-
Notifications
You must be signed in to change notification settings - Fork 3
Expand file tree
/
Copy pathREADME.html
More file actions
674 lines (658 loc) · 314 KB
/
Copy pathREADME.html
File metadata and controls
674 lines (658 loc) · 314 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
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<style type="text/css">
@font-face {
font-family: octicons-link;
src: url(data:font/woff;charset=utf-8;base64,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) format('woff');
}
body {
-webkit-text-size-adjust: 100%;
text-size-adjust: 100%;
color: #333;
font-family: "Helvetica Neue", Helvetica, "Segoe UI", Arial, freesans, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
font-size: 16px;
line-height: 1.6;
word-wrap: break-word;
}
a {
background-color: transparent;
}
a:active,
a:hover {
outline: 0;
}
strong {
font-weight: bold;
}
h1 {
font-size: 2em;
margin: 0.67em 0;
}
img {
border: 0;
}
hr {
box-sizing: content-box;
height: 0;
}
pre {
overflow: auto;
}
code,
kbd,
pre {
font-family: monospace, monospace;
font-size: 1em;
}
input {
color: inherit;
font: inherit;
margin: 0;
}
html input[disabled] {
cursor: default;
}
input {
line-height: normal;
}
input[type="checkbox"] {
box-sizing: border-box;
padding: 0;
}
table {
border-collapse: collapse;
border-spacing: 0;
}
td,
th {
padding: 0;
}
* {
box-sizing: border-box;
}
input {
font: 13px / 1.4 Helvetica, arial, nimbussansl, liberationsans, freesans, clean, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
}
a {
color: #4078c0;
text-decoration: none;
}
a:hover,
a:active {
text-decoration: underline;
}
hr {
height: 0;
margin: 15px 0;
overflow: hidden;
background: transparent;
border: 0;
border-bottom: 1px solid #ddd;
}
hr:before {
display: table;
content: "";
}
hr:after {
display: table;
clear: both;
content: "";
}
h1,
h2,
h3,
h4,
h5,
h6 {
margin-top: 15px;
margin-bottom: 15px;
line-height: 1.1;
}
h1 {
font-size: 30px;
}
h2 {
font-size: 21px;
}
h3 {
font-size: 16px;
}
h4 {
font-size: 14px;
}
h5 {
font-size: 12px;
}
h6 {
font-size: 11px;
}
blockquote {
margin: 0;
}
ul,
ol {
padding: 0;
margin-top: 0;
margin-bottom: 0;
}
ol ol,
ul ol {
list-style-type: lower-roman;
}
ul ul ol,
ul ol ol,
ol ul ol,
ol ol ol {
list-style-type: lower-alpha;
}
dd {
margin-left: 0;
}
code {
font-family: Consolas, "Liberation Mono", Menlo, Courier, monospace;
font-size: 12px;
}
pre {
margin-top: 0;
margin-bottom: 0;
font: 12px Consolas, "Liberation Mono", Menlo, Courier, monospace;
}
.select::-ms-expand {
opacity: 0;
}
.octicon {
font: normal normal normal 16px/1 octicons-link;
display: inline-block;
text-decoration: none;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
-webkit-user-select: none;
-moz-user-select: none;
-ms-user-select: none;
user-select: none;
}
.octicon-link:before {
content: '\f05c';
}
.markdown-body:before {
display: table;
content: "";
}
.markdown-body:after {
display: table;
clear: both;
content: "";
}
.markdown-body>*:first-child {
margin-top: 0 !important;
}
.markdown-body>*:last-child {
margin-bottom: 0 !important;
}
a:not([href]) {
color: inherit;
text-decoration: none;
}
.anchor {
display: inline-block;
padding-right: 2px;
margin-left: -18px;
}
.anchor:focus {
outline: none;
}
h1,
h2,
h3,
h4,
h5,
h6 {
margin-top: 1em;
margin-bottom: 16px;
font-weight: bold;
line-height: 1.4;
}
h1 .octicon-link,
h2 .octicon-link,
h3 .octicon-link,
h4 .octicon-link,
h5 .octicon-link,
h6 .octicon-link {
color: #000;
vertical-align: middle;
visibility: hidden;
}
h1:hover .anchor,
h2:hover .anchor,
h3:hover .anchor,
h4:hover .anchor,
h5:hover .anchor,
h6:hover .anchor {
text-decoration: none;
}
h1:hover .anchor .octicon-link,
h2:hover .anchor .octicon-link,
h3:hover .anchor .octicon-link,
h4:hover .anchor .octicon-link,
h5:hover .anchor .octicon-link,
h6:hover .anchor .octicon-link {
visibility: visible;
}
h1 {
padding-bottom: 0.3em;
font-size: 2.25em;
line-height: 1.2;
border-bottom: 1px solid #eee;
}
h1 .anchor {
line-height: 1;
}
h2 {
padding-bottom: 0.3em;
font-size: 1.75em;
line-height: 1.225;
border-bottom: 1px solid #eee;
}
h2 .anchor {
line-height: 1;
}
h3 {
font-size: 1.5em;
line-height: 1.43;
}
h3 .anchor {
line-height: 1.2;
}
h4 {
font-size: 1.25em;
}
h4 .anchor {
line-height: 1.2;
}
h5 {
font-size: 1em;
}
h5 .anchor {
line-height: 1.1;
}
h6 {
font-size: 1em;
color: #777;
}
h6 .anchor {
line-height: 1.1;
}
p,
blockquote,
ul,
ol,
dl,
table,
pre {
margin-top: 0;
margin-bottom: 16px;
}
hr {
height: 4px;
padding: 0;
margin: 16px 0;
background-color: #e7e7e7;
border: 0 none;
}
ul,
ol {
padding-left: 2em;
}
ul ul,
ul ol,
ol ol,
ol ul {
margin-top: 0;
margin-bottom: 0;
}
li>p {
margin-top: 16px;
}
dl {
padding: 0;
}
dl dt {
padding: 0;
margin-top: 16px;
font-size: 1em;
font-style: italic;
font-weight: bold;
}
dl dd {
padding: 0 16px;
margin-bottom: 16px;
}
blockquote {
padding: 0 15px;
color: #777;
border-left: 4px solid #ddd;
}
blockquote>:first-child {
margin-top: 0;
}
blockquote>:last-child {
margin-bottom: 0;
}
table {
display: block;
width: 100%;
overflow: auto;
word-break: normal;
word-break: keep-all;
}
table th {
font-weight: bold;
}
table th,
table td {
padding: 6px 13px;
border: 1px solid #ddd;
}
table tr {
background-color: #fff;
border-top: 1px solid #ccc;
}
table tr:nth-child(2n) {
background-color: #f8f8f8;
}
img {
max-width: 100%;
box-sizing: content-box;
background-color: #fff;
}
code {
padding: 0;
padding-top: 0.2em;
padding-bottom: 0.2em;
margin: 0;
font-size: 85%;
background-color: rgba(0,0,0,0.04);
border-radius: 3px;
}
code:before,
code:after {
letter-spacing: -0.2em;
content: "\00a0";
}
pre>code {
padding: 0;
margin: 0;
font-size: 100%;
word-break: normal;
white-space: pre;
background: transparent;
border: 0;
}
.highlight {
margin-bottom: 16px;
}
.highlight pre,
pre {
padding: 16px;
overflow: auto;
font-size: 85%;
line-height: 1.45;
background-color: #f7f7f7;
border-radius: 3px;
}
.highlight pre {
margin-bottom: 0;
word-break: normal;
}
pre {
word-wrap: normal;
}
pre code {
display: inline;
max-width: initial;
padding: 0;
margin: 0;
overflow: initial;
line-height: inherit;
word-wrap: normal;
background-color: transparent;
border: 0;
}
pre code:before,
pre code:after {
content: normal;
}
kbd {
display: inline-block;
padding: 3px 5px;
font-size: 11px;
line-height: 10px;
color: #555;
vertical-align: middle;
background-color: #fcfcfc;
border: solid 1px #ccc;
border-bottom-color: #bbb;
border-radius: 3px;
box-shadow: inset 0 -1px 0 #bbb;
}
.pl-c {
color: #969896;
}
.pl-c1,
.pl-s .pl-v {
color: #0086b3;
}
.pl-e,
.pl-en {
color: #795da3;
}
.pl-s .pl-s1,
.pl-smi {
color: #333;
}
.pl-ent {
color: #63a35c;
}
.pl-k {
color: #a71d5d;
}
.pl-pds,
.pl-s,
.pl-s .pl-pse .pl-s1,
.pl-sr,
.pl-sr .pl-cce,
.pl-sr .pl-sra,
.pl-sr .pl-sre {
color: #183691;
}
.pl-v {
color: #ed6a43;
}
.pl-id {
color: #b52a1d;
}
.pl-ii {
background-color: #b52a1d;
color: #f8f8f8;
}
.pl-sr .pl-cce {
color: #63a35c;
font-weight: bold;
}
.pl-ml {
color: #693a17;
}
.pl-mh,
.pl-mh .pl-en,
.pl-ms {
color: #1d3e81;
font-weight: bold;
}
.pl-mq {
color: #008080;
}
.pl-mi {
color: #333;
font-style: italic;
}
.pl-mb {
color: #333;
font-weight: bold;
}
.pl-md {
background-color: #ffecec;
color: #bd2c00;
}
.pl-mi1 {
background-color: #eaffea;
color: #55a532;
}
.pl-mdr {
color: #795da3;
font-weight: bold;
}
.pl-mo {
color: #1d3e81;
}
kbd {
display: inline-block;
padding: 3px 5px;
font: 11px Consolas, "Liberation Mono", Menlo, Courier, monospace;
line-height: 10px;
color: #555;
vertical-align: middle;
background-color: #fcfcfc;
border: solid 1px #ccc;
border-bottom-color: #bbb;
border-radius: 3px;
box-shadow: inset 0 -1px 0 #bbb;
}
.task-list-item {
list-style-type: none;
}
.task-list-item+.task-list-item {
margin-top: 3px;
}
.task-list-item input {
margin: 0 0.35em 0.25em -1.6em;
vertical-align: middle;
}
:checked+.radio-label {
z-index: 1;
position: relative;
border-color: #4078c0;
}
.sourceLine {
display: inline-block;
}
code .kw { color: #000000; }
code .dt { color: #ed6a43; }
code .dv { color: #009999; }
code .bn { color: #009999; }
code .fl { color: #009999; }
code .ch { color: #009999; }
code .st { color: #183691; }
code .co { color: #969896; }
code .ot { color: #0086b3; }
code .al { color: #a61717; }
code .fu { color: #63a35c; }
code .er { color: #a61717; background-color: #e3d2d2; }
code .wa { color: #000000; }
code .cn { color: #008080; }
code .sc { color: #008080; }
code .vs { color: #183691; }
code .ss { color: #183691; }
code .im { color: #000000; }
code .va {color: #008080; }
code .cf { color: #000000; }
code .op { color: #000000; }
code .bu { color: #000000; }
code .ex { color: #000000; }
code .pp { color: #999999; }
code .at { color: #008080; }
code .do { color: #969896; }
code .an { color: #008080; }
code .cv { color: #008080; }
code .in { color: #008080; }
</style>
<style>
body {
box-sizing: border-box;
min-width: 200px;
max-width: 980px;
margin: 0 auto;
padding: 45px;
padding-top: 0px;
}
</style>
</head>
<body>
<!-- README.md is generated from README.Rmd. Please edit that file -->
<h1 id="biplotez">biplotEZ</h1>
<p>The goal of biplotEZ is to provide users an EZ-to-use platform for
visually representing their data with biplots. Currently, this package
includes principal component analysis (PCA) and canonical variate
analysis (CVA) biplots. This is accompanied by various formatting
options for the samples and axes. Alpha-bags and concentration ellipses
are included for visual enhancements and interpretation.</p>
<h2 id="installation">Installation</h2>
<p>You can install the development version of biplotEZ like this:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="fu">library</span>(devtools)</span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>devtools<span class="sc">::</span><span class="fu">install_github</span>(<span class="st">"MuViSU/biplotEZ"</span>)</span></code></pre></div>
<h2 id="example">Example</h2>
<p>This is a basic example which shows you how to construct a PCA
biplot:</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="fu">library</span>(biplotEZ)</span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a><span class="fu">biplot</span> (iris[,<span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>], <span class="at">Title=</span><span class="st">"Test PCA biplot"</span>) <span class="sc">|></span> <span class="fu">PCA</span>() <span class="sc">|></span> <span class="fu">plot</span>()</span></code></pre></div>
<img role="img" aria-label src="data:image/png;base64,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" alt width="100%" />
<p>While the PCA biplot provides a visual representation of the overall
data set, optimally representing the variance in 1, 2 or 3 dimensions,
the CVA biplot aims to optimally separate specified groups in the data.
This is a basic example which shows you how to construct a CVA
biplot:</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="fu">biplot</span> (iris[,<span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>], <span class="at">Title=</span><span class="st">"Test CVA biplot"</span>) <span class="sc">|></span> <span class="fu">CVA</span>(<span class="at">classes=</span>iris[,<span class="dv">5</span>]) <span class="sc">|></span> <span class="fu">plot</span>()</span></code></pre></div>
<img role="img" aria-label src="data:image/png;base64,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" alt width="100%" />
<p>An over-the-top example of changing all the formatting and adding all
the bells and whistles:</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="fu">biplot</span> (iris[,<span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>], <span class="at">group.aes=</span>iris[,<span class="dv">5</span>]) <span class="sc">|></span> <span class="fu">PCA</span>() <span class="sc">|></span> </span>
<span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a> <span class="fu">samples</span>(<span class="at">col=</span><span class="st">"gold"</span>, <span class="at">pch=</span><span class="dv">15</span>) <span class="sc">|></span></span>
<span id="cb4-3"><a href="#cb4-3" tabindex="-1"></a> <span class="fu">axes</span>(<span class="at">which=</span><span class="dv">2</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">col=</span><span class="st">"cyan"</span>, <span class="at">label.cex=</span><span class="fl">1.2</span>, <span class="at">tick.col=</span><span class="st">"blue"</span>, </span>
<span id="cb4-4"><a href="#cb4-4" tabindex="-1"></a> <span class="at">tick.label.col=</span><span class="st">"purple"</span>) <span class="sc">|></span></span>
<span id="cb4-5"><a href="#cb4-5" tabindex="-1"></a> <span class="fu">alpha.bags</span> (<span class="at">alpha=</span><span class="fu">c</span>(<span class="fl">0.5</span>,<span class="fl">0.75</span>,<span class="fl">0.95</span>), <span class="at">which=</span><span class="dv">3</span>, <span class="at">col=</span><span class="st">"red"</span>, <span class="at">lty=</span><span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">lwd=</span><span class="dv">3</span>) <span class="sc">|></span></span>
<span id="cb4-6"><a href="#cb4-6" tabindex="-1"></a> <span class="fu">ellipses</span>(<span class="at">alpha=</span><span class="fl">0.9</span>, <span class="at">which=</span><span class="dv">1</span><span class="sc">:</span><span class="dv">2</span>, <span class="at">col=</span><span class="fu">c</span>(<span class="st">"green"</span>,<span class="st">"olivedrab"</span>)) <span class="sc">|></span></span>
<span id="cb4-7"><a href="#cb4-7" tabindex="-1"></a> <span class="fu">legend.type</span>(<span class="at">bags =</span> <span class="cn">TRUE</span>, <span class="at">ellipses=</span><span class="cn">TRUE</span>) <span class="sc">|></span></span>
<span id="cb4-8"><a href="#cb4-8" tabindex="-1"></a> <span class="fu">plot</span>()</span>
<span id="cb4-9"><a href="#cb4-9" tabindex="-1"></a><span class="co">#> Computing 0.5 -bag for virginica </span></span>
<span id="cb4-10"><a href="#cb4-10" tabindex="-1"></a><span class="co">#> Computing 0.75 -bag for virginica </span></span>
<span id="cb4-11"><a href="#cb4-11" tabindex="-1"></a><span class="co">#> Computing 0.95 -bag for virginica </span></span>
<span id="cb4-12"><a href="#cb4-12" tabindex="-1"></a><span class="co">#> Computing 2.15 -ellipse for setosa </span></span>
<span id="cb4-13"><a href="#cb4-13" tabindex="-1"></a><span class="co">#> Computing 2.15 -ellipse for versicolor</span></span></code></pre></div>
<img role="img" aria-label src="data:image/png;base64,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" alt width="100%" />
<h2 id="ca-biplot">CA biplot</h2>
<p>The default CA biplots represents row principal coordinates with a
call such as:</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a><span class="fu">biplot</span>(HairEyeColor[,,<span class="dv">2</span>], <span class="at">center =</span> <span class="cn">FALSE</span>) <span class="sc">|></span> <span class="fu">CA</span>() <span class="sc">|></span> <span class="fu">plot</span>()</span>
<span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a><span class="co">#> Warning: The ggplot2 engine does not yet support CA maps; falling back to base graphics.</span></span></code></pre></div>
<img role="img" aria-label src="data:image/png;base64,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" alt width="100%" />
<p>To change to row standard coordinates use a call such as:</p>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="fu">biplot</span>(HairEyeColor[,,<span class="dv">2</span>], <span class="at">center =</span> <span class="cn">FALSE</span>) <span class="sc">|></span> </span>
<span id="cb6-2"><a href="#cb6-2" tabindex="-1"></a> <span class="fu">CA</span>(<span class="at">variant =</span> <span class="st">"Stand"</span>) <span class="sc">|></span> <span class="fu">samples</span>(<span class="at">col=</span><span class="fu">c</span>(<span class="st">"magenta"</span>,<span class="st">"purple"</span>), <span class="at">pch=</span><span class="fu">c</span>(<span class="dv">15</span>,<span class="dv">18</span>)) <span class="sc">|></span> <span class="fu">plot</span>()</span>
<span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a><span class="co">#> Warning: The ggplot2 engine does not yet support CA maps; falling back to base graphics.</span></span></code></pre></div>
<img role="img" aria-label src="data:image/png;base64,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" alt width="100%" />
<h2 id="regression-biplot">Regression biplot</h2>
<p>With the function <code>regress</code> linear regression biplot axes
can be fitted to a biplot</p>
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a>out <span class="ot"><-</span> <span class="fu">biplot</span>(iris) <span class="sc">|></span> <span class="fu">PCO</span>(<span class="at">dist.func =</span> sqrtManhattan) </span>
<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a><span class="fu">biplot</span>(iris) <span class="sc">|></span> <span class="fu">regress</span>(out<span class="sc">$</span>Z) <span class="sc">|></span> <span class="fu">plot</span>()</span></code></pre></div>
<img role="img" aria-label src="data:image/png;base64,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" alt width="100%" />
<h2 id="report-bugs-and-support">Report Bugs and Support</h2>
<p>If you encounter any issues or have questions, please open an issue
on the GitHub repository.</p>
</body>
</html>