-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathData_manupulation_Presentation.html
More file actions
186 lines (182 loc) · 251 KB
/
Data_manupulation_Presentation.html
File metadata and controls
186 lines (182 loc) · 251 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
<?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="Parash Upreti" />
<meta name="date" content="2016-05-17" />
<title>Data Manupulation in R</title>
<style type="text/css">code{white-space: pre;}</style>
<style type="text/css">
div.sourceCode { overflow-x: auto; }
table.sourceCode, tr.sourceCode, td.lineNumbers, td.sourceCode {
margin: 0; padding: 0; vertical-align: baseline; border: none; }
table.sourceCode { width: 100%; line-height: 100%; }
td.lineNumbers { text-align: right; padding-right: 4px; padding-left: 4px; color: #aaaaaa; border-right: 1px solid #aaaaaa; }
td.sourceCode { padding-left: 5px; }
code > span.kw { color: #007020; font-weight: bold; } /* Keyword */
code > span.dt { color: #902000; } /* DataType */
code > span.dv { color: #40a070; } /* DecVal */
code > span.bn { color: #40a070; } /* BaseN */
code > span.fl { color: #40a070; } /* Float */
code > span.ch { color: #4070a0; } /* Char */
code > span.st { color: #4070a0; } /* String */
code > span.co { color: #60a0b0; font-style: italic; } /* Comment */
code > span.ot { color: #007020; } /* Other */
code > span.al { color: #ff0000; font-weight: bold; } /* Alert */
code > span.fu { color: #06287e; } /* Function */
code > span.er { color: #ff0000; font-weight: bold; } /* Error */
code > span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */
code > span.cn { color: #880000; } /* Constant */
code > span.sc { color: #4070a0; } /* SpecialChar */
code > span.vs { color: #4070a0; } /* VerbatimString */
code > span.ss { color: #bb6688; } /* SpecialString */
code > span.im { } /* Import */
code > span.va { color: #19177c; } /* Variable */
code > span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
code > span.op { color: #666666; } /* Operator */
code > span.bu { } /* BuiltIn */
code > span.ex { } /* Extension */
code > span.pp { color: #bc7a00; } /* Preprocessor */
code > span.at { color: #7d9029; } /* Attribute */
code > span.do { color: #ba2121; font-style: italic; } /* Documentation */
code > span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
code > span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
code > span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
</style>
<link href="data:text/css;charset=utf-8,%0Abody%0A%7B%0Amargin%3A%200%200%200%200%3B%0Apadding%3A%200%200%200%200%3B%0Awidth%3A%20100%25%3B%0Aheight%3A%20100%25%3B%0Acolor%3A%20black%3B%0Abackground%2Dcolor%3A%20white%3B%0Afont%2Dfamily%3A%20%22Gill%20Sans%20MT%22%2C%20%22Gill%20Sans%22%2C%20GillSans%2C%20sans%2Dserif%3B%0Afont%2Dsize%3A%2014pt%3B%0A%7D%0Adiv%2Etoolbar%20%7B%0Aposition%3A%20fixed%3B%20z%2Dindex%3A%20200%3B%0Atop%3A%20auto%3B%20bottom%3A%200%3B%20left%3A%200%3B%20right%3A%200%3B%0Aheight%3A%201%2E2em%3B%20text%2Dalign%3A%20right%3B%0Apadding%2Dleft%3A%201em%3B%0Apadding%2Dright%3A%201em%3B%20font%2Dsize%3A%2060%25%3B%0Acolor%3A%20DimGray%3B%0Abackground%2Dcolor%3A%20rgb%28240%2C240%2C240%29%3B%0Aborder%2Dtop%3A%20solid%201px%20rgb%28180%2C180%2C180%29%3B%0A%7D%0Adiv%2Etoolbar%20span%2Ecopyright%20%7B%0Acolor%3A%20DimGray%3B%0Amargin%2Dleft%3A%200%2E5em%3B%0A%7D%0Adiv%2Einitial%5Fprompt%20%7B%0Aposition%3A%20absolute%3B%0Az%2Dindex%3A%201000%3B%0Abottom%3A%201%2E2em%3B%0Awidth%3A%20100%25%3B%0Abackground%2Dcolor%3A%20rgb%28200%2C200%2C200%29%3B%0Aopacity%3A%200%2E35%3B%0Abackground%2Dcolor%3A%20rgb%28200%2C200%2C200%2C%200%2E35%29%3B%0Acursor%3A%20pointer%3B%0A%7D%0Adiv%2Einitial%5Fprompt%20p%2Ehelp%20%7B%0Atext%2Dalign%3A%20center%3B%0A%7D%0Adiv%2Einitial%5Fprompt%20p%2Eclose%20%7B%0Atext%2Dalign%3A%20right%3B%0Afont%2Dstyle%3A%20italic%3B%0A%7D%0Adiv%2Eslidy%5Ftoc%20%7B%0Aposition%3A%20absolute%3B%0Az%2Dindex%3A%20300%3B%0Awidth%3A%2060%25%3B%0Amax%2Dwidth%3A%2030em%3B%0Aheight%3A%2030em%3B%0Aoverflow%3A%20auto%3B%0Atop%3A%20auto%3B%0Aright%3A%20auto%3B%0Aleft%3A%204em%3B%0Abottom%3A%204em%3B%0Apadding%3A%201em%3B%0Abackground%3A%20rgb%28240%2C240%2C240%29%3B%0Aborder%2Dstyle%3A%20solid%3B%0Aborder%2Dwidth%3A%202px%3B%0Afont%2Dsize%3A%2060%25%3B%0A%7D%0Adiv%2Eslidy%5Ftoc%20%2Etoc%5Fheading%20%7B%0Atext%2Dalign%3A%20center%3B%0Awidth%3A%20100%25%3B%0Amargin%3A%200%3B%0Amargin%2Dbottom%3A%201em%3B%0Aborder%2Dbottom%2Dstyle%3A%20solid%3B%0Aborder%2Dbottom%2Dcolor%3A%20rgb%28180%2C180%2C180%29%3B%0Aborder%2Dbottom%2Dwidth%3A%201px%3B%0A%7D%0Adiv%2Eslide%20%7B%0Az%2Dindex%3A%2020%3B%0Amargin%3A%200%200%200%200%3B%0Apadding%2Dtop%3A%200%3B%0Apadding%2Dbottom%3A%200%3B%0Apadding%2Dleft%3A%2020px%3B%0Apadding%2Dright%3A%2020px%3B%0Aborder%2Dwidth%3A%200%3B%0Aclear%3A%20both%3B%0Atop%3A%200%3B%0Abottom%3A%200%3B%0Aleft%3A%200%3B%0Aright%3A%200%3B%0Aline%2Dheight%3A%20120%25%3B%0Abackground%2Dcolor%3A%20transparent%3B%0A%7D%0Adiv%2Ebackground%20%7B%0Adisplay%3A%20none%3B%0A%7D%0Adiv%2Ehandout%20%7B%0Amargin%2Dleft%3A%2020px%3B%0Amargin%2Dright%3A%2020px%3B%0A%7D%0Adiv%2Eslide%2Etitlepage%20%7B%0Atext%2Dalign%3A%20center%3B%0A%7D%0Adiv%2Eslide%2Etitlepage%20h1%20%7B%0Apadding%2Dtop%3A%2010%25%3B%0Amargin%2Dright%3A%200%3B%0A%7D%0Adiv%2Eslide%20h1%20%7B%0Apadding%2Dleft%3A%200%3B%0Apadding%2Dright%3A%2020pt%3B%0Apadding%2Dtop%3A%204pt%3B%0Apadding%2Dbottom%3A%204pt%3B%0Amargin%2Dtop%3A%200%3B%0Amargin%2Dleft%3A%200%3B%0Amargin%2Dright%3A%2060pt%3B%0Amargin%2Dbottom%3A%200%2E5em%3B%0Adisplay%3A%20block%3B%20font%2Dsize%3A%20160%25%3B%0Aline%2Dheight%3A%201%2E2em%3B%0Abackground%3A%20transparent%3B%0A%7D%0A%40media%20screen%20and%20%28max%2Ddevice%2Dwidth%3A%201024px%29%0A%7B%0Adiv%2Eslide%20%7B%20font%2Dsize%3A%20100%25%3B%20%7D%0A%7D%0A%40media%20screen%20and%20%28max%2Ddevice%2Dwidth%3A%20800px%29%0A%7B%0Adiv%2Eslide%20%7B%20font%2Dsize%3A%20200%25%3B%20%7D%0Adiv%2Eslidy%5Ftoc%20%7B%0Atop%3A%201em%3B%0Aleft%3A%201em%3B%0Aright%3A%20auto%3B%0Awidth%3A%2080%25%3B%0Afont%2Dsize%3A%20180%25%3B%0A%7D%0A%7D%0Adiv%2Etoc%2Dheading%20%7B%0Awidth%3A%20100%25%3B%0Aborder%2Dbottom%3A%20solid%201px%20rgb%28180%2C180%2C180%29%3B%0Amargin%2Dbottom%3A%201em%3B%0Atext%2Dalign%3A%20center%3B%0A%7D%0Aimg%20%7B%0Aimage%2Drendering%3A%20optimize%2Dquality%3B%0A%7D%0Apre%20%7B%0Afont%2Dsize%3A%2080%25%3B%0Afont%2Dweight%3A%20bold%3B%0Aline%2Dheight%3A%20120%25%3B%0Apadding%2Dtop%3A%200%2E2em%3B%0Apadding%2Dbottom%3A%200%2E2em%3B%0Apadding%2Dleft%3A%201em%3B%0Apadding%2Dright%3A%201em%3B%0Aborder%2Dstyle%3A%20solid%3B%0Aborder%2Dleft%2Dwidth%3A%201em%3B%0Aborder%2Dtop%2Dwidth%3A%20thin%3B%0Aborder%2Dright%2Dwidth%3A%20thin%3B%0Aborder%2Dbottom%2Dwidth%3A%20thin%3B%0Aborder%2Dcolor%3A%20%2395ABD0%3B%0Acolor%3A%20%2300428C%3B%0Abackground%2Dcolor%3A%20%23E4E5E7%3B%0A%7D%0Ali%20pre%20%7B%20margin%2Dleft%3A%200%3B%20%7D%0Ablockquote%20%7B%20font%2Dstyle%3A%20italic%20%7D%0Aimg%20%7B%20background%2Dcolor%3A%20transparent%20%7D%0Ap%2Ecopyright%20%7B%20font%2Dsize%3A%20smaller%20%7D%0A%2Ecenter%20%7B%20text%2Dalign%3A%20center%20%7D%0A%2Efootnote%20%7B%20font%2Dsize%3A%20smaller%3B%20margin%2Dleft%3A%202em%3B%20%7D%0Aa%20img%20%7B%20border%2Dwidth%3A%200%3B%20border%2Dstyle%3A%20none%20%7D%0Aa%3Avisited%20%7B%20color%3A%20navy%20%7D%0Aa%3Alink%20%7B%20color%3A%20navy%20%7D%0Aa%3Ahover%20%7B%20color%3A%20red%3B%20text%2Ddecoration%3A%20underline%20%7D%0Aa%3Aactive%20%7B%20color%3A%20red%3B%20text%2Ddecoration%3A%20underline%20%7D%0Aa%20%7Btext%2Ddecoration%3A%20none%7D%0A%2Etoolbar%20a%3Alink%20%7Bcolor%3A%20blue%7D%0A%2Etoolbar%20a%3Avisited%20%7Bcolor%3A%20blue%7D%0A%2Etoolbar%20a%3Aactive%20%7Bcolor%3A%20red%7D%0A%2Etoolbar%20a%3Ahover%20%7Bcolor%3A%20red%7D%0Aul%20%7B%20list%2Dstyle%2Dtype%3A%20square%3B%20%7D%0Aul%20ul%20%7B%20list%2Dstyle%2Dtype%3A%20disc%3B%20%7D%0Aul%20ul%20ul%20%7B%20list%2Dstyle%2Dtype%3A%20circle%3B%20%7D%0Aul%20ul%20ul%20ul%20%7B%20list%2Dstyle%2Dtype%3A%20disc%3B%20%7D%0Ali%20%7B%20margin%2Dleft%3A%200%2E5em%3B%20margin%2Dtop%3A%200%2E5em%3B%20%7D%0Ali%20li%20%7B%20font%2Dsize%3A%2085%25%3B%20font%2Dstyle%3A%20italic%20%7D%0Ali%20li%20li%20%7B%20font%2Dsize%3A%2085%25%3B%20font%2Dstyle%3A%20normal%20%7D%0Adiv%20dt%0A%7B%0Amargin%2Dleft%3A%200%3B%0Amargin%2Dtop%3A%201em%3B%0Amargin%2Dbottom%3A%200%2E5em%3B%0Afont%2Dweight%3A%20bold%3B%0A%7D%0Adiv%20dd%0A%7B%0Amargin%2Dleft%3A%202em%3B%0Amargin%2Dbottom%3A%200%2E5em%3B%0A%7D%0Ap%2Cpre%2Cul%2Col%2Cblockquote%2Ch2%2Ch3%2Ch4%2Ch5%2Ch6%2Cdl%2Ctable%20%7B%0Amargin%2Dleft%3A%201em%3B%0Amargin%2Dright%3A%201em%3B%0A%7D%0Ap%2Esubhead%20%7B%20font%2Dweight%3A%20bold%3B%20margin%2Dtop%3A%202em%3B%20%7D%0A%2Esmaller%20%7B%20font%2Dsize%3A%20smaller%20%7D%0A%2Ebigger%20%7B%20font%2Dsize%3A%20130%25%20%7D%0Atd%2Cth%20%7B%20padding%3A%200%2E2em%20%7D%0Aul%20%7B%0Amargin%3A%200%2E5em%201%2E5em%200%2E5em%201%2E5em%3B%0Apadding%3A%200%3B%0A%7D%0Aol%20%7B%0Amargin%3A%200%2E5em%201%2E5em%200%2E5em%201%2E5em%3B%0Apadding%3A%200%3B%0A%7D%0Aul%20%7B%20list%2Dstyle%2Dtype%3A%20square%3B%20%7D%0Aul%20ul%20%7B%20list%2Dstyle%2Dtype%3A%20disc%3B%20%7D%0Aul%20ul%20ul%20%7B%20list%2Dstyle%2Dtype%3A%20circle%3B%20%7D%0Aul%20ul%20ul%20ul%20%7B%20list%2Dstyle%2Dtype%3A%20disc%3B%20%7D%0Aul%20li%20%7B%20list%2Dstyle%3A%20square%3B%0Amargin%3A%200%2E1em%200em%200%2E6em%200%3B%0Apadding%3A%200%200%200%200%3B%0Aline%2Dheight%3A%20140%25%3B%0A%7D%0Aol%20li%20%7B%20margin%3A%200%2E1em%200em%200%2E6em%201%2E5em%3B%0Apadding%3A%200%200%200%200px%3B%0Aline%2Dheight%3A%20140%25%3B%0Alist%2Dstyle%2Dtype%3A%20decimal%3B%0A%7D%0Ali%20ul%20li%20%7B%20font%2Dsize%3A%2085%25%3B%20font%2Dstyle%3A%20italic%3B%0Alist%2Dstyle%2Dtype%3A%20disc%3B%0Abackground%3A%20transparent%3B%0Apadding%3A%200%200%200%200%3B%0A%7D%0Ali%20li%20ul%20li%20%7B%20font%2Dsize%3A%2085%25%3B%20font%2Dstyle%3A%20normal%3B%0Alist%2Dstyle%2Dtype%3A%20circle%3B%0Abackground%3A%20transparent%3B%0Apadding%3A%200%200%200%200%3B%0A%7D%0Ali%20li%20li%20ul%20li%20%7B%0Alist%2Dstyle%2Dtype%3A%20disc%3B%0Abackground%3A%20transparent%3B%0Apadding%3A%200%200%200%200%3B%0A%7D%0Ali%20ol%20li%20%7B%0Alist%2Dstyle%2Dtype%3A%20decimal%3B%0A%7D%0Ali%20li%20ol%20li%20%7B%0Alist%2Dstyle%2Dtype%3A%20decimal%3B%0A%7D%0A%0Aol%2Eoutline%20li%3Ahover%20%7B%20cursor%3A%20pointer%20%7D%0Aol%2Eoutline%20li%2Enofold%3Ahover%20%7B%20cursor%3A%20default%20%7D%0Aul%2Eoutline%20li%3Ahover%20%7B%20cursor%3A%20pointer%20%7D%0Aul%2Eoutline%20li%2Enofold%3Ahover%20%7B%20cursor%3A%20default%20%7D%0Aol%2Eoutline%20%7B%20list%2Dstyle%3Adecimal%3B%20%7D%0Aol%2Eoutline%20ol%20%7B%20list%2Dstyle%2Dtype%3Alower%2Dalpha%20%7D%0Aol%2Eoutline%20li%2Enofold%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAIACAMzMzOvr%2FywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aol%2Eoutline%20li%2Eunfolded%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAKEDAMPD%2F8zMzOvr%2F%2F%2F%2F%2FywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs%3D%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aol%2Eoutline%20li%2Efolded%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAKEDAMPD%2F8zMzOvr%2F%2F%2F%2F%2FywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs%3D%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aol%2Eoutline%20li%2Eunfolded%3Ahover%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAKEDAAAAAAAA%2F8PD%2F%2F%2F%2F%2FywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs%3D%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aol%2Eoutline%20li%2Efolded%3Ahover%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAKEDAAAAAAAA%2F8PD%2F%2F%2F%2F%2FywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs%3D%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aul%2Eoutline%20li%2Enofold%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAIACAMzMzOvr%2FywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aul%2Eoutline%20li%2Eunfolded%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAKEDAMPD%2F8zMzOvr%2F%2F%2F%2F%2FywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs%3D%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aul%2Eoutline%20li%2Efolded%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAKEDAMPD%2F8zMzOvr%2F%2F%2F%2F%2FywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs%3D%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aul%2Eoutline%20li%2Eunfolded%3Ahover%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAKEDAAAAAAAA%2F8PD%2F%2F%2F%2F%2FywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs%3D%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0Aul%2Eoutline%20li%2Efolded%3Ahover%20%7B%0Apadding%3A%200%200%200%2020px%3B%0Abackground%3A%20transparent%20url%28data%3Aimage%2Fgif%3Bbase64%2CR0lGODdhCQAJAKEDAAAAAAAA%2F8PD%2F%2F%2F%2F%2FywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs%3D%29%20no%2Drepeat%200px%200%2E5em%3B%0A%7D%0A%0Aa%2Etitleslide%20%7B%20font%2Dweight%3A%20bold%3B%20font%2Dstyle%3A%20italic%20%7D%0A%0Aimg%2Ehidden%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%20%7D%0Adiv%2Einitial%5Fprompt%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%20%7D%0Adiv%2Eslide%20%7B%0Avisibility%3A%20visible%3B%0Aposition%3A%20inherit%3B%0A%7D%0Adiv%2Ehandout%20%7B%0Aborder%2Dtop%2Dstyle%3A%20solid%3B%0Aborder%2Dtop%2Dwidth%3A%20thin%3B%0Aborder%2Dtop%2Dcolor%3A%20black%3B%0A%7D%0A%40media%20screen%20%7B%0A%2Ehidden%20%7B%20display%3A%20none%3B%20visibility%3A%20visible%20%7D%0Adiv%2Eslide%2Ehidden%20%7B%20display%3A%20block%3B%20visibility%3A%20visible%20%7D%0Adiv%2Ehandout%2Ehidden%20%7B%20display%3A%20block%3B%20visibility%3A%20visible%20%7D%0Adiv%2Ebackground%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%20%7D%0Abody%2Esingle%5Fslide%20div%2Einitial%5Fprompt%20%7B%20display%3A%20block%3B%20visibility%3A%20visible%20%7D%0Abody%2Esingle%5Fslide%20div%2Ebackground%20%7B%20display%3A%20block%3B%20visibility%3A%20visible%20%7D%0Abody%2Esingle%5Fslide%20div%2Ebackground%2Ehidden%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%20%7D%0Abody%2Esingle%5Fslide%20%2Einvisible%20%7B%20visibility%3A%20hidden%20%7D%0Abody%2Esingle%5Fslide%20%2Ehidden%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%20%7D%0Abody%2Esingle%5Fslide%20div%2Eslide%20%7B%20position%3A%20absolute%20%7D%0Abody%2Esingle%5Fslide%20div%2Ehandout%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%20%7D%0A%7D%0A%40media%20print%20%7B%0A%2Ehidden%20%7B%20display%3A%20block%3B%20visibility%3A%20visible%20%7D%0Adiv%2Eslide%20pre%20%7B%20font%2Dsize%3A%2060%25%3B%20padding%2Dleft%3A%200%2E5em%3B%20%7D%0Adiv%2Etoolbar%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%3B%20%7D%0Adiv%2Eslidy%5Ftoc%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%3B%20%7D%0Adiv%2Ebackground%20%7B%20display%3A%20none%3B%20visibility%3A%20hidden%3B%20%7D%0Adiv%2Eslide%20%7B%20page%2Dbreak%2Dbefore%3A%20always%20%7D%0A%0Adiv%2Eslide%2Efirst%2Dslide%20%7B%20page%2Dbreak%2Dbefore%3A%20avoid%20%7D%0A%7D%0A%0A%0A%2Ejslider%20table%20%7B%0Amargin%2Dleft%3A%200em%3B%0Amargin%2Dright%3A%200em%3B%0A%7D%0A%0Atable%2EdataTable%2C%20%2Eshiny%2Ddatatable%2Doutput%20div%20%7B%0Afont%2Dsize%3A%2014pt%3B%0A%7D%0A%0A%2EdataTables%5Finfo%2C%20%2EdataTables%5Fpaginate%20%7B%0Afont%2Dsize%3A%2019px%3B%0A%7D%0A%0Apre%2EsourceCode%2C%20code%2EsourceCode%20%7B%0Afont%2Dsize%3A%2080%25%3B%0A%7D%0A%0Alabel%2C%20button%2C%20input%2C%20select%2C%20textarea%20%7B%0Afont%2Dsize%3A%2014pt%3B%0A%7D%0A%0Aul%2Enav%2C%20ul%2Enav%20li%20%7B%0Alist%2Dstyle%2Dtype%3A%20none%3B%0A%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();
    }

    w3c_slidy.key_wanted = false;
    return false;
  },

// for each language define an associative array
// and also the help text which is longer

  strings_es: {
    "slide":"pág.",
    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
    "o Re pág y Av pág. Use S y B para cambiar el tamaño de fuente.",

  strings_ca: {
    "slide":"pàg..",
    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
    "o Re pàg y Av pàg. Usi S i B per canviar grandària de font.",

  strings_cs: {
    "slide":"snímek",
    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
  help_cs:
    "Prezentaci můžete procházet pomocí kliknutí myši, mezerníku, " +
    "šipek vlevo a vpravo nebo kláves PageUp a PageDown. Písmo se " +
    "dá zvětšit a zmenšit pomocí kláves B a S.",

  strings_nl: {
    "slide":"pagina",
    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
    "Table of Contents":"Inhoudsopgave",
    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
     "of PgUp en PgDn. Gebruik S en B om de karaktergrootte te veranderen.",

  strings_de: {
    "slide":"Seite",
    "help?":"Hilfe",
    "contents?":"Übersicht",
    "table of contents":"Inhaltsverzeichnis",
    "Table of Contents":"Inhaltsverzeichnis",
    "restart presentation":"Präsentation neu starten",
    "restart?":"Neustart"
  },
  help_de:
    "Benutzen Sie die Maus, Leerschlag, die Cursortasten links/rechts oder " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "help?":"pomoc?",
    "contents?":"spis treści?",
    "table of contents":"spis treści",
    "Table of Contents":"Spis Treści",
    "restart presentation":"Restartuj prezentację",
    "restart?":"restart?"
  },
  help_pl:
    "Zmieniaj slajdy klikając myszą, naciskając spację, strzałki lewo/prawo" +
    "lub PgUp / PgDn. Użyj klawiszy S i B, aby zmienić rozmiar czczionki.",

  strings_fr: {
    "slide":"page",
    "help?":"Aide",
    "contents?":"Index",
    "table of contents":"table des matières",
    "Table of Contents":"Table des matières",
    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
  },
  help_fr:
    "Naviguez avec la souris, la barre d'espace, les flèches " +
    "gauche/droite ou les touches Pg Up, Pg Dn. Utilisez " +
    "les touches S et B pour modifier la taille de la police.",

  strings_hu: {
    "slide":"oldal",
    "help?":"segítség",
    "contents?":"tartalom",
    "table of contents":"tartalomjegyzék",
    "Table of Contents":"Tartalomjegyzék",
    "restart presentation":"bemutató újraindítása",
    "restart?":"újraindítás"
  },
  help_hu:
    "Az oldalak közti lépkedéshez kattintson az egérrel, vagy " +
    "használja a szóköz, a bal, vagy a jobb nyíl, illetve a Page Down, " +
    "Page Up billentyűket. Az S és a B billentyűkkel változtathatja " +
    "a szöveg méretét.",

  strings_it: {
    "slide":"pag.",
    "help?":"Aiuto",
    "contents?":"Indice",
    "table of contents":"indice",
    "Table of Contents":"Indice",
    "restart presentation":"Ricominciare la presentazione",
    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
    "PgUp e PgDn. Usare S e B per cambiare la dimensione dei caratteri.",

  strings_el: {
    "slide":"σελίδα",
    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
    "table of contents":"πίνακας περιεχομένων",
    "Table of Contents":"Πίνακας Περιεχομένων",
    "restart presentation":"επανεκκίνηση παρουσίασης",
    "restart?":"επανεκκίνηση;"
  },
  help_el:
    "Πλοηγηθείτε με το κλίκ του ποντικιού, το space, τα βέλη αριστερά/δεξιά, " +
    "ή Page Up και Page Down. Χρησιμοποιήστε τα πλήκτρα S και B για να αλλάξετε " +
    "το μέγεθος της γραμματοσειράς.",

  strings_ja: {
    "slide":"スライド",
    "help?":"ヘルプ",
    "contents?":"目次",
    "table of contents":"目次を表示",
    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
     "マウス左クリック ・ スペース ・ 左右キー " +
     "または Page Up ・ Page Downで操作， S ・ Bでフォントサイズ変更",

  strings_zh: {
    "slide":"幻灯片",
    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
    "restart?":"重新启动?"
  },
  help_zh:
    "用鼠标点击, 空格条, 左右箭头, Pg Up 和 Pg Dn 导航. " +
    "用 S, B 改变字体大小.",

  strings_ru: {
    "slide":"слайд",
    "help?":"помощь?",
    "contents?":"содержание?",
    "table of contents":"оглавление",
    "Table of Contents":"Оглавление",
    "restart presentation":"перезапустить презентацию",
    "restart?":"перезапуск?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "restart presentation":"visa presentationen från början",
    "restart?":"börja om"
  },
  help_sv:
    "Bläddra med ett klick med vänstra musknappen, mellanslagstangenten, " +
    "vänster- och högerpiltangenterna eller tangenterna Pg Up, Pg Dn. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

  strings: { },

  localize: function (src) {
    if (src == "")
      return src;

     // try full language code, e.g. en-US
     var s, lookup = w3c_slidy.strings[w3c_slidy.lang];

     if (lookup)
     {
       s = lookup[src];

       if (s)
        return s;
     }

     // strip country code suffix, e.g.
     // try en if undefined for en-US
     var lg = w3c_slidy.lang.split("-");

     if (lg.length > 1)
     {
       lookup = w3c_slidy.strings[lg[0]];

       if (lookup)
       {
         s = lookup[src];

         if (s)
          return s;
       }
     }

     // otherwise string as is
     return src;
  },

  init_localization: function () {
    var i18n = w3c_slidy;
    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
    // this is used as in  w3c_slidy.localize("foo");
    this.strings = {
      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
      "el":this.strings_el,
      "jp":this.strings_ja,
      "zh":this.strings_zh,
      "ru":this.strings_ru,
      "sv":this.strings_sv
    },

    i18n.strings_es[help_text] = i18n.help_es;
    i18n.strings_ca[help_text] = i18n.help_ca;
    i18n.strings_cs[help_text] = i18n.help_cs;
    i18n.strings_nl[help_text] = i18n.help_nl;
    i18n.strings_de[help_text] = i18n.help_de;
    i18n.strings_pl[help_text] = i18n.help_pl;
    i18n.strings_fr[help_text] = i18n.help_fr;
    i18n.strings_hu[help_text] = i18n.help_hu;
    i18n.strings_it[help_text] = i18n.help_it;
    i18n.strings_el[help_text] = i18n.help_el;
    i18n.strings_ja[help_text] = i18n.help_ja;
    i18n.strings_zh[help_text] = i18n.help_zh;
    i18n.strings_ru[help_text] = i18n.help_ru;
    i18n.strings_sv[help_text] = i18n.help_sv;

    w3c_slidy.lang = document.body.parentNode.getAttribute("lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = document.body.parentNode.getAttribute("xml:lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = "en";
  }
};

// hack for back button behavior
if (w3c_slidy.ie6 || w3c_slidy.ie7)
{
  document.write("<iframe id='historyFrame' " +
  "src='javascript:\"<html"+"></"+"html>\"' " +
  "height='1' width='1' " +
  "style='position:absolute;left:-800px'></iframe>");
}

// attach event listeners for initialization
w3c_slidy.set_up();

// hide the slides as soon as body element is available
// to reduce annoying screen mess before the onload event
setTimeout(w3c_slidy.hide_slides, 50);

" charset="utf-8" type="text/javascript"></script>
</head>
<body>
<div class="slide titlepage">
<h1 class="title">Data Manupulation in R</h1>
<p class="author">
Parash Upreti
</p>
<p class="date">May 17, 2016</p>
</div>
<div id="review" class="slide section level2">
<h1>Review</h1>
<p>Data in R are in following structures</p>
<ul>
<li>Numeric or Integer</li>
<li>String</li>
<li>Factor</li>
<li>Date and Time</li>
</ul>
<p>Base R has some useful functions. Other functions can be created by user or used from R packages.</p>
<p>Similarly, data can be created/simulated in R or imported from external file. Some famous dataset is already available in R or R packages.</p>
</div>
<div id="simulating-data-in-r" class="slide section level2">
<h1>Simulating Data in R</h1>
<p>Data can be simulated in R in different ways on case by case basis. Try following codes.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">x <-<span class="st"> </span><span class="dv">1</span>:<span class="dv">10</span>
y <-<span class="st"> </span><span class="kw">seq</span>(<span class="dv">1</span>,<span class="dv">10</span>)
x ==<span class="st"> </span>y
z <-<span class="st"> </span><span class="kw">seq</span>(<span class="dv">0</span>, <span class="dv">10</span>, .<span class="dv">1</span>)
z_sq <-<span class="st"> </span>z^<span class="dv">2</span></code></pre></div>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">x_norm <-<span class="st"> </span><span class="kw">rnorm</span>(<span class="dv">100</span>, <span class="dv">0</span>, <span class="dv">1</span>)
<span class="kw">mean</span>(x_norm)
u <-<span class="st"> </span><span class="kw">runif</span>(<span class="dv">100</span>, -<span class="dv">1</span>, <span class="dv">1</span>)</code></pre></div>
<p><code>rnorm()</code> creates normally distributed data centered on mean and <code>runif()</code> creates uniformly distributed data on a given interval</p>
</div>
<div id="look-for-help" class="slide section level2">
<h1>Look for help</h1>
<p>What does certain code do? How to know if you do not know?</p>
<ul>
<li><p>R has very well maintained documentation that can explain code or function very easily. This can be accessed on R official website or through help tab on bottom right window</p></li>
<li><p>Can look up what certain function does by simply asking in console using <code>?function()</code>. eg. <code>?runif()</code>, <code>??runif()</code>, <code>help(runif)</code></p></li>
<li><p>Internet search: google (or other search engine), stackoverflow, etc.</p></li>
</ul>
</div>
<div id="r-datasets" class="slide section level2">
<h1>R Datasets</h1>
<p>Some famous datasets are available in R. Do you want to know what are available? Lets check out.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">data</span>()</code></pre></div>
<p>Note: These data are from a particular package called <code>datasets</code>. There are more data in other packages (as you can see if you scroll the result from <code>data()</code> screen).</p>
<p>This is how you see all packages that are loaded that has data</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co">#data(package = .packages(all.available = TRUE))</span></code></pre></div>
<p>As you load more packages, you may get more R data. You can access dataset from particular package by telling which package you want to look at.</p>
</div>
<div id="r-dataset-contd" class="slide section level2">
<h1>R Dataset contd…</h1>
<p>Looking at particular R Dataset</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># Iris data is in the default 'dataset' package</span>
<span class="kw">data</span>(iris)
<span class="co"># Veteran data is in the survival package</span>
<span class="kw">data</span>(veteran, <span class="dt">package =</span> <span class="st">"survival"</span>)</code></pre></div>
<p>When you run the above code the data apprears as <code><Promise></code> in your workspace. If you try to work with that data, it will appear under data.</p>
</div>
<div id="exporatory-data-analysis-on-the-iris-dataset" class="slide section level2">
<h1>Exporatory data analysis on the <code>iris</code> dataset</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">dim</span>(iris)</code></pre></div>
<pre><code>## [1] 150 5</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">str</span>(iris)</code></pre></div>
<pre><code>## 'data.frame': 150 obs. of 5 variables:
## $ Sepal.Length: num 5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ...
## $ Sepal.Width : num 3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ...
## $ Petal.Length: num 1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ...
## $ Petal.Width : num 0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ...
## $ Species : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ...</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">head</span>(iris,<span class="dv">3</span>)</code></pre></div>
<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 1 5.1 3.5 1.4 0.2 setosa
## 2 4.9 3.0 1.4 0.2 setosa
## 3 4.7 3.2 1.3 0.2 setosa</code></pre>
<p>Default <code>head</code> or <code>tail</code> will print 6 outputs. You can manupulate the numbers of rows by telling how many rows you want.</p>
<p>The <code>iris</code> dataset has 150 rows and 5 columns. The <code>str</code> or structure of the data tells us that first four variables are numerical variables and fifth variable is the categorical variables with three levels (three species of flowers)</p>
</div>
<div id="summary-of-iris-data" class="slide section level2">
<h1>Summary of Iris data</h1>
<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Min. :4.300 Min. :2.000 Min. :1.000 Min. :0.100
## 1st Qu.:5.100 1st Qu.:2.800 1st Qu.:1.600 1st Qu.:0.300
## Median :5.800 Median :3.000 Median :4.350 Median :1.300
## Mean :5.843 Mean :3.057 Mean :3.758 Mean :1.199
## 3rd Qu.:6.400 3rd Qu.:3.300 3rd Qu.:5.100 3rd Qu.:1.800
## Max. :7.900 Max. :4.400 Max. :6.900 Max. :2.500
## Species
## setosa :50
## versicolor:50
## virginica :50
##
##
## </code></pre>
<p>It is important to look at the summary of the data. You can spot the basic structure and distribution of numerical data through mean, median, quartiles and count.You can also see how many observations are in each factors.</p>
</div>
<div id="plotting-the-data-summary" class="slide section level2">
<h1>Plotting the data summary</h1>
<p>Lets use the base r package to plot some data. Scroll down for more plots</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">boxplot</span>(iris$Sepal.Width, <span class="dt">horizontal =</span> T)</code></pre></div>
<p><img src="data:image/png;base64,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" width="768" /></p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">median</span>(iris$Sepal.Width)</code></pre></div>
<pre><code>## [1] 3</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">hist</span>(iris$Sepal.Width)</code></pre></div>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABgAAAASACAMAAAAOH3aoAAAAllBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZmYAZpAAZrY6AAA6OgA6Ojo6ZmY6kJA6kLY6kNtmAABmOgBmOpBmZgBmZmZmkJBmtttmtv+QOgCQZgCQkDqQkGaQkNuQtpCQ27aQ29uQ2/+2ZgC2kDq225C2/7a2/9u2///bkDrbtmbb25Db/7bb/9vb////tmb/25D//7b//9v////woxqtAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3da4PbSLAe5tm1FUvnJNE6cSLl4njpOEsnXmp3//+fC+8EQQw1nEET1VXP80WaG4tNdPVLAiD48g8AJb0sfQcAWIYAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAObz9/eXT38ufSfgrQQAzEcA0BUBwKQfX15eXn75ferrv367/tGkzdemd28O65e9b8PvvT62t4x6/yDd/Nb+L3fmfEgm7s42fLY+n75c7Wv++sfxy/1ot+H02jhWV3983n6b45+RkwBg0scCYPvb0QPguFiPVrePBMD5FgfL7nEFfZmq9SFTd2c9LH2Ig8uvnBb4NwXAZfsJgNwEAJM+EgD7tSd4AJyflg+e9f7zoQC4Wumv192J789y/0e3thlWOMXR18Hv717tvCEAhttPAOQmAJj0kQBYDRaeqC7L9dUdfX8ADJ7/D9bM9cvI4LXBh0zdnfMiP6z8eXD3dr//hgAYbj8BkJsAYNKdAPipHgJgPevz8X+Og/71//n+8um/vpzX4ePrjOH/P9+/mbeaWsevDgKcXnocE2fzs/QRACUJACaVCIAZF7b9gvzrH/uzgNbntfR62V3N+BJg8on8YFDnXVzH3xkd470lAEoSAEwSAI/ZPz5fD6eBbv9/3A9z/Ugc9hJ9e+0mHjIZAIO8ueyR2pc/vDi4t00EQEkCgElvPgZwWmlOz2yHx0JPa93xjJTRk9/DX349/me/9qwP31kPVqDTvuzz4rU6Vl8PSpxvatq4/vA+Xj8rHoxtdF/uj/oqAC43d/28e7QKH5+kX+71+jig4ciGP7r543EADDbS/g/+w7n85ddHf3gOpdNdHW2/UwCMzjElCQHApDcGwPDQ52ExvA2Awe8MbnCwj2IcAKvLXw8Poh4Xv0MAnH9wOrV9dPPjoVz9wgMBcL4v90d9+PGnP6cCYDqYLqchne/CIQA2o1uefhQmA2CQMPtH6f/67XQz+3u8/9/VH57vxK9/3A+A88lMwV/Y8SABwKS3BcD1qS/7BeYmAK5PhDktIIP175f/eB0A/3q5tam/3S9t/3L57qf/d/L8+7OJ23h7AFzuy/1RH9feT//tOgA2k0VubmN4ytB/uHz79PBPPQrTJ/OcX3Ec8+j0aumfy2GJV4Ls8Ii+FgD/29X3yEMAMOlNAXDctXK1mI4DYHP9K8f1a/yXwwC4/OLo1MrDUjs6s37q1oem6r89AC5/dH/Ug18fBsAg5ibecfzqTVwPePJRmA6A8x77zeFWz/vSLrv1B384uRGmAmDI8YBUBACTRqvOwTgALgcdD2vJ8IyTqzcgDZbdw+9szmvZaSkcB8Du91bXv3T409Xl90+/vvuVzfTy9Er91w4CTwfA9fnz06O+LOnDZfl6/byEzWEQ367+d6p4rjbYm3PzKEwHwDmmj4cTTjvXDnf02+gP1+dypyh45SDwbXmSEABMelMAnI5a/nNYQk5rw3ABWQ0WjcMK8vmf04Iz3HlyFQDHhfJmr8u38y0Odged1vGrCyGcTdd/IAA+3/zklVEPH7HLSj96Vn87ssHemfVgNJdHaPpRmA6A01vB9n992m+1/fdyCODmlczxEVvdDYDDfZrzLCZiEABMensA3O7gHiwghxXptGPmfK2Cq6Xk8MXNErizXaM+D27nEgDHZWt4vszkW51eqf/2ADj/yk9HffWQXZbm0c6ewZHyYRjsv3119s/gIZp6FF55Q+/xoT8eAjifMjU4mfPyh69thIkAuMSdw8C5CAAmvX0X0MvNqjBYQK5X5fMKcvXtwRmGEydAHowDYHjY9Hg7k+9UeKX+2wPg2+1PXhn11U+GSXQdAfsfDJfY/Z26JMv1o3Jd4ecBcBzW5vS3t+fVTu3K+uf6XcQ3AXCsIwDyEQBMevwg8GXJGywgo3X26lzD87cvZ8u/doGGwYmhV+fWD9ewyQB4pf6bA2D0TP7eqPcuP7t+hTA4cv116ujr5ZzX60flNljvB8BxX895L9XhIMDgEMD4lczERrgNgNMge3iHHw8RAEx6z2mgE8cALju4r768XntGe8Gv19ThTvTpADjezusBcFv/zQFwuS8/HfXe3+drAd0cjTi9EDi/q+rK+en69fX8r94iMHwUXgmAw7f/0/eX4WHqX//LeS/T6wEwKP7qO4EFQDoCgElvfCPY9VJ2exbQewJgsCyPTkJ8fgBcfuOnoz795NOfr11w83zS0IMBMPUovFLjcMv/y5fzXd8fBPiPl68FAEMCgElvvxz0cHm6LDr3dwG9tvdh6tf33xkfA3goAD6wC2g6ACZHvXd4J/DlPKHtXw32BZ3u4is701/ZBTT5KLwWMpeXCoODMP86KDc6BvCmXUACIC0BwKTHPg/g+trDPzkI/O0nB4HPa9LgAOR7A+CV+h8PgNtR7y8BdwiAzcvofQzj25heSacPAk8/Cq8FwDmYbt7s+208jrcfBBYAaQkAJr35WkCn3xmsUx88DXTqMOh7A+Cjp4FOB8DEqI/nJl0HwGE1vqyY5yV3uvrtaaCjsHhDAAyu7rP/+ry36fS7o8vCvek0UAGQlgBg0lsCYPjGquF7jT74RrDTcjPcUTJYGx8KgI++EWwiAKZHfTxf/hAAq+Nfjt47e/hy94Ph1Us3owufXl1b6M/XHoX7xxkud3CwA2k8wtc2ggAoRAAw6U2vAAbvlbosbtdn6h93QTxyKYjrABhcL+E9AfBK/Y+8Apgc9XEY/+v5A2Eu7zY43cpmPIjBtZP2vzG4FMRx7F9ffRTGJyWdB35a8K9e9QwCYfCHlwfkaiNcbT8BkJsAYNKbAmD0LtfT/oTzgcivwy+ufuXexeCuT0wZulwa580B8Er9jwTA9KhHp+oML+hwO86b99lNXDf15ToWRo/CqwFwvB+jlx2Xd7QNXzrcXFdvdFG6rwIgOwHApPe8D+C0Npy/O3wWfP0rw1X01//5vPZcL7rDlfbfnC8Z/WAAvFL/I8cApkd9tZpe7XEfOt3gdV4M9vD8238/upHpR+HVADjeudGB75frQLjaJ3bw359v+mr7CYDcBACT3vM+gPNlE05r4c2z3cENDo5Wvnpy5uAUlssVcx4NgOn6870P4DzqwZo+uOHp/LlefK9elfy3042f1vDJR+HVALjam3+5AxPXNLoayNfLp/JcbT8BkJsAYNLbTwNd3aztpzVrvChNfSTk+TyX6bPzL+fRXJ8W/0gATNb/6GmgU6M+RcDoZs9L/fT3b0PpZiQTj8KrATC8vvTgj8+BMBrH+ZD2MAAG208A5CYAWFyidWX0kZCPeSWUoBkBwAK26+TgGa4AOBAAPJsAYAFXHyD22intPRIAdEUAsISbc+mnPs69GgHAswkAlnDzeTM59gB9jADg2QQAixi9vcmy948A4PkEAMu4eifU7QfsViQAeDYBwFKu3zCMAODpBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAGjp5QmWHiN0S/fQzjOWfwEA76Z7aOcZi7MAgHfTPbQjACC0p3TPX7/tXql/+vMZtQhEAEBozbpnu+ifVvzVaWft51bFiEkAQGhPCIDV5XCdFwG1CAAIrX0AbLYL/9fjd7wGqEUAQGjNA2D7769/HL+3fvnl91b1CEgAQGjNA2BzfP6/8/d3LwFKEQAQWvMAuHrWv3YUoBQBAKE1D4DVMAA2l91BFCAAILQnBMBgzRcAtQgACO25u4AEQC0CAEJ7xkHgb+dvrhwDKEUAQGjNA2B45s/wjCAKEAAQWssAeNm/Bey86m+jwB6gWgQAhNY6APb2y/7+ihDffvp3JCIAILSW3XPOgH0ArK3/5QgACK199/z4cjodyLuAqxEAEFqg7vFhf+kIAAgtUPf4uNd0BACE9pzu2Z0A9I5TQPV25wQAhNa0ezbHz4DZDA8GP0Bvd04AQGgNu+fwtP/ll99/fHl5XwLo7c4JAAitYfecPgry03++vBPgsStB6O3OCQAIrV33bJ/375b99eCzgDcPvhNAb3dOAEBo7bpnfdzhs3o5Xw/00U8E09udEwAQWrPu2S72h7N+Tm8E23nwE8H0ducEAITW8lpAh90915cDfegwsN7unACA0NoHwD8rAVCVAIDQWgbA8Y1fq+EuIAFQiQCA0FoeA7jd379yELgUAQChtTwL6Oacz0c/EUxvd04AQGjtumf3aQCfx9947K3AertzAgBCa9g9m+uPAHvHJ4Lp7c4JAAitZfdsLm8B++ddnwimtzsnACC0tt2zGuzyeccnguntzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACC109+jtzgkACK1196xeTj4//sd6u3MCAEJr2j3rl2uPZoDe7pwAgNAads+PLy9jv/7x0C3o7c4JAAitXff8/f16xf/rt+3Xn/585Cb0ducEAITWrns2N8v9LhK+PXITertzAgBCa9c9q9sdPtsXAQ8dBtDbnRMAEFqz7tk+3f968831Y/uA9HbnBACE1qx7ts/2b3f3bB47DKy3OycAIDQBQDsCAEKzC4h2BACE5iAw7QgACO3Zp4Heviq4Q293TgBAaE9+I9hjbwXW250TABBaw+7Zr/jXfvn9oVvQ250TABBa0+5ZjdZ/F4MrRgBAaC4HTTsCAEIL1D03O4xe9HbnBACEFqh7BEA6AgBCe0737M8IeuwU0B293TkBAKE17Z7N8RMANu/7PBi93TsBAKE17J7D0/6XX36/fDSYTwSrRQBAaA2753QC0Kf/fFz5Vz4RrBgBAKG1657t8/7dsr//YPjjur/xiWC1CAAIrV33rI87fFaXNwD//d3F4EoRABBa+8tBb18JnHf8uBx0LQIAQmv/gTDDp/0+EKYWAQChPeETwVYCoCoBAKG1DIDjG79Ww11AAqASAQChtTwGcLu/f+UgcCkCAEJreRbQzTmfG58IVosAgNDadc/u82A+j7/hE8FKEQAQWsPu2V8B6PIiYHX95Vvo7c4JAAitZfdsrj4Dcv3w+q+3eycAILS23bMa7PJZP/6ZYHq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQgvdPXq7cwIAQntK9/z128vWpz8f/Tu93TkBAKE1657ton9a8VcvR58fvA293TkBAKE9IQDO6//DLwL0ducEAITWPgA224X/6/E7D74G0NudEwAQWvMA2P776x/H761ffvn9kdvQ250TABBa8wDYHJ//7/z9/bGXAHq7cwIAQmseAFfP+tePHQXQ250TABBa8wBYDQNgc9kd9BZ6u3MCAEJ7QgAM1nwBUIsAgNCeuwtIANQiACC0ZxwE/nb+5soxgFIEAITWPACGZ/4Mzwh6C73dOQEAobUMgJf9W8DOq/42Ch7bA6S3eycAILTWAbC3X/b3V4T49tO/G9LbnRMAEFrL7jlnwD4A1g+v/3q7dwIAQmvfPT++nE4HevRioHq7dwIAQgvUPS8Tlr5PfIgAgNACdY8ASEcAQGihu0dvd04AQGhNu+fHl+sPgfn7u3cClyIAILSW3XP6KLDzwV8BUIwAgNAads/loyBPLwIEQDECAEJr1z27/T+78/7XlwQQAMUIAAitXfecPwhgdwmIQwIIgGIEAITWrHuGF4FbvZwvDCcAKhEAEFrLawENLwO9TwABUIwAgNCeEwC7BPgsAMoRABDakwJgdxzgqwCoRgBAaE85BnD48uWbAChGAEBo7bpnfX315x9fXn75TwKgFgEAobV9H8DwAyA3l48GeCu93TkBAKE17J711WUgjgkgACoRABBay+5Zv1y/Bti9JhAAlQgACK1p9/z9/SoAdpEgACoRABBa6O7R250TABBa6O7R250TABBa6O7R250TABBa6O7R2517TgA8Q/txwAJCz2x91zkBAKGFntn6rnNZdgGZiCQVembru85lWZxNRJIKPbP1XeeyLM4mIkmFntn6rnNZFmcTkaRCz2x917ksi7OJSFKhZ7a+61yWxdlEJKnQM1vfdS7L4mwiklToma3vOpdlcTYRSSr0zNZ3ncuyOJuIJBV6Zuu7zmVZnE1Ekgo9s/Vd57IsziYiSYWe2fquc1kWZxORpELPbH3XuSyLs4lIUqFntr7rXJbF2UQkqdAzW991LsvibCKSVOiZre86l2VxNhFJKvTM1nedy7I4m4gkFXpm67vOZVmcTUSSCj2z9V3nsizOJiJJhZ7Z+q6lJJ+lm6UGLCD0zNZ37Txl+c+yOJuIJBV6Zuu7dp7y2GZZnE1Ekgo9s/VdOwIgWA1YQOiZre/aEQDBasACQs9sfdeOAAhWAxYQembru3YEQLAasIDQM1vftSMAgtWABYSe2fquHQEQrAYsIPTM1nftCIBgNWABoWe2vmtHAASrAQsIPbP1XTsCIFgNWEDoma3v2hEAwWrAAkLPbH3XjgAIVgMWEHpm67t2BECwGrCA0DNb37UjAILVgAWEntn6rh0BEKwGLCD0zNZ37QiAYDVgAaFntr5rRwAEqwELCD2z9V07AiBYDVhA6Jmt79oRAMFqwAJCz2x9144ACFYDFhB6Zuu7dgRAsBqwgNAzW9+1IwCC1YAFhJ7Z+q4dARCsBiwg9MzWd+0IgGA1YAGhZ7a+a0cABKsBCwg9s/VdOwIgWA1YwO3M/ut/+nOB+zFJ37UjAILVgAVMBMBvLy+fF7gnE/RdOwIgWA1YwHQAbH1d4M6M6bt2BECwGrCAqZm9fjn49vR7M6Lv2hEAwWrAAl6Z2atDBPz6x3PvzYi+a0cABKsBC3h1Zv/9/ZABnxY8JKzv2hEAwWrAAu7N7OPRgOUOCeu7dgRAsBqwgJ/M7OPrgF9+f869GdF37QiAYDVgAXdn9ulo8FKvAvRdOwIgWA1YwOsze30+Drx/GbDEaaH6rh0BEKwGLOCVmT06E/Sv3xY5IUjftSMAgtWABdx7H8DgSf9KACQjAILVgAW8+k7gq9M///6+yOmg+q4dARCsBixgOgAWOutnTN+1IwCC1YAFTAXA4peAONF37QiAYDVgAaFntr5rRwAEqwELmJ7Z68PpP3/9tuzFgPRdOwIgWA1YwNTM3h0F2AfAjy8ffgfY6iNvJdN37QiAYDVgARMz+/K+r80H3wM8eCfxuzJA37UjAILVgAVMzOz14Cyg9Qc+FmD3+mHkwT1K+q4dARCsBizgdmZvXwAM1untKv7OlwD7FxKDW9q/v+CxdxPou3YEQLAasIDJ9wEMr/uzfu9bwDY3y/0uEh56OaHv2hEAwWrAAiYDYLhKb957EYiJq0dsb/qhlxP6rh0BEKwGLKBZAGyf7t9eQPTBlxP6rh0BEKwGLGDyGMBwlV69cxfQKEcOHkwTfdeOAAhWAxYwfRbQ5bn75r2fBCAAYhMAwWrAAiZm9uBqcLv/vvMQgF1AsQmAYDVgAVMze3N17v573wbgIHBoAiBYDVjA5MwevIXr/ReGnj4N9KH9SfquHQEQrAYs4JWZffxUmI98LsDkG8Ee25+k79oRAMFqwAIazuxjiAw9GCj6rh0BEKwGLKDpzF6N1n8Xg4tDAASrAQtoPbNdDjooARCsBizgZweBH7+E5/vvyoTnVK5IAASrAQuYmtmjy/gLgIwEQLAasICJmb15WSYAbum7dgRAsBqwgImZvZptzd/vShq8GeD6owZ+Tt+1IwCC1YAF/OwDYT7idAD4fPhXAMQhAILVgAX89ANh3u9yAtDpRYAAiEMABKsBC2gXALv9P7vrCK0vCSAA4hAAwWrAAiZ3Ac0SAKvT+35314Q4JIAAiEMABKsBC5j8PIB3fgrwle1if973vzomgACIQwAEqwELmP48gBleAlx9IMwxAQRAHAIgWA1YwNTM/vFlhtcA158IttqfCyQA4hAAwWrAAiYPAs/xRrDrADh8FIAAiEMABKsBC2gWAMNjAIcvX74JgDgEQLAasIBmAbA7/XP4aZI/vrz88p8EQBgCIFgNWEC7mb17H8DwYPLm8TTRd+0IgGA1YAENZ/b66jIQxwQQAEEIgGA1YAEtZ/YuAYavAXavCQRAEAIgWA1YwCsze3cg4Jff/1l/7HTQmzcVrwVAFAIgWA1YwOTMPhwH3gXA9YHcZ9N37QiAYDVgAVMz+3ge0DYAdhf0XDAB9F07AiBYDVjAxMw+XLztx5fdtdzm+3CY99B37QiAYDVgAdMfCfl1d8R2fzHP9ctMnw7wHvquHQEQrAYsYPIjIXeHfo8BsH05MMe1Qd9H37UjAILVgAW8+nkAxwB49MSdWem7dgRAsBqwgMlLQeyO+54CYCMAUhIAwWrAAgRAUQIgWA1YwE93Aa0cA0hJAASrAQuYPAi8e85/DIDt64HPt7/yJPquHQEQrAYsYPo00M+nANhfxv/59+pI37UjAILVgAVMzez9u7/2AbC7nNtye4D0XUMCIFgNWMCdS0F86ONgZqHv2hEAwWrAAiZn9m7HT4D1X981JACC1YAFvDKzjxGw6PKv71oSAMFqwAJCz2x9144ACFYDFhB6Zuu7dgRAsBqwgNAzW9+1IwCC1YAFTF4K4ppLQWQkAILVgAUIgKIEQLAasAABUJQACFYDFnB/Zi/6cTD6riUBEKwGLOBnM3vtUhA5CYBgNWABP5vZ29cALgaXkQB4qMYztB8HjPx01i35EkBPtCMAHqohAEjpDQHgIHBGAqBgDRgRAEUJgII1YORns+6v3+wCSkkAFKwBIz+Zdbs3BfhIyIwEQHNftHsAACAASURBVMEaMPLzN4IdPht+EXqiHQFQsAaM/DwAvi5wr470RDsCoGANGPlZAPhEsKQEQMEaMBJ61umJdgRAwRowEnrW6Yl2BEDBGjASetbpiXYEQMEaMBJ61umJdgRAwRowEnrW6Yl2BEDBGjDyhg+EWe50ID3RjgAoWANGBEBRAqBgDRgRAEUJgII1YGRq1v34crr+wy4MvBM4JQFQsAaMTMy67ap/WfQ3rgWUkwAoWANGJmbd6ur6nytXA01JABSsASO3s270KcAbHwiTkgAoWANGJg8CC4D8BEDBGjAyGQDD474rnwiWkgAoWANGJo8BDF4CrJc8DUhPtCMACtaAkYlZ9+PL+az/wX+XoCfaEQAFa8DI1KxbB/lESD3RkAAoWANGJmfdxieCpScACtaAkVdm3W7fz9LLv55oSQAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6/Mut1V4H75/Z/1cu8B2NET7QiAgjVgZHLWHa4IvQuAl6t3BT+bnmhHABSsASNTs+74iQDbAFi9LJoAeqIdAVCwBoxMzLq/v7+8fPrzx5fdOwBW3giWlAAoWANGJmbdZn/1h0MAuBREVgKgYA0YmbwW0O7Q7zEAti8HXAwuIwFQsAaMTH4ewO45/zEAti8BXA46IwFQsAaMvPp5AKcA8HkAOQmAgjVgRAAUJQAK1oCRn+4C8oEwOQmAgjVgZPIg8O45/zEAtq8HfCh8RgKgYA0YmT4N9PMpAHbvCVjunWB6oh0BULAGjEzNuv27v/YBsPtomAUvB6Qn2hEABWvAyJ1LQSz/iTB6oh0BULAGjEzOut2OnwDrv55oSAAUrAEjr8y6YwT4RLC0BEDBGjDylFl32Kf0+MEEPdGOAChYA0amTgOd5Xn/dtE/rfir0/6kR08o1RPtCICCNWBk8o1gc5z4cwmA1eWI8oM3rCfaEQAFa8DI5KUg5njr1zkANi/HK0rvdgQ9dst6oh0BULAGjDR/BbD997xLaf1yuLzEm++cnmhGABSsASPT7wSe4c2/pwDYDD5RZpstD70E0BPtCICCNWBkatb9+DLDa4BTAFw9618/dsN6oh0BULAGjEweA7j2vpOCTgGwGgbAg9eW1hPtCICCNWDkCQEw+HsBEIYAKFgDRpoHwNorgJAEQMEaMNJs1g0OAl8OKT/46TJ6oh0BULAGjDQPgOGZP8Mzgt5CT7QjAArWgJGWAfCyfwvYedXfXWDusd1JeqIdAVCwBowMZ92sH/84PJSwX/b3V4R47A0GeqIdAVCwBow0C4B/BhmwD4D1w+u/nmhIABSsASPTAfDjy2M76+85va1s/Xi66Il2BEDBGjDSPgDeflcmPP1OlCEACtaAEQFQlAAoWANGAgXALT3RjgAoWANGBEBRAqBgDRgRAEUJgII1YEQAFCUACtaAEQFQlAAoWANGmgXAzUVF33FpUT3RjgAoWANGBEBRAqBgDRhptwtoexsCIC4BULAGjIwC4MNr9ujmPhYjeqIdAVCwBow0DIDd7Q0+Dew9d05PNCMACtaAkZYBcL4O3LvvnJ5oRgAUrAEjbWfd+uErQF/RE+0IgII1YKTtrDt9LuQ76Yl2BEDBGjDSeNZ97CWAnmhHABSsASOhZ52eaEcAFKwBI6FnnZ5oRwAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6FnnZ5oRwAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6FnnZ5oRwAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6FnnZ5oRwAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6FnnZ5oRwAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6FnnZ5oRwAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6FnnZ5oRwAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6FnnZ5oRwAUrAEjoWednmhHABSsASOhZ52eaEcAFKwBI6FnXd2eeHmCpwxDjUg1YCT0rKvaE89Y/gVAwRowEnrWVe2JNOtNloFkqQEjoWdd1Z5Is95kGUiWGjASetZV7Yk0602WgWSpASOhZ13Vnkiz3mQZSJYaMBJ61lXtiTTrTZaBZKkBI6FnXdWeSLPeZBlIlhowEnrWVe2JNOtNloFkqQEjoWdd1Z5Is95kGUiWGjASetZV7Yk0602WgWSpASOhZ13Vnkiz3mQZSJYaMBJ61lXtiTTrTZaBZKkBI6FnXdWeSLPeZBlIlhowEnrWVe2JNOtNloFkqQEjoWdd1Z5Is95kGUiWGjASetZV7Yk0602WgWSpASOhZ13Vnkiz3mQZSJYaMBJ61lXtiTTrTZaBZKkBI6FnXdWeSLPeZBlIlhowEnrWVe2JNOtNloFkqQEjoWdd1Z5Is95kGUiWGjASetZV7Yk0602WgWSpASOhZ13Vnkiz3mQZSJYaMBJ61lXtiTTrTZaBZKkBI6FnXdWeSLPeZBlIlhowEnrWVe2JNOtNloFkqQEjoWdd1Z5Is95kGUiWGjASetZV7Yk0602WgWSpASOhZ13Vnkiz3mQZSJYaMBJ61lXtiTTrTZaBZKkBI6FnXdWeSLPeZBlIlhowEnrWVe2JNOtNloFkqQEjoWdd1Z5Is95kGUiWGjASetZV7Yk0602WgWSpASOhZ13Vnkiz3mQZSJYaMBJ61lXtiTTrTZaBZKkBI6FnXdWeSLPeZBlIlhowEnrWVe2JNOtNloFkqQEjoWdd1Z5Is95kGUiWGjASetZV7Yk0602WgWSpASOhZ13Vnkiz3mQZSJYaMBJ61lXtiTTrTZaBZKkBI6FnXdWeSLPeZBlIlhowEnrWVe2JNOtNloFkqQEjoWdd1Z5Is95kGUiWGjDSetatXk4+P/7HVXsizXqTZSBZasBI01m3frn2aAZU7Yk0602WgWSpASMNZ92PLy9jv/7x0C1U7Yk0602WgWSpASPtZt3f369X/L9+23796c9HbqJqT6RZb7IMJEsNGGk36zY3y/0uEr49chNVeyLNepNlIFlqwEi7Wbe63eGzfRHw0GGAqj2RZr3JMpAsNWCk2azbPt3/evPN9WP7gKr2RJr1JstAstSAkWazbvts/3Z3z+axw8BVeyLNepNlIFlqwIgACCjNepNlIFlqwIhdQAGlWW+yDCRLDRhxEDigNOtNloFkqQEjzz4N9PZVwR1VeyLNepNlIFlqwMiT3wj22FuBq/ZEmvUmy0Cy1ICRhrNuv+Jf++X3h26hak+kWW+yDCRLDRhpOutWo/XfxeDeJs16k2UgWWrAiMtBB5RmvckykCw1YCTQrLvZYfRStSfSrDdZBvKcGs/Qfhx0JdCMMF9PsqxpaQYiAEgq9IyoOl+zrGlpBqIGSYWeEVXna5q1IMtA1CCp0DOi6nxNsxZkGYgaJBV6RlSdr2nWgiwDUYOkQs+IqvM1zVqQZSBqkFTLy0FPcTnoN0izFmQZiBokJQACSrMWZBmIGiTVbkb8+CIA3inNWpBlIGqQVOOLwT109ecbVedrmrUgy0DUIKmWM2KbAA9e/nOk6nxNsxZkGYgaJNV0Rvz48thHQI5Vna9p1oIsA1GDpNrOiPXLxCfDv13V+ZpmLcgyEDVIqu2M+Ou3D70EqDpf06wFWQaiBkk1nhEfewlQdb6mWQuyDEQNkgo9I6rO1zRrQZaBqEFSoWdE1fmaZi3IMhA1SCr0jKg6X9OsBVkGogZJhZ4RVedrmrUgy0DUIKnQM6LqfE2zFmQZSJ4az9B+HMwm9NaqOpeyrDdpBpKnhgDgSuitVXUuZVlv0gxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aVedSmj7NMhA1YtVgNqG3VtW5lKZPswxEjVg1mE3orVV1LqXp0ywDUSNWDWYTemtVnUtp+jTLQNSIVYPZhN5aMefSyxM8YxTta6RZcNSIVYPZhN5aEefSM5b/NH2aZSBqxKrBbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbEJvrYhzKUsPCQA1uq3BbJ6ytf767WXr05+P/l3EuZSlhwSAGt3WYDbNttZ20T+t+KuXo88P3kbEuZSlhwSAGt3WYDZPCIDz+v/wi4CIcylLDwkANbqtwWzaB8Bmu/B/PX7nwdcAEedSlh4SAGp0W4PZNA+A7b+//nH83vrll98fuY2IcylLDwkANbqtwWyaB8Dm+Px/5+/vj70EiDiXsvSQAFCj2xrMpnkAXD3rXz92FCDiXMrSQwJAjW5rMJvmAbAaBsDmsjto4q5MaHXv3i9LDwkANbqtwWyeEACDNV8AlKqRZiBqxKrBbJ67C+huANyKOJey9JAAUKPbGszmGQeBv52/uXIMoFKNNANRI1YNZtM8AIZn/gzPCHqLiHMpSw8JADW6rcFsWgbAy/4tYOdVfxsFj+0BCjmXsvSQAFCj2xrMpnUA7O2X/f0VIb799O+GIs6lLD0kANTotgazabm1zhmwD4D1w+t/yLmUpYcEgBrd1mA27bfWjy+n04EevRhoyLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obdWxLmUpYcEgBrd1mA2obfW43Np6nOF59ZipONR5KiRZiBqxKrBbEJvrUfn0jOW/yw9JADU6LYGswm9tR4PgDb3Q43ARdSoV4PZhN5aAqDvGmkGokasGswm9NYSAH3XSDMQNWLVYDaht5YA6LtGmoGoEasGswm9tQRA3zXSDESNWDWYTeitJQD6rpFmIGrEqsFsQm8tAdB3jTQDUSNWDWYTemsJgL5rpBmIGrFqMJvQW0sA9F0jzUDUiFWD2YTeWgKg7xppBqJGrBrMJvTWEgB910gzEDVi1WA2obeWAOi7RpqBqBGrBrMJvbUEQN810gxEjVg1mE3orSUA+q6RZiBqxKrBbEJvLQHQd400A1EjVg1mE3prCYC+a6QZiBqxajCb0FtLAPRdI81A1IhVg9mE3loCoO8aaQaiRqwazCb01hIAfddIMxA1HqmR43NZiwj9SAqAvmukGYgaj9QQAB0J/UgKgL5rpBmIGvVqFBH6kRQAfddIMxA16tUoIvQjKQD6rpFmIGrUq1FE6EdSAPRdI81A1KhXo4jQj6QA6LtGmoGoUa9GEaEfSQHQd400A1GjXo0iQj+SAqDvGmkGoka9GkWEfiQFQN810gxEjXo1igj9SAqAvmukGYga9WoUEfqRFAB910gzEDXq1Sgi9CMpAPqukWYgatSrUUToR1IA9F0jzUDUqFejiNCPpADou0aagahRr0YRoR9JAdB3jTQDUaNejSJCP5ICoO8aaQaiRr0aRYR+JAVA3zXSDESNejWKCP1ICoC+a6QZiBr1ahQR+pEUAH3XSDMQNerVKCL0IykA+q6RZiBq1KtRROhHUgD0XSPNQNSIVsMHD88k9CAFQN810gxEjWg1BMBMQg9SAPRdI81A1KhXo8h+ptCDFAB910gzEDXq1RAAyxMAfddIMxA16tUQAMsTAH3XSDMQNerVEADLEwB910gzEDXq1RAAyxMAfddIMxA16tUQAMsTAH3XSDMQNerVEADLEwB910gzEDXq1RAAyxMAfddIMxA16tUQAMsTAH3XSDMQNerVEADLEwB910gzEDXq1RAAyxMAfddIMxA16tUQAMsTAH3XSDMQNerVEADLEwB910gzEDXq1RAAyxMAfddIMxA16tUQAMsTAH3XSDMQNerVEADLEwB910gzEDXq1RAAyxMAfddIMxA16tUQAMsTAH3XSDMQNerVEADLEwB910gzEDXq1finxucOL34H7hEAfddIMxA16tUQAMsTAH3XSDMQNerVyDOQ+/dg6TtwjwDou0aagahRr0aegdy/B0vfgXsEQN810gxEjXo18gzk/j1Y+g7cIwD6rpFmIGrUq5FnIPfvwdJ34B4B0HeNNANRo16NPAO5fw+WvgP3CIC+a6QZiBr1auQZyP17sPQduEcA9F0jzUDUqFcjz0Du34Ol78A9AqDvGmkGoka9GnkGcv8eLH0H7hEAfddIMxA16tXIM5D792DpO3CPAOi7RpqBqFGvRp6B3L8HS9+BewRA3zXSDESNejXyDOT+PWh8+6vzRS8+P/7HAqDvGmkGoka9GnkGcv8etLzx9ejCR49mgADou0aagahRr0aegdy/B+1u+seXm0vf/frHQ7cgAPqukWYgatSrkWcg9+9Bs1v++/v1iv/Xb9uvP/35yE0IgL5rpBmIGvVq5BnI/XvQ7JY3N8v9LhK+PXITAqDvGmkGoka9GnkGcv8eNLvl1e0On+2LgIcOAwiAvmukGYga9WrkGcj9e9DqhrdP97/efHP92D4gAdB3jTQDUaNejTwDuX8PWt3w9tn+7e6ezb3DwB//wLQZP6kNoLlH19W5CQCAhTy6rs4t9C4gANoJfRAYgHaefRro7asCABbx5DeCPfhWYACaaXgQYr/iX/vl93blAHhI06PQq9H67wAAQByhLwcNQDuLn4cKwDIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKCpZALwA+S290KSR6pFcelYCT7H0UpNGqkey7ryoO/LCQzdyPizVI1l3XtQdeeGhGzkfluqRrDsv6o688NCNnA9L9UjWnRd1R1546EbOh6V6JOvOi7ojLzx0I+fDUj2SdedF3ZEXHrqR82GpHsm686LuyAsP3cj5sFSPZN15UXfkhYdu5HxYqkey7ryoO/LCQzdyPizVI1l3XtQdeeGhGzkfluqRrDsv6o688NCNnA9L9UjWnRd1R1546EbOh6V6JOvOi7ojLzx0I+fDUj2SdedF3ZEXHrqR82GpHsm686LuyAsP3cj5sFSPZN15UXfkhYdu5HxYqkey7ryoO/LCQzdyPizVI1l3XtQdeeGhGzkfluqRrDsv6o688NCNnA/zSAIUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEX1HAA/vrxs/fL7xI/++m33o69Pv0tP8urI//7+cvZtgTvW3mHok1u2xEafGF7+jb6zHf7E4JJv8/b6DYDDpt/59Y/xz1bHn0yGQ/fujPzyo5xrwWWtux1d7o1+Z+TZN/rebpDVtvkzdBsAw1k/XgfXr/4kg3sj31x+lHEtuPdcN/dGvzfy5Bv9YDU1uNzb/Cm6DYDdtt+/8tvNjM9XP9q9Vv7056ExPk/+cdfujHz3s7RLwD+Xoe8ycLeFB4ps9ImRZ9/oe5updEu+zZ+i1wAYvCJcj/N/dZoO2wmS77XhvZFvh575qdD2afBxe24fhNGWzb3R7408+UbfO7zqHQdA7m3+HL0GwOaS+btXx8OpsZ0sp4ZYJzw+dGfku2+Mnx5msu3z09DHz3qTb/Q7I8++0Xe2Q/z1f78JgOTb/Dl6DYDhFl9dT41Bs2z/m6437ox81xJFXgqPR558ow+MR15ho+9C73ZHV51t3lCvATC0un79N1ghd88cMr86Ho189+rg2/7VcvYXxIMnfwdlNvrNyAts9O3y/nXiSEeZbd5SggDYTv6r9B/MlMuu05TGI98O/Zd/OZ4WkfoJ0fpmh3CVjX478vwb/bCPazIASmzzphIEwHj/3/A18vgpci43ez5Pp0XnXQz+OQ3y280382/0yZHn3+iH7XkbACW2eWv9B8DN7r/hXEg9L25GvjsofBjv5iXvUbFXAqDARp8cefqNvjmMaioACmzz1roPgO0qeHMq5HBe5D1F+nbkg1MEb3+YxektUfdSP+dGnx559o1+2s/5swDIuc2b6z0ANrdvAizyxGBi5EO5O2J30PPq1JciG31i5EMZN/rpXQ5eATTReQBMrYI15sVP1v/sZ0aP3w9VY6PvTLwT7CzhRj+v+wKgib4DYDV12KvEyQGTIx/a5FsLrozWuhIb/eDOKp9vo1/O9XcWUBM9B8Bun+jEq+FN/tODXxn5UL614NpofAU2+smdLZtvo18u93ZQdJu303EA7C4FNTXd879B8LWRD2W/Qthorcu/0c/urPL5Nvq9ACi0zdvpNwBevQBU+kuEvDry67dG5ntNfOcqGMk3+p2R597o9wIg+TZ/jm4D4M6xsOQXCXx95IPTADcZL5A7GN/NGY+5N/qdkWff6CcTr25yb/Pn6DUAbi6EOZD7MuF3Rr770fmcuYQdcTW+0VO+/Bv9lZFn3+gnEwGQe5s/R68BsLl+ZbibGpdnxqk/KOjeyA8fG3v7YjmL4fgOHV9ko98befaNfnQJgCrb/Ck6DYDhJ+TdBkDmjwq9P/LLYpDsYODR5eMwP5+/UWCj/3N35Nk3+sFUACTf5s/QaQAMPxd3IgCOP8/4fOhnI98MF4mEDqvd+ZSPGht9787Is2/0nckAyL7N2+s0AAD4KAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAZPf391//WPo+QEgCgO78/f1ltKTffuds87Lzy++Db/34sv/epz9nuwvr4a399duw3vY3X77e3sHtLx3/4q//8/hrV/cRnkEA0J0HAuC41g+X+83L2ftfGYwKbstcvtwX+Hr6arvSb1f21wNgdfhVAcASBADdeXsAXNb/cwIM1v+X96+5o4K7p/nfTl+sdrf8+fTVZl/51QDYvAgAliMASGy3Fn/bHQNYvxxX6MH+mfUHdgONF/TV5Tn/tsK//feXn64HrwYGBAARCADyOu1+2a7Gm+Nivx48Od+9Pvh258/vGAfA5pIl21v9uj7f8NVrg+u7JgBYnAAgr+1avN/9sl2rTyv2arjODtPgMeMA2K7np693i//mfMODH1wRAEQgAOjOZTH/9Odmvyf/sh4fdvEfV99BAJxcBcD256cAOPzdt8H3dzuLhvmwGh41GAfA5Yn+/ieXZf8YBZffP97sIQBOByS+HQNg89Gzk+AhAoDuDALgv75cBcDloO/+afVgF9DJ9JP+898dfnMXAMdvneJifX0w+eag7nlX/yFUzjlz/P7594+38+n/mwqA1flLeAoBQHcuAfBvvhye7x+/s392PVxEd8vt16sA2K3rN/taBicLnXLk332/OlHosv6PFvTBTRyeuW/2pcd7dk6/f76dtJxTbgAABIVJREFU/24iAP7l6k5AewKA7lwC4LS/5Pid9XHt3O2QOT1RHy+oq+G6fr69w9eb406ffSDs/uj0jV2ynF5T7G956rTOwzcOz/1PeXDa1T9IqN3Xl109g6Q4ptb6Zfq8IZifAKA7gwA47i8/fmd1tSN+/7/1zZPqy5P50/cup/Ac9hntA+Dwne3/dt/YDA8r7P7s9o0Hx9rHFf/0zH+wvh8T6ny7twFwucvvPDQNDxIAdGcQAF+vvrOeOoJ62s1yWVRX5wg4vRn3/HrgsB4fl/1/rmocHJ/p3wbAcSU/LejHff+nSDr8/uBUn/VEABwLnfcmQWsCgO4MAuDb1Xc2k8dQj/uBrhbyzeBFwOWyPKdDuIMleHP1dHx/U9MBcPybU5gcbuj8a4f/DM4JPZWYOA1UAPA0AoDu3J7TPzwqcLPY7w8Cr26P/a6PrwuGh44PrwoGp4ee/3u5hMR0AJyf4x8W78Naf/7rcwCclvY77wMQADyNAKA7rwfAYAf/18GvH48P3BxaXe9TYXjBoKkA2K3Gw9+ZDoDtjR1u6/iX+5cnm+uDEoOlXQAQgQCgO3cCYPB8/uvl13c/Oy7NP74MdxDtV+nbBffmFcDpRs9v8ZoIgP1SfrkGxP7L8z30CoCQBADduRsAO/v1eruIHg4SDANgdGm2/Xp9e7WGm2MA6/MpOq8HwPYnn6+D6PN5h5BjAMQkAOjOawFwvfxu/3s4ofIQAIelfzN+U8DhWv2j48aDy/uvLtdp2Nu8ugto+6u//pffzi8ddr/xf3+5Pk1pUGniLCABwNMJALrz6iuAy37+8zHY06Ugjlf+PL0T6+C4mq+v3hJwOA30uJAfouCyOu/+/rUA2Lz88n8MXmCsd1+O7uD5PNXz/RAALEkA0J1XA+D0xt39+vr5n8NZQftLQWxeLgvuaXHf7yj6evrP/pn58Vyh/SHf0zt2j7dzuZLD7jemAmD7V/86ONVo/+XplwbvBD7uj7rcn9NbhQUATycA6M4bTgM9LtjDMzwHHwNzMT7F85AI2yX431xdHu7mY8ROBY9vHT7dieHLi/2Xn0d3+XxD/8PxIPDh9KJvAoBFCAC683oAnN7zdV7uLwkwfLPv1Wq/M7qK6O6A8Waw/g+S5X/8fjywfBsA46v4rF4uxxbOrxiON3u8GujpHn8VACxCANCde2cBHVf8y0Hd49o+PPfnlArDI7/rwQuCwxlD+z/8dn0zX0+nBU0GwOb6NocHnC938PjC4HxG6PFrAcASBADZXV0O+k0G7wOAzAQA2QkAeIUAIDsBAK8QADAmAChCAMCYAKAIAQBjAoAiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUJQAAChKAAAUJQAAihIAAEUJAICiBABAUQIAoCgBAFCUAAAoSgAAFCUAAIoSAABFCQCAogQAQFECAKAoAQBQlAAAKEoAABQlAACKEgAARQkAgKIEAEBRAgCgKAEAUNT/D0029H8nsFKVAAAAAElFTkSuQmCC" width="768" /></p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">plot</span>(<span class="dt">x =</span> iris$Petal.Length, <span class="dt">y =</span> iris$Sepal.Length,
<span class="dt">xlab =</span> <span class="st">"Petal Length "</span>,
<span class="dt">ylab =</span> <span class="st">"Sepal Length "</span>,
<span class="dt">main =</span> <span class="st">"Scatterplot of Sepal vs Petal Length"</span>)</code></pre></div>
<p><img src="data:image/png;base64,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" width="768" /></p>
</div>
<div id="making-nicer-plots" class="slide section level2">
<h1>Making nicer plots</h1>
<p>We can also plot the all variables in the dataset at once. In this plot we removed the categorical variable <code>Species</code>. This helped us quickly understand relationship between different features <img src="data:image/png;base64,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" width="768" /></p>
</div>
<div id="slide-with-plot" class="slide section level2">
<h1>Slide with Plot</h1>
<p><img src="data:image/png;base64,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" width="768" /></p>
</div>
<!-- dynamically load mathjax for compatibility with self-contained -->
<script>
(function () {
var script = document.createElement("script");
script.type = "text/javascript";
script.src = "https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
document.getElementsByTagName("head")[0].appendChild(script);
})();
</script>
</body>
</html>