diff --git a/404.html b/404.html
index 51f3274..f9e3c30 100644
--- a/404.html
+++ b/404.html
@@ -10,8 +10,7 @@
 <link href="deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet">
 <script src="deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet">
 <link href="deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet">
-<script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><link href="extra.css" rel="stylesheet">
-<meta property="og:title" content="Page not found (404)">
+<script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><meta property="og:title" content="Page not found (404)">
 </head>
 <body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
@@ -34,7 +33,8 @@
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
   <ul class="dropdown-menu" aria-labelledby="dropdown-articles">
-<li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
+<li><a class="dropdown-item" href="articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
   </ul>
 </li>
 <li class="nav-item"><a class="nav-link" href="news/index.html">Changelog</a></li>
diff --git a/LICENSE-text.html b/LICENSE-text.html
index e3f1094..f191c55 100644
--- a/LICENSE-text.html
+++ b/LICENSE-text.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>License • finna</title><script src="deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><link href="extra.css" rel="stylesheet"><meta property="og:title" content="License"></head><body>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>License • finna</title><script src="deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><meta property="og:title" content="License"></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
 
 
@@ -18,7 +18,8 @@
       <ul class="navbar-nav me-auto"><li class="nav-item"><a class="nav-link" href="reference/index.html">Reference</a></li>
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="nav-item"><a class="nav-link" href="news/index.html">Changelog</a></li>
       </ul><ul class="navbar-nav"></ul></div>
diff --git a/LICENSE.html b/LICENSE.html
index ee5e8a0..82ff264 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>License • finna</title><script src="deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><link href="extra.css" rel="stylesheet"><meta property="og:title" content="License"></head><body>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>License • finna</title><script src="deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><meta property="og:title" content="License"></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
 
 
@@ -18,7 +18,8 @@
       <ul class="navbar-nav me-auto"><li class="nav-item"><a class="nav-link" href="reference/index.html">Reference</a></li>
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="nav-item"><a class="nav-link" href="news/index.html">Changelog</a></li>
       </ul><ul class="navbar-nav"></ul></div>
diff --git a/articles/index.html b/articles/index.html
index 7d59d26..feb8797 100644
--- a/articles/index.html
+++ b/articles/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Articles • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><meta property="og:title" content="Articles"></head><body>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Articles • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Articles"></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
 
 
@@ -18,7 +18,8 @@
       <ul class="navbar-nav me-auto"><li class="nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
       </ul><ul class="navbar-nav"></ul></div>
@@ -36,7 +37,9 @@ <h1>Articles</h1>
       <h3>All vignettes</h3>
       <div class="section-desc"></div>
 
-      <dl><dt><a href="vignette.html">Introduction to finna</a></dt>
+      <dl><dt><a href="refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></dt>
+        <dd>
+        </dd><dt><a href="vignette.html">Introduction to finna</a></dt>
         <dd>
       </dd></dl></div>
   </main></div>
diff --git a/articles/refinemetadata.html b/articles/refinemetadata.html
new file mode 100644
index 0000000..167bb6a
--- /dev/null
+++ b/articles/refinemetadata.html
@@ -0,0 +1,236 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en">
+<head>
+<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
+<meta charset="utf-8">
+<meta http-equiv="X-UA-Compatible" content="IE=edge">
+<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+<title>Refine, analyse, integrate &amp; visualize metadata • finna</title>
+<script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+<link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet">
+<script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet">
+<link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet">
+<script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Refine, analyse, integrate &amp; visualize metadata">
+</head>
+<body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto">
+<li class="nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="active nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles">
+<li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul>
+</li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul>
+<ul class="navbar-nav"></ul>
+</div>
+
+
+  </div>
+</nav><div class="container template-article">
+
+
+
+
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Refine, analyse, integrate &amp; visualize metadata</h1>
+            
+      
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/vignettes/articles/refinemetadata.Rmd" class="external-link"><code>vignettes/articles/refinemetadata.Rmd</code></a></small>
+      <div class="d-none name"><code>refinemetadata.Rmd</code></div>
+    </div>
+
+    
+    
+<div class="section level2">
+<h2 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
+</h2>
+<p>This vignette provides an overview of how to use the finna
+package.</p>
+<div class="sourceCode" id="cb1"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
+<span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span>
+<span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Sibelius favourites : … Sibel… 2001  Unknown… Äänite… orkeste… Lapin … Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Sibelius                Tappe… 1967  Unknown… Taidet… Unknown… Jyväsk… Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Sibelius                Favén… Unkn… Unknown… Taidet… kaljuus… Lahden… Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Sibelius                Tawas… 2003  fin      Kirja,… Sibeliu… Anders… Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Sibelius                Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> SIBELIUS                TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Sibelius                Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Sibelius                Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Sibelius                Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… Unkno…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Sibelius                Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… Unkno…</span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span>
+<span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span>
+<span><span class="va">analysis_results</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/analyze_metadata.html">analyze_metadata</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">analysis_results</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## $format_distribution</span></span>
+<span><span class="co">## <span style="color: #949494;"># A tibble: 10 × 2</span></span></span>
+<span><span class="co">##    Formats                        n</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                      <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Kirja, Kirja                  55</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Lehti/Artikkeli, Artikkeli    18</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Äänite, CD                    12</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Äänite, Äänilevy               6</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Video, DVD                     3</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Video, Elokuva, lyhyt          2</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Taideteos, Taideteos           1</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Taideteos, Veistos             1</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Video, Elokuva, pitkä          1</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Äänite, Musiikkitallenne       1</span></span>
+<span><span class="co">## </span></span>
+<span><span class="co">## $year_distribution</span></span>
+<span><span class="co">## <span style="color: #949494;"># A tibble: 39 × 2</span></span></span>
+<span><span class="co">##    Year      n</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> 1948     10</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> 1945      8</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> 1997      8</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> 1998      6</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> 1968      5</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> 1999      5</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> 1996      4</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> 2003      4</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> 2015      4</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> 1949      3</span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 29 more rows</span></span></span>
+<span><span class="co">## </span></span>
+<span><span class="co">## $author_distribution</span></span>
+<span><span class="co">## <span style="color: #949494;"># A tibble: 54 × 2</span></span></span>
+<span><span class="co">##    Author                                          n</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                                       <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Häyrynen, Antti                                13</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Sibelius, Jean                                 12</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Downes, Olin, Sjöblom, Paul, Jalas, Jussi       4</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Lampila, Hannu-Ilari                            4</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Ringbom, Nils-Eric                              4</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Pickenhayn, Jorge Oscar                         3</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Tawaststjerna, Erik                             3</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Tawaststjerna, Erik, Tawaststjerna, Erik T.     3</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Barnett, Andrew                                 2</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Gray, Cecil                                     2</span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 44 more rows</span></span></span></code></pre>
+<div class="sourceCode" id="cb5"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span>
+<span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span>
+<span><span class="va">analysis_results</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/analyze_metadata.html">analyze_metadata</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span>
+<span><span class="fu"><a href="../reference/visualize_year_distribution.html">visualize_year_distribution</a></span><span class="op">(</span><span class="va">analysis_results</span><span class="op">$</span><span class="va">year_distribution</span><span class="op">)</span></span></code></pre></div>
+<p><img src="refinemetadata_files/figure-html/unnamed-chunk-3-1.png" width="700"></p>
+<div class="section level4">
+<h4 id="applying-the-visualize_top_20_titles-function">1. <strong>Applying the <code>visualize_top_20_titles()</code>
+Function</strong><a class="anchor" aria-label="anchor" href="#applying-the-visualize_top_20_titles-function"></a>
+</h4>
+<p>This function will visualize the top 20 titles from your dataset.</p>
+<div class="sourceCode" id="cb6"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="co"># Assuming you have a tibble with Finna metadata called `refined_data`</span></span>
+<span><span class="va">top_20_titles_plot</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/visualize_top_20_titles.html">visualize_top_20_titles</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span>
+<span></span>
+<span><span class="co"># To display the plot</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">top_20_titles_plot</span><span class="op">)</span></span></code></pre></div>
+<p><img src="refinemetadata_files/figure-html/unnamed-chunk-4-1.png" width="700"></p>
+</div>
+<div class="section level4">
+<h4 id="applying-the-visualize_format_distribution-function">2. <strong>Applying the <code>visualize_format_distribution()</code>
+Function</strong><a class="anchor" aria-label="anchor" href="#applying-the-visualize_format_distribution-function"></a>
+</h4>
+<p>This function visualizes the distribution of the records by
+format.</p>
+<div class="sourceCode" id="cb7"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="co"># Plot the format distribution</span></span>
+<span><span class="va">format_distribution_plot</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/visualize_format_distribution.html">visualize_format_distribution</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span>
+<span></span>
+<span><span class="co"># To display the plot</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">format_distribution_plot</span><span class="op">)</span></span></code></pre></div>
+<p><img src="refinemetadata_files/figure-html/unnamed-chunk-5-1.png" width="700"></p>
+</div>
+<div class="section level4">
+<h4 id="applying-the-visualize_library_distribution-function">3. <strong>Applying the
+<code>visualize_library_distribution()</code> Function</strong><a class="anchor" aria-label="anchor" href="#applying-the-visualize_library_distribution-function"></a>
+</h4>
+<p>This function shows the distribution of the records by library.</p>
+<div class="sourceCode" id="cb8"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="co"># Plot the library distribution</span></span>
+<span><span class="va">library_distribution_plot</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/visualize_library_distribution.html">visualize_library_distribution</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span>
+<span></span>
+<span><span class="co"># To display the plot</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">library_distribution_plot</span><span class="op">)</span></span></code></pre></div>
+<p><img src="refinemetadata_files/figure-html/unnamed-chunk-6-1.png" width="700"></p>
+</div>
+<div class="section level4">
+<h4 id="applying-the-visualize_author_distribution-function">4. <strong>Applying the <code>visualize_author_distribution()</code>
+Function</strong><a class="anchor" aria-label="anchor" href="#applying-the-visualize_author_distribution-function"></a>
+</h4>
+<p>This function visualizes the distribution of the records by
+author.</p>
+<div class="sourceCode" id="cb9"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="co"># Plot the author distribution</span></span>
+<span><span class="va">author_distribution_plot</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/visualize_author_distribution.html">visualize_author_distribution</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span>
+<span></span>
+<span><span class="co"># To display the plot</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">author_distribution_plot</span><span class="op">)</span></span></code></pre></div>
+<p><img src="refinemetadata_files/figure-html/unnamed-chunk-7-1.png" width="700"></p>
+</div>
+<div class="section level4">
+<h4 id="applying-the-visualize_subject_distribution-function">5. <strong>Applying the
+<code>visualize_subject_distribution()</code> Function</strong><a class="anchor" aria-label="anchor" href="#applying-the-visualize_subject_distribution-function"></a>
+</h4>
+<p>This function visualizes the distribution of the records by
+subject.</p>
+<div class="sourceCode" id="cb10"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="co"># Plot the subject distribution</span></span>
+<span><span class="va">subject_distribution_plot</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/visualize_subject_distribution.html">visualize_subject_distribution</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span>
+<span></span>
+<span><span class="co"># To display the plot</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">subject_distribution_plot</span><span class="op">)</span></span></code></pre></div>
+<p><img src="refinemetadata_files/figure-html/unnamed-chunk-8-1.png" width="700"></p>
+</div>
+</div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside>
+</div>
+
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer>
+</div>
+
+
+
+
+
+  </body>
+</html>
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diff --git a/articles/vignette.html b/articles/vignette.html
index 26fe185..597bf6c 100644
--- a/articles/vignette.html
+++ b/articles/vignette.html
@@ -10,8 +10,7 @@
 <link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet">
 <script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet">
 <link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet">
-<script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet">
-<meta property="og:title" content="Introduction to finna">
+<script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Introduction to finna">
 </head>
 <body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
@@ -34,7 +33,8 @@
 <li class="active nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
   <ul class="dropdown-menu" aria-labelledby="dropdown-articles">
-<li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+<li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
   </ul>
 </li>
 <li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
@@ -65,7 +65,9 @@ <h1>Introduction to finna</h1>
 <h2 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
 </h2>
 <p>This vignette provides an overview of how to use the finna
-package…</p>
+package.</p>
+<p>To make a simple search use the following code. I we need a bulk
+download we use <code>search_finna("sibelius", limit = Inf)</code></p>
 <div class="sourceCode" id="cb1"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
 <span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span>
@@ -95,15 +97,15 @@ <h3 id="free-text-search">Free text search<a class="anchor" aria-label="anchor"
 <span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
 <span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Lehtileikkeet : Jansso… <span style="color: #BB0000;">NA</span>     <span style="color: #BB0000;">NA</span>    fin      Muu/Mä… Jansson… PIKI-k… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Tove Jansson            Ørjas… 1985  nor      Kirja,… Jansson… Helka-… Gylde…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Tove Jansson            <span style="color: #BB0000;">NA</span>     1969  <span style="color: #BB0000;">NA</span>       Kuva, … kirjail… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Tove Jansson            Jones… 1984  eng      Kirja,… Jansson… Helka-… Twayn…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Tove Jansson            Grave… 2022  eng      Kirja,… Jansson… Eepos-… The i…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Tove Jansson            Koivu… 2005  fin      Lehti/… Jansson… Kansal… Suomi…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Tove Jansson            Janss… 2016  eng      Kirja,… Jansson… Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Lars Jansson ja Tove J… <span style="color: #BB0000;">NA</span>     1963  <span style="color: #BB0000;">NA</span>       Kuva, … HBL; ki… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Lars Jansson ja Tove J… <span style="color: #BB0000;">NA</span>     1963  <span style="color: #BB0000;">NA</span>       Kuva, … HBL; ki… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;">10</span> Tove Jansson            <span style="color: #BB0000;">NA</span>     1994  eng      Lehti/… Jansson… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Tove Jansson            <span style="color: #BB0000;">NA</span>     1994  eng      Lehti/… Jansson… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Tove Jansson            <span style="color: #BB0000;">NA</span>     1953  <span style="color: #BB0000;">NA</span>       Kuva, … seinäma… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Tove Jansson            <span style="color: #BB0000;">NA</span>     1962  <span style="color: #BB0000;">NA</span>       Kuva, … HBL; di… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Tove Jansson            Brand… 1953  <span style="color: #BB0000;">NA</span>       Kuva, … kirjail… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Tove Jansson : [Vem oc… Tampe… 1994  fin      Kirja,… Jansson… Helka-… Tampe…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Tove Jansson            Karja… 2020  fin      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Tove Jansson            Ørjas… 1985  nor      Kirja,… Jansson… Helka-… Gylde…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Tove Jansson            <span style="color: #BB0000;">NA</span>     1969  <span style="color: #BB0000;">NA</span>       Kuva, … kirjail… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Tove Jansson            Jones… 1984  eng      Kirja,… Jansson… Helka-… Twayn…</span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
 <div class="section level3">
@@ -116,35 +118,17 @@ <h3 id="search-phrase-examples">Search phrase examples<a class="anchor" aria-lab
 <pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
 <span><span class="co">##    Title                 Author   Year  Language Formats Subjects Library Series</span></span>
 <span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                 <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Bicycle thieves       Sica, V… 1981  eng      Kirja,… Italia.… Turun … <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Bicycle revolution    Kalima,… 2009  zxx      Äänite… 2000-20… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Bicycle revolution    <span style="color: #BB0000;">NA</span>       2009  zxx      Äänite… <span style="color: #BB0000;">NA</span>       PIKI-k… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Bicycle rider         Sciosci… 1983  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Bicycle boogie        Gaddy, … 1987  eng      Äänite… <span style="color: #BB0000;">NA</span>       Eepos-… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Bicycle USA           League … 1984  eng      Opinnä… Cycling… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Bicycle rider         Sciosci… 1983  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Bicycle boogie        Gaddy, … 1987  eng      Äänite… <span style="color: #BB0000;">NA</span>       Eepos-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Bicycle USA           League … 1984  eng      Opinnä… Cycling… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Bicycle thieves       Sica, V… 1981  eng      Kirja,… Italia.… Turun … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Bicycle revolution    Kalima,… 2009  zxx      Äänite… 2000-20… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Bicycle revolution    <span style="color: #BB0000;">NA</span>       2009  zxx      Äänite… <span style="color: #BB0000;">NA</span>       PIKI-k… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Christopher's bicycle Middlet… 2013  eng      Kirja,… Nibble,… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Bicycle diaries       Byrne, … 2010  eng      Kirja,… Byrne, … Lastu-… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Bicycle safety        <span style="color: #BB0000;">NA</span>       1900  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;">10</span> Bicycle revolution    <span style="color: #BB0000;">NA</span>       2009  <span style="color: #BB0000;">NA</span>       Äänite… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
-<div class="sourceCode" id="cb7"><pre class="downlit sourceCode r">
-<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
-<span><span class="va">phrase</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"farm OR farming"</span><span class="op">)</span></span>
-<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">phrase</span><span class="op">)</span></span></code></pre></div>
-<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
-<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
-<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Farm families and fami… Ollil… 1999  eng      Kirja,… investo… Helka-… Worki…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Farm crops              Boatf… 1983  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… Farmi…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Farm machinery          Bell,… 1985  eng      Kirja,… maatalo… Helka-… Farmi…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Farm workshop           Bell,… 1981  eng      Kirja,… worksho… Helka-… Farmi…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Corporate farming and … Great… 1970  eng      Kirja,… Farm co… Varast… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Farm machinery          Bell,… 1996  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Farm machinery          Bell,… 1989  eng      Kirja,… koneet.… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Farm business manageme… Nutha… 2011  eng      Kirja,… maatila… Seinäj… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Farm computer news      <span style="color: #BB0000;">NA</span>     1981  eng      Lehti/… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;">10</span> Dairy farm business ma… Slate… 1983  eng      Kirja,… Dairy f… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
 <div class="section level3">
 <h3 id="combining-search-terms">Combining search terms<a class="anchor" aria-label="anchor" href="#combining-search-terms"></a>
@@ -152,7 +136,12 @@ <h3 id="combining-search-terms">Combining search terms<a class="anchor" aria-lab
 <div class="section level4">
 <h4 id="and">AND<a class="anchor" aria-label="anchor" href="#and"></a>
 </h4>
-<div class="sourceCode" id="cb9"><pre class="downlit sourceCode r">
+<p>Use the AND operator to yield search results which feature every term
+in the search field. If you write several words into the search field
+and separate them with a space, the space will function as the AND
+operator.</p>
+<p>Example 1</p>
+<div class="sourceCode" id="cb7"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
 <span><span class="va">Combination</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"nutrition AND (diet OR lifestyle)"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">Combination</span><span class="op">)</span></span></code></pre></div>
@@ -162,15 +151,34 @@ <h4 id="and">AND<a class="anchor" aria-label="anchor" href="#and"></a>
 <span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Lifestyle nutrition     Dwyer… 2001  eng      Kirja,… Health … Helka-… Lifes…</span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Diet and nutrition      Evans… 1984  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Nutrition and lifestyl… Maail… 1999  eng      Kirja,… Nutriti… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Nutrition, diet and he… Gibne… 1986  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Diet, nutrition, and c… Assem… 1982  eng      Kirja,… Cancer,… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Nutrition and diet the… Willi… 1985  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Foods, diet, and nutri… Jones… 1970  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Nutrition and diet the… Willi… 1977  eng      Kirja,… ravitse… Varast… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Diet, nutrition, and h… Carro… 1989  eng      Kirja,… Nutriti… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;">10</span> Diet, nutrition, and i… Forse… 1994  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Diet, nutrition, and c… Assem… 1982  eng      Kirja,… Cancer,… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Nutrition and diet the… Willi… 1985  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Foods, diet, and nutri… Jones… 1970  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Nutrition and diet the… Willi… 1977  eng      Kirja,… ravitse… Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Nutrition and diet the… Lutz,… 2015  eng      Kirja,… Diet Th… 3AMK-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Nutrition, Diet and Ca… Shank… 2012  eng      Kirja,… Medicin… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Nutrition and diet the… Willi… 1973  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+<p>Example 2 For example, these two searches will yield the same
+results:</p>
+<div class="sourceCode" id="cb9"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
+<span><span class="va">no_Combination</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"Karisto Seppälä"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">no_Combination</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Junan viemä : muusikko… Karis… 2015  fin      Lehti/… muusiko… Kansal… Missä…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Maukas gradu : valmist… Karis… 2004  fin      Kirja,… tutkiel… Humani… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Tee se! : sosiaalipoli… Karis… 2000  fin      Kirja,… kirjoit… Helka-… Työra…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> [Kirja-arvostelu]       Karis… 2000  fin      Lehti/… Lehtola… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Maukas gradu / valmist… Karis… 2004  fin      Kirja,… arvoste… Vaasan… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Lahden, Kariston ja va… Hiila… 2016  fin      Kirja,… Karisto… Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Maukas gradu : valmist… Karis… 2004  fin      Kirja,… researc… 3AMK-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Topin talvipuuhia       Seppä… 2010  fin      Kirja,… Siru,, … Anders… Koira…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Topi karkuteillä        Seppä… 2011  fin      Kirja,… Topi,, … Anders… Koira…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Topi löytöretkillä      Seppä… 2009  fin      Kirja,… Siru,, … Anders… Koira…</span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
-<p>Example 2</p>
 <div class="sourceCode" id="cb11"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
 <span><span class="va">Combination_AND</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"Karisto AND Seppälä"</span><span class="op">)</span></span>
@@ -182,17 +190,21 @@ <h4 id="and">AND<a class="anchor" aria-label="anchor" href="#and"></a>
 <span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Maukas gradu : valmist… Karis… 2004  fin      Kirja,… tutkiel… Humani… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Tee se! : sosiaalipoli… Karis… 2000  fin      Kirja,… kirjoit… Helka-… Työra…</span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 4</span> [Kirja-arvostelu]       Karis… 2000  fin      Lehti/… Lehtola… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Lahden, Kariston ja va… Hiila… 2016  fin      Kirja,… Karisto… Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Maukas gradu : valmist… Karis… 2004  fin      Kirja,… researc… 3AMK-k… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> [Kirja-arvostelu:Mauka… Ahpon… 2004  fin      Lehti/… Karisto… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Maukas gradu / valmist… Karis… 2004  fin      Kirja,… arvoste… Vaasan… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Lahden, Kariston ja va… Hiila… 2016  fin      Kirja,… Karisto… Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Maukas gradu : valmist… Karis… 2004  fin      Kirja,… researc… 3AMK-k… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Topin talvipuuhia       Seppä… 2010  fin      Kirja,… Siru,, … Anders… Koira…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> [Kirja-arvostelu:Mauka… Kuusi… 2004  fin      Lehti/… Karisto… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;">10</span> Topi karkuteillä        Seppä… 2011  fin      Kirja,… Topi,, … Anders… Koira…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Topi karkuteillä        Seppä… 2011  fin      Kirja,… Topi,, … Anders… Koira…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Topi löytöretkillä      Seppä… 2009  fin      Kirja,… Siru,, … Anders… Koira…</span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
 <div class="section level4">
 <h4 id="or">OR<a class="anchor" aria-label="anchor" href="#or"></a>
 </h4>
+<p>The OR operator expands your search results. The results will show
+material that feature at least one of the search terms you indicated.
+For example, if you are looking for information on the Eastern Orthodox
+Church:</p>
 <div class="sourceCode" id="cb13"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
 <span><span class="va">Combination_OR</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"Eastern Orthodoxy” OR “Orthodox Church"</span><span class="op">)</span></span>
@@ -202,59 +214,223 @@ <h4 id="or">OR<a class="anchor" aria-label="anchor" href="#or"></a>
 <span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">"</span>Eastern Orthodox Chri… Geffe… 2016  eng      Kirja,… Orthodo… Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 2</span> <span style="color: #949494;">"</span>The mystical as polit… Papan… 2012  eng      Kirja,… Christi… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> <span style="color: #949494;">"</span>Encounter between Eas… Pabst… 2009  eng      Kirja,… Philoso… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">"</span>Orthodox construction… Demac… 2013  eng      Kirja,… Orthodo… Savoni… Ortho…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> <span style="color: #949494;">"</span>\"For I am wonderfull… Chern… 2017  eng      Kirja,… Orthodo… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> <span style="color: #949494;">"</span>Fundamentalism or Tra… Apple… 2019  eng      Kirja,… Orthodo… Savoni… Ortho…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> <span style="color: #949494;">"</span>The church's unholy w… Denys… 2023  eng      Kirja,… Orthodo… Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> <span style="color: #949494;">"</span>Orthodox construction… Demac… 2013  eng      Kirja,… Orthodo… Savoni… Ortho…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">"</span>Encounter between Eas… Pabst… 2009  eng      Kirja,… Philoso… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> <span style="color: #949494;">"</span>The church's unholy w… Denys… 2023  eng      Kirja,… Orthodo… Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> <span style="color: #949494;">"</span>\"For I am wonderfull… Chern… 2017  eng      Kirja,… Orthodo… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> <span style="color: #949494;">"</span>Fundamentalism or Tra… Apple… 2019  eng      Kirja,… Orthodo… Savoni… Ortho…</span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 8</span> <span style="color: #949494;">"</span>Orthodox construction… Demac… 2013  eng      Kirja,… ortodok… Helka-… Ortho…</span></span>
 <span><span class="co">## <span style="color: #BCBCBC;"> 9</span> <span style="color: #949494;">"</span>Proselytism and Ortho… Witte… 2009  eng      Kirja,… Russkai︠… Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #BCBCBC;">10</span> <span style="color: #949494;">"</span>Orthodoxy and psychoa… Cazac… 2013  eng      Kirja,… Thermos… Itä-Su… Europ…</span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 38 more rows</span></span></span></code></pre>
+<p>Using the OR operator will return results that feature one or more of
+your search terms.This example search will find results relating to
+farms or farming:</p>
+<div class="sourceCode" id="cb15"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
+<span><span class="va">phrase</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"farm OR farming"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">phrase</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Farm families and fami… Ollil… 1999  eng      Kirja,… investo… Helka-… Worki…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Farm crops              Boatf… 1983  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… Farmi…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Farm machinery          Bell,… 1985  eng      Kirja,… maatalo… Helka-… Farmi…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Farm workshop           Bell,… 1981  eng      Kirja,… worksho… Helka-… Farmi…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Corporate farming and … Great… 1970  eng      Kirja,… Farm co… Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Farm machinery          Bell,… 1996  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Farm machinery          Bell,… 1989  eng      Kirja,… koneet.… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Farm business manageme… Nutha… 2011  eng      Kirja,… maatila… Seinäj… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Farm computer news      <span style="color: #BB0000;">NA</span>     1981  eng      Lehti/… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Dairy farm business ma… Slate… 1983  eng      Kirja,… Dairy f… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
 <div class="section level4">
 <h4 id="not">NOT<a class="anchor" aria-label="anchor" href="#not"></a>
 </h4>
-<div class="sourceCode" id="cb15"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
 <span><span class="va">Combination_OR</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"surrealism NOT (painting OR “visual arts”)"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">Combination_OR</span><span class="op">)</span></span></code></pre></div>
 <pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
 <span><span class="co">##    Title      Author              Year  Language Formats Subjects Library Series</span></span>
 <span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>      <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>               <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Surrealism <span style="color: #949494;">"</span>Caws, Mary Ann<span style="color: #949494;">"</span>    2004  eng      Kirja,… kuvatai… Aalto-… Theme…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Surrealism <span style="color: #949494;">"</span>Schneede, Uwe M.<span style="color: #949494;">"</span>  1973  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Jyväsk… The l…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Surrealism <span style="color: #949494;">"</span>Chénieux-Gendron,… 1990  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Helka-… Europ…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Surrealism <span style="color: #949494;">"</span>Gualdoni, Flamini… 2008  eng      Kirja,… 1900-lu… Helmet… Skira…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Surrealism <span style="color: #949494;">"</span>Dempsey, Amy<span style="color: #949494;">"</span>      2019  eng      Kirja,… taidehi… Eepos-… Art e…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Surrealism <span style="color: #949494;">"</span>Read, Herbert, Br… 1971  eng      Kirja,… surreal… Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Surrealism <span style="color: #949494;">"</span>Waldberg, Patrick… 1968  eng      Kirja,… surreal… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Surrealism <span style="color: #949494;">"</span>Waldberg, Patrick<span style="color: #949494;">"</span> 1978  eng      Kirja,… surreal… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Surrealism <span style="color: #949494;">"</span>edited by Mary An… 2004  eng      Kirja,… surreal… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;">10</span> Surrealism <span style="color: #949494;">"</span>Klingsöhr-Leroy, … 2009  eng      Kirja,… surreal… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Surrealism Klingsöhr-Leroy, C… 2009  eng      Kirja,… surreal… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Surrealism Brodskai͡a, N. V.    2018  eng      Kirja,… Surreal… Jyväsk… Art o…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Surrealism Lusty, Natalya      2021  eng      Kirja,… surreal… Kansal… Cambr…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Surrealism Duplessis, Yves, Y… 1978  eng      Kirja,… surreal… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Surrealism Pierre, José        1979  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Surrealism Waldberg, Patrick   1978  eng      Kirja,… surreal… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Surrealism edited by Mary Ann… 2004  eng      Kirja,… surreal… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Surrealism Caws, Mary Ann      2004  eng      Kirja,… kuvatai… Aalto-… Theme…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Surrealism Schneede, Uwe M.    1973  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Jyväsk… The l…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Surrealism Chénieux-Gendron, … 1990  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Helka-… Europ…</span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
+<div class="section level4">
+<h4 id="search-operators-and--">Search operators + and !-<a class="anchor" aria-label="anchor" href="#search-operators-and--"></a>
+</h4>
+<p>In addition to the most common Boolean operators (AND, OR, NOT),
+Finna uses the + and !- operators.</p>
 </div>
-<div class="section level3">
-<h3 id="isbnissn-search">ISBN/ISSN search<a class="anchor" aria-label="anchor" href="#isbnissn-search"></a>
-</h3>
-<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r">
+<div class="section level4">
+<h4 id="section">+<a class="anchor" aria-label="anchor" href="#section"></a>
+</h4>
+<div class="sourceCode" id="cb19"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
+<span><span class="va">search_oper</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"+economics Keynes”)"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">search_oper</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Keynes' economics : me… Lawso… 1985  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Keynes' economics : me… Lawso… 1989  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Åbo Ak… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> The new economics : Ke… Harri… 1947  eng      Kirja,… Keynes.… Svensk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> The new economics : Ke… Harri… 1950  eng      Kirja,… Keynes,… Tamper… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> The New Economics : Ke… Harri… 1949  eng      Kirja,… keynesi… Edusku… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> The new economics : Ke… Harri… 1952  eng      Kirja,… Keynes,… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> The new economics : Ke… Harri… 1949  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> The new economics : Ke… Harri… 1950  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> The new economics : Ke… Harri… 1948  eng      Kirja,… Keynes,… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> The new economics : Ke… Harri… 1968  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Turun … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+<div class="section level4">
+<h4 id="section-1">!-<a class="anchor" aria-label="anchor" href="#section-1"></a>
+</h4>
+<div class="sourceCode" id="cb21"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
+<span><span class="va">search_oper</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"economics !-Keynes”)"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">search_oper</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title     Author               Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>     <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Economics Sloman, John, Wride… 2012  eng      Kirja,… Economi… 3AMK-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Economics Parkin, Michael, Po… 2008  eng      Kirja,… kansant… Sataku… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Economics Krugman, Paul R., W… 2008  eng      Kirja,… Economi… 3AMK-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Economics Begg, David, FISCHE… 1991  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Joki-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Economics Samuelson, Paul A.,… 1992  eng      Kirja,… taloust… OUTI-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Economics Lipsey, Richard G.,… 2007  eng      Kirja,… kansant… Aalto-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Economics Mankiw, N. Gregory,… 2010  eng      Kirja,… 2007-20… 3AMK-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Economics Hubbard, R. Glenn, … 2008  eng      Kirja,… Economi… HAMK, … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Economics Fischer, Stanley, D… 1983  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Economics Parkin, Michael      2010  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Aalto-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+<div class="section level5">
+<h5 id="nb-the---operator-cannot-be-used-in-single-word-searches-">NB! The !- operator cannot be used in single-word searches.<a class="anchor" aria-label="anchor" href="#nb-the---operator-cannot-be-used-in-single-word-searches-"></a>
+</h5>
+<p>For example, the following search will yield no results:</p>
+<div class="sourceCode" id="cb23"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
+<span><span class="va">search_oper</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"!-economics”)"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">search_oper</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Päihdetilastollinen vu… <span style="color: #BB0000;">NA</span>     2013  fin      Kirja,… alkohol… 3AMK-k… Suome…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Sosiaali- ja terveysal… <span style="color: #BB0000;">NA</span>     2019  fin      Kirja,… tilasto… 3AMK-k… Suome…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Päihdetilastollinen vu… <span style="color: #BB0000;">NA</span>     2018  fin      Kirja,… alkohol… 3AMK-k… Suome…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Kyberturvallisuuden sa… Olin,… 2018  fin      Kirja,… kybertu… 3AMK-k… Sanas…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Teknologian arviointej… Markk… 2003  fin      Kirja,… teknolo… 3AMK-k… Edusk…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Työsuojelusanasto = Ar… Sanas… 2006  fin      Kirja,… Diction… 3AMK-k… TSK   </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Hyvä tieteellinen käyt… Tutki… 2002  fin      Kirja,… tutkimu… 3AMK-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Nuorten terveystapatut… Rimpe… 2007  fin      Kirja,… altistu… 3AMK-k… Sosia…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Mahdollisuuksien ikkun… Holma… 2008  fin      Kirja,… Turun a… 3AMK-k… Turun…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Mini-intervention jalk… Seppä… 2008  fin      Kirja,… Communi… 3AMK-k… Sosia…</span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+</div>
+<div class="section level4">
+<h4 id="the-use-of-wildcards-in-search-terms">The use of wildcards in search terms<a class="anchor" aria-label="anchor" href="#the-use-of-wildcards-in-search-terms"></a>
+</h4>
+</div>
+<div class="section level4">
+<h4 id="use-of-wildcards">Use of wildcards<a class="anchor" aria-label="anchor" href="#use-of-wildcards"></a>
+</h4>
+<p>NB! The wildcard symbols (* and ?) cannot be the first character of a
+search term</p>
+</div>
+<div class="section level4">
+<h4 id="asterisk">* (Asterisk)<a class="anchor" aria-label="anchor" href="#asterisk"></a>
+</h4>
+<p>The search term may be truncated at the end with an asterisk. For
+example, to find search results for the terms competition, competitions,
+competitor and competitiveness, use the search term:</p>
+<p>Example 1</p>
+<div class="sourceCode" id="cb25"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
+<span><span class="va">search_Asterisk</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"competit*”)"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">search_Asterisk</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 13 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> De jure vitae et necis… Nägel… 1826  lat      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Hugonis Grotii Mare li… Groti… 1632  lat      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Mare Liberum sive de I… Groti… 1609  lat      Kirja,… <span style="color: #BB0000;">NA</span>       Edusku… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Commentatio de norma r… Lengn… 1722  lat      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> De controversiis Sveco… Mitho… 1656  lat      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Georgii Ludovici Boehm… Böhme… 1755  lat      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Yhteissidos =  Samling… <span style="color: #BB0000;">NA</span>     2019  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Turun … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Advances in competitiv… Ameri… 1993  eng      Opinnä… Competi… Kajaan… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Yhteissidos = Samlings… <span style="color: #BB0000;">NA</span>     1679  fra      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Hugonis de Grotii De j… Groti… 1720  lat      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">11</span> Constructing boundarie… Berns… 2000  eng      Kirja,… Labor m… Jyväsk… SUNY …</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">12</span> Yhteissidos = Samlings… <span style="color: #BB0000;">NA</span>     1739  deu      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">13</span> Operation mode strateg… Lahti… 2016  fin      Opinnä… liiketo… Tamper… <span style="color: #BB0000;">NA</span></span></span></code></pre>
+<p>The asterisk may also be used in the middle of a search term to
+replace one or more characters. For example, to search for both the
+terms color and colour, use the search term:</p>
+<p>Example 2</p>
+<div class="sourceCode" id="cb27"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
+<span><span class="va">search_Asterisk</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"colo*r”)"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">search_Asterisk</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> MCS '07 : ninth Intern… Lee, … 2007  eng      Kirja,… Image p… <span style="color: #949494;">"</span>Itä-S… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Exploring Realpolitik … Cusac… 1990  eng      Kirja,… kansain… <span style="color: #949494;">"</span>Edusk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Economics and cultures  Wick,… 1996  eng      Kirja,… <span style="color: #BB0000;">NA</span>       <span style="color: #949494;">"</span>Åbo A… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> The complete book of U… Senic… 1988  eng      Kirja,… <span style="color: #BB0000;">NA</span>       <span style="color: #949494;">"</span>Maanp… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Frontiers for freedom   Hoxie… 1952  eng      Kirja,… <span style="color: #BB0000;">NA</span>       <span style="color: #949494;">"</span>Maanp… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Soviet air power        Whiti… 1986  eng      Kirja,… <span style="color: #BB0000;">NA</span>       <span style="color: #949494;">"</span>Maanp… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Change in the internat… Holst… 1980  eng      Kirja,… kansain… <span style="color: #949494;">"</span>Edusk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> The German assault rif… Senic… 1987  eng      Kirja,… Assault… <span style="color: #949494;">"</span>Maanp… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> The Stroessner era : a… Miran… 1990  eng      Kirja,… Stroess… <span style="color: #949494;">"</span>Itä-S… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Revolution, armies, an… Adelm… 1985  eng      Kirja,… <span style="color: #BB0000;">NA</span>       <span style="color: #949494;">"</span>Maanp… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+<div class="section level4">
+<h4 id="question-mark">? (Question Mark)<a class="anchor" aria-label="anchor" href="#question-mark"></a>
+</h4>
+<p>The question mark symbol replaces one character in the search term,
+enabling the use of different word forms. For example, to find results
+for both the terms woman and women, use the search term:</p>
+</div>
+<div class="section level4">
+<h4 id="isbnissn-search">ISBN/ISSN search<a class="anchor" aria-label="anchor" href="#isbnissn-search"></a>
+</h4>
+<div class="sourceCode" id="cb29"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span>
 <span><span class="va">ISBN</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"978-951-31-6583-3"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">ISBN</span><span class="op">)</span></span></code></pre></div>
-<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 1 × 8</span></span></span>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 5 × 8</span></span></span>
 <span><span class="co">##   Title                    Author Year  Language Formats Subjects Library Series</span></span>
 <span><span class="co">##   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;">1</span> Tiesitkö tämän linnuist… Koski… 2012  fin      Kirja,… linnut;… Anders… <span style="color: #BB0000;">NA</span></span></span></code></pre>
+<span><span class="co">## <span style="color: #BCBCBC;">1</span> Tiesitkö tämän linnuist… Koski… 2012  fin      Kirja,… linnut;… Vaasan… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">2</span> Tiesitkö tämän linnuist… Koski… 2012  fin      Kirja,… linnut;… Anders… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">3</span> Parasta on laulaa laulu… Lampi… 2009  fin      Nuotti  hengell… Vaasan… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">4</span> Säestäjän selkolaulukir… Herne… 2002  fin      Nuotti  <span style="color: #BB0000;">NA</span>       Vaasan… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">5</span> Suuri toivelaulukirja /… Leske… 2020  fin      Nuotti  <span style="color: #BB0000;">NA</span>       Vaasan… <span style="color: #BB0000;">NA</span></span></span></code></pre>
 </div>
 </div>
-<div class="section level2">
-<h2 id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a>
-</h2>
 <div class="section level3">
-<h3 id="to-search-all-related-in-descending-order">To search all related in descending order<a class="anchor" aria-label="anchor" href="#to-search-all-related-in-descending-order"></a>
+<h3 id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a>
 </h3>
-<div class="sourceCode" id="cb19"><pre class="downlit sourceCode r">
+<div class="section level4">
+<h4 id="to-search-all-related-in-descending-order">To search all related in descending order<a class="anchor" aria-label="anchor" href="#to-search-all-related-in-descending-order"></a>
+</h4>
+<div class="sourceCode" id="cb31"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, sort <span class="op">=</span> <span class="st">"main_date_str des"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
 <pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
@@ -272,10 +448,10 @@ <h3 id="to-search-all-related-in-descending-order">To search all related in desc
 <span><span class="co">## <span style="color: #BCBCBC;">10</span> Sibelius, Prokofiev 1,… Janse… 2024  zxx      Äänite… <span style="color: #BB0000;">NA</span>       Eepos-… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
-<div class="section level3">
-<h3 id="to-search-all-related-in-ascending-order">To search all related in ascending order<a class="anchor" aria-label="anchor" href="#to-search-all-related-in-ascending-order"></a>
-</h3>
-<div class="sourceCode" id="cb21"><pre class="downlit sourceCode r">
+<div class="section level4">
+<h4 id="to-search-all-related-in-ascending-order">To search all related in ascending order<a class="anchor" aria-label="anchor" href="#to-search-all-related-in-ascending-order"></a>
+</h4>
+<div class="sourceCode" id="cb33"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, sort <span class="op">=</span> <span class="st">"main_date_str asc"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
 <pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
@@ -293,48 +469,289 @@ <h3 id="to-search-all-related-in-ascending-order">To search all related in ascen
 <span><span class="co">## <span style="color: #BCBCBC;">10</span> Satujen käsikirjoituks… <span style="color: #BB0000;">NA</span>     0000  <span style="color: #BB0000;">NA</span>       Teksti… <span style="color: #BB0000;">NA</span>       Suomal… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
-<div class="section level3">
-<h3 id="to-search-last-modified">To search Last modified<a class="anchor" aria-label="anchor" href="#to-search-last-modified"></a>
-</h3>
-<div class="sourceCode" id="cb23"><pre class="downlit sourceCode r">
+<div class="section level4">
+<h4 id="to-search-last-modified">To search Last modified<a class="anchor" aria-label="anchor" href="#to-search-last-modified"></a>
+</h4>
+<div class="sourceCode" id="cb35"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, sort <span class="op">=</span> <span class="st">"last_indexed desc"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
 <pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
 <span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
 <span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Songs                   Sibel… 2001  swe      Äänite… 2000-20… Eepos-… Nordi…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Vedenhaltia : kunniano… Martt… 2010  zxx      Äänite… Marttin… Vanamo… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Three early pieces for… Sibel… 2004  fin      Nuotti  kamarim… Helle-… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Yksinlauluja            Sibel… 1998  swe      Äänite… 1890-lu… Helmet… Suomi…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Yhdessä                 <span style="color: #BB0000;">NA</span>     2006  <span style="color: #BB0000;">NA</span>       Äänite… Sibeliu… Vanamo… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Tulikulkku : musiikkia… <span style="color: #BB0000;">NA</span>     1993  fin      Äänite… sovituk… Vanamo… Sibel…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Scandinavian rhapsody … <span style="color: #BB0000;">NA</span>     1994  eng      Äänite… <span style="color: #BB0000;">NA</span>       Kainet… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Songs                   Sibel… 1994  swe      Äänite… yksinla… Anders… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Maa on niin kaunis : H… Tilli… 1997  fin      Äänite… 1800-lu… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;">10</span> Symphony no. 7 in C op… Sibel… 1996  zxx      Äänite… <span style="color: #BB0000;">NA</span>       PIKI-k… The c…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Ars longa vita brevis … <span style="color: #BB0000;">NA</span>     2003  eng      Äänite… <span style="color: #BB0000;">NA</span>       Kuopio… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Suuri joululaulukirja   Leske… 2022  fin      Nuotti  <span style="color: #BB0000;">NA</span>       Anders… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Pikku pianistin joulus… Heikk… 2003  fin      Nuotti  ohjelmi… Lapin … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Suomalainen joulu : ko… <span style="color: #BB0000;">NA</span>     2006  fin      Nuotti  <span style="color: #BB0000;">NA</span>       Vanamo… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Canzonetta : op62a : p… Sibel… 1938  zxx      Nuotti  <span style="color: #BB0000;">NA</span>       Vanamo… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> 15 ausgewählte Lieder … Sibel… 1966  deu      Nuotti  <span style="color: #BB0000;">NA</span>       Vanamo… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Finlandia : op26 nro 7… Sibel… 1933  zxx      Nuotti  sovituk… Vanamo… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Works for piano =  : K… Sibel… 2008  zxx      Nuotti  piano, … OUTI-k… Compl…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Lapsenpiika             Musto… 2014  fin      Kirja,… Eriksso… Anders… Seven </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Soiva L. Onerva. III :… Onerv… 2024  fin      Äänite… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+<div class="section level4">
+<h4 id="to-search-last-added">To search Last added<a class="anchor" aria-label="anchor" href="#to-search-last-added"></a>
+</h4>
+<div class="sourceCode" id="cb37"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, sort <span class="op">=</span> <span class="st">"first_indexed desc"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Hämyn lapsi             Merik… 2024  fin      Äänite… <span style="color: #BB0000;">NA</span>       Taidey… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Nuottikirja : hengelli… <span style="color: #BB0000;">NA</span>     2014  zxx      Nuotti  <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Onneni saari = Min lyc… Melar… 1961  fin      Nuotti  <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Turisteja Sibelius-mon… Sipil… 2024  <span style="color: #BB0000;">NA</span>       Kuva, … matkail… Helsin… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Turisteja Sibelius-mon… Sipil… 2024  <span style="color: #BB0000;">NA</span>       Kuva, … matkail… Helsin… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Turisteja Sibelius-mon… Sipil… 2024  <span style="color: #BB0000;">NA</span>       Kuva, … matkail… Helsin… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Jean Sibelius           Järne… 1906  <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Nordic Influences in V… Silén… 2024  fin      Lehti/… <span style="color: #BB0000;">NA</span>       Journa… Artik…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> The Musical Anthropolo… Abram… 2024  eng      Opinnä… ethnogr… Taidey… EST-j…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Kortistot ja kokoelmal… Kansa… 2024  mul      Muu/Mä… kokoelm… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
+<div class="section level4">
+<h4 id="fine-tuning-your-search">Fine-tuning your search<a class="anchor" aria-label="anchor" href="#fine-tuning-your-search"></a>
+</h4>
+<div class="section level5">
+<h5 id="fuzzy-search">Fuzzy search<a class="anchor" aria-label="anchor" href="#fuzzy-search"></a>
+</h5>
+<p>Fuzzy search will also yield results that feature words which are
+similar to your search term.</p>
+<p>The search operator ~ will perform a fuzzy search when it is used as
+the final character of a single-word search.</p>
+<p>For example, a fuzzy search with the word roam will also return
+results with the words foam and roams.</p>
+<div class="sourceCode" id="cb39"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">fuzzy_search</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"roam~"</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## No encoding supplied: defaulting to UTF-8.</span></span></code></pre>
+<div class="sourceCode" id="cb41"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">fuzzy_search</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## NULL</span></span></code></pre>
+</div>
+<div class="section level5">
+<h5 id="proximity-search">Proximity search<a class="anchor" aria-label="anchor" href="#proximity-search"></a>
+</h5>
+<p>Proximity searches look for material in which the search terms are
+within a specified distance, but not necessarily one after the
+other.</p>
+<div class="sourceCode" id="cb43"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">fuzzy_search</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"economics Keynes~10"</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">fuzzy_search</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Keynes and modern econ… Kurok… 2013  eng      Kirja,… Keynesi… Jyväsk… Routl…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Keynes' economics : me… Lawso… 1985  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Itä-Su… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Keynes' economics : me… Lawso… 1989  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Åbo Ak… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Keynes's impact on mon… Gilbe… 1982  eng      Kirja,… Keynesi… Turun … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> KEYNESIAN ECONOMICS     CODDI… 1983  eng      Kirja,… <span style="color: #BB0000;">NA</span>       Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> On Keynesian economics… Leijo… 1968  eng      Kirja,… Keynes,… Edusku… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> The shadow of Keynes :… Johns… 1978  eng      Kirja,… Keynes,… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> The shadow of Keynes :… Johns… 1978  eng      Kirja,… Keynes,… Varast… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> John Maynard Keynes     David… 2007  eng      Kirja,… Keynes,… Aalto-… Great…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> J.M.Keynes ja sodanjäl… Stolp… 1932  fin      Lehti/… Keynes,… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+</div>
+</div>
 <div class="section level3">
-<h3 id="to-search-last-added">To search Last added<a class="anchor" aria-label="anchor" href="#to-search-last-added"></a>
+<h3 id="advanced-search-to-see-available-online">Advanced search: to see available online<a class="anchor" aria-label="anchor" href="#advanced-search-to-see-available-online"></a>
 </h3>
-<div class="sourceCode" id="cb25"><pre class="downlit sourceCode r">
-<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, sort <span class="op">=</span> <span class="st">"first_indexed desc"</span><span class="op">)</span></span>
+<div class="sourceCode" id="cb45"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"free_online_boolean:1"</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Sibelius                Tappe… 1967  <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Sibelius                Favén… <span style="color: #BB0000;">NA</span>    <span style="color: #BB0000;">NA</span>       Taidet… kaljuus… Lahden… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Evelina Sibelius, Jean… <span style="color: #BB0000;">NA</span>     1875  <span style="color: #BB0000;">NA</span>       Kuva, … <span style="color: #BB0000;">NA</span>       Sibeli… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Aino Sibelius           Järne… 1895  <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Jean Sibelius           Eero … 1908  <span style="color: #BB0000;">NA</span>       Taidet… maalaus… Järven… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Aino Sibelius           Järne… <span style="color: #BB0000;">NA</span>    <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> SIBELIUS-MONUMENTTI     <span style="color: #BB0000;">NA</span>     1961  <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Valkea… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Jean Sibelius           <span style="color: #BB0000;">NA</span>     1904  <span style="color: #BB0000;">NA</span>       Kuva, … postiko… Loviis… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Jean Sibelius           Linsé… 1880  <span style="color: #BB0000;">NA</span>       Kuva, … henkilö… Loviis… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Pehr Sibelius           <span style="color: #BB0000;">NA</span>     <span style="color: #BB0000;">NA</span>    <span style="color: #BB0000;">NA</span>       Kuva, … muotoku… Loviis… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+<div class="section level4">
+<h4 id="search-image">search image<a class="anchor" aria-label="anchor" href="#search-image"></a>
+</h4>
+<div class="sourceCode" id="cb47"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'~media_type_str_mv:"0/image/"'</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Sibelius                Tappe… 1967  <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Sibelius                Favén… <span style="color: #BB0000;">NA</span>    <span style="color: #BB0000;">NA</span>       Taidet… kaljuus… Lahden… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Sibelius                Sugan… 1967  <span style="color: #BB0000;">NA</span>       Kirja,… <span style="color: #BB0000;">NA</span>       Åbo Ak… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Sibelius.               Tawas… 1968  <span style="color: #BB0000;">NA</span>       Kirja,… <span style="color: #BB0000;">NA</span>       Åbo Ak… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Sibelius.               Picke… <span style="color: #BB0000;">NA</span>    <span style="color: #BB0000;">NA</span>       Kirja,… <span style="color: #BB0000;">NA</span>       Åbo Ak… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Sibelius.               Schou… 1949  <span style="color: #BB0000;">NA</span>       Kirja,… <span style="color: #BB0000;">NA</span>       Åbo Ak… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Sibelius.               Ottaw… 1968  <span style="color: #BB0000;">NA</span>       Kirja,… <span style="color: #BB0000;">NA</span>       Åbo Ak… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Sibelius.               Ringb… 1948  <span style="color: #BB0000;">NA</span>       Kirja,… <span style="color: #BB0000;">NA</span>       Åbo Ak… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Evelina Sibelius, Jean… <span style="color: #BB0000;">NA</span>     1875  <span style="color: #BB0000;">NA</span>       Kuva, … <span style="color: #BB0000;">NA</span>       Sibeli… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Aino Sibelius           Järne… 1895  <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+<div class="section level4">
+<h4 id="audio-book">Audio book<a class="anchor" aria-label="anchor" href="#audio-book"></a>
+</h4>
+<div class="sourceCode" id="cb49"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'~format:"1/Book/AudioBook/"'</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Aino Sibelius           Kontt… 2020  fin      Kirja,… Sibeliu… Lastu-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Aino Sibelius           Kontt… 2019  fin      Kirja,… Sibeliu… Eepos-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Aino Sibelius           Kontt… 2019  fin      Kirja,… <span style="color: #BB0000;">NA</span>       Ratamo… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Aino Sibelius           Kontt… 2019  fin      Kirja,… Sibeliu… Siilin… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Aino Sibelius           Kontt… 2019  fin      Kirja,… Sibeliu… Eepos-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Sibelius Songs (cd)     Matti… 1995  <span style="color: #BB0000;">NA</span>       Kirja,… Illalle… Lapin … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> The Sibelius collection Sibel… 1994  zxx      Kirja,… <span style="color: #BB0000;">NA</span>       Joki-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Aino Sibelius : Ihmeel… Kirve… 2020  fin      Kirja,… <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Aino Sibelius : ihmeel… Kirve… 2016  fin      Kirja,… Sibeliu… Lastu-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Aino Sibelius : ihmeel… Kirve… 2015  fin      Kirja,… Sibeliu… Eepos-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+<div class="section level4">
+<h4 id="year-of-manufacture">Year of manufacture<a class="anchor" aria-label="anchor" href="#year-of-manufacture"></a>
+</h4>
+<div class="sourceCode" id="cb51"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'search_daterange_mv:"overlap|[-5000 TO 5000]"'</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Sibelius favourites : … Sibel… 2001  <span style="color: #BB0000;">NA</span>       Äänite… orkeste… Lapin … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Sibelius                Tappe… 1967  <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Jyväsk… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Sibelius                Tawas… 2003  fin      Kirja,… Sibeliu… Anders… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Sibelius                Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> SIBELIUS                TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Sibelius                Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Sibelius                Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Sibelius                Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Sibelius                Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Sibelius                Downe… 1945  fin      Kirja,… Sibeliu… Heili-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+<div class="section level4">
+<h4 id="search-using-geofilter-syntax-geographical-region">Search using Geofilter syntax (Geographical region)<a class="anchor" aria-label="anchor" href="#search-using-geofilter-syntax-geographical-region"></a>
+</h4>
+<div class="sourceCode" id="cb53"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"trump"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'{!geofilt sfield=location_geo pt=61.663987171517796,24.17263895273209 d=212.53603751769646}'</span><span class="op">)</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
 <pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
 <span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
 <span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">"</span>Näyttelijän luovuuden… Heisk… 2023  fin      Opinnä… luovuus… Taidey… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> <span style="color: #949494;">"</span>Sanasi, kiveen uponne… Tarki… 2016  zxx      Nuotti  <span style="color: #BB0000;">NA</span>       Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> <span style="color: #949494;">"</span>Sibeliuksen puisto pe… Vyhti… 2024  <span style="color: #BB0000;">NA</span>       Kuva, … puistot… Helsin… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">"</span>Jean Sibelius (relief… Aalto… 1932  <span style="color: #BB0000;">NA</span>       Esine   reliefi… Sibeli… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> <span style="color: #949494;">"</span>Jean Sibelius 1865-19… Aalto… 1945  <span style="color: #BB0000;">NA</span>       Esine   reliefi… Sibeli… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> <span style="color: #949494;">"</span>Jean Sibelius (relief… Aalto… 1945  <span style="color: #BB0000;">NA</span>       Esine   reliefi… Sibeli… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> <span style="color: #949494;">"</span>Taiteilija turvapaika… Kartt… 2017  fin      Kirja,… taiteil… Tekijä… ArtsE…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> <span style="color: #949494;">"</span>Katsaus Ferruccio Bus… Holms… 2023  fin      Opinnä… <span style="color: #BB0000;">NA</span>       Kansal… EST-j…</span></span>
-<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> <span style="color: #949494;">"</span>Contemporary Finnish … <span style="color: #BB0000;">NA</span>     1994  zxx      Äänite… <span style="color: #BB0000;">NA</span>       Maailm… <span style="color: #BB0000;">NA</span>    </span></span>
-<span><span class="co">## <span style="color: #BCBCBC;">10</span> <span style="color: #949494;">"</span>Suomalaisia pienoisku… <span style="color: #BB0000;">NA</span>     1997  zxx      Nuotti  <span style="color: #BB0000;">NA</span>       Anders… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> naamio; Donald Trump -… <span style="color: #BB0000;">NA</span>     <span style="color: #BB0000;">NA</span>    <span style="color: #BB0000;">NA</span>       Esine   naamiai… Suomen… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Helsinki 2018 -tapaami… Hoppa… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … kansain… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … kansain… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
 <span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
 </div>
+<div class="section level4">
+<h4 id="geofilter-ouside-of-finland">geofilter ouside of finland<a class="anchor" aria-label="anchor" href="#geofilter-ouside-of-finland"></a>
+</h4>
+<div class="sourceCode" id="cb55"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"trump"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'{!geofilt sfield=location_geo pt=39.3130504637139,-76.33021295070648 d=281.83790818401854}'</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 8 × 8</span></span></span>
+<span><span class="co">##   Title                    Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">1</span> Kulutusjuhlan vuokraisä… <span style="color: #BB0000;">NA</span>     1988  fin      Lehti/… Trump, … Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">2</span> A fool's errand : creat… Bunch… 2019  eng      Kirja,… Nationa… PIKI-k… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">3</span> Oath and honor : a memo… Chene… 2023  eng      Kirja,… Cheney,… Vaski-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">4</span> Melania and me : the ri… Wolko… 2020  eng      Kirja,… Wolkoff… Helmet… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">5</span> The January 6 report : … The J… 2022  eng      Kirja,… Trump, … Tamper… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">6</span> Gotham unbound : the ec… Stein… 2014  eng      Kirja,… Yhdysva… Turun … <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">7</span> The freaks came out to … Roman… 2024  eng      Kirja,… Village… Kansal… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">8</span> Sweet Manhattan : kohta… Simol… 2018  fin      Kirja,… Simola,… Anders… <span style="color: #BB0000;">NA</span></span></span></code></pre>
+</div>
+<div class="section level4">
+<h4 id="narrowing-the-search">Narrowing the search<a class="anchor" aria-label="anchor" href="#narrowing-the-search"></a>
+</h4>
+<p>When narrowing search do not use codes as a combination as
+follows</p>
+<p><code>search_finna("trump", filters = c('{!geofilt sfield=location_geo pt=61.663987171517796,24.17263895273209 d=212.53603751769646}',author_facet:"Häkkinen, Hannu"'))</code>
+or</p>
+<p><code>search_finna("trump", filters = c('{!geofilt sfield=location_geo pt=61.663987171517796,24.17263895273209 d=100}'), facetFilters = c('author_facet:"Häkkinen, Hannu"'))</code>
+rather use specific search as follows</p>
+<div class="sourceCode" id="cb57"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"trump"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'~author_facet:"Häkkinen, Hannu"'</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … kansain… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … kansain… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Helsinki 2018 - tapaam… Häkki… 2018  <span style="color: #BB0000;">NA</span>       Kuva, … Helsink… Museov… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+<div class="section level4">
+<h4 id="specific-search">specific search<a class="anchor" aria-label="anchor" href="#specific-search"></a>
+</h4>
+<div class="sourceCode" id="cb59"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"era:'2010-luku'"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'building:"0/3AMK/"'</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
+</div>
+<div class="section level4">
+<h4 id="search-without-removing-duplication">search without removing duplication<a class="anchor" aria-label="anchor" href="#search-without-removing-duplication"></a>
+</h4>
+<p>In order to search data without removing duplication <a href="https://www.finna.fi/Search/Results?filter%5B%5D=finna.deduplication%3A%220%22&amp;dfApplied=1&amp;lookfor=era%3A%222010-luku%22&amp;type=AllFields" class="external-link">example</a></p>
+<div class="sourceCode" id="cb60"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"era:'2010-luku'"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'finna.deduplication:"0"'</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> MS Najaden (Fin), törm… Onnet… 2012  fin      Kirja,… Najaden… Åbo Ak… Tutki…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> MS Najaden (Fin), törm… Onnet… 2012  fin      Kirja,… Najaden… Turun … Tutki…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Jyväsk… Rapor…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Oulun … Rapor…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Åbo Ak… Rapor…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Turun … Rapor…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Kansal… Rapor…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Activating dissonance … Nauha… 2021  fin      Kirja,… Taideyl… Kansal… Episo…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Pohjois-Eurooppa Venäj… Lavik… 2022  fin      Kirja,… 2010-lu… Åbo Ak… Valti…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Pohjois-Eurooppa Venäj… Lavik… 2022  fin      Kirja,… 2010-20… Oulun … Valti…</span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+<p>removing duplication can be done as follows</p>
+<div class="sourceCode" id="cb62"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">record</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"era:'2010-luku'"</span>, filters <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">'finna.deduplication:"1"'</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">record</span><span class="op">)</span></span></code></pre></div>
+<pre><code><span><span class="co">## <span style="color: #949494;"># A tibble: 100 × 8</span></span></span>
+<span><span class="co">##    Title                   Author Year  Language Formats Subjects Library Series</span></span>
+<span><span class="co">##    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 1</span> MS Najaden (Fin), törm… Onnet… 2012  fin      Kirja,… <span style="color: #BB0000;">NA</span>       Oulun … Tutki…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 2</span> Brilliant! : koru - va… Aro, … 2015  fin      Kirja,… korut.;… Helka-… <span style="color: #BB0000;">NA</span>    </span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 3</span> Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Jyväsk… Rapor…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 4</span> Tilastoja Suomen ilmas… Aalto… 2012  fin      Kirja,… ilmasto… Helka-… Rapor…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 5</span> Finns abroad : new for… Heikk… 2011  eng      Kirja,… 2000-20… 3AMK-k… Migra…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 6</span> Activating dissonance … Nauha… 2021  fin      Kirja,… Taideyl… Kansal… Episo…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 7</span> Toimeentulotuki 2010-l… Kuiva… 2013  fin      Kirja,… 2010-lu… 3AMK-k… Rapor…</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 8</span> Maaliskuu               Tavi,… 2012  fin      Kirja,… runot, … Eepos-… Poesia</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;"> 9</span> Tammikuu                Tavi,… 2012  fin      Kirja,… <span style="color: #BB0000;">NA</span>       Helka-… Poesia</span></span>
+<span><span class="co">## <span style="color: #BCBCBC;">10</span> Suomen kaivostoiminnan… Rissa… 2013  fin      Kirja,… 2010-lu… Itä-Su… Kemi-…</span></span>
+<span><span class="co">## <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre>
+</div>
+</div>
 </div>
   </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
     </nav></aside>
diff --git a/authors.html b/authors.html
index 2a1947e..0b96dbb 100644
--- a/authors.html
+++ b/authors.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Authors and Citation • finna</title><script src="deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><link href="extra.css" rel="stylesheet"><meta property="og:title" content="Authors and Citation"></head><body>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Authors and Citation • finna</title><script src="deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><meta property="og:title" content="Authors and Citation"></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
 
 
@@ -18,7 +18,8 @@
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   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="nav-item"><a class="nav-link" href="news/index.html">Changelog</a></li>
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diff --git a/index.html b/index.html
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@@ -10,8 +10,7 @@
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-<meta property="og:title" content="R package for Finna API">
+<script src="deps/headroom-0.11.0/headroom.min.js"></script><script src="deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="deps/search-1.0.0/fuse.min.js"></script><script src="deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="pkgdown.js"></script><meta property="og:title" content="R package for Finna API">
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@@ -36,7 +35,8 @@
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-<li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
+<li><a class="dropdown-item" href="articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="articles/vignette.html">Introduction to finna</a></li>
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 <li class="nav-item"><a class="nav-link" href="news/index.html">Changelog</a></li>
@@ -51,12 +51,12 @@
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 <div class="page-header"><h1 id="finna">finna<a class="anchor" aria-label="anchor" href="#finna"></a>
 </h1></div>
-<p><a href="https://ropengov.org/" class="external-link"><img src="https://ropengov.github.io/rogtemplate/reference/figures/ropengov-badge.svg" alt="rOG-badge"></a> <a href="https://github.com/rOpenGov/finna/issues" class="external-link"><img src="https://img.shields.io/github/issues/rOpenGov/finna" alt="issues"></a> <a href="https://github.com/rOpenGov/finna/pulls" class="external-link"><img src="https://img.shields.io/github/issues-pr/rOpenGov/finna" alt="pulls"></a> <a href="https://github.com/rOpenGov/finna/blob/master/.github/workflows/check-standard.yml" class="external-link"><img src="https://github.com/rOpenGov/finna/workflows/rworkflows/badge.svg" alt="R-CMD-check"></a> <a href="https://app.codecov.io/gh/rOpenGov/finna" class="external-link"><img src="https://codecov.io/gh/rOpenGov/finna/branch/devel/graph/badge.svg" alt="codecov"></a> <a href="https://www.codefactor.io/repository/github/rOpenGov/finna" class="external-link"><img src="https://www.codefactor.io/repository/github/rOpenGov/finna/badge" alt="codefactor"></a></p>
+<p><a href="https://ropengov.org/" class="external-link"><img src="https://ropengov.github.io/rogtemplate/reference/figures/ropengov-badge.svg" alt="rOG-badge"></a> <a href="https://github.com/rOpenGov/finna/issues" class="external-link"><img src="https://img.shields.io/github/issues/rOpenGov/finna" alt="issues"></a> <a href="https://github.com/rOpenGov/finna/pulls" class="external-link"><img src="https://img.shields.io/github/issues-pr/rOpenGov/finna" alt="pulls"></a> <a href="https://github.com/rOpenGov/finna/actions" class="external-link"><img src="https://github.com/rOpenGov/finna/workflows/rworkflows/badge.svg" alt="R-CMD-check"></a> <a href="https://app.codecov.io/gh/rOpenGov/finna" class="external-link"><img src="https://codecov.io/gh/rOpenGov/finna/branch/devel/graph/badge.svg" alt="codecov"></a> <a href="https://www.codefactor.io/repository/github/rOpenGov/finna" class="external-link"><img src="https://www.codefactor.io/repository/github/rOpenGov/finna/badge" alt="codefactor"></a></p>
 <p>The goal of finna is to retrieve data from Finna API</p>
 <div class="section level2">
 <h2 id="installation-instructions">Installation instructions<a class="anchor" aria-label="anchor" href="#installation-instructions"></a>
 </h2>
-<p>The devel version of FinnnaR can be installed from GitHub as follows:</p>
+<p>The devel version of finna can be installed from GitHub as follows:</p>
 <div class="sourceCode" id="cb1"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="co"># Install finna if not already installed</span></span>
 <span><span class="kw">if</span> <span class="op">(</span><span class="op">!</span><span class="fu"><a href="https://rdrr.io/r/base/ns-load.html" class="external-link">requireNamespace</a></span><span class="op">(</span><span class="st">"finna"</span>, quietly <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span>
diff --git a/news/index.html b/news/index.html
index b68fe2f..6aff414 100644
--- a/news/index.html
+++ b/news/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Changelog • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><meta property="og:title" content="Changelog"></head><body>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Changelog • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Changelog"></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
 
 
@@ -18,7 +18,8 @@
       <ul class="navbar-nav me-auto"><li class="nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="active nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
       </ul><ul class="navbar-nav"></ul></div>
diff --git a/pkgdown.yml b/pkgdown.yml
index 51ecf4c..a1a4d3e 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,6 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles:
+  articles/refinemetadata: refinemetadata.html
   vignette: vignette.html
-last_built: 2024-09-26T13:55Z
+last_built: 2024-10-09T11:27Z
diff --git a/reference/analyze_metadata.html b/reference/analyze_metadata.html
new file mode 100644
index 0000000..af1cdf6
--- /dev/null
+++ b/reference/analyze_metadata.html
@@ -0,0 +1,135 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Analyze Refined Finna Metadata — analyze_metadata • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Analyze Refined Finna Metadata — analyze_metadata"><meta name="description" content="Performs basic analysis on Finna metadata, summarizing the distribution of formats, years, and authors."><meta property="og:description" content="Performs basic analysis on Finna metadata, summarizing the distribution of formats, years, and authors."></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Analyze Refined Finna Metadata</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/analysisFinna.R" class="external-link"><code>R/analysisFinna.R</code></a></small>
+      <div class="d-none name"><code>analyze_metadata.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Performs basic analysis on Finna metadata, summarizing the distribution of formats, years, and authors.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">analyze_metadata</span><span class="op">(</span><span class="va">metadata</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-metadata">metadata<a class="anchor" aria-label="anchor" href="#arg-metadata"></a></dt>
+<dd><p>A tibble containing refined Finna metadata.</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A list of tibbles with summaries of formats, years, and authors.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">analyze_metadata</span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> $format_distribution</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 10 × 2</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    Formats                        n</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                      <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> Kirja, Kirja                  55</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> Lehti/Artikkeli, Artikkeli    18</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Äänite, CD                    12</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> Äänite, Äänilevy               6</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Video, DVD                     3</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> Video, Elokuva, lyhyt          2</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Taideteos, Taideteos           1</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> Taideteos, Veistos             1</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Video, Elokuva, pitkä          1</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Äänite, Musiikkitallenne       1</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> $year_distribution</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 39 × 2</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    Year      n</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 1948     10</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 1945      8</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 1997      8</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 1998      6</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 1968      5</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 1999      5</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 1996      4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 2003      4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 2015      4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 1949      3</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># ℹ 29 more rows</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> $author_distribution</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 54 × 2</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    Author                                          n</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                                       <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> Häyrynen, Antti                                13</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> Sibelius, Jean                                 12</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Downes, Olin, Sjöblom, Paul, Jalas, Jussi       4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> Lampila, Hannu-Ilari                            4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Ringbom, Nils-Eric                              4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> Pickenhayn, Jorge Oscar                         3</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Tawaststjerna, Erik                             3</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> Tawaststjerna, Erik, Tawaststjerna, Erik T.     3</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Barnett, Andrew                                 2</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Gray, Cecil                                     2</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># ℹ 44 more rows</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-in"><span></span></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/reference/check_api_access.html b/reference/check_api_access.html
index d0a87f6..9fa78cd 100644
--- a/reference/check_api_access.html
+++ b/reference/check_api_access.html
@@ -1,5 +1,7 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Check access to https://api.finna.fi/api/v1/?openapi — check_api_access • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><meta property="og:title" content="Check access to https://api.finna.fi/api/v1/?openapi — check_api_access"><meta name="description" content="Check if R has access to resources at https://api.finna.fi/api/v1/?openapi"><meta property="og:description" content="Check if R has access to resources at https://api.finna.fi/api/v1/?openapi"></head><body>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Check access to https://api.finna.fi/api/v1/?openapi — check_api_access • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Check access to https://api.finna.fi/api/v1/?openapi — check_api_access"><meta name="description" content="Check if R has access to resources at https://api.finna.fi/api/v1/?openapi.
+This function tests whether R can successfully connect to the Finna API by attempting to download from the API's OpenAPI specification."><meta property="og:description" content="Check if R has access to resources at https://api.finna.fi/api/v1/?openapi.
+This function tests whether R can successfully connect to the Finna API by attempting to download from the API's OpenAPI specification."></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
 
 
@@ -18,7 +20,8 @@
       <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
       </ul><ul class="navbar-nav"></ul></div>
@@ -35,7 +38,8 @@ <h1>Check access to https://api.finna.fi/api/v1/?openapi</h1>
     </div>
 
     <div class="ref-description section level2">
-    <p>Check if R has access to resources at https://api.finna.fi/api/v1/?openapi</p>
+    <p>Check if R has access to resources at https://api.finna.fi/api/v1/?openapi.
+This function tests whether R can successfully connect to the Finna API by attempting to download from the API's OpenAPI specification.</p>
     </div>
 
     <div class="section level2">
@@ -45,14 +49,20 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 
     <div class="section level2">
     <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
-    <p>a logical.</p>
+    <p>a logical indicating if the API is accessible (<code>TRUE</code>) or not (<code>FALSE</code>).</p>
     </div>
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span> <span class="kw">if</span> <span class="op">(</span><span class="cn">FALSE</span><span class="op">)</span> <span class="op">{</span> <span class="co"># \dontrun{</span></span></span>
-<span class="r-in"><span>   <span class="fu">check_api_access</span><span class="op">(</span><span class="op">)</span></span></span>
-<span class="r-in"><span> <span class="op">}</span> <span class="co"># }</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="cn">FALSE</span><span class="op">)</span> <span class="op">{</span> <span class="co"># \dontrun{</span></span></span>
+<span class="r-in"><span>  <span class="co"># Check if the API is accessible</span></span></span>
+<span class="r-in"><span>  <span class="va">access</span> <span class="op">&lt;-</span> <span class="fu">check_api_access</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="kw">if</span> <span class="op">(</span><span class="va">access</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>    <span class="fu"><a href="https://rdrr.io/r/base/message.html" class="external-link">message</a></span><span class="op">(</span><span class="st">"Finna API is accessible"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">}</span> <span class="kw">else</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>    <span class="fu"><a href="https://rdrr.io/r/base/message.html" class="external-link">message</a></span><span class="op">(</span><span class="st">"Finna API is not accessible"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">}</span></span></span>
+<span class="r-in"><span><span class="op">}</span> <span class="co"># }</span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
diff --git a/reference/get_finna_records.html b/reference/get_finna_records.html
index 0453122..78b8f22 100644
--- a/reference/get_finna_records.html
+++ b/reference/get_finna_records.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Get Finna Records by IDs with Extended Options — get_finna_records • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><meta property="og:title" content="Get Finna Records by IDs with Extended Options — get_finna_records"><meta name="description" content="This function retrieves multiple Finna records based on a vector of record IDs. You can specify
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Get Finna Records by IDs with Extended Options — get_finna_records • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Get Finna Records by IDs with Extended Options — get_finna_records"><meta name="description" content="This function retrieves multiple Finna records based on a vector of record IDs. You can specify
 which fields to return, the language, and the pagination options."><meta property="og:description" content="This function retrieves multiple Finna records based on a vector of record IDs. You can specify
 which fields to return, the language, and the pagination options."></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
@@ -20,7 +20,8 @@
       <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
       </ul><ul class="navbar-nav"></ul></div>
diff --git a/reference/index.html b/reference/index.html
index a97dc63..4012d8e 100644
--- a/reference/index.html
+++ b/reference/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Package index • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><meta property="og:title" content="Package index"></head><body>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Package index • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Package index"></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
 
 
@@ -18,7 +18,8 @@
       <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
       </ul><ul class="navbar-nav"></ul></div>
@@ -45,6 +46,12 @@ <h2 id="all-functions">All functions<a class="anchor" aria-label="anchor" href="
 
       <dl><dt>
 
+          <code><a href="analyze_metadata.html">analyze_metadata()</a></code>
+
+        </dt>
+        <dd>Analyze Refined Finna Metadata</dd>
+      </dl><dl><dt>
+
           <code><a href="check_api_access.html">check_api_access()</a></code>
 
         </dt>
@@ -57,10 +64,58 @@ <h2 id="all-functions">All functions<a class="anchor" aria-label="anchor" href="
         <dd>Get Finna Records by IDs with Extended Options</dd>
       </dl><dl><dt>
 
+          <code><a href="integrate_metadata.html">integrate_metadata()</a></code>
+
+        </dt>
+        <dd>Integrate Finna Metadata with Another Dataset</dd>
+      </dl><dl><dt>
+
+          <code><a href="refine_metadata.html">refine_metadata()</a></code>
+
+        </dt>
+        <dd>Refine Finna Metadata</dd>
+      </dl><dl><dt>
+
           <code><a href="search_finna.html">search_finna()</a></code>
 
         </dt>
         <dd>Finna Index Search with Total Limit Option</dd>
+      </dl><dl><dt>
+
+          <code><a href="visualize_author_distribution.html">visualize_author_distribution()</a></code>
+
+        </dt>
+        <dd>Visualize Distribution by Authors</dd>
+      </dl><dl><dt>
+
+          <code><a href="visualize_format_distribution.html">visualize_format_distribution()</a></code>
+
+        </dt>
+        <dd>Visualize Distribution by Formats</dd>
+      </dl><dl><dt>
+
+          <code><a href="visualize_library_distribution.html">visualize_library_distribution()</a></code>
+
+        </dt>
+        <dd>Visualize Distribution by Libraries</dd>
+      </dl><dl><dt>
+
+          <code><a href="visualize_subject_distribution.html">visualize_subject_distribution()</a></code>
+
+        </dt>
+        <dd>Visualize Distribution by Subjects</dd>
+      </dl><dl><dt>
+
+          <code><a href="visualize_top_20_titles.html">visualize_top_20_titles()</a></code>
+
+        </dt>
+        <dd>Visualize Top-20 Titles by Count</dd>
+      </dl><dl><dt>
+
+          <code><a href="visualize_year_distribution.html">visualize_year_distribution()</a></code>
+
+        </dt>
+        <dd>Visualize Year Distribution</dd>
       </dl></div>
   </main></div>
 
diff --git a/reference/integrate_metadata.html b/reference/integrate_metadata.html
new file mode 100644
index 0000000..d137b4b
--- /dev/null
+++ b/reference/integrate_metadata.html
@@ -0,0 +1,125 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Integrate Finna Metadata with Another Dataset — integrate_metadata • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Integrate Finna Metadata with Another Dataset — integrate_metadata"><meta name="description" content='Merges Finna metadata with another dataset using a common key (e.g., "Title").'><meta property="og:description" content='Merges Finna metadata with another dataset using a common key (e.g., "Title").'></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Integrate Finna Metadata with Another Dataset</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/integrateFinna.R" class="external-link"><code>R/integrateFinna.R</code></a></small>
+      <div class="d-none name"><code>integrate_metadata.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Merges Finna metadata with another dataset using a common key (e.g., "Title").</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">integrate_metadata</span><span class="op">(</span><span class="va">metadata1</span>, <span class="va">metadata2</span>, key <span class="op">=</span> <span class="st">"Title"</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-metadata-">metadata1<a class="anchor" aria-label="anchor" href="#arg-metadata-"></a></dt>
+<dd><p>A tibble containing refined Finna metadata.</p></dd>
+
+
+<dt id="arg-metadata-">metadata2<a class="anchor" aria-label="anchor" href="#arg-metadata-"></a></dt>
+<dd><p>A tibble containing another dataset to merge with the Finna metadata.</p></dd>
+
+
+<dt id="arg-key">key<a class="anchor" aria-label="anchor" href="#arg-key"></a></dt>
+<dd><p>A string specifying the key to join by. Defaults to "Title".</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A tibble containing the merged dataset.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://dplyr.tidyverse.org" class="external-link">dplyr</a></span><span class="op">)</span></span></span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Attaching package: ‘dplyr’</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> The following objects are masked from ‘package:stats’:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     filter, lag</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> The following objects are masked from ‘package:base’:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     intersect, setdiff, setequal, union</span>
+<span class="r-in"><span><span class="va">finna_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># Example other dataset to merge with</span></span></span>
+<span class="r-in"><span><span class="va">other_data</span> <span class="op">&lt;-</span> <span class="fu">tibble</span><span class="fu">::</span><span class="fu"><a href="https://tibble.tidyverse.org/reference/tibble.html" class="external-link">tibble</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>  Title <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Sibelius Symphony No. 5"</span>, <span class="st">"Finlandia"</span>, <span class="st">"Valse Triste"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>  Rating <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">5</span>, <span class="fl">4</span>, <span class="fl">3</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># Integrate the two datasets by "Title"</span></span></span>
+<span class="r-in"><span><span class="va">integrated_data</span> <span class="op">&lt;-</span> <span class="fu">integrate_metadata</span><span class="op">(</span><span class="va">finna_data</span>, <span class="va">other_data</span>, key <span class="op">=</span> <span class="st">"Title"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">integrated_data</span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 103 × 9</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    Title            Author Year  Language Formats Subjects Library Series Rating</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>            <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> Sibelius favour… Sibel… 2001  <span style="color: #BB0000;">NA</span>       Äänite… orkeste… Lapin … <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> Sibelius         Tappe… 1967  <span style="color: #BB0000;">NA</span>       Taidet… <span style="color: #BB0000;">NA</span>       Jyväsk… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Sibelius         Favén… <span style="color: #BB0000;">NA</span>    <span style="color: #BB0000;">NA</span>       Taidet… kaljuus… Lahden… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> Sibelius         Tawas… 2003  fin      Kirja,… Sibeliu… Anders… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Sibelius         Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> SIBELIUS         TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Sibelius         Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> Sibelius         Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Sibelius         Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Sibelius         Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… <span style="color: #BB0000;">NA</span>         <span style="color: #BB0000;">NA</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># ℹ 93 more rows</span></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/reference/refine_metadata.html b/reference/refine_metadata.html
new file mode 100644
index 0000000..e6cd22e
--- /dev/null
+++ b/reference/refine_metadata.html
@@ -0,0 +1,101 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Refine Finna Metadata — refine_metadata • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Refine Finna Metadata — refine_metadata"><meta name="description" content="Refines the Finna metadata tibble by keeping relevant fields and cleaning up missing values."><meta property="og:description" content="Refines the Finna metadata tibble by keeping relevant fields and cleaning up missing values."></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Refine Finna Metadata</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/refinemetaData.R" class="external-link"><code>R/refinemetaData.R</code></a></small>
+      <div class="d-none name"><code>refine_metadata.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Refines the Finna metadata tibble by keeping relevant fields and cleaning up missing values.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">refine_metadata</span><span class="op">(</span><span class="va">data</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-data">data<a class="anchor" aria-label="anchor" href="#arg-data"></a></dt>
+<dd><p>A tibble containing raw Finna metadata.</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A tibble with selected, cleaned metadata fields.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">refine_metadata</span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 100 × 8</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    Title                   Author Year  Language Formats Subjects Library Series</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> Sibelius favourites : … Sibel… 2001  Unknown… Äänite… orkeste… Lapin … Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> Sibelius                Tappe… 1967  Unknown… Taidet… Unknown… Jyväsk… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Sibelius                Favén… Unkn… Unknown… Taidet… kaljuus… Lahden… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> Sibelius                Tawas… 2003  fin      Kirja,… Sibeliu… Anders… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Sibelius                Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> SIBELIUS                TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Sibelius                Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> Sibelius                Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Sibelius                Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Sibelius                Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… Unkno…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># ℹ 90 more rows</span></span>
+<span class="r-in"><span></span></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/reference/search_finna.html b/reference/search_finna.html
index 0eb8c3d..9a350f0 100644
--- a/reference/search_finna.html
+++ b/reference/search_finna.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Finna Index Search with Total Limit Option — search_finna • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><meta property="og:title" content="Finna Index Search with Total Limit Option — search_finna"><meta name="description" content="This function retrieves records from the Finna index with an option to limit the total number of records returned.
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Finna Index Search with Total Limit Option — search_finna • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Finna Index Search with Total Limit Option — search_finna"><meta name="description" content="This function retrieves records from the Finna index with an option to limit the total number of records returned.
 The function paginates through the results, fetching records until the specified total limit is reached."><meta property="og:description" content="This function retrieves records from the Finna index with an option to limit the total number of records returned.
 The function paginates through the results, fetching records until the specified total limit is reached."></head><body>
     <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
@@ -20,7 +20,8 @@
       <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
 <li class="nav-item dropdown">
   <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
-  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
   </ul></li>
 <li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
       </ul><ul class="navbar-nav"></ul></div>
diff --git a/reference/visualize_author_distribution-1.png b/reference/visualize_author_distribution-1.png
new file mode 100644
index 0000000..4ab9ef9
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diff --git a/reference/visualize_author_distribution.html b/reference/visualize_author_distribution.html
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+++ b/reference/visualize_author_distribution.html
@@ -0,0 +1,88 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Visualize Distribution by Authors — visualize_author_distribution • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Visualize Distribution by Authors — visualize_author_distribution"><meta name="description" content="Creates a bar plot showing the distribution of records by authors."><meta property="og:description" content="Creates a bar plot showing the distribution of records by authors."></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Visualize Distribution by Authors</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/visualizeFinna.R" class="external-link"><code>R/visualizeFinna.R</code></a></small>
+      <div class="d-none name"><code>visualize_author_distribution.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Creates a bar plot showing the distribution of records by authors.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">visualize_author_distribution</span><span class="op">(</span><span class="va">metadata</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-metadata">metadata<a class="anchor" aria-label="anchor" href="#arg-metadata"></a></dt>
+<dd><p>A tibble containing refined Finna metadata, with an "Author" column.</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A ggplot2 object showing the distribution of records by authors.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">visualize_author_distribution</span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span></span>
+<span class="r-plt img"><img src="visualize_author_distribution-1.png" alt="" width="700" height="433"></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/reference/visualize_format_distribution-1.png b/reference/visualize_format_distribution-1.png
new file mode 100644
index 0000000..120506c
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diff --git a/reference/visualize_format_distribution.html b/reference/visualize_format_distribution.html
new file mode 100644
index 0000000..88f5c40
--- /dev/null
+++ b/reference/visualize_format_distribution.html
@@ -0,0 +1,88 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Visualize Distribution by Formats — visualize_format_distribution • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Visualize Distribution by Formats — visualize_format_distribution"><meta name="description" content="Creates a bar plot showing the distribution of records by their formats."><meta property="og:description" content="Creates a bar plot showing the distribution of records by their formats."></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Visualize Distribution by Formats</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/visualizeFinna.R" class="external-link"><code>R/visualizeFinna.R</code></a></small>
+      <div class="d-none name"><code>visualize_format_distribution.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Creates a bar plot showing the distribution of records by their formats.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">visualize_format_distribution</span><span class="op">(</span><span class="va">metadata</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-metadata">metadata<a class="anchor" aria-label="anchor" href="#arg-metadata"></a></dt>
+<dd><p>A tibble containing refined Finna metadata, with a "Formats" column.</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A ggplot2 object showing the distribution of records by formats.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">visualize_format_distribution</span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span></span>
+<span class="r-plt img"><img src="visualize_format_distribution-1.png" alt="" width="700" height="433"></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/reference/visualize_library_distribution-1.png b/reference/visualize_library_distribution-1.png
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diff --git a/reference/visualize_library_distribution.html b/reference/visualize_library_distribution.html
new file mode 100644
index 0000000..da9caad
--- /dev/null
+++ b/reference/visualize_library_distribution.html
@@ -0,0 +1,88 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Visualize Distribution by Libraries — visualize_library_distribution • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Visualize Distribution by Libraries — visualize_library_distribution"><meta name="description" content="Creates a bar plot showing the distribution of records by libraries."><meta property="og:description" content="Creates a bar plot showing the distribution of records by libraries."></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Visualize Distribution by Libraries</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/visualizeFinna.R" class="external-link"><code>R/visualizeFinna.R</code></a></small>
+      <div class="d-none name"><code>visualize_library_distribution.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Creates a bar plot showing the distribution of records by libraries.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">visualize_library_distribution</span><span class="op">(</span><span class="va">metadata</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-metadata">metadata<a class="anchor" aria-label="anchor" href="#arg-metadata"></a></dt>
+<dd><p>A tibble containing refined Finna metadata, with a "Library" column.</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A ggplot2 object showing the distribution of records by libraries.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">visualize_library_distribution</span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span></span>
+<span class="r-plt img"><img src="visualize_library_distribution-1.png" alt="" width="700" height="433"></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/reference/visualize_subject_distribution-1.png b/reference/visualize_subject_distribution-1.png
new file mode 100644
index 0000000..1f364e0
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diff --git a/reference/visualize_subject_distribution.html b/reference/visualize_subject_distribution.html
new file mode 100644
index 0000000..a90660d
--- /dev/null
+++ b/reference/visualize_subject_distribution.html
@@ -0,0 +1,88 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Visualize Distribution by Subjects — visualize_subject_distribution • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Visualize Distribution by Subjects — visualize_subject_distribution"><meta name="description" content="Creates a bar plot showing the distribution of records by subjects."><meta property="og:description" content="Creates a bar plot showing the distribution of records by subjects."></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Visualize Distribution by Subjects</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/visualizeFinna.R" class="external-link"><code>R/visualizeFinna.R</code></a></small>
+      <div class="d-none name"><code>visualize_subject_distribution.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Creates a bar plot showing the distribution of records by subjects.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">visualize_subject_distribution</span><span class="op">(</span><span class="va">metadata</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-metadata">metadata<a class="anchor" aria-label="anchor" href="#arg-metadata"></a></dt>
+<dd><p>A tibble containing refined Finna metadata, with a "Subjects" column.</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A ggplot2 object showing the distribution of records by subjects.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">visualize_subject_distribution</span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span></span>
+<span class="r-plt img"><img src="visualize_subject_distribution-1.png" alt="" width="700" height="433"></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/reference/visualize_top_20_titles-1.png b/reference/visualize_top_20_titles-1.png
new file mode 100644
index 0000000..67684a2
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diff --git a/reference/visualize_top_20_titles.html b/reference/visualize_top_20_titles.html
new file mode 100644
index 0000000..d898206
--- /dev/null
+++ b/reference/visualize_top_20_titles.html
@@ -0,0 +1,88 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Visualize Top-20 Titles by Count — visualize_top_20_titles • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Visualize Top-20 Titles by Count — visualize_top_20_titles"><meta name="description" content="Creates a bar plot showing the top-20 most frequent titles and their counts."><meta property="og:description" content="Creates a bar plot showing the top-20 most frequent titles and their counts."></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</small>
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+    <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Visualize Top-20 Titles by Count</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/visualizeFinna.R" class="external-link"><code>R/visualizeFinna.R</code></a></small>
+      <div class="d-none name"><code>visualize_top_20_titles.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Creates a bar plot showing the top-20 most frequent titles and their counts.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">visualize_top_20_titles</span><span class="op">(</span><span class="va">metadata</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-metadata">metadata<a class="anchor" aria-label="anchor" href="#arg-metadata"></a></dt>
+<dd><p>A tibble containing refined Finna metadata, with a "Title" column.</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A ggplot2 object showing the bar plot of the top-20 titles.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">visualize_top_20_titles</span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span></span>
+<span class="r-plt img"><img src="visualize_top_20_titles-1.png" alt="" width="700" height="433"></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/reference/visualize_year_distribution-1.png b/reference/visualize_year_distribution-1.png
new file mode 100644
index 0000000..985b835
Binary files /dev/null and b/reference/visualize_year_distribution-1.png differ
diff --git a/reference/visualize_year_distribution.html b/reference/visualize_year_distribution.html
new file mode 100644
index 0000000..237a500
--- /dev/null
+++ b/reference/visualize_year_distribution.html
@@ -0,0 +1,89 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Visualize Year Distribution — visualize_year_distribution • finna</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/font-awesome-6.4.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.4.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="Visualize Year Distribution — visualize_year_distribution"><meta name="description" content="Creates a bar plot of the publication year distribution."><meta property="og:description" content="Creates a bar plot of the publication year distribution."></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+
+
+    <nav class="navbar navbar-expand-lg fixed-top bg-light" data-bs-theme="light" aria-label="Site navigation"><div class="container">
+
+    <a class="navbar-brand me-2" href="../index.html">finna</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.0.1.0000</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">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item"><a class="nav-link" href="../reference/index.html">Reference</a></li>
+<li class="nav-item dropdown">
+  <button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
+  <ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/refinemetadata.html">Refine, analyse, integrate &amp; visualize metadata</a></li>
+    <li><a class="dropdown-item" href="../articles/vignette.html">Introduction to finna</a></li>
+  </ul></li>
+<li class="nav-item"><a class="nav-link" href="../news/index.html">Changelog</a></li>
+      </ul><ul class="navbar-nav"></ul></div>
+
+
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+
+      <h1>Visualize Year Distribution</h1>
+      <small class="dont-index">Source: <a href="https://github.com/rOpenGov/finna/blob/main/R/visualizeFinna.R" class="external-link"><code>R/visualizeFinna.R</code></a></small>
+      <div class="d-none name"><code>visualize_year_distribution.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Creates a bar plot of the publication year distribution.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">visualize_year_distribution</span><span class="op">(</span><span class="va">year_data</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+
+
+<dl><dt id="arg-year-data">year_data<a class="anchor" aria-label="anchor" href="#arg-year-data"></a></dt>
+<dd><p>A tibble containing year distribution data (Year, count).</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    <p>A ggplot2 object representing the bar plot.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/rOpenGov/finna" class="external-link">finna</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">sibelius_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="search_finna.html">search_finna</a></span><span class="op">(</span><span class="st">"sibelius"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">refined_data</span> <span class="op">&lt;-</span> <span class="fu"><a href="refine_metadata.html">refine_metadata</a></span><span class="op">(</span><span class="va">sibelius_data</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">analysis_results</span> <span class="op">&lt;-</span> <span class="fu"><a href="analyze_metadata.html">analyze_metadata</a></span><span class="op">(</span><span class="va">refined_data</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">visualize_year_distribution</span><span class="op">(</span><span class="va">analysis_results</span><span class="op">$</span><span class="va">year_distribution</span><span class="op">)</span></span></span>
+<span class="r-plt img"><img src="visualize_year_distribution-1.png" alt="" width="700" height="433"></span>
+</code></pre></div>
+    </div>
+  </main><aside class="col-md-3"><nav id="toc" aria-label="Table of contents"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p>Developed by Akewak Jeba, Leo Lahti.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+</div>
+
+    </footer></div>
+
+
+
+
+
+  </body></html>
+
diff --git a/search.json b/search.json
index 8ae4224..49b7ef0 100644
--- a/search.json
+++ b/search.json
@@ -1 +1 @@
-[{"path":"/LICENSE.html","id":null,"dir":"","previous_headings":"","what":"License","title":"License","text":"Copyright (c) 2024 Akewak Jeba,Leo Lahti Permission hereby granted, free charge, person obtaining copy software associated documentation files (“Software”), deal Software without restriction, including without limitation rights use, copy, modify, merge, publish, distribute, sublicense, /sell copies Software, permit persons Software furnished , subject following conditions: copyright notice permission notice shall included copies substantial portions Software. SOFTWARE PROVIDED “”, WITHOUT WARRANTY KIND, EXPRESS IMPLIED, INCLUDING LIMITED WARRANTIES MERCHANTABILITY, FITNESS PARTICULAR PURPOSE NONINFRINGEMENT. EVENT SHALL AUTHORS COPYRIGHT HOLDERS LIABLE CLAIM, DAMAGES LIABILITY, WHETHER ACTION CONTRACT, TORT OTHERWISE, ARISING , CONNECTION SOFTWARE USE DEALINGS SOFTWARE.","code":""},{"path":"/articles/vignette.html","id":"introduction","dir":"Articles","previous_headings":"","what":"Introduction","title":"Introduction to finna","text":"vignette provides overview use finna package…","code":"library(finna) record <- search_finna(\"sibelius\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Sibelius favourites : … Sibel… 2001  NA       Äänite… orkeste… Lapin … NA     ##  2 Sibelius                Tappe… 1967  NA       Taidet… NA       Jyväsk… NA     ##  3 Sibelius                Favén… NA    NA       Taidet… kaljuus… Lahden… NA     ##  4 Sibelius                Tawas… 2003  fin      Kirja,… Sibeliu… Anders… NA     ##  5 Sibelius                Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… NA     ##  6 SIBELIUS                TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… NA     ##  7 Sibelius                Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… NA     ##  8 Sibelius                Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… NA     ##  9 Sibelius                Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… NA     ## 10 Sibelius                Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"free-text-search","dir":"Articles","previous_headings":"Introduction","what":"Free text search","title":"Introduction to finna","text":"","code":"library(finna) result <- search_finna(\"Jansson Tove\") print(result) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Lehtileikkeet : Jansso… NA     NA    fin      Muu/Mä… Jansson… PIKI-k… NA     ##  2 Tove Jansson            Ørjas… 1985  nor      Kirja,… Jansson… Helka-… Gylde… ##  3 Tove Jansson            NA     1969  NA       Kuva, … kirjail… Museov… NA     ##  4 Tove Jansson            Jones… 1984  eng      Kirja,… Jansson… Helka-… Twayn… ##  5 Tove Jansson            Grave… 2022  eng      Kirja,… Jansson… Eepos-… The i… ##  6 Tove Jansson            Koivu… 2005  fin      Lehti/… Jansson… Kansal… Suomi… ##  7 Tove Jansson            Janss… 2016  eng      Kirja,… Jansson… Itä-Su… NA     ##  8 Lars Jansson ja Tove J… NA     1963  NA       Kuva, … HBL; ki… Museov… NA     ##  9 Lars Jansson ja Tove J… NA     1963  NA       Kuva, … HBL; ki… Museov… NA     ## 10 Tove Jansson            NA     1994  eng      Lehti/… Jansson… Kansal… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"search-phrase-examples","dir":"Articles","previous_headings":"Introduction","what":"Search phrase examples","title":"Introduction to finna","text":"","code":"library(finna) phrase <- search_finna(\"bicycle\") print(phrase) ## # A tibble: 100 × 8 ##    Title                 Author   Year  Language Formats Subjects Library Series ##    <chr>                 <chr>    <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Bicycle thieves       Sica, V… 1981  eng      Kirja,… Italia.… Turun … NA     ##  2 Bicycle revolution    Kalima,… 2009  zxx      Äänite… 2000-20… Helmet… NA     ##  3 Bicycle revolution    NA       2009  zxx      Äänite… NA       PIKI-k… NA     ##  4 Bicycle rider         Sciosci… 1983  eng      Kirja,… NA       Varast… NA     ##  5 Bicycle boogie        Gaddy, … 1987  eng      Äänite… NA       Eepos-… NA     ##  6 Bicycle USA           League … 1984  eng      Opinnä… Cycling… Jyväsk… NA     ##  7 Christopher's bicycle Middlet… 2013  eng      Kirja,… Nibble,… Helmet… NA     ##  8 Bicycle diaries       Byrne, … 2010  eng      Kirja,… Byrne, … Lastu-… NA     ##  9 Bicycle safety        NA       1900  eng      Kirja,… NA       Varast… NA     ## 10 Bicycle revolution    NA       2009  NA       Äänite… NA       Kansal… NA     ## # ℹ 90 more rows library(finna) phrase <- search_finna(\"farm OR farming\") print(phrase) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Farm families and fami… Ollil… 1999  eng      Kirja,… investo… Helka-… Worki… ##  2 Farm crops              Boatf… 1983  eng      Kirja,… NA       Varast… Farmi… ##  3 Farm machinery          Bell,… 1985  eng      Kirja,… maatalo… Helka-… Farmi… ##  4 Farm workshop           Bell,… 1981  eng      Kirja,… worksho… Helka-… Farmi… ##  5 Corporate farming and … Great… 1970  eng      Kirja,… Farm co… Varast… NA     ##  6 Farm machinery          Bell,… 1996  eng      Kirja,… NA       Varast… NA     ##  7 Farm machinery          Bell,… 1989  eng      Kirja,… koneet.… Helka-… NA     ##  8 Farm business manageme… Nutha… 2011  eng      Kirja,… maatila… Seinäj… NA     ##  9 Farm computer news      NA     1981  eng      Lehti/… NA       Varast… NA     ## 10 Dairy farm business ma… Slate… 1983  eng      Kirja,… Dairy f… Helka-… NA     ## # ℹ 90 more rows"},{"path":[]},{"path":"/articles/vignette.html","id":"and","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"AND","title":"Introduction to finna","text":"Example 2","code":"library(finna) Combination <- search_finna(\"nutrition AND (diet OR lifestyle)\") print(Combination) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Lifestyle nutrition     Dwyer… 2001  eng      Kirja,… Health … Helka-… Lifes… ##  2 Diet and nutrition      Evans… 1984  eng      Kirja,… NA       Varast… NA     ##  3 Nutrition and lifestyl… Maail… 1999  eng      Kirja,… Nutriti… Helka-… NA     ##  4 Nutrition, diet and he… Gibne… 1986  eng      Kirja,… NA       Helka-… NA     ##  5 Diet, nutrition, and c… Assem… 1982  eng      Kirja,… Cancer,… Jyväsk… NA     ##  6 Nutrition and diet the… Willi… 1985  eng      Kirja,… NA       Varast… NA     ##  7 Foods, diet, and nutri… Jones… 1970  eng      Kirja,… NA       Varast… NA     ##  8 Nutrition and diet the… Willi… 1977  eng      Kirja,… ravitse… Varast… NA     ##  9 Diet, nutrition, and h… Carro… 1989  eng      Kirja,… Nutriti… Jyväsk… NA     ## 10 Diet, nutrition, and i… Forse… 1994  eng      Kirja,… NA       Varast… NA     ## # ℹ 90 more rows library(finna) Combination_AND <- search_finna(\"Karisto AND Seppälä\") print(Combination_AND) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Junan viemä : muusikko… Karis… 2015  fin      Lehti/… muusiko… Kansal… Missä… ##  2 Maukas gradu : valmist… Karis… 2004  fin      Kirja,… tutkiel… Humani… NA     ##  3 Tee se! : sosiaalipoli… Karis… 2000  fin      Kirja,… kirjoit… Helka-… Työra… ##  4 [Kirja-arvostelu]       Karis… 2000  fin      Lehti/… Lehtola… Kansal… NA     ##  5 Lahden, Kariston ja va… Hiila… 2016  fin      Kirja,… Karisto… Itä-Su… NA     ##  6 Maukas gradu : valmist… Karis… 2004  fin      Kirja,… researc… 3AMK-k… NA     ##  7 [Kirja-arvostelu:Mauka… Ahpon… 2004  fin      Lehti/… Karisto… Kansal… NA     ##  8 Topin talvipuuhia       Seppä… 2010  fin      Kirja,… Siru,, … Anders… Koira… ##  9 [Kirja-arvostelu:Mauka… Kuusi… 2004  fin      Lehti/… Karisto… Kansal… NA     ## 10 Topi karkuteillä        Seppä… 2011  fin      Kirja,… Topi,, … Anders… Koira… ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"or","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"OR","title":"Introduction to finna","text":"","code":"library(finna) Combination_OR <- search_finna(\"Eastern Orthodoxy” OR “Orthodox Church\") print(Combination_OR) ## # A tibble: 48 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 \"Eastern Orthodox Chri… Geffe… 2016  eng      Kirja,… Orthodo… Itä-Su… NA     ##  2 \"The mystical as polit… Papan… 2012  eng      Kirja,… Christi… Jyväsk… NA     ##  3 \"Encounter between Eas… Pabst… 2009  eng      Kirja,… Philoso… Jyväsk… NA     ##  4 \"Orthodox construction… Demac… 2013  eng      Kirja,… Orthodo… Savoni… Ortho… ##  5 \"\\\"For I am wonderfull… Chern… 2017  eng      Kirja,… Orthodo… Helka-… NA     ##  6 \"Fundamentalism or Tra… Apple… 2019  eng      Kirja,… Orthodo… Savoni… Ortho… ##  7 \"The church's unholy w… Denys… 2023  eng      Kirja,… Orthodo… Itä-Su… NA     ##  8 \"Orthodox construction… Demac… 2013  eng      Kirja,… ortodok… Helka-… Ortho… ##  9 \"Proselytism and Ortho… Witte… 2009  eng      Kirja,… Russkai︠… Itä-Su… NA     ## 10 \"Orthodoxy and psychoa… Cazac… 2013  eng      Kirja,… Thermos… Itä-Su… Europ… ## # ℹ 38 more rows"},{"path":"/articles/vignette.html","id":"not","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"NOT","title":"Introduction to finna","text":"","code":"library(finna) Combination_OR <- search_finna(\"surrealism NOT (painting OR “visual arts”)\") print(Combination_OR) ## # A tibble: 100 × 8 ##    Title      Author              Year  Language Formats Subjects Library Series ##    <chr>      <chr>               <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Surrealism \"Caws, Mary Ann\"    2004  eng      Kirja,… kuvatai… Aalto-… Theme… ##  2 Surrealism \"Schneede, Uwe M.\"  1973  eng      Kirja,… NA       Jyväsk… The l… ##  3 Surrealism \"Chénieux-Gendron,… 1990  eng      Kirja,… NA       Helka-… Europ… ##  4 Surrealism \"Gualdoni, Flamini… 2008  eng      Kirja,… 1900-lu… Helmet… Skira… ##  5 Surrealism \"Dempsey, Amy\"      2019  eng      Kirja,… taidehi… Eepos-… Art e… ##  6 Surrealism \"Read, Herbert, Br… 1971  eng      Kirja,… surreal… Jyväsk… NA     ##  7 Surrealism \"Waldberg, Patrick… 1968  eng      Kirja,… surreal… Kansal… NA     ##  8 Surrealism \"Waldberg, Patrick\" 1978  eng      Kirja,… surreal… Helmet… NA     ##  9 Surrealism \"edited by Mary An… 2004  eng      Kirja,… surreal… Kansal… NA     ## 10 Surrealism \"Klingsöhr-Leroy, … 2009  eng      Kirja,… surreal… Helmet… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"isbnissn-search","dir":"Articles","previous_headings":"Introduction","what":"ISBN/ISSN search","title":"Introduction to finna","text":"","code":"library(finna) ISBN <- search_finna(\"978-951-31-6583-3\") print(ISBN) ## # A tibble: 1 × 8 ##   Title                    Author Year  Language Formats Subjects Library Series ##   <chr>                    <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ## 1 Tiesitkö tämän linnuist… Koski… 2012  fin      Kirja,… linnut;… Anders… NA"},{"path":[]},{"path":"/articles/vignette.html","id":"to-search-all-related-in-descending-order","dir":"Articles","previous_headings":"Sorting","what":"To search all related in descending order","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", sort = \"main_date_str des\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 He selvisivät sodasta   Kirve… 2024  fin      Kirja,… sotilaa… Anders… NA     ##  2 Yli-ihmisiä ja traagis… Frost… 2024  fin      Kirja,… Wagner,… Helka-… NA     ##  3 Eero Järnefelt          Järne… 2024  fin      Kirja,… Järnefe… Anders… Atene… ##  4 Eero Järnefelt          Järne… 2024  swe      Kirja,… Järnefe… Helle-… Atene… ##  5 Eero Järnefelt          Järne… 2024  eng      Kirja,… Järnefe… Helmet… Atene… ##  6 Solace                  NA     2024  zxx      Äänite… NA       Anders… NA     ##  7 Laulun juhlaa           Klas,… 2024  fin      Äänite… 2020-lu… Helmet… NA     ##  8 Solace                  Sibel… 2024  zxx      Äänite… NA       Taidey… NA     ##  9 A gardener's world : f… Fishe… 2024  eng      Äänite… NA       Anders… NA     ## 10 Sibelius, Prokofiev 1,… Janse… 2024  zxx      Äänite… NA       Eepos-… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"to-search-all-related-in-ascending-order","dir":"Articles","previous_headings":"Sorting","what":"To search all related in ascending order","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", sort = \"main_date_str asc\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Jean Sibelius : mestar… Kurje… 0000  fin      Kirja,… Sibeliu… Kansal… NA     ##  2 Lyyli Swanin kirje Nel… Swan,… 0000  NA       Teksti… NA       Suomal… NA     ##  3 Nelma Sibeliuksen kirj… Päivä… 0000  NA       Teksti… NA       Suomal… NA     ##  4 Nelma Sibeliuksen kirj… Sibel… 0000  NA       Teksti… NA       Suomal… NA     ##  5 Kaino Nelma Swanin mui… NA     0000  NA       Teksti… NA       Suomal… NA     ##  6 BIOGRAFICA              NA     0000  NA       Teksti… NA       Suomal… NA     ##  7 Nuorten- ja lastenkirj… NA     0000  NA       Teksti… NA       Suomal… NA     ##  8 Nuorten Kirja ry:n aiv… NA     0000  NA       Teksti… NA       Suomal… NA     ##  9 Malin-suvun sukupuu     NA     0000  NA       Teksti… NA       Suomal… NA     ## 10 Satujen käsikirjoituks… NA     0000  NA       Teksti… NA       Suomal… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"to-search-last-modified","dir":"Articles","previous_headings":"Sorting","what":"To search Last modified","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", sort = \"last_indexed desc\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Songs                   Sibel… 2001  swe      Äänite… 2000-20… Eepos-… Nordi… ##  2 Vedenhaltia : kunniano… Martt… 2010  zxx      Äänite… Marttin… Vanamo… NA     ##  3 Three early pieces for… Sibel… 2004  fin      Nuotti  kamarim… Helle-… NA     ##  4 Yksinlauluja            Sibel… 1998  swe      Äänite… 1890-lu… Helmet… Suomi… ##  5 Yhdessä                 NA     2006  NA       Äänite… Sibeliu… Vanamo… NA     ##  6 Tulikulkku : musiikkia… NA     1993  fin      Äänite… sovituk… Vanamo… Sibel… ##  7 Scandinavian rhapsody … NA     1994  eng      Äänite… NA       Kainet… NA     ##  8 Songs                   Sibel… 1994  swe      Äänite… yksinla… Anders… NA     ##  9 Maa on niin kaunis : H… Tilli… 1997  fin      Äänite… 1800-lu… Helmet… NA     ## 10 Symphony no. 7 in C op… Sibel… 1996  zxx      Äänite… NA       PIKI-k… The c… ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"to-search-last-added","dir":"Articles","previous_headings":"Sorting","what":"To search Last added","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", sort = \"first_indexed desc\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 \"Näyttelijän luovuuden… Heisk… 2023  fin      Opinnä… luovuus… Taidey… NA     ##  2 \"Sanasi, kiveen uponne… Tarki… 2016  zxx      Nuotti  NA       Kansal… NA     ##  3 \"Sibeliuksen puisto pe… Vyhti… 2024  NA       Kuva, … puistot… Helsin… NA     ##  4 \"Jean Sibelius (relief… Aalto… 1932  NA       Esine   reliefi… Sibeli… NA     ##  5 \"Jean Sibelius 1865-19… Aalto… 1945  NA       Esine   reliefi… Sibeli… NA     ##  6 \"Jean Sibelius (relief… Aalto… 1945  NA       Esine   reliefi… Sibeli… NA     ##  7 \"Taiteilija turvapaika… Kartt… 2017  fin      Kirja,… taiteil… Tekijä… ArtsE… ##  8 \"Katsaus Ferruccio Bus… Holms… 2023  fin      Opinnä… NA       Kansal… EST-j… ##  9 \"Contemporary Finnish … NA     1994  zxx      Äänite… NA       Maailm… NA     ## 10 \"Suomalaisia pienoisku… NA     1997  zxx      Nuotti  NA       Anders… NA     ## # ℹ 90 more rows"},{"path":"/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Akewak Jeba. Author, maintainer. Leo Lahti. Author.","code":""},{"path":"/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Jeba , Lahti L (2024). finna: R package Finna API. R package version 0.0.1.0000, https://github.com/rOpenGov/finna.","code":"@Manual{,   title = {finna: R package for Finna API},   author = {Akewak Jeba and Leo Lahti},   year = {2024},   note = {R package version 0.0.1.0000},   url = {https://github.com/rOpenGov/finna}, }"},{"path":"/index.html","id":"finna","dir":"","previous_headings":"","what":"R package for Finna API","title":"R package for Finna API","text":"goal finna retrieve data Finna API","code":""},{"path":"/index.html","id":"installation-instructions","dir":"","previous_headings":"","what":"Installation instructions","title":"R package for Finna API","text":"devel version FinnnaR can installed GitHub follows:","code":"# Install finna if not already installed if (!requireNamespace(\"finna\", quietly = TRUE)) {   remotes::install_github(\"rOpenGov/finna\") } remotes::install_github(\"rOpenGov/finna\")"},{"path":"/index.html","id":"example","dir":"","previous_headings":"","what":"Example","title":"R package for Finna API","text":"basic functionality finna can explored follows: search related descending order","code":"# Load the package library(finna) # Perform a simple search and print a table  record <- search_finna(\"sibelius\") head(record) record <- search_finna(\"sibelius\", sort = \"main_date_str des\") head(record)"},{"path":"/index.html","id":"code-of-conduct","dir":"","previous_headings":"","what":"Code of Conduct","title":"R package for Finna API","text":"Please note finna project released Contributor Code Conduct. contributing project, agree abide terms. Contributions welcome form feedback, issues pull requests. can find contributor guidelines finna .","code":""},{"path":"/index.html","id":"acknowledgements","dir":"","previous_headings":"","what":"Acknowledgements","title":"R package for Finna API","text":"Please note finna made possible thanks many R rOpenGov software authors, cited vignettes describing package. package developed using following resources: usethis generate initial template. Continuous code testing performed GitHub actions include R CMD check, Code coverage assessment possible thanks codecov. documentation website automatically updated thanks pkgdown. documentation formatted thanks devtools roxygen2.","code":""},{"path":"/index.html","id":"disclaimer","dir":"","previous_headings":"Acknowledgements","what":"Disclaimer","title":"R package for Finna API","text":"package way officially related endorsed Finna. using data retrieved Finna database work, please indicate data source Finna. re-use involves kind modification data text, please state clearly end user. See Finna policy copyright free re-use data detailed information certain exceptions.","code":""},{"path":"/reference/check_api_access.html","id":null,"dir":"Reference","previous_headings":"","what":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","title":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","text":"Check R access resources https://api.finna.fi/api/v1/?openapi","code":""},{"path":"/reference/check_api_access.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","text":"","code":"check_api_access()"},{"path":"/reference/check_api_access.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","text":"logical.","code":""},{"path":"/reference/check_api_access.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","text":"","code":"if (FALSE) { # \\dontrun{    check_api_access()  } # }"},{"path":"/reference/get_finna_records.html","id":null,"dir":"Reference","previous_headings":"","what":"Get Finna Records by IDs with Extended Options — get_finna_records","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"function retrieves multiple Finna records based vector record IDs. can specify fields return, language, pagination options.","code":""},{"path":"/reference/get_finna_records.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"","code":"get_finna_records(   ids,   field = NULL,   prettyPrint = FALSE,   lng = \"fi\",   page = 1,   limit = 100 )"},{"path":"/reference/get_finna_records.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"ids vector record IDs retrieve. field vector fields return. Defaults NULL, returns default fields. prettyPrint Logical; whether pretty-print response. Defaults FALSE. lng Language returned translated strings. Defaults \"fi\". page page number retrieve. Defaults 1. limit number records return per page. Defaults 20.","code":""},{"path":"/reference/get_finna_records.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"tibble containing retrieved records data provenance information.","code":""},{"path":"/reference/get_finna_records.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"","code":"records <- get_finna_records(\"fikka.3405646\", field = \"title\", prettyPrint = TRUE, lng = \"en-gb\") print(records) #> # A tibble: 1 × 10 #>   Title         Author Year  Language Formats Subjects Library Series provenance #>   <chr>         <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  <chr>      #> 1 Uimaveden pu… NA     NA    NA       NA      NA       NA      NA     Finna API… #> # ℹ 1 more variable: data_license <chr>"},{"path":"/reference/search_finna.html","id":null,"dir":"Reference","previous_headings":"","what":"Finna Index Search with Total Limit Option — search_finna","title":"Finna Index Search with Total Limit Option — search_finna","text":"function retrieves records Finna index option limit total number records returned. function paginates results, fetching records specified total limit reached.","code":""},{"path":"/reference/search_finna.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Finna Index Search with Total Limit Option — search_finna","text":"","code":"search_finna(   query = NULL,   type = \"AllFields\",   fields = NULL,   filters = NULL,   facets = NULL,   facetFilters = NULL,   sort = \"relevance,id asc\",   limit = 100,   lng = \"fi\",   prettyPrint = FALSE )"},{"path":"/reference/search_finna.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Finna Index Search with Total Limit Option — search_finna","text":"query description type string specifying type search. Options include \"AllFields\", \"Title\", \"Author\", \"Subject\". Defaults \"AllFields\". fields vector fields returned search results. Defaults NULL, returns standard set fields. filters vector filter queries refine search. Defaults NULL. facets vector specifying facets return results. Defaults NULL. facetFilters vector regular expressions filter facets. Defaults NULL. sort string defining sort order results. Options include: \"relevance,id asc\" (default) \"main_date_str desc\" (Year, newest first) \"main_date_str asc\" (Year, oldest first) \"last_indexed desc\" (Last modified) \"first_indexed desc\" (Last added) \"callnumber,id asc\" (Classmark) \"author,id asc\" (Author) \"title,id asc\" (Title) limit integer specifying total number records return across multiple pages. lng string language returned translated strings. Options \"fi\", \"en-gb\", \"sv\", \"se\". Defaults \"fi\". prettyPrint logical value indicating whether pretty-print JSON response. Useful debugging. Defaults FALSE.","code":""},{"path":"/reference/search_finna.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Finna Index Search with Total Limit Option — search_finna","text":"tibble containing search results relevant fields extracted provenance information.","code":""},{"path":"/reference/search_finna.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Finna Index Search with Total Limit Option — search_finna","text":"","code":"search_results <- search_finna(\"sibelius\", sort = \"main_date_str desc\", limit = 100) print(search_results) #> # A tibble: 100 × 8 #>    Title                   Author Year  Language Formats Subjects Library Series #>    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  #>  1 He selvisivät sodasta   Kirve… 2024  fin      Kirja,… sotilaa… Anders… NA     #>  2 Yli-ihmisiä ja traagis… Frost… 2024  fin      Kirja,… Wagner,… Helka-… NA     #>  3 Eero Järnefelt          Järne… 2024  fin      Kirja,… Järnefe… Anders… Atene… #>  4 Eero Järnefelt          Järne… 2024  swe      Kirja,… Järnefe… Helle-… Atene… #>  5 Eero Järnefelt          Järne… 2024  eng      Kirja,… Järnefe… Helmet… Atene… #>  6 Solace                  NA     2024  zxx      Äänite… NA       Anders… NA     #>  7 Laulun juhlaa           Klas,… 2024  fin      Äänite… 2020-lu… Helmet… NA     #>  8 Solace                  Sibel… 2024  zxx      Äänite… NA       Taidey… NA     #>  9 A gardener's world : f… Fishe… 2024  eng      Äänite… NA       Anders… NA     #> 10 Sibelius, Prokofiev 1,… Janse… 2024  zxx      Äänite… NA       Eepos-… NA     #> # ℹ 90 more rows"},{"path":"/news/index.html","id":"finna-development-version","dir":"Changelog","previous_headings":"","what":"finna (development version)","title":"finna (development version)","text":"Initial CRAN submission.","code":""}]
+[{"path":"/LICENSE.html","id":null,"dir":"","previous_headings":"","what":"License","title":"License","text":"Copyright (c) 2024 Akewak Jeba,Leo Lahti Permission hereby granted, free charge, person obtaining copy software associated documentation files (“Software”), deal Software without restriction, including without limitation rights use, copy, modify, merge, publish, distribute, sublicense, /sell copies Software, permit persons Software furnished , subject following conditions: copyright notice permission notice shall included copies substantial portions Software. SOFTWARE PROVIDED “”, WITHOUT WARRANTY KIND, EXPRESS IMPLIED, INCLUDING LIMITED WARRANTIES MERCHANTABILITY, FITNESS PARTICULAR PURPOSE NONINFRINGEMENT. EVENT SHALL AUTHORS COPYRIGHT HOLDERS LIABLE CLAIM, DAMAGES LIABILITY, WHETHER ACTION CONTRACT, TORT OTHERWISE, ARISING , CONNECTION SOFTWARE USE DEALINGS SOFTWARE.","code":""},{"path":"/articles/refinemetadata.html","id":"introduction","dir":"Articles","previous_headings":"","what":"Introduction","title":"Refine, analyse, integrate & visualize metadata","text":"vignette provides overview use finna package.","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) print(refined_data) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Sibelius favourites : … Sibel… 2001  Unknown… Äänite… orkeste… Lapin … Unkno… ##  2 Sibelius                Tappe… 1967  Unknown… Taidet… Unknown… Jyväsk… Unkno… ##  3 Sibelius                Favén… Unkn… Unknown… Taidet… kaljuus… Lahden… Unkno… ##  4 Sibelius                Tawas… 2003  fin      Kirja,… Sibeliu… Anders… Unkno… ##  5 Sibelius                Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… Unkno… ##  6 SIBELIUS                TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… Unkno… ##  7 Sibelius                Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… Unkno… ##  8 Sibelius                Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… Unkno… ##  9 Sibelius                Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… Unkno… ## 10 Sibelius                Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… Unkno… ## # ℹ 90 more rows sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) analysis_results <- analyze_metadata(refined_data) print(analysis_results) ## $format_distribution ## # A tibble: 10 × 2 ##    Formats                        n ##    <chr>                      <int> ##  1 Kirja, Kirja                  55 ##  2 Lehti/Artikkeli, Artikkeli    18 ##  3 Äänite, CD                    12 ##  4 Äänite, Äänilevy               6 ##  5 Video, DVD                     3 ##  6 Video, Elokuva, lyhyt          2 ##  7 Taideteos, Taideteos           1 ##  8 Taideteos, Veistos             1 ##  9 Video, Elokuva, pitkä          1 ## 10 Äänite, Musiikkitallenne       1 ##  ## $year_distribution ## # A tibble: 39 × 2 ##    Year      n ##    <chr> <int> ##  1 1948     10 ##  2 1945      8 ##  3 1997      8 ##  4 1998      6 ##  5 1968      5 ##  6 1999      5 ##  7 1996      4 ##  8 2003      4 ##  9 2015      4 ## 10 1949      3 ## # ℹ 29 more rows ##  ## $author_distribution ## # A tibble: 54 × 2 ##    Author                                          n ##    <chr>                                       <int> ##  1 Häyrynen, Antti                                13 ##  2 Sibelius, Jean                                 12 ##  3 Downes, Olin, Sjöblom, Paul, Jalas, Jussi       4 ##  4 Lampila, Hannu-Ilari                            4 ##  5 Ringbom, Nils-Eric                              4 ##  6 Pickenhayn, Jorge Oscar                         3 ##  7 Tawaststjerna, Erik                             3 ##  8 Tawaststjerna, Erik, Tawaststjerna, Erik T.     3 ##  9 Barnett, Andrew                                 2 ## 10 Gray, Cecil                                     2 ## # ℹ 44 more rows sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) analysis_results <- analyze_metadata(refined_data) visualize_year_distribution(analysis_results$year_distribution)"},{"path":"/articles/refinemetadata.html","id":"applying-the-visualize_top_20_titles-function","dir":"Articles","previous_headings":"Introduction","what":"1. Applying the visualize_top_20_titles() Function","title":"Refine, analyse, integrate & visualize metadata","text":"function visualize top 20 titles dataset.","code":"# Assuming you have a tibble with Finna metadata called `refined_data` top_20_titles_plot <- visualize_top_20_titles(refined_data)  # To display the plot print(top_20_titles_plot)"},{"path":"/articles/refinemetadata.html","id":"applying-the-visualize_format_distribution-function","dir":"Articles","previous_headings":"Introduction","what":"2. Applying the visualize_format_distribution() Function","title":"Refine, analyse, integrate & visualize metadata","text":"function visualizes distribution records format.","code":"# Plot the format distribution format_distribution_plot <- visualize_format_distribution(refined_data)  # To display the plot print(format_distribution_plot)"},{"path":"/articles/refinemetadata.html","id":"applying-the-visualize_library_distribution-function","dir":"Articles","previous_headings":"Introduction","what":"3. Applying the visualize_library_distribution() Function","title":"Refine, analyse, integrate & visualize metadata","text":"function shows distribution records library.","code":"# Plot the library distribution library_distribution_plot <- visualize_library_distribution(refined_data)  # To display the plot print(library_distribution_plot)"},{"path":"/articles/refinemetadata.html","id":"applying-the-visualize_author_distribution-function","dir":"Articles","previous_headings":"Introduction","what":"4. Applying the visualize_author_distribution() Function","title":"Refine, analyse, integrate & visualize metadata","text":"function visualizes distribution records author.","code":"# Plot the author distribution author_distribution_plot <- visualize_author_distribution(refined_data)  # To display the plot print(author_distribution_plot)"},{"path":"/articles/refinemetadata.html","id":"applying-the-visualize_subject_distribution-function","dir":"Articles","previous_headings":"Introduction","what":"5. Applying the visualize_subject_distribution() Function","title":"Refine, analyse, integrate & visualize metadata","text":"function visualizes distribution records subject.","code":"# Plot the subject distribution subject_distribution_plot <- visualize_subject_distribution(refined_data)  # To display the plot print(subject_distribution_plot)"},{"path":"/articles/vignette.html","id":"introduction","dir":"Articles","previous_headings":"","what":"Introduction","title":"Introduction to finna","text":"vignette provides overview use finna package. make simple search use following code. need bulk download use search_finna(\"sibelius\", limit = Inf)","code":"library(finna) record <- search_finna(\"sibelius\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Sibelius favourites : … Sibel… 2001  NA       Äänite… orkeste… Lapin … NA     ##  2 Sibelius                Tappe… 1967  NA       Taidet… NA       Jyväsk… NA     ##  3 Sibelius                Favén… NA    NA       Taidet… kaljuus… Lahden… NA     ##  4 Sibelius                Tawas… 2003  fin      Kirja,… Sibeliu… Anders… NA     ##  5 Sibelius                Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… NA     ##  6 SIBELIUS                TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… NA     ##  7 Sibelius                Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… NA     ##  8 Sibelius                Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… NA     ##  9 Sibelius                Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… NA     ## 10 Sibelius                Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"free-text-search","dir":"Articles","previous_headings":"Introduction","what":"Free text search","title":"Introduction to finna","text":"","code":"library(finna) result <- search_finna(\"Jansson Tove\") print(result) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Lehtileikkeet : Jansso… NA     NA    fin      Muu/Mä… Jansson… PIKI-k… NA     ##  2 Tove Jansson            NA     1994  eng      Lehti/… Jansson… Kansal… NA     ##  3 Tove Jansson            NA     1953  NA       Kuva, … seinäma… Museov… NA     ##  4 Tove Jansson            NA     1962  NA       Kuva, … HBL; di… Museov… NA     ##  5 Tove Jansson            Brand… 1953  NA       Kuva, … kirjail… Museov… NA     ##  6 Tove Jansson : [Vem oc… Tampe… 1994  fin      Kirja,… Jansson… Helka-… Tampe… ##  7 Tove Jansson            Karja… 2020  fin      Kirja,… NA       Kansal… NA     ##  8 Tove Jansson            Ørjas… 1985  nor      Kirja,… Jansson… Helka-… Gylde… ##  9 Tove Jansson            NA     1969  NA       Kuva, … kirjail… Museov… NA     ## 10 Tove Jansson            Jones… 1984  eng      Kirja,… Jansson… Helka-… Twayn… ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"search-phrase-examples","dir":"Articles","previous_headings":"Introduction","what":"Search phrase examples","title":"Introduction to finna","text":"","code":"library(finna) phrase <- search_finna(\"bicycle\") print(phrase) ## # A tibble: 100 × 8 ##    Title                 Author   Year  Language Formats Subjects Library Series ##    <chr>                 <chr>    <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Bicycle rider         Sciosci… 1983  eng      Kirja,… NA       Varast… NA     ##  2 Bicycle boogie        Gaddy, … 1987  eng      Äänite… NA       Eepos-… NA     ##  3 Bicycle USA           League … 1984  eng      Opinnä… Cycling… Jyväsk… NA     ##  4 Bicycle thieves       Sica, V… 1981  eng      Kirja,… Italia.… Turun … NA     ##  5 Bicycle revolution    Kalima,… 2009  zxx      Äänite… 2000-20… Helmet… NA     ##  6 Bicycle revolution    NA       2009  zxx      Äänite… NA       PIKI-k… NA     ##  7 Christopher's bicycle Middlet… 2013  eng      Kirja,… Nibble,… Helmet… NA     ##  8 Bicycle diaries       Byrne, … 2010  eng      Kirja,… Byrne, … Lastu-… NA     ##  9 Bicycle safety        NA       1900  eng      Kirja,… NA       Varast… NA     ## 10 Bicycle revolution    NA       2009  NA       Äänite… NA       Kansal… NA     ## # ℹ 90 more rows"},{"path":[]},{"path":"/articles/vignette.html","id":"and","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"AND","title":"Introduction to finna","text":"Use operator yield search results feature every term search field. write several words search field separate space, space function operator. Example 1 Example 2 example, two searches yield results:","code":"library(finna) Combination <- search_finna(\"nutrition AND (diet OR lifestyle)\") print(Combination) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Lifestyle nutrition     Dwyer… 2001  eng      Kirja,… Health … Helka-… Lifes… ##  2 Diet and nutrition      Evans… 1984  eng      Kirja,… NA       Varast… NA     ##  3 Nutrition and lifestyl… Maail… 1999  eng      Kirja,… Nutriti… Helka-… NA     ##  4 Diet, nutrition, and c… Assem… 1982  eng      Kirja,… Cancer,… Jyväsk… NA     ##  5 Nutrition and diet the… Willi… 1985  eng      Kirja,… NA       Varast… NA     ##  6 Foods, diet, and nutri… Jones… 1970  eng      Kirja,… NA       Varast… NA     ##  7 Nutrition and diet the… Willi… 1977  eng      Kirja,… ravitse… Varast… NA     ##  8 Nutrition and diet the… Lutz,… 2015  eng      Kirja,… Diet Th… 3AMK-k… NA     ##  9 Nutrition, Diet and Ca… Shank… 2012  eng      Kirja,… Medicin… Jyväsk… NA     ## 10 Nutrition and diet the… Willi… 1973  eng      Kirja,… NA       Varast… NA     ## # ℹ 90 more rows library(finna) no_Combination <- search_finna(\"Karisto Seppälä\") print(no_Combination) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Junan viemä : muusikko… Karis… 2015  fin      Lehti/… muusiko… Kansal… Missä… ##  2 Maukas gradu : valmist… Karis… 2004  fin      Kirja,… tutkiel… Humani… NA     ##  3 Tee se! : sosiaalipoli… Karis… 2000  fin      Kirja,… kirjoit… Helka-… Työra… ##  4 [Kirja-arvostelu]       Karis… 2000  fin      Lehti/… Lehtola… Kansal… NA     ##  5 Maukas gradu / valmist… Karis… 2004  fin      Kirja,… arvoste… Vaasan… NA     ##  6 Lahden, Kariston ja va… Hiila… 2016  fin      Kirja,… Karisto… Itä-Su… NA     ##  7 Maukas gradu : valmist… Karis… 2004  fin      Kirja,… researc… 3AMK-k… NA     ##  8 Topin talvipuuhia       Seppä… 2010  fin      Kirja,… Siru,, … Anders… Koira… ##  9 Topi karkuteillä        Seppä… 2011  fin      Kirja,… Topi,, … Anders… Koira… ## 10 Topi löytöretkillä      Seppä… 2009  fin      Kirja,… Siru,, … Anders… Koira… ## # ℹ 90 more rows library(finna) Combination_AND <- search_finna(\"Karisto AND Seppälä\") print(Combination_AND) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Junan viemä : muusikko… Karis… 2015  fin      Lehti/… muusiko… Kansal… Missä… ##  2 Maukas gradu : valmist… Karis… 2004  fin      Kirja,… tutkiel… Humani… NA     ##  3 Tee se! : sosiaalipoli… Karis… 2000  fin      Kirja,… kirjoit… Helka-… Työra… ##  4 [Kirja-arvostelu]       Karis… 2000  fin      Lehti/… Lehtola… Kansal… NA     ##  5 Maukas gradu / valmist… Karis… 2004  fin      Kirja,… arvoste… Vaasan… NA     ##  6 Lahden, Kariston ja va… Hiila… 2016  fin      Kirja,… Karisto… Itä-Su… NA     ##  7 Maukas gradu : valmist… Karis… 2004  fin      Kirja,… researc… 3AMK-k… NA     ##  8 Topin talvipuuhia       Seppä… 2010  fin      Kirja,… Siru,, … Anders… Koira… ##  9 Topi karkuteillä        Seppä… 2011  fin      Kirja,… Topi,, … Anders… Koira… ## 10 Topi löytöretkillä      Seppä… 2009  fin      Kirja,… Siru,, … Anders… Koira… ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"or","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"OR","title":"Introduction to finna","text":"operator expands search results. results show material feature least one search terms indicated. example, looking information Eastern Orthodox Church: Using operator return results feature one search terms.example search find results relating farms farming:","code":"library(finna) Combination_OR <- search_finna(\"Eastern Orthodoxy” OR “Orthodox Church\") print(Combination_OR) ## # A tibble: 48 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 \"Eastern Orthodox Chri… Geffe… 2016  eng      Kirja,… Orthodo… Itä-Su… NA     ##  2 \"The mystical as polit… Papan… 2012  eng      Kirja,… Christi… Jyväsk… NA     ##  3 \"Orthodox construction… Demac… 2013  eng      Kirja,… Orthodo… Savoni… Ortho… ##  4 \"Encounter between Eas… Pabst… 2009  eng      Kirja,… Philoso… Jyväsk… NA     ##  5 \"The church's unholy w… Denys… 2023  eng      Kirja,… Orthodo… Itä-Su… NA     ##  6 \"\\\"For I am wonderfull… Chern… 2017  eng      Kirja,… Orthodo… Helka-… NA     ##  7 \"Fundamentalism or Tra… Apple… 2019  eng      Kirja,… Orthodo… Savoni… Ortho… ##  8 \"Orthodox construction… Demac… 2013  eng      Kirja,… ortodok… Helka-… Ortho… ##  9 \"Proselytism and Ortho… Witte… 2009  eng      Kirja,… Russkai︠… Itä-Su… NA     ## 10 \"Orthodoxy and psychoa… Cazac… 2013  eng      Kirja,… Thermos… Itä-Su… Europ… ## # ℹ 38 more rows library(finna) phrase <- search_finna(\"farm OR farming\") print(phrase) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Farm families and fami… Ollil… 1999  eng      Kirja,… investo… Helka-… Worki… ##  2 Farm crops              Boatf… 1983  eng      Kirja,… NA       Varast… Farmi… ##  3 Farm machinery          Bell,… 1985  eng      Kirja,… maatalo… Helka-… Farmi… ##  4 Farm workshop           Bell,… 1981  eng      Kirja,… worksho… Helka-… Farmi… ##  5 Corporate farming and … Great… 1970  eng      Kirja,… Farm co… Varast… NA     ##  6 Farm machinery          Bell,… 1996  eng      Kirja,… NA       Varast… NA     ##  7 Farm machinery          Bell,… 1989  eng      Kirja,… koneet.… Helka-… NA     ##  8 Farm business manageme… Nutha… 2011  eng      Kirja,… maatila… Seinäj… NA     ##  9 Farm computer news      NA     1981  eng      Lehti/… NA       Varast… NA     ## 10 Dairy farm business ma… Slate… 1983  eng      Kirja,… Dairy f… Helka-… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"not","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"NOT","title":"Introduction to finna","text":"","code":"library(finna) Combination_OR <- search_finna(\"surrealism NOT (painting OR “visual arts”)\") print(Combination_OR) ## # A tibble: 100 × 8 ##    Title      Author              Year  Language Formats Subjects Library Series ##    <chr>      <chr>               <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Surrealism Klingsöhr-Leroy, C… 2009  eng      Kirja,… surreal… Helmet… NA     ##  2 Surrealism Brodskai͡a, N. V.    2018  eng      Kirja,… Surreal… Jyväsk… Art o… ##  3 Surrealism Lusty, Natalya      2021  eng      Kirja,… surreal… Kansal… Cambr… ##  4 Surrealism Duplessis, Yves, Y… 1978  eng      Kirja,… surreal… Kansal… NA     ##  5 Surrealism Pierre, José        1979  eng      Kirja,… NA       Varast… NA     ##  6 Surrealism Waldberg, Patrick   1978  eng      Kirja,… surreal… Helmet… NA     ##  7 Surrealism edited by Mary Ann… 2004  eng      Kirja,… surreal… Kansal… NA     ##  8 Surrealism Caws, Mary Ann      2004  eng      Kirja,… kuvatai… Aalto-… Theme… ##  9 Surrealism Schneede, Uwe M.    1973  eng      Kirja,… NA       Jyväsk… The l… ## 10 Surrealism Chénieux-Gendron, … 1990  eng      Kirja,… NA       Helka-… Europ… ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"search-operators-and--","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"Search operators + and !-","title":"Introduction to finna","text":"addition common Boolean operators (, , ), Finna uses + !- operators.","code":""},{"path":"/articles/vignette.html","id":"section","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"+","title":"Introduction to finna","text":"","code":"library(finna) search_oper <- search_finna(\"+economics Keynes”)\") print(search_oper) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Keynes' economics : me… Lawso… 1985  eng      Kirja,… NA       Itä-Su… NA     ##  2 Keynes' economics : me… Lawso… 1989  eng      Kirja,… NA       Åbo Ak… NA     ##  3 The new economics : Ke… Harri… 1947  eng      Kirja,… Keynes.… Svensk… NA     ##  4 The new economics : Ke… Harri… 1950  eng      Kirja,… Keynes,… Tamper… NA     ##  5 The New Economics : Ke… Harri… 1949  eng      Kirja,… keynesi… Edusku… NA     ##  6 The new economics : Ke… Harri… 1952  eng      Kirja,… Keynes,… Helka-… NA     ##  7 The new economics : Ke… Harri… 1949  eng      Kirja,… NA       Varast… NA     ##  8 The new economics : Ke… Harri… 1950  eng      Kirja,… NA       Varast… NA     ##  9 The new economics : Ke… Harri… 1948  eng      Kirja,… Keynes,… Kansal… NA     ## 10 The new economics : Ke… Harri… 1968  eng      Kirja,… NA       Turun … NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"section-1","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"!-","title":"Introduction to finna","text":"","code":"library(finna) search_oper <- search_finna(\"economics !-Keynes”)\") print(search_oper) ## # A tibble: 100 × 8 ##    Title     Author               Year  Language Formats Subjects Library Series ##    <chr>     <chr>                <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Economics Sloman, John, Wride… 2012  eng      Kirja,… Economi… 3AMK-k… NA     ##  2 Economics Parkin, Michael, Po… 2008  eng      Kirja,… kansant… Sataku… NA     ##  3 Economics Krugman, Paul R., W… 2008  eng      Kirja,… Economi… 3AMK-k… NA     ##  4 Economics Begg, David, FISCHE… 1991  eng      Kirja,… NA       Joki-k… NA     ##  5 Economics Samuelson, Paul A.,… 1992  eng      Kirja,… taloust… OUTI-k… NA     ##  6 Economics Lipsey, Richard G.,… 2007  eng      Kirja,… kansant… Aalto-… NA     ##  7 Economics Mankiw, N. Gregory,… 2010  eng      Kirja,… 2007-20… 3AMK-k… NA     ##  8 Economics Hubbard, R. Glenn, … 2008  eng      Kirja,… Economi… HAMK, … NA     ##  9 Economics Fischer, Stanley, D… 1983  eng      Kirja,… NA       Varast… NA     ## 10 Economics Parkin, Michael      2010  eng      Kirja,… NA       Aalto-… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"nb-the---operator-cannot-be-used-in-single-word-searches-","dir":"Articles","previous_headings":"Introduction > Combining search terms > !-","what":"NB! The !- operator cannot be used in single-word searches.","title":"Introduction to finna","text":"example, following search yield results:","code":"library(finna) search_oper <- search_finna(\"!-economics”)\") print(search_oper) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Päihdetilastollinen vu… NA     2013  fin      Kirja,… alkohol… 3AMK-k… Suome… ##  2 Sosiaali- ja terveysal… NA     2019  fin      Kirja,… tilasto… 3AMK-k… Suome… ##  3 Päihdetilastollinen vu… NA     2018  fin      Kirja,… alkohol… 3AMK-k… Suome… ##  4 Kyberturvallisuuden sa… Olin,… 2018  fin      Kirja,… kybertu… 3AMK-k… Sanas… ##  5 Teknologian arviointej… Markk… 2003  fin      Kirja,… teknolo… 3AMK-k… Edusk… ##  6 Työsuojelusanasto = Ar… Sanas… 2006  fin      Kirja,… Diction… 3AMK-k… TSK    ##  7 Hyvä tieteellinen käyt… Tutki… 2002  fin      Kirja,… tutkimu… 3AMK-k… NA     ##  8 Nuorten terveystapatut… Rimpe… 2007  fin      Kirja,… altistu… 3AMK-k… Sosia… ##  9 Mahdollisuuksien ikkun… Holma… 2008  fin      Kirja,… Turun a… 3AMK-k… Turun… ## 10 Mini-intervention jalk… Seppä… 2008  fin      Kirja,… Communi… 3AMK-k… Sosia… ## # ℹ 90 more rows"},{"path":[]},{"path":"/articles/vignette.html","id":"use-of-wildcards","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"Use of wildcards","title":"Introduction to finna","text":"NB! wildcard symbols (* ?) first character search term","code":""},{"path":"/articles/vignette.html","id":"asterisk","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"* (Asterisk)","title":"Introduction to finna","text":"search term may truncated end asterisk. example, find search results terms competition, competitions, competitor competitiveness, use search term: Example 1 asterisk may also used middle search term replace one characters. example, search terms color colour, use search term: Example 2","code":"library(finna) search_Asterisk <- search_finna(\"competit*”)\") print(search_Asterisk) ## # A tibble: 13 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 De jure vitae et necis… Nägel… 1826  lat      Kirja,… NA       Kansal… NA     ##  2 Hugonis Grotii Mare li… Groti… 1632  lat      Kirja,… NA       Kansal… NA     ##  3 Mare Liberum sive de I… Groti… 1609  lat      Kirja,… NA       Edusku… NA     ##  4 Commentatio de norma r… Lengn… 1722  lat      Kirja,… NA       Kansal… NA     ##  5 De controversiis Sveco… Mitho… 1656  lat      Kirja,… NA       Kansal… NA     ##  6 Georgii Ludovici Boehm… Böhme… 1755  lat      Kirja,… NA       Kansal… NA     ##  7 Yhteissidos =  Samling… NA     2019  eng      Kirja,… NA       Turun … NA     ##  8 Advances in competitiv… Ameri… 1993  eng      Opinnä… Competi… Kajaan… NA     ##  9 Yhteissidos = Samlings… NA     1679  fra      Kirja,… NA       Kansal… NA     ## 10 Hugonis de Grotii De j… Groti… 1720  lat      Kirja,… NA       Kansal… NA     ## 11 Constructing boundarie… Berns… 2000  eng      Kirja,… Labor m… Jyväsk… SUNY … ## 12 Yhteissidos = Samlings… NA     1739  deu      Kirja,… NA       Kansal… NA     ## 13 Operation mode strateg… Lahti… 2016  fin      Opinnä… liiketo… Tamper… NA library(finna) search_Asterisk <- search_finna(\"colo*r”)\") print(search_Asterisk) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 MCS '07 : ninth Intern… Lee, … 2007  eng      Kirja,… Image p… \"Itä-S… NA     ##  2 Exploring Realpolitik … Cusac… 1990  eng      Kirja,… kansain… \"Edusk… NA     ##  3 Economics and cultures  Wick,… 1996  eng      Kirja,… NA       \"Åbo A… NA     ##  4 The complete book of U… Senic… 1988  eng      Kirja,… NA       \"Maanp… NA     ##  5 Frontiers for freedom   Hoxie… 1952  eng      Kirja,… NA       \"Maanp… NA     ##  6 Soviet air power        Whiti… 1986  eng      Kirja,… NA       \"Maanp… NA     ##  7 Change in the internat… Holst… 1980  eng      Kirja,… kansain… \"Edusk… NA     ##  8 The German assault rif… Senic… 1987  eng      Kirja,… Assault… \"Maanp… NA     ##  9 The Stroessner era : a… Miran… 1990  eng      Kirja,… Stroess… \"Itä-S… NA     ## 10 Revolution, armies, an… Adelm… 1985  eng      Kirja,… NA       \"Maanp… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"question-mark","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"? (Question Mark)","title":"Introduction to finna","text":"question mark symbol replaces one character search term, enabling use different word forms. example, find results terms woman women, use search term:","code":""},{"path":"/articles/vignette.html","id":"isbnissn-search","dir":"Articles","previous_headings":"Introduction > Combining search terms","what":"ISBN/ISSN search","title":"Introduction to finna","text":"","code":"library(finna) ISBN <- search_finna(\"978-951-31-6583-3\") print(ISBN) ## # A tibble: 5 × 8 ##   Title                    Author Year  Language Formats Subjects Library Series ##   <chr>                    <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ## 1 Tiesitkö tämän linnuist… Koski… 2012  fin      Kirja,… linnut;… Vaasan… NA     ## 2 Tiesitkö tämän linnuist… Koski… 2012  fin      Kirja,… linnut;… Anders… NA     ## 3 Parasta on laulaa laulu… Lampi… 2009  fin      Nuotti  hengell… Vaasan… NA     ## 4 Säestäjän selkolaulukir… Herne… 2002  fin      Nuotti  NA       Vaasan… NA     ## 5 Suuri toivelaulukirja /… Leske… 2020  fin      Nuotti  NA       Vaasan… NA"},{"path":[]},{"path":"/articles/vignette.html","id":"to-search-all-related-in-descending-order","dir":"Articles","previous_headings":"Introduction > Sorting","what":"To search all related in descending order","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", sort = \"main_date_str des\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 He selvisivät sodasta   Kirve… 2024  fin      Kirja,… sotilaa… Anders… NA     ##  2 Yli-ihmisiä ja traagis… Frost… 2024  fin      Kirja,… Wagner,… Helka-… NA     ##  3 Eero Järnefelt          Järne… 2024  fin      Kirja,… Järnefe… Anders… Atene… ##  4 Eero Järnefelt          Järne… 2024  swe      Kirja,… Järnefe… Helle-… Atene… ##  5 Eero Järnefelt          Järne… 2024  eng      Kirja,… Järnefe… Helmet… Atene… ##  6 Solace                  NA     2024  zxx      Äänite… NA       Anders… NA     ##  7 Laulun juhlaa           Klas,… 2024  fin      Äänite… 2020-lu… Helmet… NA     ##  8 Solace                  Sibel… 2024  zxx      Äänite… NA       Taidey… NA     ##  9 A gardener's world : f… Fishe… 2024  eng      Äänite… NA       Anders… NA     ## 10 Sibelius, Prokofiev 1,… Janse… 2024  zxx      Äänite… NA       Eepos-… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"to-search-all-related-in-ascending-order","dir":"Articles","previous_headings":"Introduction > Sorting","what":"To search all related in ascending order","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", sort = \"main_date_str asc\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Jean Sibelius : mestar… Kurje… 0000  fin      Kirja,… Sibeliu… Kansal… NA     ##  2 Lyyli Swanin kirje Nel… Swan,… 0000  NA       Teksti… NA       Suomal… NA     ##  3 Nelma Sibeliuksen kirj… Päivä… 0000  NA       Teksti… NA       Suomal… NA     ##  4 Nelma Sibeliuksen kirj… Sibel… 0000  NA       Teksti… NA       Suomal… NA     ##  5 Kaino Nelma Swanin mui… NA     0000  NA       Teksti… NA       Suomal… NA     ##  6 BIOGRAFICA              NA     0000  NA       Teksti… NA       Suomal… NA     ##  7 Nuorten- ja lastenkirj… NA     0000  NA       Teksti… NA       Suomal… NA     ##  8 Nuorten Kirja ry:n aiv… NA     0000  NA       Teksti… NA       Suomal… NA     ##  9 Malin-suvun sukupuu     NA     0000  NA       Teksti… NA       Suomal… NA     ## 10 Satujen käsikirjoituks… NA     0000  NA       Teksti… NA       Suomal… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"to-search-last-modified","dir":"Articles","previous_headings":"Introduction > Sorting","what":"To search Last modified","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", sort = \"last_indexed desc\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Ars longa vita brevis … NA     2003  eng      Äänite… NA       Kuopio… NA     ##  2 Suuri joululaulukirja   Leske… 2022  fin      Nuotti  NA       Anders… NA     ##  3 Pikku pianistin joulus… Heikk… 2003  fin      Nuotti  ohjelmi… Lapin … NA     ##  4 Suomalainen joulu : ko… NA     2006  fin      Nuotti  NA       Vanamo… NA     ##  5 Canzonetta : op62a : p… Sibel… 1938  zxx      Nuotti  NA       Vanamo… NA     ##  6 15 ausgewählte Lieder … Sibel… 1966  deu      Nuotti  NA       Vanamo… NA     ##  7 Finlandia : op26 nro 7… Sibel… 1933  zxx      Nuotti  sovituk… Vanamo… NA     ##  8 Works for piano =  : K… Sibel… 2008  zxx      Nuotti  piano, … OUTI-k… Compl… ##  9 Lapsenpiika             Musto… 2014  fin      Kirja,… Eriksso… Anders… Seven  ## 10 Soiva L. Onerva. III :… Onerv… 2024  fin      Äänite… NA       Kansal… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"to-search-last-added","dir":"Articles","previous_headings":"Introduction > Sorting","what":"To search Last added","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", sort = \"first_indexed desc\") print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Hämyn lapsi             Merik… 2024  fin      Äänite… NA       Taidey… NA     ##  2 Nuottikirja : hengelli… NA     2014  zxx      Nuotti  NA       Kansal… NA     ##  3 Onneni saari = Min lyc… Melar… 1961  fin      Nuotti  NA       Kansal… NA     ##  4 Turisteja Sibelius-mon… Sipil… 2024  NA       Kuva, … matkail… Helsin… NA     ##  5 Turisteja Sibelius-mon… Sipil… 2024  NA       Kuva, … matkail… Helsin… NA     ##  6 Turisteja Sibelius-mon… Sipil… 2024  NA       Kuva, … matkail… Helsin… NA     ##  7 Jean Sibelius           Järne… 1906  NA       Taidet… NA       Kansal… NA     ##  8 Nordic Influences in V… Silén… 2024  fin      Lehti/… NA       Journa… Artik… ##  9 The Musical Anthropolo… Abram… 2024  eng      Opinnä… ethnogr… Taidey… EST-j… ## 10 Kortistot ja kokoelmal… Kansa… 2024  mul      Muu/Mä… kokoelm… Kansal… NA     ## # ℹ 90 more rows"},{"path":[]},{"path":"/articles/vignette.html","id":"fuzzy-search","dir":"Articles","previous_headings":"Introduction > Sorting > Fine-tuning your search","what":"Fuzzy search","title":"Introduction to finna","text":"Fuzzy search also yield results feature words similar search term. search operator ~ perform fuzzy search used final character single-word search. example, fuzzy search word roam also return results words foam roams.","code":"fuzzy_search <- search_finna(\"roam~\") ## No encoding supplied: defaulting to UTF-8. print(fuzzy_search) ## NULL"},{"path":"/articles/vignette.html","id":"proximity-search","dir":"Articles","previous_headings":"Introduction > Sorting > Fine-tuning your search","what":"Proximity search","title":"Introduction to finna","text":"Proximity searches look material search terms within specified distance, necessarily one .","code":"fuzzy_search <- search_finna(\"economics Keynes~10\") print(fuzzy_search) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Keynes and modern econ… Kurok… 2013  eng      Kirja,… Keynesi… Jyväsk… Routl… ##  2 Keynes' economics : me… Lawso… 1985  eng      Kirja,… NA       Itä-Su… NA     ##  3 Keynes' economics : me… Lawso… 1989  eng      Kirja,… NA       Åbo Ak… NA     ##  4 Keynes's impact on mon… Gilbe… 1982  eng      Kirja,… Keynesi… Turun … NA     ##  5 KEYNESIAN ECONOMICS     CODDI… 1983  eng      Kirja,… NA       Helmet… NA     ##  6 On Keynesian economics… Leijo… 1968  eng      Kirja,… Keynes,… Edusku… NA     ##  7 The shadow of Keynes :… Johns… 1978  eng      Kirja,… Keynes,… Helka-… NA     ##  8 The shadow of Keynes :… Johns… 1978  eng      Kirja,… Keynes,… Varast… NA     ##  9 John Maynard Keynes     David… 2007  eng      Kirja,… Keynes,… Aalto-… Great… ## 10 J.M.Keynes ja sodanjäl… Stolp… 1932  fin      Lehti/… Keynes,… Kansal… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"advanced-search-to-see-available-online","dir":"Articles","previous_headings":"Introduction","what":"Advanced search: to see available online","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", filters = c(\"free_online_boolean:1\")) print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Sibelius                Tappe… 1967  NA       Taidet… NA       Jyväsk… NA     ##  2 Sibelius                Favén… NA    NA       Taidet… kaljuus… Lahden… NA     ##  3 Evelina Sibelius, Jean… NA     1875  NA       Kuva, … NA       Sibeli… NA     ##  4 Aino Sibelius           Järne… 1895  NA       Taidet… NA       Kansal… NA     ##  5 Jean Sibelius           Eero … 1908  NA       Taidet… maalaus… Järven… NA     ##  6 Aino Sibelius           Järne… NA    NA       Taidet… NA       Kansal… NA     ##  7 SIBELIUS-MONUMENTTI     NA     1961  NA       Taidet… NA       Valkea… NA     ##  8 Jean Sibelius           NA     1904  NA       Kuva, … postiko… Loviis… NA     ##  9 Jean Sibelius           Linsé… 1880  NA       Kuva, … henkilö… Loviis… NA     ## 10 Pehr Sibelius           NA     NA    NA       Kuva, … muotoku… Loviis… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"search-image","dir":"Articles","previous_headings":"Introduction > Advanced search: to see available online","what":"search image","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", filters = c('~media_type_str_mv:\"0/image/\"')) print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Sibelius                Tappe… 1967  NA       Taidet… NA       Jyväsk… NA     ##  2 Sibelius                Favén… NA    NA       Taidet… kaljuus… Lahden… NA     ##  3 Sibelius                Sugan… 1967  NA       Kirja,… NA       Åbo Ak… NA     ##  4 Sibelius.               Tawas… 1968  NA       Kirja,… NA       Åbo Ak… NA     ##  5 Sibelius.               Picke… NA    NA       Kirja,… NA       Åbo Ak… NA     ##  6 Sibelius.               Schou… 1949  NA       Kirja,… NA       Åbo Ak… NA     ##  7 Sibelius.               Ottaw… 1968  NA       Kirja,… NA       Åbo Ak… NA     ##  8 Sibelius.               Ringb… 1948  NA       Kirja,… NA       Åbo Ak… NA     ##  9 Evelina Sibelius, Jean… NA     1875  NA       Kuva, … NA       Sibeli… NA     ## 10 Aino Sibelius           Järne… 1895  NA       Taidet… NA       Kansal… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"audio-book","dir":"Articles","previous_headings":"Introduction > Advanced search: to see available online","what":"Audio book","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", filters = c('~format:\"1/Book/AudioBook/\"')) print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Aino Sibelius           Kontt… 2020  fin      Kirja,… Sibeliu… Lastu-… NA     ##  2 Aino Sibelius           Kontt… 2019  fin      Kirja,… Sibeliu… Eepos-… NA     ##  3 Aino Sibelius           Kontt… 2019  fin      Kirja,… NA       Ratamo… NA     ##  4 Aino Sibelius           Kontt… 2019  fin      Kirja,… Sibeliu… Siilin… NA     ##  5 Aino Sibelius           Kontt… 2019  fin      Kirja,… Sibeliu… Eepos-… NA     ##  6 Sibelius Songs (cd)     Matti… 1995  NA       Kirja,… Illalle… Lapin … NA     ##  7 The Sibelius collection Sibel… 1994  zxx      Kirja,… NA       Joki-k… NA     ##  8 Aino Sibelius : Ihmeel… Kirve… 2020  fin      Kirja,… NA       Kansal… NA     ##  9 Aino Sibelius : ihmeel… Kirve… 2016  fin      Kirja,… Sibeliu… Lastu-… NA     ## 10 Aino Sibelius : ihmeel… Kirve… 2015  fin      Kirja,… Sibeliu… Eepos-… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"year-of-manufacture","dir":"Articles","previous_headings":"Introduction > Advanced search: to see available online","what":"Year of manufacture","title":"Introduction to finna","text":"","code":"record <- search_finna(\"sibelius\", filters = c('search_daterange_mv:\"overlap|[-5000 TO 5000]\"')) print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Sibelius favourites : … Sibel… 2001  NA       Äänite… orkeste… Lapin … NA     ##  2 Sibelius                Tappe… 1967  NA       Taidet… NA       Jyväsk… NA     ##  3 Sibelius                Tawas… 2003  fin      Kirja,… Sibeliu… Anders… NA     ##  4 Sibelius                Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… NA     ##  5 SIBELIUS                TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… NA     ##  6 Sibelius                Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… NA     ##  7 Sibelius                Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… NA     ##  8 Sibelius                Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… NA     ##  9 Sibelius                Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… NA     ## 10 Sibelius                Downe… 1945  fin      Kirja,… Sibeliu… Heili-… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"search-using-geofilter-syntax-geographical-region","dir":"Articles","previous_headings":"Introduction > Advanced search: to see available online","what":"Search using Geofilter syntax (Geographical region)","title":"Introduction to finna","text":"","code":"record <- search_finna(\"trump\", filters = c('{!geofilt sfield=location_geo pt=61.663987171517796,24.17263895273209 d=212.53603751769646}')) print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 naamio; Donald Trump -… NA     NA    NA       Esine   naamiai… Suomen… NA     ##  2 Helsinki 2018 -tapaami… Hoppa… 2018  NA       Kuva, … Helsink… Museov… NA     ##  3 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  4 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  5 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  6 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  7 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … kansain… Museov… NA     ##  8 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  9 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … kansain… Museov… NA     ## 10 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"geofilter-ouside-of-finland","dir":"Articles","previous_headings":"Introduction > Advanced search: to see available online","what":"geofilter ouside of finland","title":"Introduction to finna","text":"","code":"record <- search_finna(\"trump\", filters = c('{!geofilt sfield=location_geo pt=39.3130504637139,-76.33021295070648 d=281.83790818401854}')) print(record) ## # A tibble: 8 × 8 ##   Title                    Author Year  Language Formats Subjects Library Series ##   <chr>                    <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ## 1 Kulutusjuhlan vuokraisä… NA     1988  fin      Lehti/… Trump, … Kansal… NA     ## 2 A fool's errand : creat… Bunch… 2019  eng      Kirja,… Nationa… PIKI-k… NA     ## 3 Oath and honor : a memo… Chene… 2023  eng      Kirja,… Cheney,… Vaski-… NA     ## 4 Melania and me : the ri… Wolko… 2020  eng      Kirja,… Wolkoff… Helmet… NA     ## 5 The January 6 report : … The J… 2022  eng      Kirja,… Trump, … Tamper… NA     ## 6 Gotham unbound : the ec… Stein… 2014  eng      Kirja,… Yhdysva… Turun … NA     ## 7 The freaks came out to … Roman… 2024  eng      Kirja,… Village… Kansal… NA     ## 8 Sweet Manhattan : kohta… Simol… 2018  fin      Kirja,… Simola,… Anders… NA"},{"path":"/articles/vignette.html","id":"narrowing-the-search","dir":"Articles","previous_headings":"Introduction > Advanced search: to see available online","what":"Narrowing the search","title":"Introduction to finna","text":"narrowing search use codes combination follows search_finna(\"trump\", filters = c('{!geofilt sfield=location_geo pt=61.663987171517796,24.17263895273209 d=212.53603751769646}',author_facet:\"Häkkinen, Hannu\"')) search_finna(\"trump\", filters = c('{!geofilt sfield=location_geo pt=61.663987171517796,24.17263895273209 d=100}'), facetFilters = c('author_facet:\"Häkkinen, Hannu\"')) rather use specific search follows","code":"record <- search_finna(\"trump\", filters = c('~author_facet:\"Häkkinen, Hannu\"')) print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  2 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  3 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  4 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  5 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … kansain… Museov… NA     ##  6 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  7 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … kansain… Museov… NA     ##  8 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ##  9 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ## 10 Helsinki 2018 - tapaam… Häkki… 2018  NA       Kuva, … Helsink… Museov… NA     ## # ℹ 90 more rows"},{"path":"/articles/vignette.html","id":"specific-search","dir":"Articles","previous_headings":"Introduction > Advanced search: to see available online","what":"specific search","title":"Introduction to finna","text":"","code":"record <- search_finna(\"era:'2010-luku'\", filters = c('building:\"0/3AMK/\"'))"},{"path":"/articles/vignette.html","id":"search-without-removing-duplication","dir":"Articles","previous_headings":"Introduction > Advanced search: to see available online","what":"search without removing duplication","title":"Introduction to finna","text":"order search data without removing duplication example removing duplication can done follows","code":"record <- search_finna(\"era:'2010-luku'\", filters = c('finna.deduplication:\"0\"')) print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 MS Najaden (Fin), törm… Onnet… 2012  fin      Kirja,… Najaden… Åbo Ak… Tutki… ##  2 MS Najaden (Fin), törm… Onnet… 2012  fin      Kirja,… Najaden… Turun … Tutki… ##  3 Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Jyväsk… Rapor… ##  4 Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Oulun … Rapor… ##  5 Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Åbo Ak… Rapor… ##  6 Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Turun … Rapor… ##  7 Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Kansal… Rapor… ##  8 Activating dissonance … Nauha… 2021  fin      Kirja,… Taideyl… Kansal… Episo… ##  9 Pohjois-Eurooppa Venäj… Lavik… 2022  fin      Kirja,… 2010-lu… Åbo Ak… Valti… ## 10 Pohjois-Eurooppa Venäj… Lavik… 2022  fin      Kirja,… 2010-20… Oulun … Valti… ## # ℹ 90 more rows record <- search_finna(\"era:'2010-luku'\", filters = c('finna.deduplication:\"1\"')) print(record) ## # A tibble: 100 × 8 ##    Title                   Author Year  Language Formats Subjects Library Series ##    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  ##  1 MS Najaden (Fin), törm… Onnet… 2012  fin      Kirja,… NA       Oulun … Tutki… ##  2 Brilliant! : koru - va… Aro, … 2015  fin      Kirja,… korut.;… Helka-… NA     ##  3 Tilastoja Suomen ilmas… Jokin… 2021  fin      Kirja,… 1990-lu… Jyväsk… Rapor… ##  4 Tilastoja Suomen ilmas… Aalto… 2012  fin      Kirja,… ilmasto… Helka-… Rapor… ##  5 Finns abroad : new for… Heikk… 2011  eng      Kirja,… 2000-20… 3AMK-k… Migra… ##  6 Activating dissonance … Nauha… 2021  fin      Kirja,… Taideyl… Kansal… Episo… ##  7 Toimeentulotuki 2010-l… Kuiva… 2013  fin      Kirja,… 2010-lu… 3AMK-k… Rapor… ##  8 Maaliskuu               Tavi,… 2012  fin      Kirja,… runot, … Eepos-… Poesia ##  9 Tammikuu                Tavi,… 2012  fin      Kirja,… NA       Helka-… Poesia ## 10 Suomen kaivostoiminnan… Rissa… 2013  fin      Kirja,… 2010-lu… Itä-Su… Kemi-… ## # ℹ 90 more rows"},{"path":"/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Akewak Jeba. Author, maintainer. Leo Lahti. Author.","code":""},{"path":"/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Jeba , Lahti L (2024). finna: R package Finna API. R package version 0.0.1.0000, https://github.com/rOpenGov/finna.","code":"@Manual{,   title = {finna: R package for Finna API},   author = {Akewak Jeba and Leo Lahti},   year = {2024},   note = {R package version 0.0.1.0000},   url = {https://github.com/rOpenGov/finna}, }"},{"path":"/index.html","id":"finna","dir":"","previous_headings":"","what":"R package for Finna API","title":"R package for Finna API","text":"goal finna retrieve data Finna API","code":""},{"path":"/index.html","id":"installation-instructions","dir":"","previous_headings":"","what":"Installation instructions","title":"R package for Finna API","text":"devel version finna can installed GitHub follows:","code":"# Install finna if not already installed if (!requireNamespace(\"finna\", quietly = TRUE)) {   remotes::install_github(\"rOpenGov/finna\") } remotes::install_github(\"rOpenGov/finna\")"},{"path":"/index.html","id":"example","dir":"","previous_headings":"","what":"Example","title":"R package for Finna API","text":"basic functionality finna can explored follows: search related descending order","code":"# Load the package library(finna) # Perform a simple search and print a table  record <- search_finna(\"sibelius\") head(record) record <- search_finna(\"sibelius\", sort = \"main_date_str des\") head(record)"},{"path":"/index.html","id":"code-of-conduct","dir":"","previous_headings":"","what":"Code of Conduct","title":"R package for Finna API","text":"Please note finna project released Contributor Code Conduct. contributing project, agree abide terms. Contributions welcome form feedback, issues pull requests. can find contributor guidelines finna .","code":""},{"path":"/index.html","id":"acknowledgements","dir":"","previous_headings":"","what":"Acknowledgements","title":"R package for Finna API","text":"Please note finna made possible thanks many R rOpenGov software authors, cited vignettes describing package. package developed using following resources: usethis generate initial template. Continuous code testing performed GitHub actions include R CMD check, Code coverage assessment possible thanks codecov. documentation website automatically updated thanks pkgdown. documentation formatted thanks devtools roxygen2.","code":""},{"path":"/index.html","id":"disclaimer","dir":"","previous_headings":"Acknowledgements","what":"Disclaimer","title":"R package for Finna API","text":"package way officially related endorsed Finna. using data retrieved Finna database work, please indicate data source Finna. re-use involves kind modification data text, please state clearly end user. See Finna policy copyright free re-use data detailed information certain exceptions.","code":""},{"path":"/reference/analyze_metadata.html","id":null,"dir":"Reference","previous_headings":"","what":"Analyze Refined Finna Metadata — analyze_metadata","title":"Analyze Refined Finna Metadata — analyze_metadata","text":"Performs basic analysis Finna metadata, summarizing distribution formats, years, authors.","code":""},{"path":"/reference/analyze_metadata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Analyze Refined Finna Metadata — analyze_metadata","text":"","code":"analyze_metadata(metadata)"},{"path":"/reference/analyze_metadata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Analyze Refined Finna Metadata — analyze_metadata","text":"metadata tibble containing refined Finna metadata.","code":""},{"path":"/reference/analyze_metadata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Analyze Refined Finna Metadata — analyze_metadata","text":"list tibbles summaries formats, years, authors.","code":""},{"path":"/reference/analyze_metadata.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Analyze Refined Finna Metadata — analyze_metadata","text":"","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) analyze_metadata(refined_data) #> $format_distribution #> # A tibble: 10 × 2 #>    Formats                        n #>    <chr>                      <int> #>  1 Kirja, Kirja                  55 #>  2 Lehti/Artikkeli, Artikkeli    18 #>  3 Äänite, CD                    12 #>  4 Äänite, Äänilevy               6 #>  5 Video, DVD                     3 #>  6 Video, Elokuva, lyhyt          2 #>  7 Taideteos, Taideteos           1 #>  8 Taideteos, Veistos             1 #>  9 Video, Elokuva, pitkä          1 #> 10 Äänite, Musiikkitallenne       1 #>  #> $year_distribution #> # A tibble: 39 × 2 #>    Year      n #>    <chr> <int> #>  1 1948     10 #>  2 1945      8 #>  3 1997      8 #>  4 1998      6 #>  5 1968      5 #>  6 1999      5 #>  7 1996      4 #>  8 2003      4 #>  9 2015      4 #> 10 1949      3 #> # ℹ 29 more rows #>  #> $author_distribution #> # A tibble: 54 × 2 #>    Author                                          n #>    <chr>                                       <int> #>  1 Häyrynen, Antti                                13 #>  2 Sibelius, Jean                                 12 #>  3 Downes, Olin, Sjöblom, Paul, Jalas, Jussi       4 #>  4 Lampila, Hannu-Ilari                            4 #>  5 Ringbom, Nils-Eric                              4 #>  6 Pickenhayn, Jorge Oscar                         3 #>  7 Tawaststjerna, Erik                             3 #>  8 Tawaststjerna, Erik, Tawaststjerna, Erik T.     3 #>  9 Barnett, Andrew                                 2 #> 10 Gray, Cecil                                     2 #> # ℹ 44 more rows #>"},{"path":"/reference/check_api_access.html","id":null,"dir":"Reference","previous_headings":"","what":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","title":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","text":"Check R access resources https://api.finna.fi/api/v1/?openapi. function tests whether R can successfully connect Finna API attempting download API's OpenAPI specification.","code":""},{"path":"/reference/check_api_access.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","text":"","code":"check_api_access()"},{"path":"/reference/check_api_access.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","text":"logical indicating API accessible (TRUE) (FALSE).","code":""},{"path":"/reference/check_api_access.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Check access to https://api.finna.fi/api/v1/?openapi — check_api_access","text":"","code":"if (FALSE) { # \\dontrun{   # Check if the API is accessible   access <- check_api_access()   if (access) {     message(\"Finna API is accessible\")   } else {     message(\"Finna API is not accessible\")   } } # }"},{"path":"/reference/get_finna_records.html","id":null,"dir":"Reference","previous_headings":"","what":"Get Finna Records by IDs with Extended Options — get_finna_records","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"function retrieves multiple Finna records based vector record IDs. can specify fields return, language, pagination options.","code":""},{"path":"/reference/get_finna_records.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"","code":"get_finna_records(   ids,   field = NULL,   prettyPrint = FALSE,   lng = \"fi\",   page = 1,   limit = 100 )"},{"path":"/reference/get_finna_records.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"ids vector record IDs retrieve. field vector fields return. Defaults NULL, returns default fields. prettyPrint Logical; whether pretty-print response. Defaults FALSE. lng Language returned translated strings. Defaults \"fi\". page page number retrieve. Defaults 1. limit number records return per page. Defaults 20.","code":""},{"path":"/reference/get_finna_records.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"tibble containing retrieved records data provenance information.","code":""},{"path":"/reference/get_finna_records.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get Finna Records by IDs with Extended Options — get_finna_records","text":"","code":"records <- get_finna_records(\"fikka.3405646\", field = \"title\", prettyPrint = TRUE, lng = \"en-gb\") print(records) #> # A tibble: 1 × 10 #>   Title         Author Year  Language Formats Subjects Library Series provenance #>   <chr>         <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  <chr>      #> 1 Uimaveden pu… NA     NA    NA       NA      NA       NA      NA     Finna API… #> # ℹ 1 more variable: data_license <chr>"},{"path":"/reference/integrate_metadata.html","id":null,"dir":"Reference","previous_headings":"","what":"Integrate Finna Metadata with Another Dataset — integrate_metadata","title":"Integrate Finna Metadata with Another Dataset — integrate_metadata","text":"Merges Finna metadata another dataset using common key (e.g., \"Title\").","code":""},{"path":"/reference/integrate_metadata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Integrate Finna Metadata with Another Dataset — integrate_metadata","text":"","code":"integrate_metadata(metadata1, metadata2, key = \"Title\")"},{"path":"/reference/integrate_metadata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Integrate Finna Metadata with Another Dataset — integrate_metadata","text":"metadata1 tibble containing refined Finna metadata. metadata2 tibble containing another dataset merge Finna metadata. key string specifying key join . Defaults \"Title\".","code":""},{"path":"/reference/integrate_metadata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Integrate Finna Metadata with Another Dataset — integrate_metadata","text":"tibble containing merged dataset.","code":""},{"path":"/reference/integrate_metadata.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Integrate Finna Metadata with Another Dataset — integrate_metadata","text":"","code":"library(dplyr) #>  #> Attaching package: ‘dplyr’ #> The following objects are masked from ‘package:stats’: #>  #>     filter, lag #> The following objects are masked from ‘package:base’: #>  #>     intersect, setdiff, setequal, union finna_data <- search_finna(\"sibelius\")  # Example other dataset to merge with other_data <- tibble::tibble(   Title = c(\"Sibelius Symphony No. 5\", \"Finlandia\", \"Valse Triste\"),   Rating = c(5, 4, 3) )  # Integrate the two datasets by \"Title\" integrated_data <- integrate_metadata(finna_data, other_data, key = \"Title\") print(integrated_data) #> # A tibble: 103 × 9 #>    Title            Author Year  Language Formats Subjects Library Series Rating #>    <chr>            <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>   <dbl> #>  1 Sibelius favour… Sibel… 2001  NA       Äänite… orkeste… Lapin … NA         NA #>  2 Sibelius         Tappe… 1967  NA       Taidet… NA       Jyväsk… NA         NA #>  3 Sibelius         Favén… NA    NA       Taidet… kaljuus… Lahden… NA         NA #>  4 Sibelius         Tawas… 2003  fin      Kirja,… Sibeliu… Anders… NA         NA #>  5 Sibelius         Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… NA         NA #>  6 SIBELIUS         TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… NA         NA #>  7 Sibelius         Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… NA         NA #>  8 Sibelius         Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… NA         NA #>  9 Sibelius         Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… NA         NA #> 10 Sibelius         Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… NA         NA #> # ℹ 93 more rows"},{"path":"/reference/refine_metadata.html","id":null,"dir":"Reference","previous_headings":"","what":"Refine Finna Metadata — refine_metadata","title":"Refine Finna Metadata — refine_metadata","text":"Refines Finna metadata tibble keeping relevant fields cleaning missing values.","code":""},{"path":"/reference/refine_metadata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Refine Finna Metadata — refine_metadata","text":"","code":"refine_metadata(data)"},{"path":"/reference/refine_metadata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Refine Finna Metadata — refine_metadata","text":"data tibble containing raw Finna metadata.","code":""},{"path":"/reference/refine_metadata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Refine Finna Metadata — refine_metadata","text":"tibble selected, cleaned metadata fields.","code":""},{"path":"/reference/refine_metadata.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Refine Finna Metadata — refine_metadata","text":"","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refine_metadata(sibelius_data) #> # A tibble: 100 × 8 #>    Title                   Author Year  Language Formats Subjects Library Series #>    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  #>  1 Sibelius favourites : … Sibel… 2001  Unknown… Äänite… orkeste… Lapin … Unkno… #>  2 Sibelius                Tappe… 1967  Unknown… Taidet… Unknown… Jyväsk… Unkno… #>  3 Sibelius                Favén… Unkn… Unknown… Taidet… kaljuus… Lahden… Unkno… #>  4 Sibelius                Tawas… 2003  fin      Kirja,… Sibeliu… Anders… Unkno… #>  5 Sibelius                Ringb… 1948  fin      Kirja,… Sibeliu… Eepos-… Unkno… #>  6 SIBELIUS                TÖRNE… 1945  fin      Kirja,… SIBELIU… Helle-… Unkno… #>  7 Sibelius                Lampi… 1995  fin      Kirja,… Sibeliu… Kansal… Unkno… #>  8 Sibelius                Lampi… 2005  fin      Kirja,… Sibeliu… Kansal… Unkno… #>  9 Sibelius                Lampi… 1984  fin      Kirja,… Sibeliu… Kansal… Unkno… #> 10 Sibelius                Tawas… 1997  fin      Kirja,… Sibeliu… Kansal… Unkno… #> # ℹ 90 more rows"},{"path":"/reference/search_finna.html","id":null,"dir":"Reference","previous_headings":"","what":"Finna Index Search with Total Limit Option — search_finna","title":"Finna Index Search with Total Limit Option — search_finna","text":"function retrieves records Finna index option limit total number records returned. function paginates results, fetching records specified total limit reached.","code":""},{"path":"/reference/search_finna.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Finna Index Search with Total Limit Option — search_finna","text":"","code":"search_finna(   query = NULL,   type = \"AllFields\",   fields = NULL,   filters = NULL,   facets = NULL,   facetFilters = NULL,   sort = \"relevance,id asc\",   limit = 100,   lng = \"fi\",   prettyPrint = FALSE )"},{"path":"/reference/search_finna.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Finna Index Search with Total Limit Option — search_finna","text":"query description type string specifying type search. Options include \"AllFields\", \"Title\", \"Author\", \"Subject\". Defaults \"AllFields\". fields vector fields returned search results. Defaults NULL, returns standard set fields. filters vector filter queries refine search. Defaults NULL. facets vector specifying facets return results. Defaults NULL. facetFilters vector regular expressions filter facets. Defaults NULL. sort string defining sort order results. Options include: \"relevance,id asc\" (default) \"main_date_str desc\" (Year, newest first) \"main_date_str asc\" (Year, oldest first) \"last_indexed desc\" (Last modified) \"first_indexed desc\" (Last added) \"callnumber,id asc\" (Classmark) \"author,id asc\" (Author) \"title,id asc\" (Title) limit integer specifying total number records return across multiple pages. lng string language returned translated strings. Options \"fi\", \"en-gb\", \"sv\", \"se\". Defaults \"fi\". prettyPrint logical value indicating whether pretty-print JSON response. Useful debugging. Defaults FALSE.","code":""},{"path":"/reference/search_finna.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Finna Index Search with Total Limit Option — search_finna","text":"tibble containing search results relevant fields extracted provenance information.","code":""},{"path":"/reference/search_finna.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Finna Index Search with Total Limit Option — search_finna","text":"","code":"search_results <- search_finna(\"sibelius\", sort = \"main_date_str desc\", limit = 100) print(search_results) #> # A tibble: 100 × 8 #>    Title                   Author Year  Language Formats Subjects Library Series #>    <chr>                   <chr>  <chr> <chr>    <chr>   <chr>    <chr>   <chr>  #>  1 He selvisivät sodasta   Kirve… 2024  fin      Kirja,… sotilaa… Anders… NA     #>  2 Yli-ihmisiä ja traagis… Frost… 2024  fin      Kirja,… Wagner,… Helka-… NA     #>  3 Eero Järnefelt          Järne… 2024  fin      Kirja,… Järnefe… Anders… Atene… #>  4 Eero Järnefelt          Järne… 2024  swe      Kirja,… Järnefe… Helle-… Atene… #>  5 Eero Järnefelt          Järne… 2024  eng      Kirja,… Järnefe… Helmet… Atene… #>  6 Solace                  NA     2024  zxx      Äänite… NA       Anders… NA     #>  7 Laulun juhlaa           Klas,… 2024  fin      Äänite… 2020-lu… Helmet… NA     #>  8 Solace                  Sibel… 2024  zxx      Äänite… NA       Taidey… NA     #>  9 A gardener's world : f… Fishe… 2024  eng      Äänite… NA       Anders… NA     #> 10 Sibelius, Prokofiev 1,… Janse… 2024  zxx      Äänite… NA       Eepos-… NA     #> # ℹ 90 more rows"},{"path":"/reference/visualize_author_distribution.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize Distribution by Authors — visualize_author_distribution","title":"Visualize Distribution by Authors — visualize_author_distribution","text":"Creates bar plot showing distribution records authors.","code":""},{"path":"/reference/visualize_author_distribution.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize Distribution by Authors — visualize_author_distribution","text":"","code":"visualize_author_distribution(metadata)"},{"path":"/reference/visualize_author_distribution.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize Distribution by Authors — visualize_author_distribution","text":"metadata tibble containing refined Finna metadata, \"Author\" column.","code":""},{"path":"/reference/visualize_author_distribution.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize Distribution by Authors — visualize_author_distribution","text":"ggplot2 object showing distribution records authors.","code":""},{"path":"/reference/visualize_author_distribution.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize Distribution by Authors — visualize_author_distribution","text":"","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) visualize_author_distribution(refined_data)"},{"path":"/reference/visualize_format_distribution.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize Distribution by Formats — visualize_format_distribution","title":"Visualize Distribution by Formats — visualize_format_distribution","text":"Creates bar plot showing distribution records formats.","code":""},{"path":"/reference/visualize_format_distribution.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize Distribution by Formats — visualize_format_distribution","text":"","code":"visualize_format_distribution(metadata)"},{"path":"/reference/visualize_format_distribution.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize Distribution by Formats — visualize_format_distribution","text":"metadata tibble containing refined Finna metadata, \"Formats\" column.","code":""},{"path":"/reference/visualize_format_distribution.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize Distribution by Formats — visualize_format_distribution","text":"ggplot2 object showing distribution records formats.","code":""},{"path":"/reference/visualize_format_distribution.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize Distribution by Formats — visualize_format_distribution","text":"","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) visualize_format_distribution(refined_data)"},{"path":"/reference/visualize_library_distribution.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize Distribution by Libraries — visualize_library_distribution","title":"Visualize Distribution by Libraries — visualize_library_distribution","text":"Creates bar plot showing distribution records libraries.","code":""},{"path":"/reference/visualize_library_distribution.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize Distribution by Libraries — visualize_library_distribution","text":"","code":"visualize_library_distribution(metadata)"},{"path":"/reference/visualize_library_distribution.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize Distribution by Libraries — visualize_library_distribution","text":"metadata tibble containing refined Finna metadata, \"Library\" column.","code":""},{"path":"/reference/visualize_library_distribution.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize Distribution by Libraries — visualize_library_distribution","text":"ggplot2 object showing distribution records libraries.","code":""},{"path":"/reference/visualize_library_distribution.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize Distribution by Libraries — visualize_library_distribution","text":"","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) visualize_library_distribution(refined_data)"},{"path":"/reference/visualize_subject_distribution.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize Distribution by Subjects — visualize_subject_distribution","title":"Visualize Distribution by Subjects — visualize_subject_distribution","text":"Creates bar plot showing distribution records subjects.","code":""},{"path":"/reference/visualize_subject_distribution.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize Distribution by Subjects — visualize_subject_distribution","text":"","code":"visualize_subject_distribution(metadata)"},{"path":"/reference/visualize_subject_distribution.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize Distribution by Subjects — visualize_subject_distribution","text":"metadata tibble containing refined Finna metadata, \"Subjects\" column.","code":""},{"path":"/reference/visualize_subject_distribution.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize Distribution by Subjects — visualize_subject_distribution","text":"ggplot2 object showing distribution records subjects.","code":""},{"path":"/reference/visualize_subject_distribution.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize Distribution by Subjects — visualize_subject_distribution","text":"","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) visualize_subject_distribution(refined_data)"},{"path":"/reference/visualize_top_20_titles.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize Top-20 Titles by Count — visualize_top_20_titles","title":"Visualize Top-20 Titles by Count — visualize_top_20_titles","text":"Creates bar plot showing top-20 frequent titles counts.","code":""},{"path":"/reference/visualize_top_20_titles.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize Top-20 Titles by Count — visualize_top_20_titles","text":"","code":"visualize_top_20_titles(metadata)"},{"path":"/reference/visualize_top_20_titles.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize Top-20 Titles by Count — visualize_top_20_titles","text":"metadata tibble containing refined Finna metadata, \"Title\" column.","code":""},{"path":"/reference/visualize_top_20_titles.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize Top-20 Titles by Count — visualize_top_20_titles","text":"ggplot2 object showing bar plot top-20 titles.","code":""},{"path":"/reference/visualize_top_20_titles.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize Top-20 Titles by Count — visualize_top_20_titles","text":"","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) visualize_top_20_titles(refined_data)"},{"path":"/reference/visualize_year_distribution.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize Year Distribution — visualize_year_distribution","title":"Visualize Year Distribution — visualize_year_distribution","text":"Creates bar plot publication year distribution.","code":""},{"path":"/reference/visualize_year_distribution.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize Year Distribution — visualize_year_distribution","text":"","code":"visualize_year_distribution(year_data)"},{"path":"/reference/visualize_year_distribution.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize Year Distribution — visualize_year_distribution","text":"year_data tibble containing year distribution data (Year, count).","code":""},{"path":"/reference/visualize_year_distribution.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize Year Distribution — visualize_year_distribution","text":"ggplot2 object representing bar plot.","code":""},{"path":"/reference/visualize_year_distribution.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize Year Distribution — visualize_year_distribution","text":"","code":"library(finna) sibelius_data <- search_finna(\"sibelius\") refined_data <- refine_metadata(sibelius_data) analysis_results <- analyze_metadata(refined_data) visualize_year_distribution(analysis_results$year_distribution)"},{"path":"/news/index.html","id":"finna-development-version","dir":"Changelog","previous_headings":"","what":"finna (development version)","title":"finna (development version)","text":"Initial CRAN submission.","code":""}]
diff --git a/sitemap.xml b/sitemap.xml
index a762f25..69f1951 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,13 +3,23 @@
 <url><loc>/LICENSE-text.html</loc></url>
 <url><loc>/LICENSE.html</loc></url>
 <url><loc>/articles/index.html</loc></url>
+<url><loc>/articles/refinemetadata.html</loc></url>
 <url><loc>/articles/vignette.html</loc></url>
 <url><loc>/authors.html</loc></url>
 <url><loc>/index.html</loc></url>
 <url><loc>/news/index.html</loc></url>
+<url><loc>/reference/analyze_metadata.html</loc></url>
 <url><loc>/reference/check_api_access.html</loc></url>
 <url><loc>/reference/get_finna_records.html</loc></url>
 <url><loc>/reference/index.html</loc></url>
+<url><loc>/reference/integrate_metadata.html</loc></url>
+<url><loc>/reference/refine_metadata.html</loc></url>
 <url><loc>/reference/search_finna.html</loc></url>
+<url><loc>/reference/visualize_author_distribution.html</loc></url>
+<url><loc>/reference/visualize_format_distribution.html</loc></url>
+<url><loc>/reference/visualize_library_distribution.html</loc></url>
+<url><loc>/reference/visualize_subject_distribution.html</loc></url>
+<url><loc>/reference/visualize_top_20_titles.html</loc></url>
+<url><loc>/reference/visualize_year_distribution.html</loc></url>
 </urlset>
 
