-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathcomparison.html
864 lines (637 loc) · 67.4 KB
/
comparison.html
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
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
<!DOCTYPE html>
<html lang="en" data-content_root="./" data-theme="light">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<link rel="manifest" href="site.webmanifest"/>
<title>Lumen compared to other dashboarding tools — Lumen 1.5.5 documentation</title>
<script data-cfasync="false">
document.documentElement.dataset.mode = localStorage.getItem("mode") || "light";
document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
</script>
<!-- Loaded before other Sphinx assets -->
<link href="_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
<link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
<link rel="stylesheet" type="text/css" href="_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
<link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
<link rel="stylesheet" type="text/css" href="_static/custom.css?v=aacd715d" />
<link rel="stylesheet" type="text/css" href="_static/dataframe.css?v=302d74fa" />
<link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=95c83b7e" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/pyscript.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/divider.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/floatpanel.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/chat_interface.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/chat_feed.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/katex.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/debugger.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/swipe.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/widgetbox.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/alerts.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/gridbox.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/chat_steps.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/widgets.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/chat_step.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/listpanel.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/gridspec.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/icon.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/regular_table.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/markdown.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/progress.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/booleanstatus.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/chat_message.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/json.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/select.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/editable_slider.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/loading.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/chat_copy_icon.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/button.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/player.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/gridstack.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/layout.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/loadingspinner.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/chat_reaction_icons.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/notifications.css" type="text/css" />
<link rel="stylesheet" href="https://cdn.holoviz.org/panel/1.5.5/dist/css/dataframe.css" type="text/css" />
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="_static/documentation_options.js?v=b8aeccfa"></script>
<script src="_static/doctools.js?v=9bcbadda"></script>
<script src="_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="_static/clipboard.min.js?v=a7894cd8"></script>
<script src="_static/copybutton.js?v=f281be69"></script>
<script src="_static/design-tabs.js?v=f930bc37"></script>
<script src="_static/ServiceHandler.js"></script>
<link rel="icon" href="_static/favicon.ico"/>
<link rel="index" title="Index" href="genindex.html" />
<link rel="search" title="Search" href="search.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
</head>
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="light">
<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
<div id="pst-scroll-pixel-helper"></div>
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
<i class="fa-solid fa-arrow-up"></i>Back to top</button>
<input type="checkbox"
class="sidebar-toggle"
id="pst-primary-sidebar-checkbox"/>
<label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
<input type="checkbox"
class="sidebar-toggle"
id="pst-secondary-sidebar-checkbox"/>
<label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
<div class="search-button__wrapper">
<div class="search-button__overlay"></div>
<div class="search-button__search-container">
<form class="bd-search d-flex align-items-center"
action="search.html"
method="get">
<i class="fa-solid fa-magnifying-glass"></i>
<input type="search"
class="form-control"
name="q"
id="search-input"
placeholder="Search the docs ..."
aria-label="Search the docs ..."
autocomplete="off"
autocorrect="off"
autocapitalize="off"
spellcheck="false"/>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form></div>
</div>
<div class="pst-async-banner-revealer d-none">
<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
</div>
<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
<div class="bd-header__inner bd-page-width">
<button class="pst-navbar-icon sidebar-toggle primary-toggle" aria-label="Site navigation">
<span class="fa-solid fa-bars"></span>
</button>
<div class="col-lg-3 navbar-header-items__start">
<div class="navbar-item">
<a class="navbar-brand logo" href="index.html">
<img src="_static/logo_horizontal.png" class="logo__image only-light" alt="Lumen 1.5.5 documentation - Home"/>
<script>document.write(`<img src="_static/logo_horizontal.png" class="logo__image only-dark" alt="Lumen 1.5.5 documentation - Home"/>`);</script>
</a></div>
</div>
<div class="col-lg-9 navbar-header-items">
<div class="me-auto navbar-header-items__center">
<div class="navbar-item">
<nav>
<ul class="bd-navbar-elements navbar-nav">
<li class="nav-item ">
<a class="nav-link nav-internal" href="installation.html">
Installation
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="lumen_ai/getting_started/index.html">
Getting Started
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="lumen_ai/how_to/index.html">
How to Guides
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="lumen_spec/getting_started/index.html">
Getting Started
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="lumen_spec/how_to/index.html">
How to Guides
</a>
</li>
<li class="nav-item dropdown">
<button class="btn dropdown-toggle nav-item" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-controls="pst-nav-more-links">
More
</button>
<ul id="pst-nav-more-links" class="dropdown-menu">
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="gallery/index.html">
Gallery
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="reference/index.html">
Reference
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="background/index.html">
Background
</a>
</li>
</ul>
</li>
</ul>
</nav></div>
</div>
<div class="navbar-header-items__end">
<div class="navbar-item navbar-persistent--container">
<script>
document.write(`
<button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass"></i>
<span class="search-button__default-text">Search</span>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
</button>
`);
</script>
</div>
<div class="navbar-item">
<script>
document.write(`
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
</button>
`);
</script></div>
<div class="navbar-item"><ul class="navbar-icon-links"
aria-label="Icon Links">
<li class="nav-item">
<a href="https://github.com/holoviz/lumen" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-square-github fa-lg" aria-hidden="true"></i>
<span class="sr-only">GitHub</span></a>
</li>
<li class="nav-item">
<a href="https://discourse.holoviz.org/c/lumen/14" title="Discourse" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fab fa-discourse fa-lg" aria-hidden="true"></i>
<span class="sr-only">Discourse</span></a>
</li>
</ul></div>
</div>
</div>
<div class="navbar-persistent--mobile">
<script>
document.write(`
<button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass"></i>
<span class="search-button__default-text">Search</span>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
</button>
`);
</script>
</div>
<button class="pst-navbar-icon sidebar-toggle secondary-toggle" aria-label="On this page">
<span class="fa-solid fa-outdent"></span>
</button>
</div>
</header>
<div class="bd-container">
<div class="bd-container__inner bd-page-width">
<div class="bd-sidebar-primary bd-sidebar">
<div class="sidebar-header-items sidebar-primary__section">
<div class="sidebar-header-items__center">
<div class="navbar-item">
<nav>
<ul class="bd-navbar-elements navbar-nav">
<li class="nav-item ">
<a class="nav-link nav-internal" href="installation.html">
Installation
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="lumen_ai/getting_started/index.html">
Getting Started
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="lumen_ai/how_to/index.html">
How to Guides
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="lumen_spec/getting_started/index.html">
Getting Started
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="lumen_spec/how_to/index.html">
How to Guides
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="gallery/index.html">
Gallery
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="reference/index.html">
Reference
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="background/index.html">
Background
</a>
</li>
</ul>
</nav></div>
</div>
<div class="sidebar-header-items__end">
<div class="navbar-item">
<script>
document.write(`
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
</button>
`);
</script></div>
<div class="navbar-item"><ul class="navbar-icon-links"
aria-label="Icon Links">
<li class="nav-item">
<a href="https://github.com/holoviz/lumen" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-square-github fa-lg" aria-hidden="true"></i>
<span class="sr-only">GitHub</span></a>
</li>
<li class="nav-item">
<a href="https://discourse.holoviz.org/c/lumen/14" title="Discourse" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fab fa-discourse fa-lg" aria-hidden="true"></i>
<span class="sr-only">Discourse</span></a>
</li>
</ul></div>
</div>
</div>
<div class="sidebar-primary-items__start sidebar-primary__section">
<div class="sidebar-primary-item"><!-- Adapted from sidebar-nav-bs.html (1.15.2) with the following changes
- Commented out the tag that adds the "Section Navigation" title
- Call generate_toctree_html with startdepth=0
Please update this file when required when bumping the max pin of pydata-sphinx-theme.
-->
<nav class="bd-docs-nav bd-links"
aria-label="Section Navigation">
<!-- <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p> -->
<div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Lumen AI</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="lumen_ai/getting_started/index.html">Getting Started</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="lumen_ai/getting_started/using_lumen_ai.html"><svg aria-hidden="true" class="sd-octicon sd-octicon-zap sd-mr-1" height="2.0em" version="1.1" viewbox="0 0 24 24" width="2.0em"><path d="M15.716 1.329a1.341 1.341 0 0 1 2.109 1.55L15.147 9h4.161c1.623 0 2.372 2.016 1.143 3.075L8.102 22.721a1.148 1.148 0 0 1-1.81-1.317L8.996 15H4.674c-1.619 0-2.37-2.008-1.148-3.07l12.19-10.6Zm.452 1.595L4.51 13.061a.25.25 0 0 0 .164.439h5.45a.749.749 0 0 1 .692 1.041l-2.559 6.066 11.215-9.668a.25.25 0 0 0-.164-.439H14a.75.75 0 0 1-.687-1.05Z"></path></svg> Using Lumen AI</a></li>
<li class="toctree-l2"><a class="reference internal" href="lumen_ai/getting_started/configuring_lumen_ai.html"><svg aria-hidden="true" class="sd-octicon sd-octicon-gear sd-mr-1" height="2.0em" version="1.1" viewbox="0 0 24 24" width="2.0em"><path d="M16 12a4 4 0 1 1-8 0 4 4 0 0 1 8 0Zm-1.5 0a2.5 2.5 0 1 0-5 0 2.5 2.5 0 0 0 5 0Z"></path><path d="M12 1c.266 0 .532.009.797.028.763.055 1.345.617 1.512 1.304l.352 1.45c.019.078.09.171.225.221.247.089.49.19.728.302.13.061.246.044.315.002l1.275-.776c.603-.368 1.411-.353 1.99.147.402.349.78.726 1.128 1.129.501.578.515 1.386.147 1.99l-.776 1.274c-.042.069-.058.185.002.315.112.238.213.481.303.728.048.135.142.205.22.225l1.45.352c.687.167 1.249.749 1.303 1.512.038.531.038 1.063 0 1.594-.054.763-.616 1.345-1.303 1.512l-1.45.352c-.078.019-.171.09-.221.225-.089.248-.19.491-.302.728-.061.13-.044.246-.002.315l.776 1.275c.368.603.353 1.411-.147 1.99-.349.402-.726.78-1.129 1.128-.578.501-1.386.515-1.99.147l-1.274-.776c-.069-.042-.185-.058-.314.002a8.606 8.606 0 0 1-.729.303c-.135.048-.205.142-.225.22l-.352 1.45c-.167.687-.749 1.249-1.512 1.303-.531.038-1.063.038-1.594 0-.763-.054-1.345-.616-1.512-1.303l-.352-1.45c-.019-.078-.09-.171-.225-.221a8.138 8.138 0 0 1-.728-.302c-.13-.061-.246-.044-.315-.002l-1.275.776c-.603.368-1.411.353-1.99-.147-.402-.349-.78-.726-1.128-1.129-.501-.578-.515-1.386-.147-1.99l.776-1.274c.042-.069.058-.185-.002-.314a8.606 8.606 0 0 1-.303-.729c-.048-.135-.142-.205-.22-.225l-1.45-.352c-.687-.167-1.249-.749-1.304-1.512a11.158 11.158 0 0 1 0-1.594c.055-.763.617-1.345 1.304-1.512l1.45-.352c.078-.019.171-.09.221-.225.089-.248.19-.491.302-.728.061-.13.044-.246.002-.315l-.776-1.275c-.368-.603-.353-1.411.147-1.99.349-.402.726-.78 1.129-1.128.578-.501 1.386-.515 1.99-.147l1.274.776c.069.042.185.058.315-.002.238-.112.481-.213.728-.303.135-.048.205-.142.225-.22l.352-1.45c.167-.687.749-1.249 1.512-1.304C11.466 1.01 11.732 1 12 1Zm-.69 1.525c-.055.004-.135.05-.161.161l-.353 1.45a1.832 1.832 0 0 1-1.172 1.277 7.147 7.147 0 0 0-.6.249 1.833 1.833 0 0 1-1.734-.074l-1.274-.776c-.098-.06-.186-.036-.228 0a9.774 9.774 0 0 0-.976.976c-.036.042-.06.131 0 .228l.776 1.274c.314.529.342 1.18.074 1.734a7.147 7.147 0 0 0-.249.6 1.831 1.831 0 0 1-1.278 1.173l-1.45.351c-.11.027-.156.107-.16.162a9.63 9.63 0 0 0 0 1.38c.004.055.05.135.161.161l1.45.353a1.832 1.832 0 0 1 1.277 1.172c.074.204.157.404.249.6.268.553.24 1.204-.074 1.733l-.776 1.275c-.06.098-.036.186 0 .228.301.348.628.675.976.976.042.036.131.06.228 0l1.274-.776a1.83 1.83 0 0 1 1.734-.075c.196.093.396.176.6.25a1.831 1.831 0 0 1 1.173 1.278l.351 1.45c.027.11.107.156.162.16a9.63 9.63 0 0 0 1.38 0c.055-.004.135-.05.161-.161l.353-1.45a1.834 1.834 0 0 1 1.172-1.278 6.82 6.82 0 0 0 .6-.248 1.831 1.831 0 0 1 1.733.074l1.275.776c.098.06.186.036.228 0 .348-.301.675-.628.976-.976.036-.042.06-.131 0-.228l-.776-1.275a1.834 1.834 0 0 1-.075-1.733c.093-.196.176-.396.25-.6a1.831 1.831 0 0 1 1.278-1.173l1.45-.351c.11-.027.156-.107.16-.162a9.63 9.63 0 0 0 0-1.38c-.004-.055-.05-.135-.161-.161l-1.45-.353c-.626-.152-1.08-.625-1.278-1.172a6.576 6.576 0 0 0-.248-.6 1.833 1.833 0 0 1 .074-1.734l.776-1.274c.06-.098.036-.186 0-.228a9.774 9.774 0 0 0-.976-.976c-.042-.036-.131-.06-.228 0l-1.275.776a1.831 1.831 0 0 1-1.733.074 6.88 6.88 0 0 0-.6-.249 1.835 1.835 0 0 1-1.173-1.278l-.351-1.45c-.027-.11-.107-.156-.162-.16a9.63 9.63 0 0 0-1.38 0Z"></path></svg> Configuring Lumen AI</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="lumen_ai/how_to/index.html">How to Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="lumen_ai/how_to/custom_agents.html">Custom Agents</a></li>
<li class="toctree-l2"><a class="reference internal" href="lumen_ai/how_to/custom_analyses.html">Custom Analyses</a></li>
<li class="toctree-l2"><a class="reference internal" href="lumen_ai/how_to/custom_data_source.html">Custom Data Sources</a></li>
<li class="toctree-l2"><a class="reference internal" href="lumen_ai/how_to/custom_tools.html">Custom Tools</a></li>
<li class="toctree-l2"><a class="reference internal" href="lumen_ai/how_to/model_prompts.html">Model Prompts</a></li>
<li class="toctree-l2"><a class="reference internal" href="lumen_ai/how_to/template_prompts.html">Template Prompts</a></li>
</ul>
</details></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Lumen Spec</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="lumen_spec/getting_started/index.html">Getting Started</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="lumen_spec/getting_started/build_dashboard.html"><svg aria-hidden="true" class="sd-octicon sd-octicon-tools sd-mr-1" height="2.0em" version="1.1" viewbox="0 0 24 24" width="2.0em"><path d="M7.875 2.292a.114.114 0 0 0-.032.018A7.239 7.239 0 0 0 4.75 8.25a7.248 7.248 0 0 0 3.654 6.297c.57.327.982.955.941 1.682v.002l-.317 6.058a.75.75 0 1 1-1.498-.078l.317-6.062v-.004c.006-.09-.047-.215-.188-.296A8.749 8.749 0 0 1 3.25 8.25a8.738 8.738 0 0 1 3.732-7.169 1.547 1.547 0 0 1 1.709-.064c.484.292.809.835.809 1.46v4.714a.25.25 0 0 0 .119.213l2.25 1.385c.08.05.182.05.262 0l2.25-1.385a.25.25 0 0 0 .119-.213V2.478c0-.626.325-1.169.81-1.461a1.547 1.547 0 0 1 1.708.064 8.741 8.741 0 0 1 3.732 7.17 8.747 8.747 0 0 1-4.41 7.598c-.14.081-.193.206-.188.296v.004l.318 6.062a.75.75 0 1 1-1.498.078l-.317-6.058v-.002c-.041-.727.37-1.355.94-1.682A7.247 7.247 0 0 0 19.25 8.25a7.239 7.239 0 0 0-3.093-5.94.114.114 0 0 0-.032-.018l-.01-.001c-.003 0-.014 0-.031.01-.036.022-.084.079-.084.177V7.19c0 .608-.315 1.172-.833 1.49l-2.25 1.385a1.75 1.75 0 0 1-1.834 0l-2.25-1.384A1.752 1.752 0 0 1 8 7.192V2.477c0-.098-.048-.155-.084-.176a.068.068 0 0 0-.031-.011l-.01.001Z"></path></svg> Build a dashboard</a></li>
<li class="toctree-l2"><a class="reference internal" href="lumen_spec/getting_started/core_concepts.html"><svg aria-hidden="true" class="sd-octicon sd-octicon-mortar-board sd-mr-1" height="2.0em" version="1.1" viewbox="0 0 24 24" width="2.0em"><path d="M12.292 2.06v-.001l11.25 4.75a.749.749 0 0 1 0 1.382L19 10.108V15a.75.75 0 0 1-.11.391h-.001a2.84 2.84 0 0 1-.392.482c-.249.256-.625.58-1.163.896-1.08.638-2.776 1.23-5.334 1.23-.673 0-1.286-.041-1.846-.113a.75.75 0 0 1 .192-1.487c.492.063 1.042.1 1.654.1 2.317 0 3.746-.533 4.572-1.021.31-.178.596-.397.849-.65l.079-.085V10.74l-5.208 2.2a.75.75 0 0 1-.584 0L5.75 10.424v3.17c.502.129.96.391 1.327.758.579.578.923 1.41.923 2.428v4.5a.761.761 0 0 1-.345.634 2.157 2.157 0 0 1-.21.117 3.923 3.923 0 0 1-.52.213A6.121 6.121 0 0 1 5 22.532a6.092 6.092 0 0 1-1.925-.288 4.065 4.065 0 0 1-.52-.213 1.816 1.816 0 0 1-.22-.124.757.757 0 0 1-.335-.624v-4.5c0-1.02.344-1.85.923-2.43a2.904 2.904 0 0 1 1.327-.757V9.793L.458 8.19a.75.75 0 0 1 0-1.38l11.25-4.75a.75.75 0 0 1 .584 0ZM12 11.436 21.322 7.5 12 3.564 2.678 7.5ZM5 15c-.377 0-.745.141-1.017.413-.265.265-.483.7-.483 1.368v4.022c.299.105.797.228 1.5.228s1.201-.123 1.5-.228V16.78c0-.669-.218-1.103-.483-1.368A1.433 1.433 0 0 0 5 15Z"></path></svg> Core Concepts</a></li>
<li class="toctree-l2"><a class="reference internal" href="lumen_spec/getting_started/pipelines.html"><svg aria-hidden="true" class="sd-octicon sd-octicon-git-commit sd-mr-1" height="2.0em" version="1.1" viewbox="0 0 24 24" width="2.0em"><path d="M16.944 11h4.306a.75.75 0 0 1 0 1.5h-4.306a5.001 5.001 0 0 1-9.888 0H2.75a.75.75 0 0 1 0-1.5h4.306a5.001 5.001 0 0 1 9.888 0Zm-1.444.75a3.5 3.5 0 1 0-7 0 3.5 3.5 0 0 0 7 0Z"></path></svg> Building a data pipeline</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="lumen_spec/how_to/index.html">How to Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2 has-children"><a class="reference internal" href="lumen_spec/how_to/data_intake/index.html">Data Intake</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/data_intake/files.html">Access Files</a></li>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/data_intake/cache.html">Cache Data</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="lumen_spec/how_to/data_processing/index.html">Data Processing</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/data_processing/pipeline_python.html">Build Pipelines with Python</a></li>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/data_processing/branch_pipeline.html">Branch a Pipeline</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="lumen_spec/how_to/data_visualization/index.html">Visualize and Deploy</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/data_visualization/views.html">Define Views</a></li>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/data_visualization/dashboard_python.html">Visualize Dashboards with Python</a></li>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/data_visualization/deploy.html">Deploy</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="lumen_spec/how_to/validation/index.html">Validation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/validation/validate.html">Validate Specification</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="lumen_spec/how_to/data_output/index.html">Data Output</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/data_output/download_data.html">Enable Data Download</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="lumen_spec/how_to/advanced/index.html">Advanced Topics</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/advanced/local_components.html">Access Custom Components</a></li>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/advanced/auth.html">Configure Authentication</a></li>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/advanced/variables_and_references.html">Reference Variables</a></li>
<li class="toctree-l3"><a class="reference internal" href="lumen_spec/how_to/advanced/callbacks.html">Declare Callbacks</a></li>
</ul>
</details></li>
</ul>
</details></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Lumen</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="gallery/index.html">Gallery</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="gallery/precip.html">Precipitation</a></li>
<li class="toctree-l2"><a class="reference internal" href="gallery/penguins.html">Penguins</a></li>
<li class="toctree-l2"><a class="reference internal" href="gallery/nyc_taxi.html">NYC Taxi Trips</a></li>
<li class="toctree-l2"><a class="reference internal" href="gallery/bikes.html">London Bike Points</a></li>
<li class="toctree-l2"><a class="reference internal" href="gallery/seattle.html">Seattle Weather</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="reference/index.html">Reference</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2 has-children"><a class="reference internal" href="reference/agent/index.html">Agent</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/SourceAgent.html">SourceAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/ChatAgent.html">ChatAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/TableListAgent.html">TableListAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/LumenBaseAgent.html">LumenBaseAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/AnalystAgent.html">AnalystAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/SQLAgent.html">SQLAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/BaseViewAgent.html">BaseViewAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/AnalysisAgent.html">AnalysisAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/hvPlotAgent.html">hvPlotAgent</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/agent/VegaLiteAgent.html">VegaLiteAgent</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="reference/variable/index.html">Variable</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/variable/Constant.html">Constant <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: constant</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/variable/EnvVariable.html">EnvVariable <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: env</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/variable/Widget.html">Widget <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: widget</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/variable/Parameter.html">Parameter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: param</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/variable/URLQuery.html">URLQuery <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: url</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/variable/Cookie.html">Cookie <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: cookie</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/variable/UserInfo.html">UserInfo <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: user</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/variable/Header.html">Header <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: header</span></a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="reference/source/index.html">Source</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/source/RESTSource.html">RESTSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: rest</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/InMemorySource.html">InMemorySource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: None</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/FileSource.html">FileSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: file</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/BaseSQLSource.html">BaseSQLSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: None</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/WebsiteSource.html">WebsiteSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: live</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/PanelSessionSource.html">PanelSessionSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: session_info</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/JoinedSource.html">JoinedSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: join</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/DerivedSource.html">DerivedSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: derived</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/JSONSource.html">JSONSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: json</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/DuckDBSource.html">DuckDBSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: duckdb</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/IntakeSource.html">IntakeSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: intake</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/source/IntakeSQLSource.html">IntakeSQLSource <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: intake_sql</span></a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="reference/filter/index.html">Filter</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/filter/ConstantFilter.html">ConstantFilter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: constant</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/filter/FacetFilter.html">FacetFilter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: facet</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/filter/ParamFilter.html">ParamFilter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: param</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/filter/WidgetFilter.html">WidgetFilter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: widget</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/filter/BinFilter.html">BinFilter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: bins</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/filter/DateFilter.html">DateFilter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: date</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/filter/DatetimeFilter.html">DatetimeFilter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: datetime</span></a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="reference/transform/index.html">Transform</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Filter.html">Filter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: None</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/HistoryTransform.html">HistoryTransform <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: history</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Aggregate.html">Aggregate <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: aggregate</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Sort.html">Sort <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sort</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Query.html">Query <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: query</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Columns.html">Columns <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: columns</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Astype.html">Astype <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: as_type</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Stack.html">Stack <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: stack</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Unstack.html">Unstack <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: unstack</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Iloc.html">Iloc <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: iloc</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Sample.html">Sample <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sample</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Compute.html">Compute <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: compute</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Pivot.html">Pivot <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: pivot</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/PivotTable.html">PivotTable <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: None</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Melt.html">Melt <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: melt</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SetIndex.html">SetIndex <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: set_index</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/ResetIndex.html">ResetIndex <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: reset_index</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Rename.html">Rename <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: rename</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/RenameAxis.html">RenameAxis <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: rename_axis</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Count.html">Count <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: count</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Sum.html">Sum <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sum</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Eval.html">Eval <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: eval</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/DropNA.html">DropNA <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: dropna</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/Corr.html">Corr <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: corr</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/project_lnglat.html">project_lnglat <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: project_lnglat</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SQLGroupBy.html">SQLGroupBy <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sql_group_by</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SQLLimit.html">SQLLimit <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sql_limit</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SQLDistinct.html">SQLDistinct <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sql_distinct</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SQLCount.html">SQLCount <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sql_count</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SQLMinMax.html">SQLMinMax <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sql_minmax</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SQLColumns.html">SQLColumns <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sql_columns</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SQLFilter.html">SQLFilter <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: sql_filter</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/transform/SQLOverride.html">SQLOverride <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: None</span></a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="reference/view/index.html">View</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/view/Panel.html">Panel <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: panel</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/StringView.html">StringView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: string</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/IndicatorView.html">IndicatorView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: indicator</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/hvOverlayView.html">hvOverlayView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: hv_overlay</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/Table.html">Table <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: table</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/DownloadView.html">DownloadView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: download</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/PerspectiveView.html">PerspectiveView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: perspective</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/VegaLiteView.html">VegaLiteView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: vegalite</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/AltairView.html">AltairView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: altair</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/YdataProfilingView.html">YdataProfilingView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: ydata_profiling</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/hvPlotUIView.html">hvPlotUIView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: hvplot_ui</span></a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/view/hvPlotView.html">hvPlotView <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: hvplot</span></a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="reference/auth/index.html">Auth</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/auth/Auth.html">Auth</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference/auth/YamlAuthMapperPlugin.html">YamlAuthMapperPlugin <span class="sd-sphinx-override sd-badge sd-bg-primary sd-bg-text-primary">type: yaml</span></a></li>
</ul>
</details></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="background/index.html">Background</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="background/lumen_in_python.html">Lumen in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="background/pipeline_branching.html">Pipeline branching</a></li>
</ul>
</details></li>
</ul>
</div>
</nav></div>
</div>
<div class="sidebar-primary-items__end sidebar-primary__section">
</div>
<div id="rtd-footer-container"></div>
</div>
<main id="main-content" class="bd-main" role="main">
<div class="bd-content">
<div class="bd-article-container">
<div class="bd-header-article d-print-none">
<div class="header-article-items header-article__inner">
<div class="header-article-items__start">
<div class="header-article-item">
<nav aria-label="Breadcrumb" class="d-print-none">
<ul class="bd-breadcrumbs">
<li class="breadcrumb-item breadcrumb-home">
<a href="index.html" class="nav-link" aria-label="Home">
<i class="fa-solid fa-home"></i>
</a>
</li>
<li class="breadcrumb-item active" aria-current="page">Lumen...</li>
</ul>
</nav>
</div>
</div>
</div>
</div>
<div id="searchbox"></div>
<article class="bd-article">
<section id="lumen-compared-to-other-dashboarding-tools">
<h1>Lumen compared to other dashboarding tools<a class="headerlink" href="#lumen-compared-to-other-dashboarding-tools" title="Link to this heading">#</a></h1>
<p>Here we will first talk about the most fundamental differences that set Lumen apart from other tools, and then compare Lumen to specific competitive or complementary tools so that it is clear how Lumen fits in.</p>
<section id="general-considerations">
<h2>General considerations<a class="headerlink" href="#general-considerations" title="Link to this heading">#</a></h2>
<p>As listed at <a class="reference external" href="https://pyviz.org/tools.html#dashboarding">pyviz.org/tools</a> and <a class="reference external" href="https://pyviz.org/dashboarding/">pyviz.org/dashboarding</a>, there are many other Python-based open-source tools for building analytics dashboards. There are <a class="reference external" href="https://www.capterra.com/dashboard-software/">hundreds more</a> if you consider commercial tools or ones not based on Python. How can you choose between Lumen and all these other tools?</p>
<p>What sets Lumen apart is that it lets <em>anyone</em> on your team make apps that build on custom Python code, without requiring that <em>everyone</em> learn Python. Lumen is a great choice if you have some people on a team or in an organization who can write custom Python code that does <em>precisely</em> what your organization needs in a particular case, whether that’s connecting to some custom data source, applying some custom transform or analysis method, viewing things in some custom chart or type of table, or literally anything else you can do in Python (which is literally anything!). Ideally those Python programmers will be using the Python ecosystem to do their daily work, using tools like those from <a class="reference external" href="https://holoviz.org">HoloViz</a>, and when they build custom functionality for their own work, that same functionality can be made available to non-Python users using Lumen. That way everyone in the organization can benefit from all of the innovation being developed.</p>
<p>Of course, traditional BI analytics tools like Tableau, PowerBI, or Superset also let non-technical or non-Python users with domain knowledge build visualizations and dashboards. These longer-established BI tools will generally have a more polished and friendly user interface than Lumen has, meeting more of the needs of less-technical users with no coding at all. If those tools do what’s required, use them!</p>
<p>But what do you do when you reach the limits of those tools? Many of them do include Python or other scripting tools for that purpose, but generally as an add-on that’s not fully integrated. Unlike those other tools, Lumen itself is built directly on the scientific Python stack, such as the Intake and Panel libraries, which lets Lumen (a) provide a very rich basis of functionality to non-technical users comparable to what is available to Python users, and (b) treat custom functionality as a “first class citizen”, provided exactly the same way as any of Lumen’s native functionality. That way an organization can customize <em>anything</em>, with new customizations requiring Python code contributed by the Python experts and then immediately usable by <em>every</em> Lumen user, technical or not.</p>
<p>Lumen and the rest of the HoloViz and scientific Python stack are thus designed to meet <em>all</em> of the needs of an organization, no matter how specialized or esoteric those needs are. By design, standard BI tools will do a great job at the <em>typical</em> needs common across a market segment, but won’t do as well at providing “headroom” or a “release valve” for those rarer but individually important bits that can otherwise dominate a workflow or greatly reduce its effectiveness.</p>
</section>
<section id="tableau-powerbi-looker-spotfire-etc">
<h2><a class="reference external" href="https://www.tableau.com">Tableau</a>, <a class="reference external" href="https://powerbi.microsoft.com">PowerBI</a>, <a class="reference external" href="https://looker.com">Looker</a>, <a class="reference external" href="https://www.tibco.com/products/tibco-spotfire">Spotfire</a>, etc.<a class="headerlink" href="#tableau-powerbi-looker-spotfire-etc" title="Link to this heading">#</a></h2>
<p>The leading commercial dashboarding tools focus first on providing an intuitive, full-featured user interface for building apps without explicit coding, which makes them good choices for the needs of less-technical users. Unlike open-source tools like Lumen, they also include commercial support, which again can be important for the same audience. They also provide a wide swath of out-of-the-box data integrations, which can save a lot of development time for accessing supported data sources. When you reach the limits of the already-provided functionality, these tools even let you provide custom Python code that you can integrate into your applications. Finally, the tools generally include deployment platforms so that users can share deployed apps with each other in the organization, while Lumen apps need a separate deployment system.</p>
<p>So if you can afford these tools, what’s the catch? Depends on your organization’s mix of data science and analytics users. If you have an organization dominated by non-technical analytics users, plus maybe a few Python programmers to support them, then you can make good use of the commercial tools plus a little bit of customization on the side as needed, with everything organized around the commercial tool. Lumen is designed for the opposite situation: it takes the power available in the Python open-source ecosystem, and makes much of it available immediately (plus almost anything else available with small customizations) to non-technical users. So Lumen is a good choice if you have a successful Python-based data science team driving innovation in your organization, and now your problem is how you can make them have a bigger impact on your whole organization’s processes and decision making. Lumen is designed for the case where the Python data-science team (not the commercial tool vendors!) owns the process of analytics and visualization in your organization, either directly (in their Jupyter Notebooks, Panel or Voila apps, etc.) or by making functionality available to all through Lumen. The Python users can then use Python tools through Jupyter or scripts as they normally do, with full power over their machine-learning or analytic code, while then being able to publish those same components for non-technical users when they are developed. Non-technical users with domain knowledge can then apply these tools to their problems using Lumen, feeding back requirements and desired improvements to the Python team. This way domain-specific ideas can flow freely between domain experts and the data-science team, while Python-based solutions can flow freely out from the data-science team, without costly and time-consuming artificial barriers from switching from one tool or ecosystem to the other at such departmental boundaries.</p>
</section>
<section id="apache-superset">
<h2><a class="reference external" href="https://superset.apache.org">Apache Superset</a><a class="headerlink" href="#apache-superset" title="Link to this heading">#</a></h2>
<p>Like Tableau and other commercial tools, Superset provides a very polished environment for exploring data, and like Lumen, Superset is an open-source Python+JavaScript tool that anyone can install. Compared to Lumen, however, Superset is a very heavyweight tool (despite being billed as “lightweight”), making it difficult for a Python data-science team to customize. Superset includes a database that needs installation and management, along with various user management and account features that make it difficult for a single user to install and make use of Superset locally; it’s primarily geared towards departments and companies to install with dedicated administers to maintain it. Lumen can easily be installed by an individual user, immediately giving the ability to use text-based specifications to build apps and dashboards, without necessarily requiring the central administrators to agree to support it. Lumen is also inherently extensible, accepting custom-written or existing Python-ecosystem transform, filter, and view components on the same basis as its own components, while Superset’s Python configurability is limited to specific bits of customizable behavior that a user needs to implement just for Superset. Overall, Superset focuses on providing its own world or platform to live in, while Lumen focuses narrowly on exposing the power of existing and custom Python data science code within an interface for non-technical users.</p>
</section>
<section id="datasette">
<h2><a class="reference external" href="https://datasette.io">Datasette</a><a class="headerlink" href="#datasette" title="Link to this heading">#</a></h2>
<p>Like Superset and the commercial packages, Datasette provides a web-based interface for exploring data and selecting values to plot or display in tables. As a more specialized open-source tool, Datasette’s UI is not as extensive or polished as the commercial tools, but the functionality provided is nonetheless powerful because it is based around an underlying relational database.</p>
<p>In contrast, Lumen does not require that the data being processed be inserted into a database, and is thus more similar to working with a <a class="reference external" href="https://en.wikipedia.org/wiki/Data_lake">data lake</a> than with a database (for both good and bad!). With Lumen, the data remains wherever it was originally located, without necessarily being processed before the app begins, which is a decentralized approach that can be messier but works well for querying live data sources and for large, remote datasets processed lazily. Because only the required subsets of the data are ever pulled into the Lumen app, big-data processing tools and workflows like <a class="reference external" href="https://datashader.org">Datashader</a> can be used with Lumen, where the data is read as-needed from an efficient file format like <a class="reference external" href="https://parquet.apache.org/">Parquet</a>. This approach makes Lumen useful for a broad range of data sizes not suitable for a standard relational database approach.</p>
</section>
<section id="perspective">
<h2><a class="reference external" href="https://perspective.finos.org">Perspective</a><a class="headerlink" href="#perspective" title="Link to this heading">#</a></h2>
<p>Like the other tools listed above, Perspective provides a GUI interface for selecting dimensions and columns for plots and tables, making it simple to explore columnar data. Like the non-Lumen HoloViz tools, Perspective is usable in Jupyter, which helps integrate configurable analytics into an otherwise custom workflow. Perspective is thus an alternative to Lumen in some cases, but we suggest using both in combination: Use Perspective to design plots, then Lumen for the full workflow consisting of data sources, arbitrary transforms, and laying out the results into a polished deployable application.</p>
</section>
<section id="panel-and-bokeh">
<h2><a class="reference external" href="https://panel.holoviz.org">Panel</a> and <a class="reference external" href="https://bokeh.org">Bokeh</a><a class="headerlink" href="#panel-and-bokeh" title="Link to this heading">#</a></h2>
<p>Like Lumen, Panel and the underlying Bokeh library let users build dashboards that expose the power of the Python data-science ecosystem. Panel and Bokeh do so using a Python programming interface, with users writing Python code to configure each component and the overall dashboard. Like Lumen, Panel’s programming model is declarative in nature, but it also allows specification of arbitrary Python code as part of the configuration of each component, and it requires custom non-declarative Python code for specifying data sources and transformations. Lumen is a purely declarative approach that provides a text-based language for building <em>all</em> the components of a Panel app, keeping all Python code separate from the configuration of a particular dashboard. Lumen is thus a good choice for users who want the power of Panel and Bokeh but are not Python programmers, and is a particularly good choice for people working on a team with Panel users who can extend Lumen’s capabilities and make the custom additions available to non-Python users.</p>
</section>
<section id="dash-streamlit-voila-ipywidgets">
<h2><a class="reference external" href="https://plotly.com/dash">Dash</a>, <a class="reference external" href="https://streamlit.io">Streamlit</a>, <a class="reference external" href="https://github.com/voila-dashboards/voila">Voila</a>+<a class="reference external" href="https://ipywidgets.readthedocs.io">IPyWidgets</a><a class="headerlink" href="#dash-streamlit-voila-ipywidgets" title="Link to this heading">#</a></h2>
<p>Lumen’s underlying Panel library is one of a number of dashboarding technologies available in Python. Just as Lumen is built on Panel, declarative text-based user interfaces could be developed for the other availble dashboarding tools, such as Dash, Streamlit, or Voila+IPyWidgets. For data-science teams built around one of these other dashboarding tools, such a declarative interface could play a similar role to Lumen for that developer and user commnunity. In the meantime, because Panel supports nearly every common visualization tool available for Python, Lumen can already be useful as a declarative interface providing the power of the same underlying Python data-science libraries that will be used in those dashboarding tools, such as Plotly, Matplotlib, bqplot, and ipywidgets, all of which can be used in Panel apps and thus potentially with Lumen.</p>
</section>
</section>
</article>
<footer class="prev-next-footer d-print-none">
<div class="prev-next-area">
</div>
</footer>
</div>
<div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
<div class="sidebar-secondary-item">
<div
id="pst-page-navigation-heading-2"
class="page-toc tocsection onthispage">
<i class="fa-solid fa-list"></i> On this page
</div>
<nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#general-considerations">General considerations</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#tableau-powerbi-looker-spotfire-etc">Tableau, PowerBI, Looker, Spotfire, etc.</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#apache-superset">Apache Superset</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#datasette">Datasette</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#perspective">Perspective</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#panel-and-bokeh">Panel and Bokeh</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#dash-streamlit-voila-ipywidgets">Dash, Streamlit, Voila+IPyWidgets</a></li>
</ul>
</nav></div>
<div class="sidebar-secondary-item">
<div class="tocsection sourcelink">
<a href="_sources/comparison.md.txt">
<i class="fa-solid fa-file-lines"></i> Show Source
</a>
</div>
</div>
</div></div>
</div>
<footer class="bd-footer-content">
</footer>
</main>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
<footer class="bd-footer">
<div class="bd-footer__inner bd-page-width">
<div class="footer-items__start">
<div class="footer-item">
<p class="copyright">
© Copyright 2020-2025, HoloViz Developers.
<br/>
</p>
</div>
<div class="footer-item">
<p class="sphinx-version">
Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 8.1.3.
<br/>
</p>
</div>
</div>
<div class="footer-items__end">
<div class="footer-item">
<p class="theme-version">
Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.15.4.
</p></div>
</div>
</div>
</footer>
</body>
</html>