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13  <title>FISH-quant</title>
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31</head>
32
33  <body id="page-top">
34
35        <!-- Navigation -->
36  <nav class="navbar navbar-expand-lg navbar-dark fixed-top" id="mainNav">
37    <div class="container">
38	  <a class="navbar-brand js-scroll-trigger" href="#page-top">FISH-quant</a>
39      <button class="navbar-toggler navbar-toggler-right" type="button" data-toggle="collapse" data-target="#navbarResponsive" aria-controls="navbarResponsive" aria-expanded="false" aria-label="Toggle navigation">
40        Menu
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43      <div class="collapse navbar-collapse" id="navbarResponsive">
44        <ul class="navbar-nav text-uppercase ml-auto"><li class="nav-item"><a class="nav-link js-scroll-trigger" href="#services">Features</a></li>
45		  <li class="nav-item"><a class="nav-link js-scroll-trigger" href="#portfolio">Packages</a></li>
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58  <header class="masthead">
59    <div class="container">
60      <div class="intro-text"><div class="intro-lead-in"><p>Analysis of smFISH images!</p>
61</div><div class="intro-heading text-uppercase"><p>FISH-quant</p>
62</div><a class="btn btn-primary btn-xl text-uppercase js-scroll-trigger" href="#portfolio">What kind of analysis can I do?</a><a class="btn btn-primary btn-xl text-uppercase js-scroll-trigger" style="margin:10px; cursor:pointer;" onclick="startFishQuant('https://deploy-preview-473--imjoy.netlify.app/', 'https://github.com/fish-quant/fq-imjoy/blob/master/imjoy-plugins/FISH-quant.imjoy.html', 'oeway/imjoy-binder-image/master')">Start FISH-quant in ImJoy</a></div>
63    </div>
64  </header>
65  <!-- End Header -->
66
67<!-- Services -->
68  <section class="page-section" id="services">
69    <div class="container">
70	
71      <div class="row">
72        <div class="col-lg-12 text-center">
73          <h2 class="section-heading text-uppercase">Features</h2>
74          
75		  <h3 class="section-subheading text-muted">FISH-quant was designed to help you in the analysis of smFISH images.</h3>
76		  
77        </div>
78      </div>
79	  
80      <div class="row text-center">
81	  
82        <div class="col-md-3">
83          <span class="fa-stack fa-3x">
84            <i class="fas fa-circle fa-stack-2x text-primary"></i>
85            
86              <i class="fab fa-python fa-stack-1x fa-inverse"></i>
87            
88          </span>
89          <h4 class="service-heading"><p>Python</p>
90</h4>
91          <div class="text-muted"><p>Analysis is performed with Python.</p>
92</div>
93        </div>
94	  
95        <div class="col-md-3">
96          <span class="fa-stack fa-3x">
97            <i class="fas fa-circle fa-stack-2x text-primary"></i>
98            
99              <i class="fab fa-github fa-stack-1x fa-inverse"></i>
100            
101          </span>
102          <h4 class="service-heading"><p>Open source</p>
103</h4>
104          <div class="text-muted"><blockquote>
105  <p>Entire code hosted publically on GitHub.</p>
106</blockquote>
107</div>
108        </div>
109	  
110        <div class="col-md-3">
111          <span class="fa-stack fa-3x">
112            <i class="fas fa-circle fa-stack-2x text-primary"></i>
113            
114              <i class="fas fa-expand-arrows-alt fa-stack-1x fa-inverse"></i>
115            
116          </span>
117          <h4 class="service-heading"><p>Scalable</p>
118</h4>
119          <div class="text-muted"><p>Modular workflow suited for high-content applications.</p>
120</div>
121        </div>
122	  
123        <div class="col-md-3">
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128            
129          </span>
130          <h4 class="service-heading"><p><a href="https://imjoy.io/#/">ImJoy</a></p>
131</h4>
132          <div class="text-muted"><p>ImJoy plugins for user-friendly data processing.</p>
133</div>
134        </div>
135	  
136      </div>
137	  
138    </div>
139  </section>
140<!-- End Services -->
141<!-- Portfolio Grid -->
142<section class="bg-light page-section" id="portfolio">
143  <div class="container">
144    <div class="row">
145      <div class="col-lg-12 text-center">
146        <h2 class="section-heading text-uppercase"><p>Packages</p>
147</h2>
148        <h3 class="section-subheading text-muted"><p>We provide several packages for different analysis tasks and levels of experience.
149For a detailed description of FISH-quant, we invited you to read our <a href="https://www.biorxiv.org/content/10.1101/2021.07.20.453024v1"><strong>paper</strong></a>.</p>
150<ul>
151  <li>The <strong>Python core analysis package</strong> <code class="language-plaintext highlighter-rouge">big-fish</code> allows you to custom build your own analysis pipeline. The <strong>Jupyter noteboook tutorials</strong> explain the different analysis modules. To get a first feeling, you can start them on binder (starting the remote server can take some time): <a href="https://mybinder.org/v2/gh/fish-quant/fq-imjoy/binder?urlpath=git-pull%3Frepo%3Dhttps%253A%252F%252Fgithub.com%252Ffish-quant%252Fbig-fish-examples%26urlpath%3Dtree%252Fbig-fish-examples%252Fnotebooks%26branch%3Dmaster"><img src="https://mybinder.org/badge_logo.svg" alt="Binder" /></a></li>
152  <li>If you have no programming experience, we provide a <strong>user interface</strong> powered by ImJoy to perform standard smFISH analysis including segmentation, detection of individual and clustered RNA and post-processing. For a first taste, we invite you to check out our <strong>interactive documentation</strong> <a href="https://fish-quant.github.io/fq-interactive-docs/#/"><strong>here</strong></a>. <br /><br /></li>
153</ul>
154</h3>
155      </div>
156    </div>
157    <div class="row">
158	
159      <div class="col-md-4 col-sm-6 portfolio-item">
160        <a class="portfolio-link" data-toggle="modal" href="#p1">
161          <div class="portfolio-hover">
162            <div class="portfolio-hover-content">
163              <i class="fas fa-plus fa-3x"></i>
164            </div>
165          </div>
166          <img class="img-fluid" src="assets/img/portfolio/big-fish-examples-thumbnail.png" alt="">
167        </a>
168        <div class="portfolio-caption">
169          <h4>big-fish</h4>
170          <p class="text-muted">Python core analysis package with Jupyter notebook demos.</p>
171        </div>
172      </div>
173	
174      <div class="col-md-4 col-sm-6 portfolio-item">
175        <a class="portfolio-link" data-toggle="modal" href="#p2">
176          <div class="portfolio-hover">
177            <div class="portfolio-hover-content">
178              <i class="fas fa-plus fa-3x"></i>
179            </div>
180          </div>
181          <img class="img-fluid" src="assets/img/portfolio/fq-imjoy-thumbnail.png" alt="">
182        </a>
183        <div class="portfolio-caption">
184          <h4>fq-imjoy</h4>
185          <p class="text-muted">ImJoy plugins for the most common smFISH analysis workflow.</p>
186        </div>
187      </div>
188	
189      <div class="col-md-4 col-sm-6 portfolio-item">
190        <a class="portfolio-link" data-toggle="modal" href="#p3">
191          <div class="portfolio-hover">
192            <div class="portfolio-hover-content">
193              <i class="fas fa-plus fa-3x"></i>
194            </div>
195          </div>
196          <img class="img-fluid" src="assets/img/portfolio/segmentation-thumbnail.png" alt="">
197        </a>
198        <div class="portfolio-caption">
199          <h4>fq-segmentation</h4>
200          <p class="text-muted">Deep-learning based cell/nuclei segmentation of with Cellpose & Imjoy.</p>
201        </div>
202      </div>
203	
204      <div class="col-md-4 col-sm-6 portfolio-item">
205        <a class="portfolio-link" data-toggle="modal" href="#p4">
206          <div class="portfolio-hover">
207            <div class="portfolio-hover-content">
208              <i class="fas fa-plus fa-3x"></i>
209            </div>
210          </div>
211          <img class="img-fluid" src="assets/img/portfolio/sim-fish-thumbnail.png" alt="">
212        </a>
213        <div class="portfolio-caption">
214          <h4>sim-fish</h4>
215          <p class="text-muted">Simulation of smFISH images and spot localization patterns.</p>
216        </div>
217      </div>
218	
219    </div>
220  </div>
221</section>
222<!-- Portfolio Modals -->
223
224  <div class="portfolio-modal modal fade" id="p1" tabindex="-1" role="dialog" aria-hidden="true">
225    <div class="modal-dialog">
226      <div class="modal-content">
227        <div class="close-modal" data-dismiss="modal">
228          <div class="lr">
229            <div class="rl"></div>
230          </div>
231        </div>
232        <div class="container">
233          <div class="row">
234            <div class="col-lg-8 mx-auto">
235              <div class="modal-body">
236                <!-- Project Details Go Here -->
237                <h2 class="text-uppercase">big-fish</h2>
238                <p class="item-intro text-muted">Python package with analysis code, including fully documented examples.</p>
239                <img class="img-fluid d-block mx-auto" src="assets/img/portfolio/big-fish-examples.png" alt="missing">
240				          <p ><p><a href="https://github.com/fish-quant/big-fish">GitHub <i class="fab fa-github fa-1x" aria-hidden="true"></i></a>  <a href="https://big-fish.readthedocs.io/en/stable/">Documentation <i class="fas fa-question-circle fa-1x" aria-hidden="true"></i></a></p>
241
242<p><strong>Python package</strong>
242 performing the smFISH analysis. It consists of several modules that allow to to built your own analysis workflow. Using this packages requires knowledge of Python.</p>
243
244<h3 id="jupyter-notebook-examples">Jupyter notebook examples</h3>
245
246<p><a href="https://github.com/fish-quant/big-fish-examples">GitHub <i class="fab fa-github fa-1x" aria-hidden="true"></i></a></p>
247
248<p>To get started quickly, we provide Jupyter notebooks illustrating each provided analysis module.</p>
249
250<p>If you want to <strong>try them without a local installation</strong>, you can do this on mybinder (be a bit patient since starting the remote server can take a bit of time):</p>
251
252<p><a href="https://mybinder.org/v2/gh/fish-quant/fq-imjoy/binder?urlpath=git-pull%3Frepo%3Dhttps%253A%252F%252Fgithub.com%252Ffish-quant%252Fbig-fish-examples%26urlpath%3Dtree%252Fbig-fish-examples%252Fnotebooks%26branch%3Dmaster"><img src="https://mybinder.org/badge_logo.svg" alt="Binder" /></a></p>
253</p>		
254                <button class="btn btn-primary" data-dismiss="modal" type="button">
255                  <i class="fas fa-times"></i>
256                  Close Description</button>
257              </div>
258            </div>
259          </div>
260        </div>
261      </div>
262    </div>
263  </div>
264
265  <div class="portfolio-modal modal fade" id="p2" tabindex="-1" role="dialog" aria-hidden="true">
266    <div class="modal-dialog">
267      <div class="modal-content">
268        <div class="close-modal" data-dismiss="modal">
269          <div class="lr">
270            <div class="rl"></div>
271          </div>
272        </div>
273        <div class="container">
274          <div class="row">
275            <div class="col-lg-8 mx-auto">
276              <div class="modal-body">
277                <!-- Project Details Go Here -->
278                <h2 class="text-uppercase">fq-imjoy</h2>
279                <p class="item-intro text-muted">ImJoy plugins for the most common workflows.</p>
280                <img class="img-fluid d-block mx-auto" src="assets/img/portfolio/fq-imjoy.png" alt="missing">
281				          <p ><p><a href="https://github.com/fish-quant/fq-imjoy">GitHub <i class="fab fa-github fa-1x" aria-hidden="true"></i></a>  <a href="https://fq-imjoy.readthedocs.io/en/latest/">Documentation <i class="fas fa-question-circle fa-1x" aria-hidden="true"></i></a></p>
282
283<p>ImJoy plugin for the most commonly used analysis workflow to detect spots in 3d images.</p>
284</p>		
285                <button class="btn btn-primary" data-dismiss="modal" type="button">
286                  <i class="fas fa-times"></i>
287                  Close Description</button>
288              </div>
289            </div>
290          </div>
291        </div>
292      </div>
293    </div>
294  </div>
295
296  <div class="portfolio-modal modal fade" id="p3" tabindex="-1" role="dialog" aria-hidden="true">
297    <div class="modal-dialog">
298      <div class="modal-content">
299        <div class="close-modal" data-dismiss="modal">
300          <div class="lr">
301            <div class="rl"></div>
302          </div>
303        </div>
304        <div class="container">
305          <div class="row">
306            <div class="col-lg-8 mx-auto">
307              <div class="modal-body">
308                <!-- Project Details Go Here -->
309                <h2 class="text-uppercase">Cell/nuclei segmentation</h2>
310                <p class="item-intro text-muted">Automated segmentation of 2D images.</p>
311                <img class="img-fluid d-block mx-auto" src="assets/img/portfolio/segmentation.png" alt="missing">
312				          <p ><p><a href="https://github.com/fish-quant/fq-segmentation">GitHub <i class="fab fa-github fa-1x" aria-hidden="true"></i></a>  <a href="https://fq-segmentation.readthedocs.io/en/latest/">Documentation <i class="fas fa-question-circle fa-1x" aria-hidden="true"></i></a></p>
313
314<p>Segment cells and nuclei with CellPose with <a href="https://imjoy.io/#/">ImJoy</a> plugins using the <a href="https://github.com/MouseLand/cellpose">Cellpose</a> framework.</p>
315</p>		
316                <button class="btn btn-primary" data-dismiss="modal" type="button">
317                  <i class="fas fa-times"></i>
318                  Close Description</button>
319              </div>
320            </div>
321          </div>
322        </div>
323      </div>
324    </div>
325  </div>
326
327  <div class="portfolio-modal modal fade" id="p4" tabindex="-1" role="dialog" aria-hidden="true">
328    <div class="modal-dialog">
329      <div class="modal-content">
330        <div class="close-modal" data-dismiss="modal">
331          <div class="lr">
332            <div class="rl"></div>
333          </div>
334        </div>
335        <div class="container">
336          <div class="row">
337            <div class="col-lg-8 mx-auto">
338              <div class="modal-body">
339                <!-- Project Details Go Here -->
340                <h2 class="text-uppercase">sim-fish</h2>
341                <p class="item-intro text-muted">Python package for smFISH simulations.</p>
342                <img class="img-fluid d-block mx-auto" src="assets/img/portfolio/sim-fish.png" alt="missing">
343				          <p ><p><a href="https://github.com/fish-quant/sim-fish">GitHub <i class="fab fa-github fa-1x" aria-hidden="true"></i></a>  <a href="https://sim-fish.readthedocs.io/en/stable/">Documentation <i class="fas fa-question-circle fa-1x" aria-hidden="true"></i></a></p>
344
345<p>Python package to simulate realistic 3D smFISH images. Can be used to develop and validate different analysis workflows such spot detection routines or methods aiming at identifying different RNA localization patterns.</p>
346</p>		
347                <button class="btn btn-primary" data-dismiss="modal" type="button">
348                  <i class="fas fa-times"></i>
349                  Close Description</button>
350              </div>
351            </div>
352          </div>
353        </div>
354      </div>
355    </div>
356  </div>
357
358<!-- End Portfolio Modals -->
359<!-- About -->
360  <section class="page-section" id="timeline">
361    <div class="container">
362      <div class="row">
363        <div class="col-lg-12 text-center">
364          <h2 class="section-heading text-uppercase"><p>Blog</p>
365</h2>
366          <h3 class="section-subheading text-muted">Some milestones for FISH-quant.</h3>
367        </div>
368      </div>
369      <div class="row">
370        <div class="col-lg-12">
371          <ul class="timeline">
372                <li>
373              <div class="timeline-image">
374                <img class="rounded-circle img-fluid" src="assets/img/timeline/paper-cornes-et-al.png" alt="2021-cornes-et-al">
375              </div>
376              <div class="timeline-panel">
377                <div class="timeline-heading">
378                  <h4><p>January 2022</p>
379</h4>
380                  <h4 class="subheading">Developmental Cell paper</h4>
381                </div>
382                <div class="timeline-body">
383                  <div class="text-muted"><p>We contributed a FISH-quant analysis to a study looking at transcriptional silencing in C. elegans <a href="https://www.sciencedirect.com/science/article/pii/S1534580721009898"><strong>Developmental Cell</strong></a>.</p>
384</div>
385                </div>
386              </div>
387            </li>
388		  
389                <li class="timeline-inverted">
390              
391            <div class="timeline-image">
392                <img class="rounded-circle img-fluid" src="assets/img/timeline/fq-paper.png" alt="2021-fq-paper">
393              </div>
394              <div class="timeline-panel">
395                <div class="timeline-heading">
396                  <h4><p>March 2021</p>
397</h4>
398                  <h4 class="subheading">FISH-quant paper</h4>
399                </div>
400                <div class="timeline-body">
401                  <div class="text-muted"><p>Our paper describing FISH-quant is available on <a href="https://www.bi
401orxiv.org/content/10.1101/2021.07.20.453024v1"><strong>Bioarxiv</strong></a>.</p>
402</div>
403                </div>
404              </div>
405            </li>
406		  
407                <li>
408              <div class="timeline-image">
409                <img class="rounded-circle img-fluid" src="assets/img/timeline/paper-2021-nat-comm.png" alt="2021-nat-comm-paper">
410              </div>
411              <div class="timeline-panel">
412                <div class="timeline-heading">
413                  <h4><p>March 2021</p>
414</h4>
415                  <h4 class="subheading">Nature Comm paper</h4>
416                </div>
417                <div class="timeline-body">
418                  <div class="text-muted"><p>Our paper studying local translation at centrosomes was published in <a href="https://www.nature.com/articles/s41467-021-21585-7"><strong>Nature Communications</strong></a>.</p>
419</div>
420                </div>
421              </div>
422            </li>
423		  
424                <li class="timeline-inverted">
425              
426            <div class="timeline-image">
427                <img class="rounded-circle img-fluid" src="assets/img/timeline/paper_cell-dev.jpg" alt="2020-dev-cell-paper">
428              </div>
429              <div class="timeline-panel">
430                <div class="timeline-heading">
431                  <h4><p>September 2020</p>
432</h4>
433                  <h4 class="subheading">Developmental Cell paper</h4>
434                </div>
435                <div class="timeline-body">
436                  <div class="text-muted"><p>Our paper linking RNA localization and local translation is published in <a href="https://www.sciencedirect.com/science/article/abs/pii/S1534580720305840"><strong>Developmental Cell</strong></a>. To get an overview, you can also read the nice <a href="https://www.sciencedirect.com/science/article/pii/S1534580720307085"><strong>preview</strong></a> from Chin &amp; Lecuyer.</p>
437</div>
438                </div>
439              </div>
440            </li>
441		  	
442            
443		  	
444			<li class="timeline-inverted">
445              <div class="timeline-image">
446                <h4>2019: <br>first line of <br>big-fish</h4>
447              </div>
448            </li>
449		  
450
451          </ul>
452        </div>
453      </div>
454    </div>
455  </section>
456<!-- End About -->
457
458<!-- Team -->
459<section class="bg-light page-section" id="team">
460<div class="container">
461  <div class="row">
462	<div class="col-lg-12 text-center">
463	  <h2 class="section-heading text-uppercase">Development team</h2>
464	  <h3 class="section-subheading text-muted">We are a team of mathematiciana, biophysicist and computer scientists.</h3>
465	</div>
466  </div>
467  <div class="row">
468  
469	<div class="col-sm-4">
470	  <div class="team-member">
471		<img class="mx-auto rounded-circle" src="assets/img/team/arthur-imbert.jpg" alt="">
472		<h4>Arthur IMBERT</h4>
473		<p class="text-muted">Lead Developer</p>
474		<ul class="list-inline social-buttons">
475		
476		  <li class="list-inline-item">
477			<a href="https://github.com/Henley13">
478			  <i class="fab fa-github"></i>
479			</a>
480		  </li>
481		
482		  <li class="list-inline-item">
483			<a href="https://www.linkedin.com/in/arthur-imbert-b6887683/">
484			  <i class="fab fa-linkedin-in"></i>
485			</a>
486		  </li>
487		
488		</ul>
489	  </div>
490	</div>
491  
492	<div class="col-sm-4">
493	  <div class="team-member">
494		<img class="mx-auto rounded-circle" src="assets/img/team/florian-mueller.jpg" alt="">
495		<h4>Florian MUELLER</h4>
496		<p class="text-muted">Project supervision, Developer</p>
497		<ul class="list-inline social-buttons">
498		
499		  <li class="list-inline-item">
500			<a href="https://github.com/muellerflorian">
501			  <i class="fab fa-github"></i>
502			</a>
503		  </li>
504		
505		  <li class="list-inline-item">
506			<a href="https://www.linkedin.com/in/muellerflorian/">
507			  <i class="fab fa-linkedin-in"></i>
508			</a>
509		  </li>
510		
511		</ul>
512	  </div>
513	</div>
514  
515	<div class="col-sm-4">
516	  <div class="team-member">
517		<img class="mx-auto rounded-circle" src="assets/img/team/thomas-walter.jpg" alt="">
518		<h4>Thomas WALTER</h4>
519		<p class="text-muted">Project supervision, Developer</p>
520		<ul class="list-inline social-buttons">
521		
522		  <li class="list-inline-item">
523			<a href="https://github.com/ThomasWalter">
524			  <i class="fab fa-github"></i>
525			</a>
526		  </li>
527		
528		  <li class="list-inline-item">
529			<a href="https://www.linkedin.com/in/thomaswalter4/">
530			  <i class="fab fa-linkedin-in"></i>
531			</a>
532		  </li>
533		
534		</ul>
535	  </div>
536	</div>
537  
538	<div class="col-sm-4">
539	  <div class="team-member">
540		<img class="mx-auto rounded-circle" src="assets/img/team/wei-ouyang.jpg" alt="">
541		<h4>Wei OUYANG</h4>
542		<p class="text-muted">Developer</p>
543		<ul class="list-inline social-buttons">
544		
545		  <li class="list-inline-item">
546			<a href="https://github.com/oeway">
547			  <i class="fab fa-github"></i>
548			</a>
549		  </li>
550		
551		  <li class="list-inline-item">
552			<a href="https://www.linkedin.com/in/weiouyang/">
553			  <i class="fab fa-linkedin-in"></i>
554			</a>
555		  </li>
556		
557		</ul>
558	  </div>
559	</div>
560  
561  </div>
562  <div class="row">
563	<div class="col-lg-8 mx-auto text-center">
564	  <div class="large text-muted">
565</div>
566	</div>
567  </div>
568</div>
569</section>
570<!-- End Team -->
571<!-- Clients -->
572  <section class="py-5" id="clients">
573    <div class="container">
574      <div class="row" >
575	  
576      </div>
577    </div>
578  </section>
579<section id="contact">
580    <div class="container">
581        <div class="row">
582            <div class="col-lg-12 text-center">
583               <h2 class="section-heading text-uppercase"><p>Contact Us</p>
584</h2>
585
586               <div class="section-subheading"  style="color:white">
587                    
588                    <p>If you encounter a <strong>bug</strong> or you have a <strong>suggestion</strong> for an improvement, please file a <strong>GitHub issue</strong> in the respective repository.</p>
589
590                    <p>For <strong>any other question</strong>
590, don’t hesitate to contact us by email</p>
591                    
592                    <p>Florian Mueller: <a href = "mailto: [email protected]">[email protected]</a> </p>   
593                    <p>Arthur Imbert: <a href = "mailto: [email protected]">[email protected]</a></p>
594                    <p>Thomas Walter: <a href = "mailto: [email protected]">[email protected]</a></p>
595
596               </div>
597            </div>
598        </div>
599    </div>
600</section>
601
602
603	    <!-- Footer -->
604  <footer class="footer" id="footer" style="background-color:white;">
605    <div class="container">
606      <div class="row align-items-center">
607        <div class="col-md-4">
608          <span class="copyright">Copyright &copy; FISH-quant 2022</span>
609        </div>
610		<!-- Social Media -->
611        <div class="col-md-4">
612          <ul class="list-inline social-buttons">
613		  
614            <li class="list-inline-item">
615			  
616              <a href="https://github.com/fish-quant">
617                <i class="fab fa-github""></i>
618              </a>
619			  
620            </li>
621			
622          </ul>
623        </div>
624		<!-- Legal -->
625        <div class="col-md-4">
626          <ul class="list-inline quicklinks">
627            <li class="list-inline-item">
628              <!-- <a href="legal">Privacy Policy</a> -->
629            </li>
630          </ul>
631        </div>
632      </div>
633    </div>
634  </footer>
635
636  <!-- End Footer -->
637
638	  <!-- Bootstrap core JavaScript -->
639	  
639<script src="assets/js/jquery.min.js"></script>
639
640	  
640<script src="assets/js/bootstrap.bundle.min.js"></script>
640
641
642	  <!-- Plugin JavaScript -->
643	  
643<script src="assets/js/jquery.easing.min.js"></script>
643
644
645	  <!-- Contact form JavaScript -->
646	  
646<script src="assets/js/jqBootstrapValidation.js"></script>
646
647	  
647<script src="assets/js/contact_me.js"></script>
647
648
649	  <!-- Custom scripts for this template -->
650	  
650<script src="assets/js/agency.min.js"></script>
650
651
652  </body>
653</html>

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