} + \frac{(16-18.06)^2}{18.06} = 0.63\]</span></p>
</div><div id="chi-square-test-1" class="slide section level2">
<h1>Chi-square test</h1>
<p><img src="data:image/png;base64,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" width="768" /></p>
<p>Test statistic: <span class="math inline">\({\chi_1}^2\)</span> = 0.43 df = 1 P-value = 0.43</p>
<p><strong><em>Do not reject <span class="math inline">\(H_0\)</span> (No evidence of an association between treatment group and tumour shrinkage)</em></strong></p>
</div><div id="limitations-of-the-chi-square-test" class="slide section level2">
<h1>Limitations of the chi-square test</h1>
<ul>
<li>In general, a Chi-square test is appropriate when:
<ul>
<li>at least 80% of the cells have an expected frequency of 5 or greater</li>
<li>none of the cells have an expected frequency less than 1</li>
</ul></li>
<li>If these conditions aren’t met, <strong><em>Fisher’s exact test</em></strong> should be used.
<ul>
<li>no statistic is computed; an exact probability is calculated</li>
</ul></li>
</ul>
</div><div id="same-question-smaller-sample-size" class="slide section level2">
<h1>Same question, smaller sample size</h1>
<ul>
<li>e.g. Research question: Is there an association between treatment group and tumour shrinkage?</li>
</ul>
<pre><code>
+-----------+-----------------------+-------------------+-------+
| | Tumour.Did.Not.Shrink | Tumour.Did.Shrink | Total |
+===========+=======================+===================+=======+
| Treatment | 8.00 | 3.00 | 11.00 |
+-----------+-----------------------+-------------------+-------+
| Placebo | 9.00 | 4.00 | 13.00 |
+-----------+-----------------------+-------------------+-------+
| Total | 17.00 | 7.00 | 17.00 |
+-----------+-----------------------+-------------------+-------+</code></pre>
<ul>
<li>Null hypothesis: <span class="math inline">\(H_0\)</span>: No association</li>
<li>Alternative hypothesis: <span class="math inline">\(H_1\)</span>: Some association</li>
</ul>
</div><div id="fishers-exact-test-results" class="slide section level2">
<h1>Fishers’ exact test; results</h1>
<p>Observed frequencies:-</p>
<pre><code>
+-----------+-----------------------+-------------------+-------+
| | Tumour.Did.Not.Shrink | Tumour.Did.Shrink | Total |
+===========+=======================+===================+=======+
| Treatment | 8.00 | 3.00 | 11.00 |
+-----------+-----------------------+-------------------+-------+
| Placebo | 9.00 | 4.00 | 13.00 |
+-----------+-----------------------+-------------------+-------+
| Total | 17.00 | 7.00 | 17.00 |
+-----------+-----------------------+-------------------+-------+</code></pre>
<p>Expected frequencies:-</p>
<pre><code>
+------+------+
| 7.80 | 3.20 |
+------+------+
| 9.20 | 3.80 |
+------+------+</code></pre>
<ul>
<li>Test statistic: N/A</li>
<li>P-value 1</li>
<li>Interpretation: <strong><em>Do not reject</em></strong> <span class="math inline">\(H_0\)</span> (No evidence of an association between treatment group and tumour shrinkage)</li>
</ul>
</div><div id="chi-square-test-for-trend" class="slide section level2">
<h1>Chi-square test for trend</h1>
<ul>
<li>e.g. Research question: Is there a linear association between tumour grade and the incidence of tumour shrinkage</li>
</ul>
<pre><code>
+---------+-----------------------+-------------------+-------+
| | Tumour.Did.Not.Shrink | Tumour.Did.Shrink | Total |
+=========+=======================+===================+=======+
| Grade 1 | 18.00 | 5.00 | 23.00 |
+---------+-----------------------+-------------------+-------+
| Grade 2 | 15.00 | 14.00 | 29.00 |
+---------+-----------------------+-------------------+-------+
| Grade 3 | 11.00 | 21.00 | 32.00 |
+---------+-----------------------+-------------------+-------+
| Total | 44.00 | 40.00 | 44.00 |
+---------+-----------------------+-------------------+-------+</code></pre>
<ul>
<li>Null hypothesis: <span class="math inline">\(H_0\)</span>: No linear association</li>
<li>Alternative hypothesis: <span class="math inline">\(H_1\)</span>: Some linear association</li>
</ul>
</div><div id="expected-frequencies" class="slide section level2">
<h1>Expected frequencies</h1>
<pre><code>
+---------+-----------------------+-------------------+-------+
| | Tumour.Did.Not.Shrink | Tumour.Did.Shrink | Total |
+=========+=======================+===================+=======+
| Grade 1 | 18.00 | 5.00 | 23.00 |
+---------+-----------------------+-------------------+-------+
| Grade 2 | 15.00 | 14.00 | 29.00 |
+---------+-----------------------+-------------------+-------+
| Grade 3 | 11.00 | 21.00 | 32.00 |
+---------+-----------------------+-------------------+-------+
| Total | 44.00 | 40.00 | 44.00 |
+---------+-----------------------+-------------------+-------+</code></pre>
<p>Expected</p>
<pre><code> Tumour.Did.Not.Shrink Tumour.Did.Shrink
Grade 1 12.0 11.0
Grade 2 15.2 13.8
Grade 3 16.8 15.2</code></pre>
</div><div id="chi-square-test-for-trend-1" class="slide section level2">
<h1>CHi-square test for trend</h1>
<p><img 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" width="768" /></p>
</div><div id="chi-square-test-for-trend---results" class="slide section level2">
<h1>Chi-square test for trend - Results</h1>
<p>Test statistic: <span class="math display">\[\chi_1^2 = 10.18\]</span> df = 1 P-value = 0.001</p>
<p>Conclusion:- Reject <span class="math inline">\(H`_0\)</span> (evidence of a linear association between tumour grade and tumour shrinkage)</p>
<p><img 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" width="576" /></p>
</div><div id="summary---categorical-variables" class="slide section level2">
<h1>Summary - Categorical variables</h1>
<ul>
<li>Chi-square test
<ul>
<li>Use when we have two categorical variables, each with two or more levels, and our expected frequencies are not too small.</li>
</ul></li>
<li>Fishers exact test
<ul>
<li>Use when we have two categorical variables, each with two levels, and our expected frequencies are small.</li>
</ul></li>
<li><strong><em>Exercise</em></strong>
<ul>
<li>Complete “Tests for categorical variables” section of practical</li>
</ul></li>
</ul>
</div><div id="small-group-exercise" class="slide section level2">
<h1>Small group Exercise</h1>
<ul>
<li>In groups of 3 /4 you are going to explore several example datasets</li>
<li>Each dataset has a brief explanation
<ul>
<li>You have to decide what test is appropriate?</li>
<li>Parametric / Non-parametric?</li>
<li>Paired? Independent?</li>
<li>Two-sided?</li>
</ul></li>
<li>Record your observations here:- <a href="https://public.etherpad-mozilla.org/p/2016-11-28-intro-to-stats" class="uri">https://public.etherpad-mozilla.org/p/2016-11-28-intro-to-stats</a></li>
</ul>
</div><div id="references" class="slide section level2">
<h1>References</h1>
<ul>
<li>Essential Medical Statistics, Betty Kirkwood and Jonathan Sterne, Wiley-Blackwell, 2nd Edition 2003.</li>
<li>Practical Statistics for Medical Research, Douglas G. Altman, Chapman & Hall / CRC, 1999.<br />
</li>
<li>Ten Simple Rules for Effective Statistical Practice, Robert E. Kass, Brian S. Caffo, Marie Davidian, Xio-Li Meng, Bin Yu, Nancy Reid <a href="http://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1004961" class="uri">http://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1004961</a></li>
</ul>
</div><div id="finally" class="slide section level2">
<h1>Finally</h1>
<ul>
<li><p>Course Materials:-</p>
<ul>
<li><a href="http://tiny.cc/crukStats" class="uri">http://tiny.cc/crukStats</a></li>
</ul></li>
<li><p>Course Feedback:-</p>
<ul>
<li><a href="http://tinyurl.com/stats-nov18" class="uri">http://tinyurl.com/stats-nov18</a></li>
</ul></li>
</ul>
</div>
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