-
Notifications
You must be signed in to change notification settings - Fork 2
/
Fulvio.html
436 lines (316 loc) · 47.4 KB
/
Fulvio.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
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Using high throughput computing to investigate the role of neural oscillations in visual working memory</title>
<script type="text/javascript">
function resizeIframe(iframe) {
var newheight;
var newwidth;
if (document.getElementById) {
newwidth = iframe.contentWindow.document.body.scrollWidth;
newheight = iframe.contentWindow.document.body.scrollHeight;
}
iframe.height = (newheight) + "px";
iframe.width = (newwidth) + "px";
}
</script>
<!-- Begin Jekyll SEO tag v2.8.0 -->
<title>Using high throughput computing to investigate the role of neural oscillations in visual working memory | CHTC</title>
<meta name="generator" content="Jekyll v4.3.4" />
<meta property="og:title" content="Using high throughput computing to investigate the role of neural oscillations in visual working memory" />
<meta name="author" content="Hannah Cheren" />
<meta property="og:locale" content="en_US" />
<meta name="description" content="Jacqueline M. Fulvio, lab manager and research scientist for the Postle Lab at the University of Wisconsin-Madison, explains how she used the HTCondor Software Suite to investigate neural oscillations in visual working memory." />
<meta property="og:description" content="Jacqueline M. Fulvio, lab manager and research scientist for the Postle Lab at the University of Wisconsin-Madison, explains how she used the HTCondor Software Suite to investigate neural oscillations in visual working memory." />
<link rel="canonical" href="https://htcondor.org/featured-users/2022-07-06-Fulvio.html" />
<meta property="og:url" content="https://htcondor.org/featured-users/2022-07-06-Fulvio.html" />
<meta property="og:site_name" content="CHTC" />
<meta property="og:image" content="https://raw.githubusercontent.com/CHTC/Articles/main/images/Fulvio-card.jpeg" />
<meta property="og:type" content="article" />
<meta property="article:published_time" content="2022-07-06T00:00:00+00:00" />
<meta name="twitter:card" content="summary" />
<meta property="twitter:image" content="https://raw.githubusercontent.com/CHTC/Articles/main/images/Fulvio-card.jpeg" />
<meta property="twitter:title" content="Using high throughput computing to investigate the role of neural oscillations in visual working memory" />
<meta name="twitter:site" content="@chtc_uw" />
<meta name="twitter:creator" content="@Hannah Cheren" />
<script type="application/ld+json">
{"@context":"https://schema.org","@type":"BlogPosting","author":{"@type":"Person","name":"Hannah Cheren"},"dateModified":"2022-07-06T00:00:00+00:00","datePublished":"2022-07-06T00:00:00+00:00","description":"Jacqueline M. Fulvio, lab manager and research scientist for the Postle Lab at the University of Wisconsin-Madison, explains how she used the HTCondor Software Suite to investigate neural oscillations in visual working memory.","headline":"Using high throughput computing to investigate the role of neural oscillations in visual working memory","image":{"alt":null,"url":"https://raw.githubusercontent.com/CHTC/Articles/main/images/Fulvio-card.jpeg","@type":"imageObject"},"mainEntityOfPage":{"@type":"WebPage","@id":"https://htcondor.org/featured-users/2022-07-06-Fulvio.html"},"url":"https://htcondor.org/featured-users/2022-07-06-Fulvio.html"}</script>
<!-- End Jekyll SEO tag -->
<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.min.js" integrity="sha384-cVKIPhGWiC2Al4u+LWgxfKTRIcfu0JTxR+EQDz/bgldoEyl4H0zUF0QKbrJ0EcQF" crossorigin="anonymous" defer></script>
<script type="text/javascript" src="/assets/js/uw-style.js" defer></script>
<script src="/assets/js/lunr.js" type="text/javascript" async></script>
<script type="text/javascript" src="/assets/js/search_bar.js" defer></script>
<script type="text/javascript" src="/assets/js/copy-content.js" defer></script>
<script type="text/javascript" src="/assets/js/main.js" defer></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/font/bootstrap-icons.min.css">
<link type="text/css" href="/assets/fonts/fonts.0.0.1.css" rel="stylesheet">
<link type="text/css" href="/assets/css/style-v12.css" rel="stylesheet">
<script>(function(H){H.className=H.className.replace(/\bno-js\b/,'')})(document.documentElement)</script>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
</head>
<body leftmargin="0" topmargin="0" marginwidth="0" marginheight="0">
<div class="container-fluid">
<div class="row justify-content-between bg-primary" role="navigation">
<div class="col-auto">
<a class="uw-global-name-link" href="http://www.wisc.edu" aria-label="University home page">U<span>niversity <span class="uw-of">of</span> </span>W<span>isconsin</span>–Madison</a>
</div>
<div class="col-auto">
<div class="row">
<div class="col-auto pe-0">
<a class="uw-global-name-link" href="/uw-research-computing" aria-label="UW Research Computing Homepage">Go to UW Research Computing Home</a>
</div>
<div class="col-auto d-flex">
<a class="btn-light px-2 my-auto rounded" href="/uw-research-computing/form.html">Request Account</a>
</div>
</div>
</div>
</div>
</div>
<button id="uw-top-menus-button" class="uw-mobile-menu-button-bar uw-mobile-menu-button-bar-reversed uw-is-closed" data-menu="uw-top-menus" aria-label="Open menu" aria-expanded="true" aria-controls="uw-top-menus">Menu<svg aria-hidden="true" focusable="false"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#uw-symbol-menu"></use></svg><svg aria-hidden="true" focusable="false"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#uw-symbol-close"></use></svg></button>
<div id="uw-top-menus" class="uw-is-visible uw-horizontal" aria-hidden="false">
<div class="uw-main-nav">
<nav class="uw-nav-menu uw-nav-menu-reverse" aria-label="Main Menu">
<ul id="uw-main-nav">
<div class="uw-header-crest">
<a href="/"><img class="uw-crest-svg py-2" src="/images/logos/CHTC_Logo_Full_Color.svg" alt="Link to CHTC Home Page"></a>
</div>
<li id="about" class="uw-dropdown">
<a href="/about.html" role="button" aria-haspopup="true" aria-expanded="false">
About
<svg aria-hidden="true" class="uw-caret" focusable="false">
<use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#uw-symbol-caret-down"></use>
</svg>
<svg aria-hidden="true" class="uw-caret" focusable="false">
<use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#uw-symbol-caret-up"></use>
</svg>
</a>
<ul aria-hidden="true" aria-label="About submenu" class="uw-child-menu">
<li>
<a href="/htc.html">What is HTC?</a>
</li>
<li>
<a href="/approach.html">Our Approach</a>
</li>
<li>
<a href="/projects.html">Our Customers</a>
</li>
<li>
<a href="/people.html">Our Staff</a>
</li>
<li>
<a href="/jobs.html">Our Open Positions</a>
</li>
<li>
<a href="/internships.html">Internships</a>
</li>
<li>
<a href="/fellowships/index.html">Fellowships</a>
</li>
</ul>
<li id="uw-research-computing">
<a href="/uw-research-computing/index.html" aria-current="page">UW Research Computing</a>
</li>
<li id="guides">
<a href="/uw-research-computing/guides.html" aria-current="page">Guides</a>
</li>
<li id="technologies">
<a href="/technologies.html" aria-current="page">Technologies</a>
</li>
<li id="research">
<a href="/research.html" aria-current="page">Research</a>
</li>
<li id="news" class="uw-dropdown">
<a href="/news-navigation.html" role="button" aria-haspopup="true" aria-expanded="false">
News
<svg aria-hidden="true" class="uw-caret" focusable="false">
<use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#uw-symbol-caret-down"></use>
</svg>
<svg aria-hidden="true" class="uw-caret" focusable="false">
<use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#uw-symbol-caret-up"></use>
</svg>
</a>
<ul aria-hidden="true" aria-label="News submenu" class="uw-child-menu">
<li>
<a href="/news.html">CHTC News</a>
</li>
<li>
<a href="/events.html">Events</a>
</li>
</ul>
<li class="my-auto ms-auto me-0 pe-0">
<div id="main-search-bar" class="search-bar">
<input type="text" class="form-control" placeholder="Loading..." aria-describedby="button-addon2">
<div id="results-dropdown" class="results-dropdown w-100">
<div class="search-results" hidden></div>
</div>
</div>
</li>
</ul>
</nav>
</div>
</div>
<main id="main" style="min-height: 60vh;">
<main id="main" style="min-height: 60vh;">
<!-- This Layout is used for news articles. Different from character_optimized by adding author tags. -->
<div class="container-xxl">
<div class="row justify-content-center">
<div class="col-12 col-sm-11 col-md-9 col-lg-8">
<h1 class="uw-mini-bar mb-4">
Using high throughput computing to investigate the role of neural oscillations in visual working memory
</h1>
<div class="text-dark d-flex flex-row justify-content-between mb-3">
<h4 class="mt-0">
Hannah Cheren
</h4>
<h4 class="mt-0">
Jul 06, 2022
</h4>
</div>
<p><strong><em>Jacqueline M. Fulvio, lab manager and research scientist for the Postle Lab at the University of Wisconsin-Madison, explains how she used the HTCondor Software Suite to investigate neural oscillations in visual working memory.</em></strong></p>
<figure>
<img src="https://raw.githubusercontent.com/CHTC/Articles/main/images/Fulvio-card.jpeg" alt="Computer rendering of DNA." />
<figcaption class="figure-caption">Photo by geralt <a href="https://pixabay.com/images/id-3382507/">on Pixabay.</a><br /></figcaption>
</figure>
<figure class="figure float-end" style="margin-left: 1em; width: 180px;">
<img src="https://raw.githubusercontent.com/CHTC/Articles/main/images/Fulvio-headshot.jpeg" class="figure-img img-fluid rounded" alt="Jacqueline M. Fulvio" width="150px" />
<figcaption class="figure-caption">Jacqueline M. Fulvio, lab manager and research scientist for the Postle Lab at the University of Wisconsin-Madison<br /></figcaption>
</figure>
<p>If you could use a method of analysis that results in better insights into your research, you’d want to use that option. The catch? It can take months to analyze one set of data.</p>
<p><a href="https://postlab.psych.wisc.edu/people/west/jacqueline-fulvio1/">Jacqueline M. Fulvio</a>, a research scientist for the <a href="https://postlab.psych.wisc.edu/">Postle Lab</a> at the University of Wisconsin-Madison, explained at <a href="https://agenda.hep.wisc.edu/event/1733/timetable/?view=standard">HTCondor Week 2022</a> how she overcame this problem using high throughput computing (HTC) in her analysis of neural oscillations’ role in visual working memory.</p>
<p>The Postle Lab analyzed the patterns of brain waves recorded from participants as they performed working memory tasks using an HTC workflow. Visual working memory is the brain process that temporarily allows us to maintain and manipulate visual information to solve a task. First, participants were given a sample with two images to memorize for two seconds. Then the image disappeared, and, following a five-second delay, participants were given a cue that indicated which item in memory would later be tested. The experimenter then delivered a single pulse of transcranial magnetic stimulation (TMS) to the participants’ scalp on half of the trials. TMS alters brain function, so Fulvio and her collaborators looked for corresponding impacts on participants’ brain waves recorded in an electroencephalogram (EEG). Finally, the participants indicated whether the image shown on the screen matched the original sample item.</p>
<figure>
<img src="https://raw.githubusercontent.com/CHTC/Articles/main/images/Fulvio-research.png" class="figure-img img-fluid rounded" alt="Photo from Fulvio's presentation during HTCondor Week 2022" />
<figcaption class="figure-caption">Photo from Fulvio's presentation during HTCondor Week 2022<br /></figcaption>
</figure>
<p>After collecting and processing the data from the EEG, they can analyze the neural oscillations (or brain waves) to understand how they change throughout the task. Previous results have shown that the frequency of neural oscillations is associated with working memory processes.</p>
<p>“In our current work, we wanted to more deeply investigate the role of these neural oscillations in working memory,” Fulvio states, “we chose to leverage an analysis called spatially distributed phase coupling extraction with a frequency-specific phases model (SPACE-FSP).” This analysis is a multi-way decomposition of the EEG data.</p>
<p>The number of decomposable networks can’t be determined analytically, so the group estimates it using decomposition. Finding the optimal decomposition is an iterative process that starts with a statistical criterion and a set number of oscillating networks, which incrementally increase until they can no longer achieve the criterion. As a result, a single decomposition can take up to several months to complete.</p>
<p>Although this method provides better insight into what Fulvio and her group want to analyze, “this remains a largely unused approach in the field.” Fulvio speculates that other scientists in the field often don’t use this kind of analysis because it’s very computationally demanding. “This is where high throughput [computing] came in for us.”</p>
<p>Fulvio and her team planned to analyze at least 186 data sets, which, at the time, “seemed insurmountable.” The HTC capabilities of HTCondor offered them a solution to this problem by running the decompositions in parallel using the capacity of a campus wide shared facility. They also had the opportunity to utilize the Matlab parallel pool compatibility, which helped scale out the processing.</p>
<p>The group started following the HTC paradigm because their lab had already used services provided by the UW-Madison Center for High Throughput Computing (CHTC) for some time. Fulvio’s supervisor, Dr. Bradley Postle, suggested setting up a meeting and seeing if what they needed could be achieved using the capacity offered by CHTC.</p>
<p>Fulvio has an extensive coding history, but when she did run into compiling problems, she found the office hours offered by the CHTC Research Computing Facilitators extremely helpful, “I got useful tips from the staff in figuring out what was going wrong and what I needed to fix!”</p>
<p>The group ran 42 jobs, each job taking anywhere from two days to two weeks to run. The initial results of the analyses were promising, but the two data analysis pipelines the group tried were insufficient to address some of the critical questions.</p>
<p>After re-running the analyses using new data Fulvio collected, she overcame some limitations from the prior dataset to address the original questions. For this dataset, the group ran almost twice the amount of jobs – 72 – with each one again taking anywhere from two days to two weeks to run.</p>
<p>The group updated the analysis once more to increase the data size from 500 milliseconds to 1-second chunks. They also combined the data into a single pipeline instead of having it in different chunks of data for two separate analyses.</p>
<p>The goal of this update was to increase the amount of data they were sending, which in turn increased the amount of time it took to do these decompositions. More data resulted in a more robust and interpretable statistical result.</p>
<p>“All versions of the analyses were ultimately successful,” Fulvio comments. “We’ve benefited significantly from this process.” Their final analysis obtained 1,690 components – a “fantastic number” for their data analyses.</p>
<p>“We had such good support along the way so we could get this going,” Fulvio notes. In addition, what could have been years of computing on their lab machines, was condensed and boiled down into merely months for each analysis iteration.</p>
<p>The group also conducted one more analysis, as “[this] experience helped us think about a special control analysis,” Fulvio remarks. The group carried out hundreds of jobs within a day using this separate analysis, giving them rapid confirmation through the control analysis results.</p>
<p>Fulvio reflects, “from our research group’s broad perspective, OSPool capacity accessible via the CHTC have significantly expanded our computational capabilities.” Although computationally demanding, these resources helped the group apply this better-suited analysis method to address their original questions.</p>
<p>From a more personal perspective, Fulvio notes that learning how to take advantage of these OSPool capacity has improved her skills, including coding. These resources allowed her to work with additional languages and sharpened her ability to optimize code.</p>
<p>Fulvio concludes that “this has allowed us to help advance our field’s understanding, address key questions in the grant funding the research, and it provides the opportunity to reconsider other established findings and fill gaps in understanding of those studies.”</p>
<p>…</p>
<p><em>Watch a video recording of Jacqueline M. Fulvio’s talk at HTCondor Week 2022, and browse her <a href="https://agenda.hep.wisc.edu/event/1733/contributions/25518/attachments/8300/9578/Fulvio_HTCslides_2022.pdf">slides</a>.</em></p>
<iframe width="100%" height="315" src="https://www.youtube.com/embed/2D75uz-jz7M" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe>
</div>
</div>
</div>
</main>
</main>
<footer id="colophon" class="uw-footer">
<div class="uw-footer-content">
<div class="uw-logo">
<a href="http://www.wisc.edu" aria-label="Link to main university website">
<svg aria-hidden="true" focusable="false"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#uw-symbol-crest-footer"></use></svg>
</a>
</div>
<div class="uw-footer-contact">
<h3 class="uw-footer-header">Contact Us</h3>
<ul class="uw-contact-list">
<li class="uw-contact-item">Office Hours: <a href="/uw-research-computing/get-help.html#office-hours">Tues: 10:30am-12pm; Thurs: 3-4:30pm</a></li>
<li class="uw-contact-item">Email: <a href="mailto:[email protected]">[email protected]</a></li>
<li class="uw-contact-item">Newsletter: <a href="/newsletter.html">Subscribe Now</a></li>
<li class="uw-contact-item">LinkedIn: <a href="https://www.linkedin.com/company/center-for-high-throughput-computing/">Website</a></li>
<li>
<ul class="uw-social-icons">
<li id="uw-icon-twitter" class="uw-social-icon">
<a aria-label="twitter" href="https://twitter.com/CHTC_UW"><svg aria-hidden="true" focusable="false"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#uw-symbol-twitter"></use></svg></a>
</li>
</ul>
</li>
</ul>
</div>
</div>
<div class="uw-copyright">
<p class="uw-contact-item">For all user support, questions, and comments: <a href="mailto:[email protected]">[email protected]</a></p>
<p>© 2022 Board of Regents of the <a href="http://www.wisconsin.edu">University of Wisconsin System</a></p>
</div>
</footer>
<!-- SVG icons -->
<svg aria-hidden="true" style="display: inline; height: 0; position: absolute;" xmlns:xlink="http://www.w3.org/1999/xlink">
<title>Site icons</title>
<defs>
<symbol id="uw-symbol-more" viewBox="0,0,1792,1792">
<title id="title">More</title>
<path d="M979 960q0 13-10 23l-466 466q-10 10-23 10t-23-10l-50-50q-10-10-10-23t10-23l393-393-393-393q-10-10-10-23t10-23l50-50q10-10 23-10t23 10l466 466q10 10 10 23zm384 0q0 13-10 23l-466 466q-10 10-23 10t-23-10l-50-50q-10-10-10-23t10-23l393-393-393-393q-10-10-10-23t10-23l50-50q10-10 23-10t23 10l466 466q10 10 10 23z"></path>
</symbol>
<symbol id="uw-symbol-menu" viewBox="0 0 1024 1024">
<title id="svg-menu">open menu</title>
<path class="path1" d="M128 256h768v86h-768v-86zM128 554v-84h768v84h-768zM128 768v-86h768v86h-768z"></path>
</symbol>
<symbol id="uw-symbol-close" viewBox="0 0 805 1024">
<title>close</title>
<path class="path1" d="M741.714 755.429q0 22.857-16 38.857l-77.714 77.714q-16 16-38.857 16t-38.857-16l-168-168-168 168q-16 16-38.857 16t-38.857-16l-77.714-77.714q-16-16-16-38.857t16-38.857l168-168-168-168q-16-16-16-38.857t16-38.857l77.714-77.714q16-16 38.857-16t38.857 16l168 168 168-168q16-16 38.857-16t38.857 16l77.714 77.714q16 16 16 38.857t-16 38.857l-168 168 168 168q16 16 16 38.857z"></path>
</symbol>
<symbol id="uw-symbol-search" viewBox="0 0 951 1024">
<title>search</title>
<path class="path1" d="M658.286 475.429q0-105.714-75.143-180.857t-180.857-75.143-180.857 75.143-75.143 180.857 75.143 180.857 180.857 75.143 180.857-75.143 75.143-180.857zM950.857 950.857q0 29.714-21.714 51.429t-51.429 21.714q-30.857 0-51.429-21.714l-196-195.429q-102.286 70.857-228 70.857-81.714 0-156.286-31.714t-128.571-85.714-85.714-128.571-31.714-156.286 31.714-156.286 85.714-128.571 128.571-85.714 156.286-31.714 156.286 31.714 128.571 85.714 85.714 128.571 31.714 156.286q0 125.714-70.857 228l196 196q21.143 21.143 21.143 51.429z"></path>
</symbol>
<symbol id="uw-symbol-search-gray" viewBox="0 0 951 1024">
<title>search</title>
<path class="path1" d="M658.286 475.429q0-105.714-75.143-180.857t-180.857-75.143-180.857 75.143-75.143 180.857 75.143 180.857 180.857 75.143 180.857-75.143 75.143-180.857zM950.857 950.857q0 29.714-21.714 51.429t-51.429 21.714q-30.857 0-51.429-21.714l-196-195.429q-102.286 70.857-228 70.857-81.714 0-156.286-31.714t-128.571-85.714-85.714-128.571-31.714-156.286 31.714-156.286 85.714-128.571 128.571-85.714 156.286-31.714 156.286 31.714 128.571 85.714 85.714 128.571 31.714 156.286q0 125.714-70.857 228l196 196q21.143 21.143 21.143 51.429z"></path>
</symbol>
<symbol id="uw-symbol-search-in-blank" viewBox="0 0 951 1024">
<title>search</title>
<path class="path1" d="M658.286 475.429q0-105.714-75.143-180.857t-180.857-75.143-180.857 75.143-75.143 180.857 75.143 180.857 180.857 75.143 180.857-75.143 75.143-180.857zM950.857 950.857q0 29.714-21.714 51.429t-51.429 21.714q-30.857 0-51.429-21.714l-196-195.429q-102.286 70.857-228 70.857-81.714 0-156.286-31.714t-128.571-85.714-85.714-128.571-31.714-156.286 31.714-156.286 85.714-128.571 128.571-85.714 156.286-31.714 156.286 31.714 128.571 85.714 85.714 128.571 31.714 156.286q0 125.714-70.857 228l196 196q21.143 21.143 21.143 51.429z"></path>
</symbol>
<symbol id="uw-symbol-envelope" viewBox="0 0 1024 1024">
<title>envelope</title>
<path class="path1" d="M1024 405.714v453.714q0 37.714-26.857 64.571t-64.571 26.857h-841.143q-37.714 0-64.571-26.857t-26.857-64.571v-453.714q25.143 28 57.714 49.714 206.857 140.571 284 197.143 32.571 24 52.857 37.429t54 27.429 62.857 14h1.143q29.143 0 62.857-14t54-27.429 52.857-37.429q97.143-70.286 284.571-197.143 32.571-22.286 57.143-49.714zM1024 237.714q0 45.143-28 86.286t-69.714 70.286q-214.857 149.143-267.429 185.714-5.714 4-24.286 17.429t-30.857 21.714-29.714 18.571-32.857 15.429-28.571 5.143h-1.143q-13.143 0-28.571-5.143t-32.857-15.429-29.714-18.571-30.857-21.714-24.286-17.429q-52-36.571-149.714-104.286t-117.143-81.429q-35.429-24-66.857-66t-31.429-78q0-44.571 23.714-74.286t67.714-29.714h841.143q37.143 0 64.286 26.857t27.143 64.571z"></path>
</symbol>
<symbol id="uw-symbol-pinterest" class="uw-social-symbols" viewBox="0 0 731 1024">
<title>pinterest-p</title>
<path class="path1" d="M0 341.143q0-61.714 21.429-116.286t59.143-95.143 86.857-70.286 105.714-44.571 115.429-14.857q90.286 0 168 38t126.286 110.571 48.571 164q0 54.857-10.857 107.429t-34.286 101.143-57.143 85.429-82.857 58.857-108 22q-38.857 0-77.143-18.286t-54.857-50.286q-5.714 22.286-16 64.286t-13.429 54.286-11.714 40.571-14.857 40.571-18.286 35.714-26.286 44.286-35.429 49.429l-8 2.857-5.143-5.714q-8.571-89.714-8.571-107.429 0-52.571 12.286-118t38-164.286 29.714-116q-18.286-37.143-18.286-96.571 0-47.429 29.714-89.143t75.429-41.714q34.857 0 54.286 23.143t19.429 58.571q0 37.714-25.143 109.143t-25.143 106.857q0 36 25.714 59.714t62.286 23.714q31.429 0 58.286-14.286t44.857-38.857 32-54.286 21.714-63.143 11.429-63.429 3.714-56.857q0-98.857-62.571-154t-163.143-55.143q-114.286 0-190.857 74t-76.571 187.714q0 25.143 7.143 48.571t15.429 37.143 15.429 26 7.143 17.429q0 16-8.571 41.714t-21.143 25.714q-1.143 0-9.714-1.714-29.143-8.571-51.714-32t-34.857-54-18.571-61.714-6.286-60.857z"></path>
</symbol>
<symbol id="uw-symbol-twitter" class="uw-social-symbols" viewBox="0 0 951 1024">
<title>twitter</title>
<path class="path1" d="M925.714 233.143q-38.286 56-92.571 95.429 0.571 8 0.571 24 0 74.286-21.714 148.286t-66 142-105.429 120.286-147.429 83.429-184.571 31.143q-154.857 0-283.429-82.857 20 2.286 44.571 2.286 128.571 0 229.143-78.857-60-1.143-107.429-36.857t-65.143-91.143q18.857 2.857 34.857 2.857 24.571 0 48.571-6.286-64-13.143-106-63.714t-42-117.429v-2.286q38.857 21.714 83.429 23.429-37.714-25.143-60-65.714t-22.286-88q0-50.286 25.143-93.143 69.143 85.143 168.286 136.286t212.286 56.857q-4.571-21.714-4.571-42.286 0-76.571 54-130.571t130.571-54q80 0 134.857 58.286 62.286-12 117.143-44.571-21.143 65.714-81.143 101.714 53.143-5.714 106.286-28.571z"></path>
</symbol>
<symbol id="uw-symbol-youtube" class="uw-social-symbols" viewBox="0 0 878 1024">
<title>youtube</title>
<path class="path1" d="M554.857 710.857v120.571q0 38.286-22.286 38.286-13.143 0-25.714-12.571v-172q12.571-12.571 25.714-12.571 22.286 0 22.286 38.286zM748 711.429v26.286h-51.429v-26.286q0-38.857 25.714-38.857t25.714 38.857zM196 586.857h61.143v-53.714h-178.286v53.714h60v325.143h57.143v-325.143zM360.571 912h50.857v-282.286h-50.857v216q-17.143 24-32.571 24-10.286 0-12-12-0.571-1.714-0.571-20v-208h-50.857v223.429q0 28 4.571 41.714 6.857 21.143 33.143 21.143 27.429 0 58.286-34.857v30.857zM605.714 827.429v-112.571q0-41.714-5.143-56.571-9.714-32-40.571-32-28.571 0-53.143 30.857v-124h-50.857v378.857h50.857v-27.429q25.714 31.429 53.143 31.429 30.857 0 40.571-31.429 5.143-15.429 5.143-57.143zM798.857 821.714v-7.429h-52q0 29.143-1.143 34.857-4 20.571-22.857 20.571-26.286 0-26.286-39.429v-49.714h102.286v-58.857q0-45.143-15.429-66.286-22.286-29.143-60.571-29.143-38.857 0-61.143 29.143-16 21.143-16 66.286v98.857q0 45.143 16.571 66.286 22.286 29.143 61.714 29.143 41.143 0 61.714-30.286 10.286-15.429 12-30.857 1.143-5.143 1.143-33.143zM451.429 300v-120q0-39.429-24.571-39.429t-24.571 39.429v120q0 40 24.571 40t24.571-40zM862.286 729.143q0 133.714-14.857 200-8 33.714-33.143 56.571t-58.286 26.286q-105.143 12-317.143 12t-317.143-12q-33.143-3.429-58.571-26.286t-32.857-56.571q-14.857-64-14.857-200 0-133.714 14.857-200 8-33.714 33.143-56.571t58.857-26.857q104.571-11.429 316.571-11.429t317.143 11.429q33.143 4 58.571 26.857t32.857 56.571q14.857 64 14.857 200zM292 0h58.286l-69.143 228v154.857h-57.143v-154.857q-8-42.286-34.857-121.143-21.143-58.857-37.143-106.857h60.571l40.571 150.286zM503.429 190.286v100q0 46.286-16 67.429-21.143 29.143-60.571 29.143-38.286 0-60-29.143-16-21.714-16-67.429v-100q0-45.714 16-66.857 21.714-29.143 60-29.143 39.429 0 60.571 29.143 16 21.143 16 66.857zM694.857 97.714v285.143h-52v-31.429q-30.286 35.429-58.857 35.429-26.286 0-33.714-21.143-4.571-13.714-4.571-42.857v-225.143h52v209.714q0 18.857 0.571 20 1.714 12.571 12 12.571 15.429 0 32.571-24.571v-217.714h52z"></path>
</symbol>
<symbol id="uw-symbol-facebook" class="uw-social-symbols" viewBox="0 0 602 1024">
<title>facebook</title>
<path class="path1" d="M548 6.857v150.857h-89.714q-49.143 0-66.286 20.571t-17.143 61.714v108h167.429l-22.286 169.143h-145.143v433.714h-174.857v-433.714h-145.714v-169.143h145.714v-124.571q0-106.286 59.429-164.857t158.286-58.571q84 0 130.286 6.857z"></path>
</symbol>
<symbol id="uw-symbol-instagram" class="uw-social-symbols" viewBox="0 0 878 1024">
<title>instagram</title>
<path class="path1" d="M778.286 814.857v-370.286h-77.143q11.429 36 11.429 74.857 0 72-36.571 132.857t-99.429 96.286-137.143 35.429q-112.571 0-192.571-77.429t-80-187.143q0-38.857 11.429-74.857h-80.571v370.286q0 14.857 10 24.857t24.857 10h610.857q14.286 0 24.571-10t10.286-24.857zM616 510.286q0-70.857-51.714-120.857t-124.857-50q-72.571 0-124.286 50t-51.714 120.857 51.714 120.857 124.286 50q73.143 0 124.857-50t51.714-120.857zM778.286 304.571v-94.286q0-16-11.429-27.714t-28-11.714h-99.429q-16.571 0-28 11.714t-11.429 27.714v94.286q0 16.571 11.429 28t28 11.429h99.429q16.571 0 28-11.429t11.429-28zM877.714 185.714v652.571q0 46.286-33.143 79.429t-79.429 33.143h-652.571q-46.286 0-79.429-33.143t-33.143-79.429v-652.571q0-46.286 33.143-79.429t79.429-33.143h652.571q46.286 0 79.429 33.143t33.143 79.429z"></path>
</symbol>
<symbol id="uw-symbol-caret-up" viewBox="0 0 1792 1792">
<title>Collapse</title>
<path d="M1395 1184q0 13-10 23l-50 50q-10 10-23 10t-23-10l-393-393-393 393q-10 10-23 10t-23-10l-50-50q-10-10-10-23t10-23l466-466q10-10 23-10t23 10l466 466q10 10 10 23z"></path>
</symbol>
<symbol id="uw-symbol-caret-down" viewBox="0 0 1792 1792">
<title>Expand</title>
<path d="M1395 736q0 13-10 23l-466 466q-10 10-23 10t-23-10l-466-466q-10-10-10-23t10-23l50-50q10-10 23-10t23 10l393 393 393-393q10-10 23-10t23 10l50 50q10 10 10 23z"></path>
</symbol>
<symbol id="uw-symbol-chevron-right" viewBox="0 0 695 1024">
<title id="svg-next-slide">next slide</title>
<path class="path1" d="M632.571 501.143l-424 424q-10.857 10.857-25.714 10.857t-25.714-10.857l-94.857-94.857q-10.857-10.857-10.857-25.714t10.857-25.714l303.429-303.429-303.429-303.429q-10.857-10.857-10.857-25.714t10.857-25.714l94.857-94.857q10.857-10.857 25.714-10.857t25.714 10.857l424 424q10.857 10.857 10.857 25.714t-10.857 25.714z"></path>
</symbol>
<symbol id="uw-symbol-chevron-left" viewBox="0 0 768 1024">
<title id="svg-previous">previous slide</title>
<path class="path1" d="M669.143 172l-303.429 303.429 303.429 303.429q10.857 10.857 10.857 25.714t-10.857 25.714l-94.857 94.857q-10.857 10.857-25.714 10.857t-25.714-10.857l-424-424q-10.857-10.857-10.857-25.714t10.857-25.714l424-424q10.857-10.857 25.714-10.857t25.714 10.857l94.857 94.857q10.857 10.857 10.857 25.714t-10.857 25.714z"></path>
</symbol>
<symbol id="uw-symbol-crest-footer" viewBox="0 0 200 132.78">
<title id="svg-crest-footer">Footer Crest</title>
<path d="M31.65,93.63c3,1.09,1.75,4.35,1,6.65L28.31,115l-5.4-17.44a8.47,8.47,0,0,1-.58-4.07H16.85v0.12c2.14,1.13,1.36,3.75.62,6.2l-4.55,15.31L7.14,96.41a7.23,7.23,0,0,1-.47-2.9H1v0.12c1.94,1.37,2.53,4,3.23,6.2l4.58,14.86c1.28,4.15,1.63,3.87,5.16,6.53L20,100.88l4.27,13.86c1.29,4.15,1.56,3.95,5.13,6.49l8.19-27.71h-6v0.12Z" transform="translate(-1 -0.61)"/><path d="M38.95,93.63c2,0.77,1.71,3.71,1.71,5.56v15.18c0,1.81.23,4.8-1.71,5.52V120h7.38v-0.12c-1.94-.77-1.71-3.71-1.71-5.52V99.19c0-1.81-.23-4.79,1.71-5.56V93.51H38.95v0.12Z" transform="translate(-1 -0.61)"/><path d="M53.12,99.43c0-2.78,2.8-3.67,5-3.67a8.68,8.68,0,0,1,6.1,2.54V93.75a18.9,18.9,0,0,0-5.79-.89c-4.74,0-9.75,1.94-9.75,7,0,8.54,13.36,7.41,13.36,13.7,0,2.82-3.34,4.19-5.55,4.19A13.17,13.17,0,0,1,48,114.41l1.13,5a19.44,19.44,0,0,0,7,1.21c6.06,0,10.41-4,10.41-8.34C66.49,104.87,53.12,104.95,53.12,99.43Z" transform="translate(-1 -0.61)"/><path d="M82.23,117.32c-6,0-9.87-5.28-9.87-11.2s3.73-9.91,9.09-9.91a13.15,13.15,0,0,1,7.19,2.3V93.87a30,30,0,0,0-7.07-1c-8,0-13.64,5.52-13.64,13.86,0,8.62,5.67,13.94,14.84,13.94a13.31,13.31,0,0,0,5.86-1.21l2-4.67H90.5A16.7,16.7,0,0,1,82.23,117.32Z" transform="translate(-1 -0.61)"/><path d="M104.63,92.83a14,14,0,0,0-14.57,13.85,13.83,13.83,0,0,0,14.18,14,14.09,14.09,0,0,0,14.29-14.18A13.63,13.63,0,0,0,104.63,92.83Zm-0.19,24.93c-6.1,0-9.95-5.8-9.95-11.44,0-6.08,3.85-10.59,9.87-10.59s9.75,5.68,9.75,11.56S110.34,117.75,104.44,117.75Z" transform="translate(-1 -0.61)"/><path d="M138.49,93.63c2.06,1.21,2,2.82,2,5.08V114L126.29,95.36l-0.55-.81a2.48,2.48,0,0,1-.58-1v0H119.5v0.12c2,1.21,2,2.82,2,5.08v16.07c0,2.25,0,3.86-2.06,5.11V120h6.88v-0.12c-2.06-1.25-2-2.86-2-5.11V99.19l13.32,17.52c1.71,2.3,2.91,3.63,5.67,4.6V98.7c0-2.25,0-3.87,2-5.08V93.51h-6.84v0.12Z" transform="translate(-1 -0.61)"/><path d="M151,99.43c0-2.78,2.8-3.67,5-3.67a8.68,8.68,0,0,1,6.1,2.54V93.75a18.86,18.86,0,0,0-5.79-.89c-4.73,0-9.75,1.94-9.75,7,0,8.54,13.36,7.41,13.36,13.7,0,2.82-3.34,4.19-5.56,4.19a13.18,13.18,0,0,1-8.51-3.34l1.13,5a19.46,19.46,0,0,0,7,1.21c6.06,0,10.41-4,10.41-8.34C164.37,104.87,151,104.95,151,99.43Z" transform="translate(-1 -0.61)"/><path d="M165.84,93.63c2,0.77,1.71,3.71,1.71,5.56v15.18c0,1.81.24,4.8-1.71,5.52V120h7.38v-0.12c-1.94-.77-1.71-3.71-1.71-5.52V99.19c0-1.81-.24-4.79,1.71-5.56V93.51h-7.38v0.12Z" transform="translate(-1 -0.61)"/><path d="M194.16,93.51v0.12c2.06,1.21,2,2.82,2,5.08V114L182,95.36l-0.55-.81a2.6,2.6,0,0,1-.58-1v0h-5.67v0.12c2,1.21,2,2.82,2,5.08v16.07c0,2.25,0,3.86-2.06,5.11V120H182v-0.12c-2.06-1.25-2-2.86-2-5.11V99.19l13.32,17.52c1.71,2.3,2.92,3.63,5.67,4.6V98.7c0-2.25,0-3.87,2-5.08V93.51h-6.84Z" transform="translate(-1 -0.61)"/><path d="M12.72,126.16v4.62a2.75,2.75,0,0,1-.34,1.38,2.27,2.27,0,0,1-1,.91,3.4,3.4,0,0,1-1.54.32,2.87,2.87,0,0,1-2.07-.7,2.55,2.55,0,0,1-.74-1.93v-4.6H8.24v4.52a1.81,1.81,0,0,0,.41,1.3,1.69,1.69,0,0,0,1.26.42,1.5,1.5,0,0,0,1.65-1.73v-4.51h1.17Z" transform="translate(-1 -0.61)"/><path d="M20.74,133.29H19.31l-3.51-5.69h0l0,0.32q0.07,0.91.07,1.66v3.71H14.79v-7.14h1.42l3.5,5.66h0c0-.08,0-0.35,0-0.82s0-.84,0-1.1v-3.74h1.07v7.14Z" transform="translate(-1 -0.61)"/><path d="M23,133.29v-7.14h1.17v7.14H23Z" transform="translate(-1 -0.61)"/><path d="M30.42,126.16h1.21l-2.5,7.14H27.9l-2.49-7.14h1.2l1.49,4.44c0.08,0.21.16,0.48,0.25,0.82s0.14,0.58.17,0.75c0-.25.11-0.53,0.2-0.86s0.16-.57.21-0.72Z" transform="translate(-1 -0.61)"/><path d="M37,133.29h-4v-7.14h4v1H34.08v1.94h2.69v1H34.08v2.24H37v1Z" transform="translate(-1 -0.61)"/><path d="M40,130.44v2.85H38.84v-7.14h2a3.32,3.32,0,0,1,2,.52,1.86,1.86,0,0,1,.66,1.56,2,2,0,0,1-1.39,1.9l2,3.16H42.86l-1.71-2.85H40Zm0-1h0.81a1.85,1.85,0,0,0,1.18-.3,1.1,1.1,0,0,0,.37-0.9,1,1,0,0,0-.4-0.87,2.17,2.17,0,0,0-1.19-.26H40v2.33Z" transform="translate(-1 -0.61)"/><path d="M49.68,131.36a1.8,1.8,0,0,1-.69,1.49,3,3,0,0,1-1.9.54,4.53,4.53,0,0,1-2-.38v-1.1a5.34,5.34,0,0,0,1,.36,4.39,4.39,0,0,0,1,.13,1.62,1.62,0,0,0,1-.26,0.86,0.86,0,0,0,.33-0.71,0.89,0.89,0,0,0-.3-0.68A4.57,4.57,0,0,0,47,130.1a3.31,3.31,0,0,1-1.38-.9,1.91,1.91,0,0,1-.4-1.22,1.71,1.71,0,0,1,.63-1.41,2.63,2.63,0,0,1,1.7-.51,5,5,0,0,1,2,.45l-0.37,1a4.47,4.47,0,0,0-1.7-.4,1.31,1.31,0,0,0-.86.25,0.81,0.81,0,0,0-.29.65,0.92,0.92,0,0,0,.12.48,1.2,1.2,0,0,0,.39.37,6.52,6.52,0,0,0,1,.46,5.31,5.31,0,0,1,1.15.61,1.8,1.8,0,0,1,.54.64A1.93,1.93,0,0,1,49.68,131.36Z" transform="translate(-1 -0.61)"/><path d="M51.41,133.29v-7.14h1.17v7.14H51.41Z" transform="translate(-1 -0.61)"/><path d="M57.26,133.29H56.1v-6.14H54v-1h5.37v1h-2.1v6.14Z" transform="translate(-1 -0.61)"/><path d="M62.81,129.41l1.69-3.26h1.27l-2.38,4.37v2.77H62.22v-2.73l-2.37-4.41h1.27Z" transform="translate(-1 -0.61)"/><path d="M76.33,129.71a3.9,3.9,0,0,1-.87,2.71,3.66,3.66,0,0,1-5,0,3.93,3.93,0,0,1-.87-2.73,3.86,3.86,0,0,1,.87-2.71A3.21,3.21,0,0,1,73,126a3.14,3.14,0,0,1,2.46,1A3.9,3.9,0,0,1,76.33,129.71Zm-5.45,0a3.19,3.19,0,0,0,.53,2,2.16,2.16,0,0,0,3.15,0,4.05,4.05,0,0,0,0-4A1.86,1.86,0,0,0,73,127a1.9,1.9,0,0,0-1.58.68A3.18,3.18,0,0,0,70.88,129.71Z" transform="translate(-1 -0.61)"/><path d="M79.36,133.29H78.2v-7.14h4v1H79.36v2.23h2.69v1H79.36v2.93Z" transform="translate(-1 -0.61)"/><path d="M93.39,133.29H92.12L90.91,129c-0.05-.19-0.12-0.45-0.2-0.8s-0.12-.59-0.14-0.73q0,0.31-.16.81c-0.07.33-.13,0.58-0.18,0.74L89,133.29H87.78l-0.92-3.57-0.94-3.56h1.19l1,4.16q0.24,1,.34,1.77c0-.28.09-0.59,0.16-0.93s0.14-.62.2-0.83L90,126.16h1.16l1.19,4.19a15.38,15.38,0,0,1,.36,1.74,12.74,12.74,0,0,1,.35-1.78l1-4.15h1.18Z" transform="translate(-1 -0.61)"/><path d="M96.6,133.29v-7.14h1.17v7.14H96.6Z" transform="translate(-1 -0.61)"/><path d="M104.11,131.36a1.8,1.8,0,0,1-.69,1.49,3,3,0,0,1-1.9.54,4.53,4.53,0,0,1-2-.38v-1.1a5.4,5.4,0,0,0,1,.36,4.42,4.42,0,0,0,1,.13,1.63,1.63,0,0,0,1-.26,0.86,0.86,0,0,0,.33-0.71,0.89,0.89,0,0,0-.3-0.68,4.59,4.59,0,0,0-1.25-.66,3.29,3.29,0,0,1-1.38-.9,1.91,1.91,0,0,1-.4-1.22,1.71,1.71,0,0,1,.63-1.41,2.63,2.63,0,0,1,1.7-.51,5,5,0,0,1,2,.45l-0.37,1a4.47,4.47,0,0,0-1.7-.4,1.31,1.31,0,0,0-.86.25,0.81,0.81,0,0,0-.29.65,0.92,0.92,0,0,0,.12.48,1.2,1.2,0,0,0,.39.37,6.43,6.43,0,0,0,1,.46,5.31,5.31,0,0,1,1.15.61,1.81,1.81,0,0,1,.54.64A1.93,1.93,0,0,1,104.11,131.36Z" transform="translate(-1 -0.61)"/><path d="M108.87,127.05a1.92,1.92,0,0,0-1.58.71,3.75,3.75,0,0,0,0,4,2,2,0,0,0,1.61.67,4.26,4.26,0,0,0,.88-0.09c0.28-.06.58-0.14,0.88-0.23v1a5.34,5.34,0,0,1-1.9.32,3,3,0,0,1-2.41-.95,4,4,0,0,1-.84-2.72,4.4,4.4,0,0,1,.41-1.95,2.92,2.92,0,0,1,1.18-1.28,3.58,3.58,0,0,1,1.81-.44,4.5,4.5,0,0,1,2,.46l-0.42,1a6.37,6.37,0,0,0-.77-0.3A2.75,2.75,0,0,0,108.87,127.05Z" transform="translate(-1 -0.61)"/><path d="M118.85,129.71a3.9,3.9,0,0,1-.87,2.71,3.15,3.15,0,0,1-2.47,1,3.18,3.18,0,0,1-2.48-1,3.94,3.94,0,0,1-.87-2.73A3.86,3.86,0,0,1,113,127a3.21,3.21,0,0,1,2.49-.95,3.15,3.15,0,0,1,2.46,1A3.91,3.91,0,0,1,118.85,129.71Zm-5.45,0a3.21,3.21,0,0,0,.53,2,2.16,2.16,0,0,0,3.15,0,4,4,0,0,0,0-4,1.86,1.86,0,0,0-1.56-.68,1.9,1.9,0,0,0-1.59.68A3.18,3.18,0,0,0,113.4,129.71Z" transform="translate(-1 -0.61)"/><path d="M126.67,133.29h-1.43l-3.51-5.69h0l0,0.32q0.07,0.91.07,1.66v3.71h-1.06v-7.14h1.42l3.5,5.66h0c0-.08,0-0.35,0-0.82s0-.84,0-1.1v-3.74h1.07v7.14Z" transform="translate(-1 -0.61)"/><path d="M133,131.36a1.8,1.8,0,0,1-.69,1.49,3,3,0,0,1-1.9.54,4.52,4.52,0,0,1-2-.38v-1.1a5.31,5.31,0,0,0,1,.36,4.39,4.39,0,0,0,1,.13,1.62,1.62,0,0,0,1-.26,0.86,0.86,0,0,0,.33-0.71,0.88,0.88,0,0,0-.3-0.68,4.53,4.53,0,0,0-1.25-.66,3.31,3.31,0,0,1-1.38-.9,1.92,1.92,0,0,1-.4-1.22,1.71,1.71,0,0,1,.63-1.41,2.64,2.64,0,0,1,1.71-.51,5,5,0,0,1,2,.45l-0.37,1a4.47,4.47,0,0,0-1.7-.4,1.3,1.3,0,0,0-.86.25,0.81,0.81,0,0,0-.29.65,0.92,0.92,0,0,0,.12.48,1.22,1.22,0,0,0,.38.37,6.63,6.63,0,0,0,1,.46,5.26,5.26,0,0,1,1.15.61,1.79,1.79,0,0,1,.54.64A1.9,1.9,0,0,1,133,131.36Z" transform="translate(-1 -0.61)"/><path d="M134.73,133.29v-7.14h1.17v7.14h-1.17Z" transform="translate(-1 -0.61)"/><path d="M144.07,133.29h-1.43l-3.51-5.69h0l0,0.32c0,0.61.07,1.16,0.07,1.66v3.71h-1.06v-7.14h1.42l3.5,5.66h0c0-.08,0-0.35,0-0.82s0-.84,0-1.1v-3.74h1.07v7.14Z" transform="translate(-1 -0.61)"/><path d="M145.75,131.07v-0.93h4.2v0.93h-4.2Z" transform="translate(-1 -0.61)"/><path d="M154.72,133.29l-2.07-6h0q0.08,1.33.08,2.49v3.47h-1.06v-7.14h1.64l2,5.68h0l2-5.68H159v7.14h-1.12v-3.53q0-.53,0-1.39c0-.57,0-0.92,0-1h0l-2.14,6h-1Z" transform="translate(-1 -0.61)"/><path d="M165.63,133.29l-0.71-2h-2.73l-0.7,2h-1.23l2.67-7.17h1.27l2.67,7.17h-1.24Zm-1-3-0.67-1.94c0-.13-0.12-0.33-0.2-0.62s-0.14-.49-0.18-0.62a11.19,11.19,0,0,1-.38,1.31l-0.64,1.86h2.08Z" transform="translate(-1 -0.61)"/><path d="M174,129.66a3.56,3.56,0,0,1-1,2.7,3.94,3.94,0,0,1-2.83.94h-2v-7.14h2.21a3.65,3.65,0,0,1,2.65.92A3.43,3.43,0,0,1,174,129.66Zm-1.23,0q0-2.56-2.4-2.56h-1v5.18h0.83A2.3,2.3,0,0,0,172.73,129.7Z" transform="translate(-1 -0.61)"/><path d="M175.83,133.29v-7.14H177v7.14h-1.17Z" transform="translate(-1 -0.61)"/><path d="M183.34,131.36a1.8,1.8,0,0,1-.69,1.49,3,3,0,0,1-1.9.54,4.52,4.52,0,0,1-2-.38v-1.1a5.31,5.31,0,0,0,1,.36,4.39,4.39,0,0,0,1,.13,1.62,1.62,0,0,0,1-.26,0.86,0.86,0,0,0,.33-0.71,0.88,0.88,0,0,0-.3-0.68,4.53,4.53,0,0,0-1.25-.66,3.31,3.31,0,0,1-1.38-.9,1.92,1.92,0,0,1-.4-1.22,1.71,1.71,0,0,1,.63-1.41,2.64,2.64,0,0,1,1.71-.51,5,5,0,0,1,2,.45l-0.37,1a4.47,4.47,0,0,0-1.7-.4,1.3,1.3,0,0,0-.86.25,0.81,0.81,0,0,0-.29.65,0.92,0.92,0,0,0,.12.48,1.22,1.22,0,0,0,.38.37,6.63,6.63,0,0,0,1,.46,5.26,5.26,0,0,1,1.15.61,1.79,1.79,0,0,1,.54.64A1.9,1.9,0,0,1,183.34,131.36Z" transform="translate(-1 -0.61)"/><path d="M191.4,129.71a3.91,3.91,0,0,1-.87,2.71,3.66,3.66,0,0,1-5,0,3.93,3.93,0,0,1-.87-2.73,3.87,3.87,0,0,1,.87-2.71,3.21,3.21,0,0,1,2.49-.95,3.14,3.14,0,0,1,2.46,1A3.9,3.9,0,0,1,191.4,129.71Zm-5.45,0a3.19,3.19,0,0,0,.53,2,2.16,2.16,0,0,0,3.15,0,4.05,4.05,0,0,0,0-4,1.86,1.86,0,0,0-1.56-.68,1.89,1.89,0,0,0-1.58.68A3.16,3.16,0,0,0,185.95,129.71Z" transform="translate(-1 -0.61)"/><path d="M199.22,133.29h-1.43l-3.51-5.69h0l0,0.32q0.07,0.91.07,1.66v3.71h-1.06v-7.14h1.42l3.5,5.66h0c0-.08,0-0.35,0-0.82s0-.84,0-1.1v-3.74h1.07v7.14Z" transform="translate(-1 -0.61)"/><path d="M131.41,31.93a49.5,49.5,0,0,0-.86-5.5,39.81,39.81,0,0,0-1.39-4.93,31.28,31.28,0,0,0-2.23-4.93,22.63,22.63,0,0,0-3-4.1,14.94,14.94,0,0,0-11-5.23h-0.09a5.77,5.77,0,0,0-4.16-2.91,4.93,4.93,0,0,0-9.56,0A5.77,5.77,0,0,0,95,7.25H95a14.94,14.94,0,0,0-11,5.23,22.63,22.63,0,0,0-3,4.1,31.28,31.28,0,0,0-2.23,4.93,39.81,39.81,0,0,0-1.39,4.93,49.49,49.49,0,0,0-.86,5.5c-2.3,22.62,7.87,50.42,26.16,54.68A3.17,3.17,0,0,0,104,87.89a3.17,3.17,0,0,0,1.27-1.28C123.54,82.35,133.71,54.55,131.41,31.93ZM104,1.48a3.9,3.9,0,0,1,3.93,2.76,4.86,4.86,0,0,0-3.86,2.47,0.17,0.17,0,0,1-.07.09,0.15,0.15,0,0,1-.07-0.09,4.86,4.86,0,0,0-3.86-2.47A3.9,3.9,0,0,1,104,1.48Zm-1.86,4.29a3.51,3.51,0,0,1,1.59,2.11,0.29,0.29,0,1,0,.53,0,3.51,3.51,0,0,1,1.59-2.11,4.19,4.19,0,0,1,6,1.58,13.38,13.38,0,0,0-1.67.42,6.6,6.6,0,0,0-2.38,1.32,9.4,9.4,0,0,0-3,6.1c-0.67,7.31,7.72,6.16,8.14,6.13,1.08,0,1.9-1.71,1.9-4s-0.84-4-1.9-4c-0.65,0-1.77.52-1.88,2.55-0.07,1.42.62,3.32,1.52,3.44,0.47,0.06.89-.76,1-1.6s0.06-1.87-.59-2a0.38,0.38,0,0,0-.46.28,3.83,3.83,0,0,1,.39,1.34c0,1.25-1.28.63-1.12-1.36,0.15-1.76,1.05-1.65,1.09-1.65,0.5,0,1.26,1,1.26,3,0,1.75-.84,3.63-2.46,2.65-1.36-1-1.89-3.28-1.52-5,0.17-.81.87-3,3.13-3,3.26,0,6.3,1.71,8.72,4.9-0.27.85-1.95,4.1-7.28,7.21l-0.29.15a11,11,0,0,0-4.93-1,27.08,27.08,0,0,0-4.64.74,2.89,2.89,0,0,1-1.84,0,27.08,27.08,0,0,0-4.64-.74,11,11,0,0,0-4.93,1L93.2,24c-5.34-3.11-7-6.36-7.28-7.21,2.42-3.19,5.46-4.9,8.72-4.9,2.26,0,3,2.21,3.13,3,0.38,1.77-.16,4.05-1.52,5-1.61,1-2.46-.9-2.46-2.65,0-2,.76-3,1.26-3,0,0,.94-0.11,1.09,1.65C96.31,18,95,18.6,95,17.35A3.83,3.83,0,0,1,95.41,16a0.38,0.38,0,0,0-.46-0.28c-0.65.16-.71,1.3-0.59,2s0.56,1.66,1,1.6c0.9-.12,1.6-2,1.52-3.44-0.1-2-1.23-2.55-1.88-2.55-1.06,0-1.9,1.71-1.9,4s0.82,4,1.9,4c0.42,0,8.81,1.18,8.14-6.13a9.4,9.4,0,0,0-3-6.1,6.6,6.6,0,0,0-2.38-1.32,13.38,13.38,0,0,0-1.67-.42A4.19,4.19,0,0,1,102.12,5.77ZM86.34,35.9a15.81,15.81,0,0,1-5.8-1.67c0.44-7.31,2.29-13.05,5-16.87,0.48,1.24,2.57,4.35,7.39,7.18C88.82,27,87,32.1,86.34,35.9Zm7.08-10.48a9.35,9.35,0,0,1,4.37-1.21c2.74-.18,4.79.87,6.16,0.91H104c1.37,0,3.4-1.09,6.14-.91a9.41,9.41,0,0,1,4.39,1.21c5.58,3.56,6.37,11.77,6.48,14.46a43.53,43.53,0,0,1-3.54,19c-3.86,8.51-8.53,14.53-13.14,16.57L104,75.6l-0.37-.16c-4.61-2-9.27-8.06-13.14-16.57a43.52,43.52,0,0,1-3.54-19C87,37.19,87.83,29,93.42,25.42Zm-7.16,11a32.49,32.49,0,0,0-.32,3.31A44.42,44.42,0,0,0,88,55a49.48,49.48,0,0,0,4.13,9.32A11.48,11.48,0,0,1,87,66.64a66.66,66.66,0,0,1-6.47-31.82A16.13,16.13,0,0,0,86.26,36.43Zm6.14,28.35c3.08,5.3,6.12,8.46,8.45,10.14a11.54,11.54,0,0,1-3.54,4.36c-4-2.7-7.4-7-10.07-12.13A11.81,11.81,0,0,0,92.39,64.78Zm8.91,10.46A12.19,12.19,0,0,0,104,76.71a12.2,12.2,0,0,0,2.67-1.47,12,12,0,0,0,3.53,4.34,18.69,18.69,0,0,1-3.58,1.78s0-.09,0-0.13c-0.26-1.32-2-1.59-2.61-1.59s-2.35.27-2.61,1.59c0,0,0,.09,0,0.13a18.69,18.69,0,0,1-3.58-1.78A12,12,0,0,0,101.31,75.24Zm5.81-.32c2.33-1.67,5.37-4.83,8.45-10.14a11.81,11.81,0,0,0,5.16,2.36c-2.67,5.16-6.06,9.43-10.07,12.13A11.54,11.54,0,0,1,107.12,74.91Zm8.72-10.61A49.48,49.48,0,0,0,120,55a44.42,44.42,0,0,0,2-15.25,32.48,32.48,0,0,0-.32-3.31,16.13,16.13,0,0,0,5.75-1.61A66.66,66.66,0,0,1,121,66.64,11.48,11.48,0,0,1,115.84,64.3Zm5.78-28.4c-0.62-3.8-2.5-8.8-6.58-11.36,4.82-2.83,6.92-5.94,7.39-7.18,2.69,3.82,4.55,9.56,5,16.87A15.81,15.81,0,0,1,121.62,35.9ZM101,85a23.29,23.29,0,0,1-5.87-2.93,27.5,27.5,0,0,1-3.25-2.62A31.1,31.1,0,0,1,89.53,77q-0.76-.88-1.46-1.81a47.49,47.49,0,0,1-5.58-9.69,63.91,63.91,0,0,1-3.42-10.2,70.46,70.46,0,0,1-1.79-10.85,64.57,64.57,0,0,1-.07-10.84c0.16-1.93.39-3.86,0.74-5.77a39.32,39.32,0,0,1,1.43-5.61,31,31,0,0,1,2.1-4.86,20.93,20.93,0,0,1,3.15-4.44,16.19,16.19,0,0,1,4-3.1A13.93,13.93,0,0,1,90.53,9q0.51-.18,1-0.32a4.35,4.35,0,0,1,1-.24,14,14,0,0,1,2.56-.23,7.58,7.58,0,0,1,3.88,1,8,8,0,0,1,3.34,6c0.39,4.52-4.21,5.23-5.11,5.22-0.14,0-.21-0.13.24-0.59a6.53,6.53,0,0,0,1-5.1c-0.44-2.07-1.9-3.69-4-3.69A11.16,11.16,0,0,0,86.41,15a22.78,22.78,0,0,0-4.47,7.87,42.69,42.69,0,0,0-2.2,11.38A62.43,62.43,0,0,0,80,44.88a68.71,68.71,0,0,0,1.95,10.59,60.82,60.82,0,0,0,3.53,9.85,43.36,43.36,0,0,0,5.48,9,25.89,25.89,0,0,0,8.13,6.87,18.15,18.15,0,0,0,2.21,1,6.71,6.71,0,0,0,.67,3.1A6.63,6.63,0,0,1,101,85Zm3.29,1.55a0.34,0.34,0,0,1-.62,0,6.49,6.49,0,0,1-1.51-5.17c0.12-.64,1.2-0.93,1.82-0.94s1.7,0.3,1.82.94A6.49,6.49,0,0,1,104.29,86.55Zm26.38-42.11a70.46,70.46,0,0,1-1.79,10.85,63.9,63.9,0,0,1-3.42,10.2,47.49,47.49,0,0,1-5.58,9.69q-0.7.93-1.46,1.81a31.1,31.1,0,0,1-2.35,2.47,27.5,27.5,0,0,1-3.25,2.62A23.29,23.29,0,0,1,107,85a6.63,6.63,0,0,1-.93.28,6.71,6.71,0,0,0,.67-3.1,18.15,18.15,0,0,0,2.21-1A25.89,25.89,0,0,0,117,74.35a43.36,43.36,0,0,0,5.48-9A60.82,60.82,0,0,0,126,55.47,68.71,68.71,0,0,0,128,44.88a62.43,62.43,0,0,0,.23-10.64A42.69,42.69,0,0,0,126,22.86,22.78,22.78,0,0,0,121.55,15a11.16,11.16,0,0,0-8.12-3.89c-2.12,0-3.58,1.62-4,3.69a6.53,6.53,0,0,0,1,5.1c0.45,0.46.38,0.59,0.24,0.59-0.9,0-5.51-.71-5.11-5.22a8,8,0,0,1,3.34-6,7.58,7.58,0,0,1,3.88-1,14,14,0,0,1,2.56.23,4.35,4.35,0,0,1,1,.24q0.52,0.14,1,.32a13.93,13.93,0,0,1,1.93.87,16.19,16.19,0,0,1,4,3.1,20.93,20.93,0,0,1,3.15,4.44,31,31,0,0,1,2.1,4.86A39.33,39.33,0,0,1,130,27.84c0.35,1.91.58,3.84,0.74,5.77A64.57,64.57,0,0,1,130.68,44.45Z" transform="translate(-1 -0.61)"/><path d="M112.28,33.43v1.86l0.38-.06h0.18a1.17,1.17,0,0,1,.82.28,1.27,1.27,0,0,1,.21,1.11s-3.74,16.19-4.45,19.27c-0.82-3.9-5.26-25.18-5.26-25.18l0-.09h-0.88v0.1L99.38,55.57,95,36.62a2.7,2.7,0,0,1,0-.28,1.27,1.27,0,0,1,.31-1A1,1,0,0,1,96,35.17l0.37,0v-1.8H90.11v1.76l0.28,0a1.16,1.16,0,0,1,.95.83l7.61,32.67,0,0.09h1.1v-0.1l3.56-23.3,4.53,23.31,0,0.09h1L116.41,36a1,1,0,0,1,1-.75h0.07l0.36,0V33.43h-5.58Z" transform="translate(-1 -0.61)"/>
</symbol>
</defs>
</svg>
</body>
</html>