From 3c09102f3e3f6a97e0a72c746362dbb8a341c3e9 Mon Sep 17 00:00:00 2001
From: Saket Choudhary <saketkc@gmail.com>
Date: Mon, 8 Apr 2024 19:00:57 +0530
Subject: [PATCH] update to visualization

---
 DESCRIPTION                                   |   4 ++--
 R/visualization.R                             |   6 +++---
 docs/404.html                                 |   2 +-
 docs/LICENSE-text.html                        |   2 +-
 .../figure-html/unnamed-chunk-4-1.png         | Bin 98731 -> 96519 bytes
 docs/articles/index.html                      |   2 +-
 docs/authors.html                             |   6 +++---
 docs/deps/jquery-3.6.0/jquery-3.6.0.js        |   2 --
 docs/deps/jquery-3.6.0/jquery-3.6.0.min.js    |   2 +-
 docs/deps/jquery-3.6.0/jquery-3.6.0.min.map   |   2 +-
 docs/index.html                               |   2 +-
 docs/pkgdown.yml                              |   4 ++--
 docs/reference/CleanAmericanStates.html       |   2 +-
 docs/reference/CleanCanadaStates.html         |   2 +-
 docs/reference/CleanIndianStates.html         |   2 +-
 docs/reference/CleanSouthAfricanStates.html   |   2 +-
 docs/reference/CollapseLineageToVOCs.html     |   2 +-
 docs/reference/CombineSequencedCases.html     |   2 +-
 docs/reference/CountsToPrevalence.html        |   2 +-
 docs/reference/CovmullerTheme.html            |   2 +-
 docs/reference/FilterGISAIDIndia.html         |   2 +-
 docs/reference/FixDate.html                   |   2 +-
 docs/reference/FormatGISAIDMetadata.html      |   2 +-
 docs/reference/GeocodeAddress.html            |   2 +-
 docs/reference/GetFiletype.html               |   2 +-
 .../GetIndiaConfirmedCasesCumulative.html     |   2 +-
 .../GetIndiaConfirmedCasesMonthlyLong.html    |   2 +-
 .../GetIndiaConfirmedCasesWeeklyLong.html     |   2 +-
 .../GetIndiaDailyCasesCumulative.html         |   2 +-
 docs/reference/GetIndiaDailyData.html         |   2 +-
 .../GetIndiaDeceasedCasesCumulative.html      |   2 +-
 docs/reference/GetIndiaHospitalization.html   |   2 +-
 docs/reference/GetIndianStates.html           |   2 +-
 docs/reference/GetMonthYear.html              |   2 +-
 docs/reference/GetVOCs.html                   |   2 +-
 docs/reference/PlotSequencedPropHeatmap.html  |   2 +-
 docs/reference/PlotTotalHeatmap.html          |   2 +-
 docs/reference/ReadAuspiceInstrument.html     |   2 +-
 docs/reference/ReadAuspiceMetadata.html       |   2 +-
 docs/reference/ReadGISAIDMetada.html          |   2 +-
 docs/reference/SanitizeColumn.html            |   2 +-
 docs/reference/SummarizeVariantsDatewise.html |   2 +-
 .../reference/SummarizeVariantsMonthwise.html |   2 +-
 docs/reference/SummarizeVariantsWeekwise.html |   2 +-
 .../TotalSequencesPerMonthCountrywise.html    |   2 +-
 .../TotalSequencesPerMonthStatewise.html      |   2 +-
 docs/reference/index.html                     |   2 +-
 vignettes/Introduction.Rmd                    |   2 +-
 vignettes/VariantAnimation-Australia.Rmd      |   2 +-
 vignettes/VariantAnimation-Brazil.Rmd         |   2 +-
 vignettes/VariantAnimation-Germany.Rmd        |   2 +-
 vignettes/VariantAnimation-India.Rmd          |   2 +-
 vignettes/VariantAnimation-NYC.Rmd            |   2 +-
 vignettes/VariantAnimation-NewYork.Rmd        |   2 +-
 vignettes/VariantAnimation-Singapore.Rmd      |   2 +-
 vignettes/VariantAnimation-Switzerland.Rmd    |   2 +-
 vignettes/VariantAnimation-UK.Rmd             |   2 +-
 vignettes/VariantAnimation-USA.Rmd            |   2 +-
 vignettes/_MultinomialModeling-Germany.Rmd    |   2 +-
 vignettes/_MultinomialModeling_Australia.Rmd  |   2 +-
 vignettes/_MultinomialModeling_Canada.Rmd     |   2 +-
 vignettes/_MultinomialModeling_India.Rmd      |   2 +-
 .../_MultinomialModeling_SouthAfrica.Rmd      |   2 +-
 vignettes/_MultinomialModeling_UK.Rmd         |   2 +-
 vignettes/_SouthAfrica_contrast_India.Rmd     |   2 +-
 vignettes/_VariantAnimation-Bengaluru.Rmd     |   2 +-
 vignettes/_VariantAnimation-Chennai.Rmd       |   2 +-
 vignettes/_VariantAnimation-Delhi.Rmd         |   2 +-
 vignettes/_VariantAnimation-Gujarat.Rmd       |   2 +-
 vignettes/_VariantAnimation-Hyderabad.Rmd     |   2 +-
 vignettes/_VariantAnimation-Jaipur.Rmd        |   2 +-
 vignettes/_VariantAnimation-Kerala.Rmd        |   2 +-
 vignettes/_VariantAnimation-Maharashtra.Rmd   |   2 +-
 vignettes/_VariantAnimation-Mumbai.Rmd        |   2 +-
 vignettes/_VariantAnimation-Pune.Rmd          |   2 +-
 vignettes/_VariantAnimation-SouthAfrica.Rmd   |   2 +-
 vignettes/_VariantAnimation-Tamilnadu.Rmd     |   2 +-
 vignettes/_VariantAnimation-Telangana.Rmd     |   2 +-
 vignettes/_VarinatAnimation-Kolkata.Rmd       |   2 +-
 79 files changed, 83 insertions(+), 85 deletions(-)

diff --git a/DESCRIPTION b/DESCRIPTION
index 8b7bab24..388a495e 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,8 +1,8 @@
 Package: covmuller
 Type: Package
 Title: A tool to model COVID19 variant prevalence using data from GISAID
-Version: 0.1.2.0007
-Date: 2024-01-21
+Version: 0.1.3.9001
+Date: 2024-04-08
 Author: Saket Choudhary
 Maintainer: Saket Choudhary <saketkc@gmail.com>
 Description: covmuller can be used to process data from GISAID and 
diff --git a/R/visualization.R b/R/visualization.R
index d12b8e62..77337e52 100644
--- a/R/visualization.R
+++ b/R/visualization.R
@@ -114,7 +114,7 @@ PlotSequencedPropHeatmap <- function(df) {
 #' @importFrom magrittr %>%
 #' @importFrom tibble deframe
 #' @importFrom ggplot2 aes_string coord_cartesian ggplot geom_bar geom_text labs scale_y_continuous scale_x_discrete xlab ylab guide_axis position_dodge
-#' @importFrom scales comma label_percent label_number cut_short_scale
+#' @importFrom scales append comma label_percent label_number cut_short_scale
 #' @importFrom ggtext element_markdown
 #' @importFrom patchwork wrap_plots
 #' @export
@@ -150,7 +150,7 @@ BarPlot <- function(df, xaxis = "MonthYear",
         size = 3
       )
     } else {
-      df[, paste0(yaxis, "_acc")] <- label_number(accuracy = 1, scale_cut = cut_short_scale())(values)
+      df[, paste0(yaxis, "_acc")] <- label_number(accuracy = 1, scale_cut = append(cut_short_scale(), 1, 1))(values)
       p <- p + geom_text(
         data = df,
         mapping = aes_string(
@@ -180,7 +180,7 @@ BarPlot <- function(df, xaxis = "MonthYear",
       size = 3
     )
   }
-  p <- p + scale_y_continuous(labels = label_number(accuracy = 1, scale_cut = cut_short_scale())) +
+  p <- p + scale_y_continuous(labels = label_number(accuracy = 1, scale_cut = append(cut_short_scale(), 1, 1))) +
     scale_x_discrete(guide = guide_axis(angle = xangle)) +
     xlab("") +
     ylab(ylabel) +
diff --git a/docs/404.html b/docs/404.html
index 2a8fb0e0..6289a754 100644
--- a/docs/404.html
+++ b/docs/404.html
@@ -30,7 +30,7 @@
     
     <a class="navbar-brand me-2" href="http://saket-choudhary.me/covmuller/index.html">covmuller</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/docs/LICENSE-text.html b/docs/LICENSE-text.html
index 28e62630..8976aca4 100644
--- a/docs/LICENSE-text.html
+++ b/docs/LICENSE-text.html
@@ -16,7 +16,7 @@
     
     <a class="navbar-brand me-2" href="index.html">covmuller</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/docs/articles/Introduction_files/figure-html/unnamed-chunk-4-1.png b/docs/articles/Introduction_files/figure-html/unnamed-chunk-4-1.png
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diff --git a/docs/articles/index.html b/docs/articles/index.html
index 11386387..bb8d720d 100644
--- a/docs/articles/index.html
+++ b/docs/articles/index.html
@@ -16,7 +16,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">covmuller</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/docs/authors.html b/docs/authors.html
index 4fc592b2..22455ecb 100644
--- a/docs/authors.html
+++ b/docs/authors.html
@@ -16,7 +16,7 @@
     
     <a class="navbar-brand me-2" href="index.html">covmuller</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -79,13 +79,13 @@ <h2 id="citation">Citation</h2>
 
       <p>Choudhary S (2024).
 <em>covmuller: A tool to model COVID19 variant prevalence using data from GISAID</em>.
-R package version 0.1.2.0007, <a href="https://saketkc.github.io/covmuller" class="external-link">https://saketkc.github.io/covmuller</a>. 
+R package version 0.1.3.9001, <a href="https://saketkc.github.io/covmuller" class="external-link">https://saketkc.github.io/covmuller</a>. 
 </p>
       <pre>@Manual{,
   title = {covmuller: A tool to model COVID19 variant prevalence using data from GISAID},
   author = {Saket Choudhary},
   year = {2024},
-  note = {R package version 0.1.2.0007},
+  note = {R package version 0.1.3.9001},
   url = {https://saketkc.github.io/covmuller},
 }</pre>
     </div>
diff --git a/docs/deps/jquery-3.6.0/jquery-3.6.0.js b/docs/deps/jquery-3.6.0/jquery-3.6.0.js
index fc6c299b..624bca82 100644
--- a/docs/deps/jquery-3.6.0/jquery-3.6.0.js
+++ b/docs/deps/jquery-3.6.0/jquery-3.6.0.js
@@ -8,8 +8,6 @@
  * Copyright OpenJS Foundation and other contributors
  * Released under the MIT license
  * https://jquery.org/license
- *
- * Date: 2021-03-02T17:08Z
  */
 ( function( global, factory ) {
 
diff --git a/docs/deps/jquery-3.6.0/jquery-3.6.0.min.js b/docs/deps/jquery-3.6.0/jquery-3.6.0.min.js
index c4c6022f..6a6e4c3a 100644
--- a/docs/deps/jquery-3.6.0/jquery-3.6.0.min.js
+++ b/docs/deps/jquery-3.6.0/jquery-3.6.0.min.js
@@ -1,2 +1,2 @@
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e.getBoundingClientRect().left}))+"px"}),C.each({margin:"",padding:"",border:"Width"},function(i,o){C.cssHooks[i+o]={expand:function(e){for(var t=0,n={},r="string"==typeof e?e.split(" "):[e];t<4;t++)n[i+ne[t]+o]=r[t]||r[t-2]||r[0];return n}},"margin"!==i&&(C.cssHooks[i+o].set=tt)}),C.fn.extend({css:function(e,t){return z(this,function(e,t,n){var r,i,o={},a=0;if(Array.isArray(t)){for(r=qe(e),i=t.length;a<i;a++)o[t[a]]=C.css(e,t[a],!1,r);return o}return void 0!==n?C.style(e,t,n):C.css(e,t)},e,t,1<arguments.length)}}),((C.Tween=it).prototype={constructor:it,init:function(e,t,n,r,i,o){this.elem=e,this.prop=n,this.easing=i||C.easing._default,this.options=t,this.start=this.now=this.cur(),this.end=r,this.unit=o||(C.cssNumber[n]?"":"px")},cur:function(){var e=it.propHooks[this.prop];return(e&&e.get?e:it.propHooks._default).get(this)},run:function(e){var t,n=it.propHooks[this.prop];return this.options.duration?this.pos=t=C.easing[this.easing](e,this.options.duration*e,0,1,this.options.duration):this.pos=t=e,this.now=(this.end-this.start)*t+this.start,this.options.step&&this.options.step.call(this.elem,this.now,this),(n&&n.set?n:it.propHooks._default).set(this),this}}).init.prototype=it.prototype,(it.propHooks={_default:{get:function(e){return 1!==e.elem.nodeType||null!=e.elem[e.prop]&&null==e.elem.style[e.prop]?e.elem[e.prop]:(e=C.css(e.elem,e.prop,""))&&"auto"!==e?e:0},set:function(e){C.fx.step[e.prop]?C.fx.step[e.prop](e):1!==e.elem.nodeType||!C.cssHooks[e.prop]&&null==e.elem.style[Qe(e.prop)]?e.elem[e.prop]=e.now:C.style(e.elem,e.prop,e.now+e.unit)}}}).scrollTop=it.propHooks.scrollLeft={set:function(e){e.elem.nodeType&&e.elem.parentNode&&(e.elem[e.prop]=e.now)}},C.easing={linear:function(e){return e},swing:function(e){return.5-Math.cos(e*Math.PI)/2},_default:"swing"},C.fx=it.prototype.init,C.fx.step={};var ot,at,st,ut,lt=/^(?:toggle|show|hide)$/,ct=/queueHooks$/;function ft(){at&&(!1===T.hidden&&w.requestAnimationFrame?w.requestAnimationFrame(ft):w.setTimeout(ft,C.fx.interval),C.fx.tick())}function pt(){return w.setTimeout(function(){ot=void 0}),ot=Date.now()}function dt(e,t){var n,r=0,i={height:e};for(t=t?1:0;r<4;r+=2-t)i["margin"+(n=ne[r])]=i["padding"+n]=e;return t&&(i.opacity=i.width=e),i}function ht(e,t,n){for(var r,i=(gt.tweeners[t]||[]).concat(gt.tweeners["*"]),o=0,a=i.length;o<a;o++)if(r=i[o].call(n,t,e))return r}function gt(i,c,e){var t,f,n,r,o,a,p,d=0,h=gt.prefilters.length,s=C.Deferred().always(function(){delete g.elem}),g=function(){if(f)return!1;for(var e=ot||pt(),e=Math.max(0,u.startTime+u.duration-e),t=1-(e/u.duration||0),n=0,r=u.tweens.length;n<r;n++)u.tweens[n].run(t);return s.notifyWith(i,[u,t,e]),t<1&&r?e:(r||s.notifyWith(i,[u,1,0]),s.resolveWith(i,[u]),!1)},u=s.promise({elem:i,props:C.extend({},c),opts:C.extend(!0,{specialEasing:{},easing:C.easing._default},e),originalProperties:c,originalOptions:e,startTime:ot||pt(),duration:e.duration,tweens:[],createTween:function(e,t){t=C.Tween(i,u.opts,e,t,u.opts.specialEasing[e]||u.opts.easing);return u.tweens.push(t),t},stop:function(e){var t=0,n=e?u.tweens.length:0;if(f)return this;for(f=!0;t<n;t++)u.tweens[t].run(1);return e?(s.notifyWith(i,[u,1,0]),s.resolveWith(i,[u,e])):s.rejectWith(i,[u,e]),this}}),y=u.props,l=y,m=u.opts.specialEasing;for(n in l)if(o=m[r=G(n)],a=l[n],Array.isArray(a)&&(o=a[1],a=l[n]=a[0]),n!==r&&(l[r]=a,delete l[n]),(p=C.cssHooks[r])&&"expand"in p)for(n in a=p.expand(a),delete l[r],a)n in l||(l[n]=a[n],m[n]=o);else m[r]=o;for(;d<h;d++)if(t=gt.prefilters[d].call(u,i,y,u.opts))return v(t.stop)&&(C._queueHooks(u.elem,u.opts.queue).stop=t.stop.bind(t)),t;return C.map(y,ht,u),v(u.opts.start)&&u.opts.start.call(i,u),u.progress(u.opts.progress).done(u.opts.done,u.opts.complete).fail(u.opts.fail).always(u.opts.always),C.fx.timer(C.extend(g,{elem:i,anim:u,queue:u.opts.queue})),u}C.Animation=C.extend(gt,{tweeners:{"*":[function(e,t){var n=this.createTween(e,t);return ae(n.elem,e,te.exec(t),n),n}]},tweener:function(e,t){for(var n,r=0,i=(e=v(e)?(t=e,["*"]):e.match(M)).length;r<i;r++)n=e[r],gt.tweeners[n]=gt.tweeners[n]||[],gt.tweeners[n].unshift(t)},prefilters:[function(e,t,c){var n,f,p,r,d,i,o,a="width"in t||"height"in t,h=this,g={},s=e.style,u=e.nodeType&&ee(e),l=m.get(e,"fxshow");for(n in c.queue||(null==(r=C._queueHooks(e,"fx")).unqueued&&(r.unqueued=0,d=r.empty.fire,r.empty.fire=function(){r.unqueued||d()}),r.unqueued++,h.always(function(){h.always(function(){r.unqueued--,C.queue(e,"fx").length||r.empty.fire()})})),t)if(f=t[n],lt.test(f)){if(delete t[n],p=p||"toggle"===f,f===(u?"hide":"show")){if("show"!==f||!l||void 0===l[n])continue;u=!0}g[n]=l&&l[n]||C.style(e,n)}if((i=!C.isEmptyObject(t))||!C.isEmptyObject(g))for(n in a&&1===e.nodeType&&(c.overflow=[s.overflow,s.overflowX,s.overflowY],null==(o=l&&l.display)&&(o=m.get(e,"display")),"none"===(a=C.css(e,"display"))&&(o?a=o:(ue([e],!0),o=e.style.display||o,a=C.css(e,"display"),ue([e]))),("inline"===a||"inline-block"===a&&null!=o)&&"none"===C.css(e,"float")&&(i||(h.done(function(){s.display=o}),null==o&&(a=s.display,o="none"===a?"":a)),s.display="inline-block")),c.overflow&&(s.overflow="hidden",h.always(function(){s.overflow=c.overflow[0],s.overflowX=c.overflow[1],s.overflowY=c.overflow[2]})),i=!1,g)i||(l?"hidden"in l&&(u=l.hidden):l=m.access(e,"fxshow",{display:o}),p&&(l.hidden=!u),u&&ue([e],!0),h.done(function(){for(n in u||ue([e]),m.remove(e,"fxshow"),g)C.style(e,n,g[n])})),i=ht(u?l[n]:0,n,h),n in l||(l[n]=i.start,u&&(i.end=i.start,i.start=0))}],prefilter:function(e,t){t?gt.prefilters.unshift(e):gt.prefilters.push(e)}}),C.speed=function(e,t,n){var r=e&&"object"==typeof e?C.extend({},e):{complete:n||!n&&t||v(e)&&e,duration:e,easing:n&&t||t&&!v(t)&&t};return C.fx.off?r.duration=0:"number"!=typeof r.duration&&(r.duration in C.fx.speeds?r.duration=C.fx.speeds[r.duration]:r.duration=C.fx.speeds._default),null!=r.queue&&!0!==r.queue||(r.queue="fx"),r.old=r.complete,r.complete=function(){v(r.old)&&r.old.call(this),r.queue&&C.dequeue(this,r.queue)},r},C.fn.extend({fadeTo:function(e,t,n,r){return this.filter(ee).css("opacity",0).show().end().animate({opacity:t},e,n,r)},animate:function(t,e,n,r){function i(){var e=gt(this,C.extend({},t),a);(o||m.get(this,"finish"))&&e.stop(!0)}var o=C.isEmptyObject(t),a=C.speed(e,n,r);return i.finish=i,o||!1===a.queue?this.each(i):this.queue(a.queue,i)},stop:function(i,e,o){function a(e){var t=e.stop;delete e.stop,t(o)}return"string"!=typeof i&&(o=e,e=i,i=void 0),e&&this.queue(i||"fx",[]),this.each(function(){var e=!0,t=null!=i&&i+"queueHooks",n=C.timers,r=m.get(this);if(t)r[t]&&r[t].stop&&a(r[t]);else for(t in r)r[t]&&r[t].stop&&ct.test(t)&&a(r[t]);for(t=n.length;t--;)n[t].elem!==this||null!=i&&n[t].queue!==i||(n[t].anim.stop(o),e=!1,n.splice(t,1));!e&&o||C.dequeue(this,i)})},finish:function(a){return!1!==a&&(a=a||"fx"),this.each(function(){var e,t=m.get(this),n=t[a+"queue"],r=t[a+"queueHooks"],i=C.timers,o=n?n.length:0;for(t.finish=!0,C.queue(this,a,[]),r&&r.stop&&r.stop.call(this,!0),e=i.length;e--;)i[e].elem===this&&i[e].queue===a&&(i[e].anim.stop(!0),i.splice(e,1));for(e=0;e<o;e++)n[e]&&n[e].finish&&n[e].finish.call(this);delete t.finish})}}),C.each(["toggle","show","hide"],function(e,r){var i=C.fn[r];C.fn[r]=function(e,t,n){return null==e||"boolean"==typeof e?i.apply(this,arguments):this.animate(dt(r,!0),e,t,n)}}),C.each({slideDown:dt("show"),slideUp:dt("hide"),slideToggle:dt("toggle"),fadeIn:{opacity:"show"},fadeOut:{opacity:"hide"},fadeToggle:{opacity:"toggle"}},function(e,r){C.fn[e]=function(e,t,n){return this.animate(r,e,t,n)}}),C.timers=[],C.fx.tick=function(){var e,t=0,n=C.timers;for(ot=Date.now();t<n.length;t++)(e=n[t])()||n[t]!==e||n.splice(t--,1);n.length||C.fx.stop(),ot=void 0},C.fx.timer=function(e){C.timers.push(e),C.fx.start()},C.fx.interval=13,C.fx.start=function(){at||(at=!0,ft())},C.fx.stop=function(){at=null},C.fx.speeds={slow:600,fast:200,_default:400},C.fn.delay=function(r,e){return r=C.fx&&C.fx.speeds[r]||r,this.queue(e=e||"fx",function(e,t){var n=w.setTimeout(e,r);t.stop=function(){w.clearTimeout(n)}})},st=T.createElement("input"),ut=T.createElement("select").appendChild(T.createElement("option")),st.type="checkbox",g.checkOn=""!==st.value,g.optSelected=ut.selected,(st=T.createElement("input")).value="t",st.type="radio",g.radioValue="t"===st.value;var yt,mt=C.expr.attrHandle,vt=(C.fn.extend({attr:function(e,t){return z(this,C.attr,e,t,1<arguments.length)},removeAttr:function(e){return this.each(function(){C.removeAttr(this,e)})}}),C.extend({attr:function(e,t,n){var r,i,o=e.nodeType;if(3!==o&&8!==o&&2!==o)return"undefined"==typeof e.getAttribute?C.prop(e,t,n):(1===o&&C.isXMLDoc(e)||(i=C.attrHooks[t.toLowerCase()]||(C.expr.match.bool.test(t)?yt:void 0)),void 0!==n?null===n?void C.removeAttr(e,t):i&&"set"in i&&void 0!==(r=i.set(e,n,t))?r:(e.setAttribute(t,n+""),n):!(i&&"get"in i&&null!==(r=i.get(e,t)))&&null==(r=C.find.attr(e,t))?void 0:r)},attrHooks:{type:{set:function(e,t){var n;if(!g.radioValue&&"radio"===t&&u(e,"input"))return n=e.value,e.setAttribute("type",t),n&&(e.value=n),t}}},removeAttr:function(e,t){var n,r=0,i=t&&t.match(M);if(i&&1===e.nodeType)while(n=i[r++])e.removeAttribute(n)}}),yt={set:function(e,t,n){return!1===t?C.removeAttr(e,n):e.setAttribute(n,n),n}},C.each(C.expr.match.bool.source.match(/\w+/g),function(e,t){var a=mt[t]||C.find.attr;mt[t]=function(e,t,n){var r,i,o=t.toLowerCase();return n||(i=mt[o],mt[o]=r,r=null!=a(e,t,n)?o:null,mt[o]=i),r}}),/^(?:input|select|textarea|button)$/i),xt=/^(?:a|area)$/i;function bt(e){return(e.match(M)||[]).join(" ")}function wt(e){return e.getAttribute&&e.getAttribute("class")||""}function Tt(e){return Array.isArray(e)?e:"string"==typeof e&&e.match(M)||[]}C.fn.extend({prop:function(e,t){return z(this,C.prop,e,t,1<arguments.length)},removeProp:function(e){return this.each(function(){delete this[C.propFix[e]||e]})}}),C.extend({prop:function(e,t,n){var r,i,o=e.nodeType;if(3!==o&&8!==o&&2!==o)return 1===o&&C.isXMLDoc(e)||(t=C.propFix[t]||t,i=C.propHooks[t]),void 0!==n?i&&"set"in i&&void 0!==(r=i.set(e,n,t))?r:e[t]=n:i&&"get"in i&&null!==(r=i.get(e,t))?r:e[t]},propHooks:{tabIndex:{get:function(e){var t=C.find.attr(e,"tabindex");return t?parseInt(t,10):vt.test(e.nodeName)||xt.test(e.nodeName)&&e.href?0:-1}}},propFix:{for:"htmlFor",class:"className"}}),g.optSelected||(C.propHooks.selected={get:function(e){e=e.parentNode;return e&&e.parentNode&&e.parentNode.selectedIndex,null},set:function(e){e=e.parentNode;e&&(e.selectedIndex,e.parentNode&&e.parentNode.selectedIndex)}}),C.each(["tabIndex","readOnly","maxLength","cellSpacing","cellPadding","rowSpan","colSpan","useMap","frameBorder","contentEditable"],function(){C.propFix[this.toLowerCase()]=this}),C.fn.extend({addClass:function(t){var e,n,r,i,o,a,s=0;if(v(t))return this.each(function(e){C(this).addClass(t.call(this,e,wt(this)))});if((e=Tt(t)).length)while(n=this[s++])if(a=wt(n),r=1===n.nodeType&&" "+bt(a)+" "){o=0;while(i=e[o++])r.indexOf(" "+i+" ")<0&&(r+=i+" ");a!==(a=bt(r))&&n.setAttribute("class",a)}return this},removeClass:function(t){var e,n,r,i,o,a,s=0;if(v(t))return this.each(function(e){C(this).removeClass(t.call(this,e,wt(this)))});if(!arguments.length)return this.attr("class","");if((e=Tt(t)).length)while(n=this[s++])if(a=wt(n),r=1===n.nodeType&&" "+bt(a)+" "){o=0;while(i=e[o++])while(-1<r.indexOf(" "+i+" "))r=r.replace(" "+i+" "," ");a!==(a=bt(r))&&n.setAttribute("class",a)}return this},toggleClass:function(i,t){var o=typeof i,a="string"==o||Array.isArray(i);return"boolean"==typeof t&&a?t?this.addClass(i):this.removeClass(i):v(i)?this.each(function(e){C(this).toggleClass(i.call(this,e,wt(this),t),t)}):this.each(function(){var e,t,n,r;if(a){t=0,n=C(this),r=Tt(i);while(e=r[t++])n.hasClass(e)?n.removeClass(e):n.addClass(e)}else void 0!==i&&"boolean"!=o||((e=wt(this))&&m.set(this,"__className__",e),this.setAttribute&&this.setAttribute("class",!e&&!1!==i&&m.get(this,"__className__")||""))})},hasClass:function(e){var t,n=0,r=" "+e+" ";while(t=this[n++])if(1===t.nodeType&&-1<(" "+bt(wt(t))+" ").indexOf(r))return!0;return!1}});function Ct(e){e.stopPropagation()}var Et=/\r/g,St=(C.fn.extend({val:function(t){var n,e,r,i=this[0];return arguments.length?(r=v(t),this.each(function(e){1===this.nodeType&&(null==(e=r?t.call(this,e,C(this).val()):t)?e="":"number"==typeof e?e+="":Array.isArray(e)&&(e=C.map(e,function(e){return null==e?"":e+""})),(n=C.valHooks[this.type]||C.valHooks[this.nodeName.toLowerCase()])&&"set"in n&&void 0!==n.set(this,e,"value")||(this.value=e))})):i?(n=C.valHooks[i.type]||C.valHooks[i.nodeName.toLowerCase()])&&"get"in n&&void 0!==(e=n.get(i,"value"))?e:"string"==typeof(e=i.value)?e.replace(Et,""):null==e?"":e:void 0}}),C.extend({valHooks:{option:{get:function(e){var t=C.find.attr(e,"value");return null!=t?t:bt(C.text(e))}},select:{get:function(e){for(var t,n=e.options,r=e.selectedIndex,i="select-one"===e.type,o=i?null:[],a=i?r+1:n.length,s=r<0?a:i?r:0;s<a;s++)if(((t=n[s]).selected||s===r)&&!t.disabled&&(!t.parentNode.disabled||!u(t.parentNode,"optgroup"))){if(t=C(t).val(),i)return t;o.push(t)}return o},set:function(e,t){var n,r,i=e.options,o=C.makeArray(t),a=i.length;while(a--)((r=i[a]).selected=-1<C.inArray(C.valHooks.option.get(r),o))&&(n=!0);return n||(e.selectedIndex=-1),o}}}}),C.each(["radio","checkbox"],function(){C.valHooks[this]={set:function(e,t){if(Array.isArray(t))return e.checked=-1<C.inArray(C(e).val(),t)}},g.checkOn||(C.valHooks[this].get=function(e){return null===e.getAttribute("value")?"on":e.value})}),g.focusin="onfocusin"in w,/^(?:focusinfocus|focusoutblur)$/),kt=(C.extend(C.event,{trigger:function(e,t,n,r){var 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diff --git a/docs/index.html b/docs/index.html
index 899521a6..9f2967d1 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -34,7 +34,7 @@
     
     <a class="navbar-brand me-2" href="index.html">covmuller</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml
index 7b82d00f..2e9a5c43 100644
--- a/docs/pkgdown.yml
+++ b/docs/pkgdown.yml
@@ -1,4 +1,4 @@
-pandoc: 3.1.12.3
+pandoc: 3.1.1
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles:
@@ -13,7 +13,7 @@ articles:
   VariantAnimation-Switzerland: VariantAnimation-Switzerland.html
   VariantAnimation-UK: VariantAnimation-UK.html
   VariantAnimation-USA: VariantAnimation-USA.html
-last_built: 2024-04-04T18:01Z
+last_built: 2024-04-08T11:41Z
 urls:
   reference: http://saket-choudhary.me/covmuller/reference
   article: http://saket-choudhary.me/covmuller/articles
diff --git a/docs/reference/CleanAmericanStates.html b/docs/reference/CleanAmericanStates.html
index 0fe42639..e4f03cd2 100644
--- a/docs/reference/CleanAmericanStates.html
+++ b/docs/reference/CleanAmericanStates.html
@@ -16,7 +16,7 @@
     
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/docs/reference/CleanCanadaStates.html b/docs/reference/CleanCanadaStates.html
index d657d8b7..129818bb 100644
--- a/docs/reference/CleanCanadaStates.html
+++ b/docs/reference/CleanCanadaStates.html
@@ -16,7 +16,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">covmuller</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/docs/reference/CleanIndianStates.html b/docs/reference/CleanIndianStates.html
index 6116c215..c06669ae 100644
--- a/docs/reference/CleanIndianStates.html
+++ b/docs/reference/CleanIndianStates.html
@@ -16,7 +16,7 @@
     
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/docs/reference/CleanSouthAfricanStates.html b/docs/reference/CleanSouthAfricanStates.html
index ef9fed8e..96c20ec7 100644
--- a/docs/reference/CleanSouthAfricanStates.html
+++ b/docs/reference/CleanSouthAfricanStates.html
@@ -16,7 +16,7 @@
     
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diff --git a/docs/reference/TotalSequencesPerMonthStatewise.html b/docs/reference/TotalSequencesPerMonthStatewise.html
index fa7de8bd..dde80761 100644
--- a/docs/reference/TotalSequencesPerMonthStatewise.html
+++ b/docs/reference/TotalSequencesPerMonthStatewise.html
@@ -16,7 +16,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">covmuller</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/docs/reference/index.html b/docs/reference/index.html
index 14f2c5bc..15c75174 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -16,7 +16,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">covmuller</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.2.0007</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.1.3.9001</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/vignettes/Introduction.Rmd b/vignettes/Introduction.Rmd
index 112fa3bc..a2188af1 100644
--- a/vignettes/Introduction.Rmd
+++ b/vignettes/Introduction.Rmd
@@ -56,7 +56,7 @@ p1
 We utilize [GISAID](https://www.gisaid.org/) data to look at prevalence of variants. To access this data, GISAID requires registration.
 
 ```{r}
-current_date <- "2024_04_01"
+current_date <- "2024_04_06"
 fpath.tar <- paste0("~/data/epicov/metadata_tsv_", current_date, ".tar.xz")
 fpath.qs <- paste0("~/data/epicov/metadata_tsv_", current_date, ".qs")
 
diff --git a/vignettes/VariantAnimation-Australia.Rmd b/vignettes/VariantAnimation-Australia.Rmd
index 71903512..ea367d7f 100644
--- a/vignettes/VariantAnimation-Australia.Rmd
+++ b/vignettes/VariantAnimation-Australia.Rmd
@@ -32,7 +32,7 @@ theme_set(CovmullerTheme())
 # Get variants data for Australia
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_Australia <- gisaid_metadata %>%
   filter(Country == "Australia") %>%
   filter(Host == "Human")
diff --git a/vignettes/VariantAnimation-Brazil.Rmd b/vignettes/VariantAnimation-Brazil.Rmd
index bf30ebd1..80640418 100644
--- a/vignettes/VariantAnimation-Brazil.Rmd
+++ b/vignettes/VariantAnimation-Brazil.Rmd
@@ -32,7 +32,7 @@ theme_set(CovmullerTheme())
 # Get variants data for Brazil
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_brazil <- gisaid_metadata %>%
   filter(Country == "Brazil") %>%
   filter(Host == "Human")
diff --git a/vignettes/VariantAnimation-Germany.Rmd b/vignettes/VariantAnimation-Germany.Rmd
index a875398f..921408f8 100644
--- a/vignettes/VariantAnimation-Germany.Rmd
+++ b/vignettes/VariantAnimation-Germany.Rmd
@@ -32,7 +32,7 @@ theme_set(CovmullerTheme())
 # Get variants data for Germany
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_germany <- gisaid_metadata %>%
   filter(Country == "Germany") %>%
   filter(Host == "Human")
diff --git a/vignettes/VariantAnimation-India.Rmd b/vignettes/VariantAnimation-India.Rmd
index fb7b6c93..d422abba 100644
--- a/vignettes/VariantAnimation-India.Rmd
+++ b/vignettes/VariantAnimation-India.Rmd
@@ -30,7 +30,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/VariantAnimation-NYC.Rmd b/vignettes/VariantAnimation-NYC.Rmd
index 31fb588c..8f032743 100644
--- a/vignettes/VariantAnimation-NYC.Rmd
+++ b/vignettes/VariantAnimation-NYC.Rmd
@@ -20,7 +20,7 @@ theme_set(CovmullerTheme())
 ```{r, warning=FALSE, message=FALSE}
 counties <- c("New York", "New York City", "New York County", "Queens County", "Bronx County", "Bronx", "Brooklyn", "Manhattan", "Queens", "Richmond County")
 
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_usa <- gisaid_metadata %>%
   filter(Country == "USA") %>%
   filter(Host == "Human")
diff --git a/vignettes/VariantAnimation-NewYork.Rmd b/vignettes/VariantAnimation-NewYork.Rmd
index 9a34b3ca..d37d324a 100644
--- a/vignettes/VariantAnimation-NewYork.Rmd
+++ b/vignettes/VariantAnimation-NewYork.Rmd
@@ -26,7 +26,7 @@ theme_set(CovmullerTheme())
 # Get variants data for NY state
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_usa <- gisaid_metadata %>%
   filter(Country == "USA") %>%
   filter(Host == "Human")
diff --git a/vignettes/VariantAnimation-Singapore.Rmd b/vignettes/VariantAnimation-Singapore.Rmd
index 575ce6f4..b2bde654 100644
--- a/vignettes/VariantAnimation-Singapore.Rmd
+++ b/vignettes/VariantAnimation-Singapore.Rmd
@@ -32,7 +32,7 @@ theme_set(CovmullerTheme())
 # Get variants data for Singapore
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_singapore <- gisaid_metadata %>%
   filter(Country == "Singapore") %>%
   filter(Host == "Human")
diff --git a/vignettes/VariantAnimation-Switzerland.Rmd b/vignettes/VariantAnimation-Switzerland.Rmd
index 0c535207..a9617bd6 100644
--- a/vignettes/VariantAnimation-Switzerland.Rmd
+++ b/vignettes/VariantAnimation-Switzerland.Rmd
@@ -32,7 +32,7 @@ theme_set(CovmullerTheme())
 # Get variants data for Switzerland
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_Switzerland <- gisaid_metadata %>%
   filter(Country == "Switzerland") %>%
   filter(Host == "Human")
diff --git a/vignettes/VariantAnimation-UK.Rmd b/vignettes/VariantAnimation-UK.Rmd
index 3171afea..e143d990 100644
--- a/vignettes/VariantAnimation-UK.Rmd
+++ b/vignettes/VariantAnimation-UK.Rmd
@@ -32,7 +32,7 @@ theme_set(CovmullerTheme())
 # Get variants data for United Kingdom
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_United_Kingdom <- gisaid_metadata %>%
   filter(Country == "United Kingdom") %>%
   filter(Host == "Human")
diff --git a/vignettes/VariantAnimation-USA.Rmd b/vignettes/VariantAnimation-USA.Rmd
index cde16dc4..fe8a7d66 100644
--- a/vignettes/VariantAnimation-USA.Rmd
+++ b/vignettes/VariantAnimation-USA.Rmd
@@ -32,7 +32,7 @@ theme_set(CovmullerTheme())
 # Get variants data for USA
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_usa <- gisaid_metadata %>%
   filter(Country == "USA") %>%
   filter(Host == "Human")
diff --git a/vignettes/_MultinomialModeling-Germany.Rmd b/vignettes/_MultinomialModeling-Germany.Rmd
index df64643a..9d4e068e 100644
--- a/vignettes/_MultinomialModeling-Germany.Rmd
+++ b/vignettes/_MultinomialModeling-Germany.Rmd
@@ -15,7 +15,7 @@ theme_set(CovmullerTheme())
 ```
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_germany <- gisaid_metadata %>%
   filter(Country == "Germany") %>%
   filter(Host == "Human")
diff --git a/vignettes/_MultinomialModeling_Australia.Rmd b/vignettes/_MultinomialModeling_Australia.Rmd
index 763aad2c..d2d92636 100644
--- a/vignettes/_MultinomialModeling_Australia.Rmd
+++ b/vignettes/_MultinomialModeling_Australia.Rmd
@@ -15,7 +15,7 @@ theme_set(CovmullerTheme())
 ```
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_australia <- gisaid_metadata %>%
   filter(Country == "Australia") %>%
   filter(Host == "Human")
diff --git a/vignettes/_MultinomialModeling_Canada.Rmd b/vignettes/_MultinomialModeling_Canada.Rmd
index 30efbbfb..af2740ff 100644
--- a/vignettes/_MultinomialModeling_Canada.Rmd
+++ b/vignettes/_MultinomialModeling_Canada.Rmd
@@ -15,7 +15,7 @@ theme_set(CovmullerTheme())
 ```
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_canada <- gisaid_metadata %>%
   filter(Country == "Canada") %>%
   filter(Host == "Human")
diff --git a/vignettes/_MultinomialModeling_India.Rmd b/vignettes/_MultinomialModeling_India.Rmd
index 513fecf1..2731e814 100644
--- a/vignettes/_MultinomialModeling_India.Rmd
+++ b/vignettes/_MultinomialModeling_India.Rmd
@@ -15,7 +15,7 @@ theme_set(CovmullerTheme())
 ```
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 ```
 
diff --git a/vignettes/_MultinomialModeling_SouthAfrica.Rmd b/vignettes/_MultinomialModeling_SouthAfrica.Rmd
index e542b897..20c5fc58 100644
--- a/vignettes/_MultinomialModeling_SouthAfrica.Rmd
+++ b/vignettes/_MultinomialModeling_SouthAfrica.Rmd
@@ -15,7 +15,7 @@ theme_set(CovmullerTheme())
 ```
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_southafrica <- gisaid_metadata %>%
   filter(Country == "South Africa") %>%
   filter(Host == "Human")
diff --git a/vignettes/_MultinomialModeling_UK.Rmd b/vignettes/_MultinomialModeling_UK.Rmd
index e57fb5e0..86024460 100644
--- a/vignettes/_MultinomialModeling_UK.Rmd
+++ b/vignettes/_MultinomialModeling_UK.Rmd
@@ -15,7 +15,7 @@ theme_set(CovmullerTheme())
 ```
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread(file = "~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_uk <- gisaid_metadata %>%
   filter(Country == "United Kingdom") %>%
   filter(Host == "Human")
diff --git a/vignettes/_SouthAfrica_contrast_India.Rmd b/vignettes/_SouthAfrica_contrast_India.Rmd
index 214c0f4a..5c654b34 100644
--- a/vignettes/_SouthAfrica_contrast_India.Rmd
+++ b/vignettes/_SouthAfrica_contrast_India.Rmd
@@ -16,7 +16,7 @@ theme_set(CovmullerTheme())
 # Get data
 
 ```{r}
-current_date <- "2024_04_01"
+current_date <- "2024_04_06"
 fpath.tar <- paste0("~/data/epicov/metadata_tsv_", current_date, ".tar.xz")
 fpath.qs <- paste0("~/data/epicov/metadata_tsv_", current_date, ".qs")
 gisaid_metadata <- qs::qread(file = fpath.qs)
diff --git a/vignettes/_VariantAnimation-Bengaluru.Rmd b/vignettes/_VariantAnimation-Bengaluru.Rmd
index 32b614e5..63236607 100644
--- a/vignettes/_VariantAnimation-Bengaluru.Rmd
+++ b/vignettes/_VariantAnimation-Bengaluru.Rmd
@@ -19,7 +19,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Chennai.Rmd b/vignettes/_VariantAnimation-Chennai.Rmd
index 952111eb..1865ae1c 100644
--- a/vignettes/_VariantAnimation-Chennai.Rmd
+++ b/vignettes/_VariantAnimation-Chennai.Rmd
@@ -19,7 +19,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Delhi.Rmd b/vignettes/_VariantAnimation-Delhi.Rmd
index 8758608c..c32856f0 100644
--- a/vignettes/_VariantAnimation-Delhi.Rmd
+++ b/vignettes/_VariantAnimation-Delhi.Rmd
@@ -19,7 +19,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Gujarat.Rmd b/vignettes/_VariantAnimation-Gujarat.Rmd
index 83715006..d45c4784 100644
--- a/vignettes/_VariantAnimation-Gujarat.Rmd
+++ b/vignettes/_VariantAnimation-Gujarat.Rmd
@@ -20,7 +20,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Hyderabad.Rmd b/vignettes/_VariantAnimation-Hyderabad.Rmd
index d7f9dbc7..21cd9223 100644
--- a/vignettes/_VariantAnimation-Hyderabad.Rmd
+++ b/vignettes/_VariantAnimation-Hyderabad.Rmd
@@ -19,7 +19,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Jaipur.Rmd b/vignettes/_VariantAnimation-Jaipur.Rmd
index 441a7b18..a4f6d469 100644
--- a/vignettes/_VariantAnimation-Jaipur.Rmd
+++ b/vignettes/_VariantAnimation-Jaipur.Rmd
@@ -19,7 +19,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Kerala.Rmd b/vignettes/_VariantAnimation-Kerala.Rmd
index d2b33047..dc2411be 100644
--- a/vignettes/_VariantAnimation-Kerala.Rmd
+++ b/vignettes/_VariantAnimation-Kerala.Rmd
@@ -20,7 +20,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Maharashtra.Rmd b/vignettes/_VariantAnimation-Maharashtra.Rmd
index 91776a1d..018e54e8 100644
--- a/vignettes/_VariantAnimation-Maharashtra.Rmd
+++ b/vignettes/_VariantAnimation-Maharashtra.Rmd
@@ -20,7 +20,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Mumbai.Rmd b/vignettes/_VariantAnimation-Mumbai.Rmd
index 5389f658..8194d2f3 100644
--- a/vignettes/_VariantAnimation-Mumbai.Rmd
+++ b/vignettes/_VariantAnimation-Mumbai.Rmd
@@ -20,7 +20,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Pune.Rmd b/vignettes/_VariantAnimation-Pune.Rmd
index 289425c6..5e77a1b8 100644
--- a/vignettes/_VariantAnimation-Pune.Rmd
+++ b/vignettes/_VariantAnimation-Pune.Rmd
@@ -19,7 +19,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-SouthAfrica.Rmd b/vignettes/_VariantAnimation-SouthAfrica.Rmd
index 06ca62a3..18523548 100644
--- a/vignettes/_VariantAnimation-SouthAfrica.Rmd
+++ b/vignettes/_VariantAnimation-SouthAfrica.Rmd
@@ -32,7 +32,7 @@ theme_set(CovmullerTheme())
 # Get variants data for South Africa
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_South_Africa <- gisaid_metadata %>%
   filter(Country == "South Africa") %>%
   filter(Host == "Human")
diff --git a/vignettes/_VariantAnimation-Tamilnadu.Rmd b/vignettes/_VariantAnimation-Tamilnadu.Rmd
index 23ca01d6..02e7b771 100644
--- a/vignettes/_VariantAnimation-Tamilnadu.Rmd
+++ b/vignettes/_VariantAnimation-Tamilnadu.Rmd
@@ -20,7 +20,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VariantAnimation-Telangana.Rmd b/vignettes/_VariantAnimation-Telangana.Rmd
index 391abe76..67f1c969 100644
--- a/vignettes/_VariantAnimation-Telangana.Rmd
+++ b/vignettes/_VariantAnimation-Telangana.Rmd
@@ -20,7 +20,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()
diff --git a/vignettes/_VarinatAnimation-Kolkata.Rmd b/vignettes/_VarinatAnimation-Kolkata.Rmd
index cb6dad97..c12e839b 100644
--- a/vignettes/_VarinatAnimation-Kolkata.Rmd
+++ b/vignettes/_VarinatAnimation-Kolkata.Rmd
@@ -19,7 +19,7 @@ theme_set(CovmullerTheme())
 # Get variants data for India
 
 ```{r, warning=FALSE, message=FALSE}
-gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_01.qs")
+gisaid_metadata <- qs::qread("~/data/epicov/metadata_tsv_2024_04_06.qs")
 gisaid_india <- FilterGISAIDIndia(gisaid_metadata_all = gisaid_metadata)
 
 vocs <- GetVOCs()