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    <title>cavaliba.com – Data</title>
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    <description>Recent content in Data on cavaliba.com</description>
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    <item>
      <title>Schema</title>
      <link>http://localhost:1313/docs/data/schema/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      
      <guid>http://localhost:1313/docs/data/schema/</guid>
      <description>
        
        
        &lt;p&gt;&lt;strong&gt;Schema&lt;/strong&gt; are definitions of top-level asset families : Devices, Applications, Laptops, Projects, Customers, Books, Facilities, Cooking Receipes, Invoices, etc.&lt;/p&gt;
&lt;h2&gt;Create a simple Schema&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;create-a-simple-schema&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#create-a-simple-schema&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;To manage laptops (for example), you can define a simple Schema:&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_schema&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;laptop&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;User Laptops      &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;Go to the import tool from the left sidebar, and paste this YAML snippet.
Clic on import. You can now manage &lt;code&gt;laptops&lt;/code&gt;
objects from the UI.&lt;/p&gt;
&lt;p&gt;You can also use the &lt;code&gt;CLI&lt;/code&gt; command :&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;$ cavaliba load files/import/laptop.yaml&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;To create a first laptop object in the new Schema, either use the Web UI (edit), or import the following YAML snippet:&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;laptop&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;pc0001&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Evan&amp;#39;s laptop      &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;h2&gt;Schema Reference&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;schema-reference&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#schema-reference&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_schema&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_action&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;create/delete/update/enable/disable&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;string&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;string&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;is_enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;boolean&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;int&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;string&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_options&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;p_admin&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;PERMISSION_NAME&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;p_read&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;   &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;PERMISSION_NAME&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;p_create&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;PERMISSION_NAME&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;p_update&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;PERMISSION_NAME&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;p_delete&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;PERMISSION_NAME&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;p_import&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;PERMISSION_NAME&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;p_export&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;PERMISSION_NAME&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname_mode&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;edit(*) | auto&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname_label&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;STRING&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname_label&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;STRING&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;icon&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;ICON (ex. fa-question)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;FIELDNAME1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;(...)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;   &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;h2&gt;Reserved Schema names&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;reserved-schema-names&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#reserved-schema-names&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Some internal/builtin schema names are reserved and are not available for user-defined schemaes:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;_schema&lt;/li&gt;
&lt;li&gt;_user&lt;/li&gt;
&lt;li&gt;_group&lt;/li&gt;
&lt;li&gt;_role&lt;/li&gt;
&lt;li&gt;_permission&lt;/li&gt;
&lt;li&gt;_apikey&lt;/li&gt;
&lt;li&gt;_enumerate&lt;/li&gt;
&lt;li&gt;_dataview&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;Builtin Fields&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;builtin-fields&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#builtin-fields&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;All  Schema share a small number of builtin fields.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;keyname&lt;/strong&gt; - primary key - unique name of the Schema ; no special chars ; must be unique. Some options exists to hide/auto-generate keyname if a user friendly value is not needed.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;displayname&lt;/strong&gt; - a short label for humans to read&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;is_enabled&lt;/strong&gt; - true/false ; disabled objects are not available to regular users.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;_options&lt;/strong&gt; - dictionary of Schema options. See below&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;page&lt;/strong&gt; - string, page name in the Web UI displaying the list of available DataClasses&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;order&lt;/strong&gt; - int, display order in the Web UI&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;Schema _options&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;schema-_options&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#schema-_options&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;icon&lt;/strong&gt; - string, name of a FontAwsome Icon to display in UI&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;permissions&amp;hellip;&lt;/strong&gt; - a set of permissions to control authorizations on instances&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;keyname_label&lt;/strong&gt; : User friendly label for builtin keyname field.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;keyname_mode&lt;/strong&gt; : either edit (default) or auto (automatic uuid string)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;displayname_label&lt;/strong&gt; : User friendly label for builtin displayname field.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;Schema Fields&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;schema-fields&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#schema-fields&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Each Schema can have zero or more custom fields. These fields can be single-valued or multi-valued. They have a type from one of the available field types.&lt;/p&gt;
&lt;p&gt;Field name must be a valid slug string (unique, no special character) within the Schema.&lt;/p&gt;
&lt;p&gt;See &lt;a href=&#34;http://localhost:1313/docs/data/fieldtypes&#34; &gt;Field Types&lt;/a&gt;&lt;/p&gt;
&lt;h2&gt;Schema Example&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;schema-example&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#schema-example&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;This example create a Schema to manage user Laptops.&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c&#34;&gt;# Asset = User Laptops&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_schema&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;laptop&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;User Laptops&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;is_enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;kc&#34;&gt;yes&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;200&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Data&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_options&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;     &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;icon&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;fa-laptop&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;serial&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;serial_number&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;General&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;100&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;string&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;               
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;hostname&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;General&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;110&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;string&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;os&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Operating System&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;General&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;120&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;enumerate&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat_ext&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;enumerate_os&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;site&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;      
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Site&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;schema&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat_ext&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;site&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;130&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;General&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;cardinal_min&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;0&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;cardinal_max&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;owner&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;      
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;User&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;user&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;140&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;General&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;cardinal_min&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;0&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;cardinal_max&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;0&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;purchase_date&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Purchase date&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;date&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;waranty_end_date&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Waranty end date&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;date&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;bitlocker&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Bitlocker&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Security&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;500&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;boolean&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;

      </description>
    </item>
    
    <item>
      <title>Field and Types</title>
      <link>http://localhost:1313/docs/data/fieldtypes/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      
      <guid>http://localhost:1313/docs/data/fieldtypes/</guid>
      <description>
        
        
        &lt;p&gt;Schemas have fields. Fields define attribute or properties of asset families.
When you design a Schema for an asset familiy, you must decide what fields to create to describe your asset families.&lt;/p&gt;
&lt;p&gt;Example:&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_schema&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;laptop&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;brand&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;string&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;cpu&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;int&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;Here, &lt;code&gt;brand&lt;/code&gt; and &lt;code&gt;cpu&lt;/code&gt; are fields for the &lt;code&gt;laptop&lt;/code&gt; schema. They define what a laptop is.&lt;/p&gt;
&lt;p&gt;Fields can be added/removed later, during the lifetime of a schema.&lt;/p&gt;
&lt;p&gt;For example, you decide that a laptop asset should have a disk size field. You can upload the following definition which will add this field to the Data model for laptops, as well as the UI, REST API, etc.&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_schema&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;laptop&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;disk_size_gb&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;int&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat_ext&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;gte_0&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Disk Size in GB&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;You can now edit/uptade existing object to provide this additional information.&lt;/p&gt;
&lt;h2&gt;Field format reference&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;field-format-reference&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#field-format-reference&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_schema&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;(...)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;FIELDNAME&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;FIELDTYPE             // int|float|...&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat_ext&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;OPTIONS          // optional, depends on selected FIELDTYPE&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;A_NICE_FIELDNAME     // optional&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Hint for Humans      // optional&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;cardinal_min&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;INT                 // optional (default 0)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;cardinal_max&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;INT                 // optional (default 1)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;page&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;MYPAGE                      // optional&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;order&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;INT                        // optional&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;default&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;A_VALUE                  // optional&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;   &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;OTHER_FIELDNAME&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;   &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;(...)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;where:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;FIELDNAME&lt;/strong&gt; is the name of the field in the database&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;displayname&lt;/strong&gt; is a user-friendly name for humans&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;description&lt;/strong&gt; is a user-friendly line of text provided in the UI to assist users&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;dataformat&lt;/strong&gt; is the main Field TYpe for this field. See below&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;dataformat_ext&lt;/strong&gt;  provides additional information to the dataformat, such as constraints or parameters.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;cardinal_min&lt;/strong&gt; defines the minimum number of mandatory values. 0 means the field is optional. Default is 0.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;cardinal_max&lt;/strong&gt; defines the maximum number of accepted values. 0 means no limit (multi-valued), 1 means at most one value (single-valued field). Default is 1.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;default&lt;/strong&gt; - default value if none provided at creation time (UI, API, import)&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;Field Types&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;field-types&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#field-types&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;The available Field Types are described extensively in the next section.&lt;/p&gt;

      </description>
    </item>
    
    <item>
      <title>Enumerate</title>
      <link>http://localhost:1313/docs/data/enumerate/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      
      <guid>http://localhost:1313/docs/data/enumerate/</guid>
      <description>
        
        
        &lt;p&gt;Enumerate are lists of predefined values which can be used as a FieldType when designing Data Model and defining Schema. Enumerate values have various additional options : display widget, description or intended use, etc.&lt;/p&gt;
&lt;p&gt;In the UI, when editing an asset, users will be presented with a list of available values only. When displaying an asset, nice widgets can be presented to users.&lt;/p&gt;
&lt;p&gt;Enumerate usecase examples:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;status&lt;/strong&gt; : OK, KO, N/A&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;maturity_level&lt;/strong&gt; : Good, Medium, Average, Bad, Terrible, NotAvailable, Unkown, ToBeChecked,  &amp;hellip;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;grade&lt;/strong&gt; : A,B,C,D,E&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;fruits&lt;/strong&gt;  : apple, pear, mango, &amp;hellip;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;publish_status&lt;/strong&gt; : draft, published, retracted&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;color&lt;/strong&gt; :  red, blue, yellow&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;Create an enumerate&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;create-an-enumerate&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#create-an-enumerate&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Enumerates are implemented with a builtin Schema &lt;code&gt;_enumerate&lt;/code&gt; and can thus be managed from the Web UI, REST API, console CLI, import/export, etc.&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_enumerate&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;country&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Country List&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;List (enumerate) of valid countries&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;content&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;|&lt;/span&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Belgium&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Canada&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Australia&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Italy&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Other&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;h2&gt;Use an enumerate&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;use-an-enumerate&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#use-an-enumerate&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;A schema can declare fields of &lt;code&gt;dataformat: enumerate&lt;/code&gt;.  The &lt;code&gt;dataformat_ext&lt;/code&gt; contains the name of the enumerate to be used.&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_schema&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;vacation&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Our Vacations&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Schema for our Vacations&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;(...)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;country&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;     &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;enumerate&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;     &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;dataformat_ext&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;country      // name of the enumerate to use&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;Every object will have an (optional) field named &lt;code&gt;country&lt;/code&gt; with a value constrained by the available enumerate values (Belgium, Italy, &amp;hellip;)&lt;/p&gt;
&lt;h2&gt;More attributes per enumerate value&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;more-attributes-per-enumerate-value&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#more-attributes-per-enumerate-value&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;A selected enumerate value can inject additional values to the object.&lt;/p&gt;
&lt;p&gt;Consider this new &lt;code&gt;country&lt;/code&gt; enumerate:&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_enumerate&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;country2&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Country List&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;List (enumerate) of valid countries&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;content&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;|&lt;/span&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Belgium&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      iso: BE                 // new attribute in addition to value
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Canada&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      iso: CA
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Australia&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      iso: AU
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Italy&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      iso: IT
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;Other&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      iso: ??&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;Now, if your vacation Schema uses the country2 enumerate, each vacation object will have:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;a &lt;code&gt;country&lt;/code&gt; attribute with the enumerate value selected (Belgim)&lt;/li&gt;
&lt;li&gt;a &lt;code&gt;country__iso&lt;/code&gt; attribute with the associated ISO Country code.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;The rule is that additional enumerate info besides value, get automatically injected as new fields with a name consisting of the original field name (country), plus a double underscore (&lt;code&gt;__&lt;/code&gt;), plus the additional attribute name (iso)&lt;/p&gt;
&lt;h2&gt;Additional attributes have type&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;additional-attributes-have-type&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#additional-attributes-have-type&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Consider the following enumerate (from the test suite):&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_enumerate&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;enumerate_test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Enumerate Test ABCDE&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Enumerate Test ABCDE&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;content&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;|&lt;/span&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;A&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      long: &amp;#34;A - OK&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      widget: &amp;#34;green_circle&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      num: 1
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      description: &amp;#34;Use if perfect&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      enumstring: string AAA
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      enumint: int 111
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      enumfloat: float 111.1
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      enumboolean: boolean no
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    (...)
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    - value: &amp;#34;complex&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      widget: &amp;#39;html &amp;lt;span class=&amp;#34;badge bg-dark&amp;#34;&amp;gt;Widget&amp;lt;/span&amp;gt; &amp;amp;nbsp;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      enumstring: string test_enum_string
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      enumint: int 123
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      enumfloat: float 99.95
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      enumboolean: boolean no&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;Injected fields will be cast to the provided field type.&lt;/p&gt;
&lt;p&gt;For example, numerical values, can be used later in the procession of data (dataviews), to create numerical aggregate (min, max, avg, &amp;hellip;)&lt;/p&gt;
&lt;h2&gt;widget special attribute&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;widget-special-attribute&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#widget-special-attribute&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;A special widget attribute is available to provide enhanced visual effects, such as HTML pills, badge, etc.&lt;/p&gt;
&lt;p&gt;Some predefined widget values automatically mapped to coloured bullets:&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;pre&gt;&lt;code&gt;    &amp;#34;red_circle&amp;#34;:    &amp;#34;&amp;amp;#x1f534;&amp;#34;,
    &amp;#34;orange_circle&amp;#34;: &amp;#34;&amp;amp;#x1F7E0;&amp;#34;,
    &amp;#34;yellow_circle&amp;#34;: &amp;#34;&amp;amp;#x1F7E1;&amp;#34;,
    &amp;#34;green_circle&amp;#34;:  &amp;#34;&amp;amp;#x1F7E2;&amp;#34;,
    &amp;#34;purple_circle&amp;#34;: &amp;#34;&amp;amp;#x1F7E3;&amp;#34;,
    &amp;#34;brown_circle&amp;#34;:  &amp;#34;&amp;amp;#x1F7E4;&amp;#34;,
    &amp;#34;blue_circle&amp;#34;:   &amp;#34;&amp;amp;#x1F535;&amp;#34;,
    &amp;#34;white_circle&amp;#34;:  &amp;#34;&amp;amp;#x25EF;&amp;#34;,
    &amp;#34;black_circle&amp;#34;:  &amp;#34;&amp;amp;#x2B24;&amp;#34;,      # large
    &amp;#34;default&amp;#34; : &amp;#34;&amp;#34;
    &lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;
    &lt;img src=&#34;../enumerate_widget.png&#34; alt=&#34;List&#34; loading=&#34;lazy&#34; /&gt;&lt;/p&gt;
&lt;h2&gt;Builtin enumerate&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;builtin-enumerate&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#builtin-enumerate&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Cavaliba comes with the following builtin enumerates:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;sirene_category&lt;/li&gt;
&lt;li&gt;sirene_severity&lt;/li&gt;
&lt;li&gt;status_monitor_type&lt;/li&gt;
&lt;li&gt;ipam_vlan_family&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;You can inspect them in the Web UI.&lt;/p&gt;

      </description>
    </item>
    
    <item>
      <title>DataViews</title>
      <link>http://localhost:1313/docs/data/dataview/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      
      <guid>http://localhost:1313/docs/data/dataview/</guid>
      <description>
        
        
        &lt;p&gt;A &lt;code&gt;dataview&lt;/code&gt; is a useful component in Cavaliba to improve access to relevant information.&lt;/p&gt;
&lt;p&gt;It enables data administrator to create predefined views of Schemas and objects. These predefined views contains  subsets of fields from a Schema. Users can select a dataview from a list in the Web UI for faster access to the data they need.&lt;/p&gt;
&lt;p&gt;You can define multiple DataViews per Schema for different type of users or different needs.&lt;/p&gt;
&lt;p&gt;For exeample, a &lt;code&gt;site&lt;/code&gt; Schema describing various locations, headquarters, facilities, factories, buildings, for a company, could use an &amp;lsquo;Address&amp;rsquo; dataview, which would display only the relevant fields to Postal/Address such as City, Zipcode, Street, Country. Other dataviews for the same Schema could present Organization, Key Figures, Activities, etc.&lt;/p&gt;
&lt;h2&gt;DataView objects&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;dataview-objects&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#dataview-objects&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;DataViews are implemented as a special builtin Schema and can thus be managed from the Web UI, REST API, console CLI, import/export, etc.&lt;/p&gt;
&lt;h2&gt;Create a Dataview&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;create-a-dataview&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#create-a-dataview&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_dataview&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;site_postal&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;target_class&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;site&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;MySiteView_postal&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;This View displays Geographical information about sites&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;content&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;|&lt;/span&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    columns:
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      - SiteName:
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;          from: keyname
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      - Address:
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;          from: address 
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      - zipcode
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      - city
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      - country
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      - ISO
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;           from: country__iso
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;This configuration will create a dataview named &lt;code&gt;site_postal&lt;/code&gt; for the (target_class) &lt;code&gt;site&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;The &lt;strong&gt;from&lt;/strong&gt; option defines a source field which provides content for that column. An invalid &lt;strong&gt;from&lt;/strong&gt; value will create an empty column. The intended use of the &lt;strong&gt;column/from&lt;/strong&gt; pattern is to provide a way to provide nicer (custom, translated, compact, &amp;hellip;) column names to users.&lt;/p&gt;
&lt;p&gt;Some new operators may be added in the future, like aggregate values or computed values from other columns.&lt;/p&gt;
&lt;h2&gt;Use a dataview&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;use-a-dataview&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#use-a-dataview&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;In the Web UI, the dataview selector is next to the Action button.&lt;/p&gt;
&lt;p&gt;
    &lt;img src=&#34;../dataview_postal.png&#34; alt=&#34;dataview&#34; loading=&#34;lazy&#34; /&gt;&lt;/p&gt;
&lt;h2&gt;Default dataview&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;default-dataview&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#default-dataview&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;A schema without any associated dataviews will present default informations in the Web UI, comprising keyname, displayname and last_update. This is not very useful.&lt;/p&gt;
&lt;p&gt;You should create a default dataview for each Schema to present more relevant information by default.&lt;/p&gt;
&lt;p&gt;By design, a default dataview is named with the schema name with an &lt;code&gt;_default&lt;/code&gt; suffix.&lt;/p&gt;
&lt;p&gt;Example (from the builtin Sirene Notification Application):&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_dataview&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;sirene_template_default&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;target_class&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;sirene_template&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Default&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;is_enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;kc&#34;&gt;True&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Default DataView for Sirene Templates&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;content&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;|&lt;/span&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;    columns:
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;       - keyname
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;       - displayname
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;       - Category:
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;            from: category
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;       - Severity:
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;            from: severity
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;       - Hint:
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;            from: hint&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;

      </description>
    </item>
    
    <item>
      <title>Authorizations</title>
      <link>http://localhost:1313/docs/data/205_authorization/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      
      <guid>http://localhost:1313/docs/data/205_authorization/</guid>
      <description>
        
        
        &lt;h2&gt;Data Authorization model&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;data-authorization-model&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#data-authorization-model&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;User access to Data Ressources requires a combination of &lt;strong&gt;two&lt;/strong&gt; authorizations:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;Global - Operations Authorization on All Data Ressources  (access/read/write/&amp;hellip;) ; given by Permissions.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Class/Schema - Operations Authorizations on specific Class/Schema ; given by Roles attached to Class/Schema&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;h2&gt;Global permissions&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;global-permissions&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#global-permissions&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Global operations on all Data objects is controlled by a small set Permissions.&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;pre&gt;&lt;code&gt;     (&amp;#34;p_data_access&amp;#34;, &amp;#34;Access UI&amp;#34;, &amp;#34;&amp;#34;, False),
     (&amp;#34;p_data_class_ro&amp;#34;, &amp;#34;Access RO on classes&amp;#34;, &amp;#34;&amp;#34;, False),
     (&amp;#34;p_data_class_rw&amp;#34;, &amp;#34;Access RWD on classes&amp;#34;, &amp;#34;&amp;#34;, False),
     (&amp;#34;p_data_schema_ro&amp;#34;, &amp;#34;Schema RO&amp;#34;, &amp;#34;&amp;#34;, False),
     (&amp;#34;p_data_schema_rw&amp;#34;, &amp;#34;Schema RWD&amp;#34;, &amp;#34;&amp;#34;, False),
     (&amp;#34;p_data_instance_ro&amp;#34;, &amp;#34;Global RO on instances&amp;#34;, &amp;#34;&amp;#34;, False),
     (&amp;#34;p_data_instance_rw&amp;#34;, &amp;#34;Global RWD on instances&amp;#34;, &amp;#34;&amp;#34;, False),
     (&amp;#34;p_data_import&amp;#34;, &amp;#34;Use file or YAML import tool&amp;#34;, &amp;#34;&amp;#34;, False),
     (&amp;#34;p_data_admin&amp;#34;, &amp;#34;Other sensitive actions on data app&amp;#34;, &amp;#34;&amp;#34;, False),&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;you may provide thes Permissions to users through standard Role/Group. You can use Built-in Roles.&lt;/p&gt;
&lt;h2&gt;Built-in Roles&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;built-in-roles&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#built-in-roles&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Give the following Roles to Users and Groups to provide Global Authorization.&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;l&#34;&gt;ROLES_BUILTIN = {&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;#39;role_data_ro&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_access&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_class_ro&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_schema_ro&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_instance_ro&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;],&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# class: create/update/delete/onoff&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;#39;role_data_rw&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_access&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_class_rw&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_schema_rw&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_instance_rw&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;],&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# class: import/export&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;#39;role_data_admin&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_access&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_class_rw&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_schema_rw&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_instance_rw&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_import&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;        &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;p_data_admin&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;],&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;}&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;h2&gt;Per Class/Schema Authorizations&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;per-classschema-authorizations&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#per-classschema-authorizations&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Per Class/Schema Authorization is provided by Roles and is mandatory in addition to Global Authorization.&lt;/p&gt;
&lt;p&gt;Each class has a set of &lt;code&gt;_role&lt;/code&gt; attributes to define which Role controls allowed operation on the Class and its Instances.&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c&#34;&gt;# role definitions ...&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role:role_data_test_ro&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Role DATA test RO&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;subgroups&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;usergroup1&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role:role_data_test_rw&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Role DATA test RW&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;subgroups&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;usergroup2&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role:role_data_test_admin&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Role DATA test ADMIN&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;subgroups&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;usergroup3&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# .. can be used in specific Class/Schema definition:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_schema:test_class&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_show&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_ro&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_access&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_ro&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_read&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_ro&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_create&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_rw&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_update&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_rw&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_delete&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_rw&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_onoff&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_rw&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_import&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_admin&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;_role_export&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;role_data_test_admin&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;h2&gt;Per Instance Authorization&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;per-instance-authorization&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#per-instance-authorization&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Not implemented.&lt;/p&gt;
&lt;h2&gt;Per Field Authorization&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;per-field-authorization&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#per-field-authorization&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Not implemented.&lt;/p&gt;

      </description>
    </item>
    
    <item>
      <title>Pipeline</title>
      <link>http://localhost:1313/docs/data/pipeline/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      
      <guid>http://localhost:1313/docs/data/pipeline/</guid>
      <description>
        
        
        &lt;p&gt;&lt;strong&gt;Pipelines&lt;/strong&gt; are small transformations applied to incoming data before writing the data to the Database.&lt;/p&gt;
&lt;p&gt;Pipelines  contain &lt;strong&gt;tasks&lt;/strong&gt;  to perform atomic operations on each field of each incoming data item.&lt;/p&gt;
&lt;p&gt;Pipelines support &lt;strong&gt;conditions&lt;/strong&gt; to perform tasks only if certains conditions are met.&lt;/p&gt;
&lt;p&gt;Internally, pipelines are managed as a special built-in &lt;strong&gt;_pipeline&lt;/strong&gt; Schema.&lt;/p&gt;
&lt;h2&gt;Pipeline Example&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;pipeline-example&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#pipeline-example&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c&#34;&gt;# A small pipeline to adapt user.csv to bulk load users from external systems&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;classname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;_pipeline&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;keyname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;user_import_pipeline&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;displayname&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;user_import_csv&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;description&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;Use this pipeline to import users as a csv file from system X/Y/Z&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;content&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;|&lt;/span&gt;&lt;span class=&#34;sd&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      csv_delimiter: &amp;#39;;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      classname: _user
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      keyfield: login
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      encoding: &amp;#39;utf-8&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;      tasks: 
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;            # TASKNAME: [&amp;#34;[!]CONDITION&amp;#34;, &amp;#34;opt1&amp;#34;, &amp;#34;opt2&amp;#34;, &amp;#34;opt3&amp;#34;, ...]
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;            # use &amp;#34;!&amp;#34; before CONDITION to negate
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;            # use &amp;#39;&amp;#39; CONDITION as always-True
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;          - field_lower: [&amp;#39;&amp;#39;, email, login]
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;          - field_upper: [&amp;#39;&amp;#39;, external_id]
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;          - field_uuid: [&amp;#39;&amp;#39;, uuid_auto]
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;sd&#34;&gt;          - field_datetime_now: [&amp;#39;&amp;#39;, last_sync]&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;h2&gt;Pipeline usage&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;pipeline-usage&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#pipeline-usage&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;$  cavaliba load files/user.csv --pipeline user_import_pipeline&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;In the Web UI Import Tool, you can specify a pipeline to apply on provided data.&lt;/p&gt;
&lt;h2&gt;classname&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;classname&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#classname&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;For CSV files, this mandatory field provides the Schema name to load.&lt;/p&gt;
&lt;p&gt;For YAML/JSON files, classname is provided by each data entry. A single file can combine objects for different Schemas.&lt;/p&gt;
&lt;h2&gt;keyfield&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;keyfield&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#keyfield&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;The &lt;code&gt;keyfield&lt;/code&gt; option defines the name of the CSV column which provides the keyname (primary key) value for each Instance.&lt;/p&gt;
&lt;p&gt;Default if none provided: &lt;code&gt;keyname&lt;/code&gt;&lt;/p&gt;
&lt;h2&gt;encoding&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;encoding&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#encoding&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;For CSV files, you can configure the character encoding.&lt;/p&gt;
&lt;p&gt;Default (if none) is &lt;code&gt;utf-8&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;Example:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;content: |
    encoding: &#39;ISO-8859-1&#39;
&lt;/code&gt;&lt;/pre&gt;
&lt;h2&gt;Pipeline conditions&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;pipeline-conditions&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#pipeline-conditions&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;Conditions are True or False. They are valid for an entry. They are reset when processing the next entry.&lt;/p&gt;
&lt;p&gt;An empty condition is True.&lt;/p&gt;
&lt;p&gt;A non-empty condition is False by-default.&lt;/p&gt;
&lt;p&gt;You set a condition with a &lt;code&gt;set_condition&lt;/code&gt; task, performing various checks on any  fields of an entry.&lt;/p&gt;
&lt;p&gt;You check a condition, by providing its name as the first parameter of a task operation.&lt;/p&gt;
&lt;p&gt;You use quote around a condition name if it contains special characters.&lt;/p&gt;
&lt;p&gt;If you wan&amp;rsquo;t to negate a condition (perform operation if condition is False), you put a &lt;code&gt;!&lt;/code&gt; before the name of the condition, and you surround with quotes.&lt;/p&gt;
&lt;p&gt;Example:&lt;/p&gt;
&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# check a condition : does myfield contains &amp;#39;test&amp;#39; ?&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# perform a field operation (set_field, create my_status field) if condition is True&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;tasks&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;set_condition&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;l&#34;&gt;CONDITION_TEST, field_match, myfield, &amp;#39;test&amp;#39;]&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_set&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;l&#34;&gt;CONDITION_TEST, my_status, &amp;#39;testok&amp;#39;]&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# set a condition, and perform a field operation if condition is NOT met&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# notice the ! in the field_set&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;tasks&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;set_condition&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;l&#34;&gt;CONDITION_TEST, field_match, myfield, &amp;#39;test&amp;#39;]&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_set&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;!CONDITION_TEST&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;my_status, &amp;#39;testok&amp;#39;]&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# no condition, always perform&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;tasks&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;&lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_set&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;new_field, &amp;#39;Hello&amp;#39;]&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;h2&gt;Conditions  operators&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;conditions--operators&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#conditions--operators&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;field_match&lt;/strong&gt;&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;field_match : [fieldname, &#39;regexp&#39;]
&lt;/code&gt;&lt;/pre&gt;
&lt;h2&gt;Pipeline tasks reference&lt;span class=&#34;hx-absolute -hx-mt-20&#34; id=&#34;pipeline-tasks-reference&#34;&gt;&lt;/span&gt;
    &lt;a href=&#34;#pipeline-tasks-reference&#34; class=&#34;subheading-anchor&#34; aria-label=&#34;Permalink for this section&#34;&gt;&lt;/a&gt;&lt;/h2&gt;&lt;div class=&#34;hextra-code-block hx-relative hx-mt-6 first:hx-mt-0 hx-group/code&#34;&gt;

&lt;div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# TASKNAME: [&amp;#34;[!]CONDITION&amp;#34;, &amp;#34;opt1&amp;#34;, &amp;#34;opt2&amp;#34;, &amp;#34;opt3&amp;#34;, ...]&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# use &amp;#34;!&amp;#34; before CONDITION to negate&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# many task can operate on seveal fields (&amp;#34;...&amp;#34;)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_noop:         [COND]                               &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;do nothing&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_toint:        [COND, field1, ...]                  &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;convert fields to int&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_tofloat:      [COND, field1, ...]                  &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;convert fields to float&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_tostring:     [COND, field1, ...]                  &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;convert to string&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_nospace:      [COND, field1, ...]                  &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;remove all whitespaces from fields&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_regexp_sub:   [COND, field, &amp;#39;pattern&amp;#39;,&amp;#39;replace&amp;#39;]   &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;apply regexp/replace&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_set:          [COND, field&amp;#39;, &amp;#39;value&amp;#39;]              &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;create field with value&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_copy:         [COND, field1, field2]               &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;field1 to field2  &lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_rename:       [COND, field1, field2]               &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;field1 to field2&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_merge:        [COND, field1, field2,field3]        &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;field1 + field2 &amp;gt; field3&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_delete:       [COND, field1, field2, ...]          &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;remove fields&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_keep:         [COND, field1, field2, ...]          &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;keep only these fields (and classname/keyname)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_lower:        [COND, field1, ...]                  &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;lowercase&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_upper:        [COND, field1, ...]                  &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;uppercase&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_date_now:     [COND, field1, field2, ...]          &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;set field(s) to YYYY-MM-DD&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_time_now:     [COND, field1, field2, ...]          &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;set field(s) to HH:MM:SS&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_datetime_now: [COND, field1, field2, ...]          &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;set field(s) to YYYY-MM-DD HH:MM:SS&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_uuid:         [COND, field1, field2, ....]         &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;set field(s) to random UUID string (distinct)&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_append:       [COND, field, &amp;#39;suffix&amp;#39;]              &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;append a suffix to field&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_prepend:      [COND, field, &amp;#39;prefix&amp;#39;]              &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;prefix field with prefix string&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;field_md5:          [COND, field, field1, field2, ... ]  &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;field = md5(concat(field11, ,...))&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;nt&#34;&gt;discard:            [COND]                               &lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;eliminate full entry&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&#34;hextra-code-copy-btn-container hx-opacity-0 hx-transition group-hover/code:hx-opacity-100 hx-flex hx-gap-1 hx-absolute hx-m-[11px] hx-right-0 hx-top-0&#34;&gt;
  &lt;button
    class=&#34;hextra-code-copy-btn hx-group/copybtn hx-transition-all active:hx-opacity-50 hx-bg-primary-700/5 hx-border hx-border-black/5 hx-text-gray-600 hover:hx-text-gray-900 hx-rounded-md hx-p-1.5 dark:hx-bg-primary-300/10 dark:hx-border-white/10 dark:hx-text-gray-400 dark:hover:hx-text-gray-50&#34;
    title=&#34;Copy code&#34;
  &gt;
    &lt;div class=&#34;copy-icon group-[.copied]/copybtn:hx-hidden hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
    &lt;div class=&#34;success-icon hx-hidden group-[.copied]/copybtn:hx-block hx-pointer-events-none hx-h-4 hx-w-4&#34;&gt;&lt;/div&gt;
  &lt;/button&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;strong&gt;field_keep&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_keep: [CONDITION, &amp;quot;field1&amp;quot;,&amp;quot;field2&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Keep provided field &lt;strong&gt;only&lt;/strong&gt;.  Removes all other fields.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_delete&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_delete: [CONDITION, &amp;quot;field1&amp;quot;,&amp;quot;field2&amp;quot;, &amp;quot;field3&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Removes all specified fields.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_noop&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_noop: [CONDITION]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Performs nothing.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_set&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_set: [CONDITION, &amp;quot;fieldname&amp;quot;,&amp;quot;AnyValue&amp;quot;]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Creates / Overwrite fieldname and set its value with provided value.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_copy&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_copy: [CONDITION, &amp;quot;field1&amp;quot;,&amp;quot;field2&amp;quot;]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Create/Overwrite field2 and set its value with field1 value.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_rename&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_rename: [CONDITION, &amp;quot;field1&amp;quot;,&amp;quot;field2&amp;quot;]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Rename field1 to field2 ; create/overwrite existing field2 and set its value with field1 value.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_lower&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_lower: [CONDITION, &amp;quot;field&amp;quot;, &amp;quot;field&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Convert field value to lowercase&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_upper&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_upper: [CONDITION, &amp;quot;field&amp;quot;, &amp;quot;field&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Convert field value to uppercase&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_date_now&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_date_now: [CONDITION, &amp;quot;field&amp;quot;, &amp;quot;field&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Set field&amp;rsquo;s value with current date in YYYY-MM-FF format.&lt;/p&gt;
&lt;p&gt;Usefull for automated or periodic import to determine in-sync/out-of-sync objects.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_datetime_now&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Same as field_date_now, with time information as HH:MM:SS format.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_time_now&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Same as field_date_now, with time information only, also as HH:MM:SS format.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_uuid&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_uuid: [CONDITION, &amp;quot;field&amp;quot;, &amp;quot;field&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Create/overwrites fields with a UUID string. Each field receives a distinct uuid. Use copy if same uuid is needed&lt;/p&gt;
&lt;p&gt;Usefull to establich a single/primary keep for an object.&lt;/p&gt;
&lt;p&gt;See field_md5 for a controlled primary key.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_toint&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_toint: [CONDITION, &amp;quot;field&amp;quot;, &amp;quot;field&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Convert a field&amp;rsquo;s value to integer.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_tofloat&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_tofloat: [CONDITION, &amp;quot;field&amp;quot;, &amp;quot;field&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Convert a field&amp;rsquo;s value to floating point value.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_tostring&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_tostring: [CONDITION, &amp;quot;field&amp;quot;, &amp;quot;field&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Convert a field&amp;rsquo;s value to a string.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_nospace&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_nospace: [CONDITION, &amp;quot;field&amp;quot;, &amp;quot;field&amp;quot;, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Removes all whitespace and tab from field&amp;rsquo;s value. Faster than general regexp task.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_regexp_sub&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_nospace: [CONDITION, &amp;quot;fieldname&amp;quot;, &amp;quot;pattern&amp;quot;,&amp;quot;replace&amp;quot;]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Alter fieldname&amp;rsquo;s value by replacing a regexp pattern with the provided value. You may use any Python standard regexp for your pattern.&lt;/p&gt;
&lt;p&gt;Example:&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_regexp_sub: [&#39;&#39;,  &#39;field_a&#39;, &#39;test&#39;, &#39;QWERTY&#39;]

# Before : {&#39;field_a&#39;: &#39;This is a test from unittest !&#39;]
# After  : {&#39;field_a&#39;: &amp;quot;This is a QWERTY from unitQWERTY !&amp;quot;)
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;&lt;strong&gt;field_merge&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_merge: [CONDITION, &#39;field1&#39;,&#39;field2&#39;,&#39;field3&#39;]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Concat field1 and field2 into new field3 (overwrite if already exists).&lt;/p&gt;
&lt;p&gt;If field&amp;rsquo;s value are numerical, a mathematical addition is performed.&lt;/p&gt;
&lt;p&gt;If field&amp;rsquo;s value are stings, a string concatenation is performed.&lt;/p&gt;
&lt;p&gt;You may use toint/tofloat/tostring to handle various case.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_prepend&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_prepend: [CONDITION, &#39;field1&#39;,&#39;prefix&#39;]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Put the &lt;code&gt;prefix&lt;/code&gt; string in front of the value of &lt;code&gt;field1&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_append&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_append: [CONDITION, &#39;field1&#39;,&#39;suffix&#39;]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Put the &lt;code&gt;suffix&lt;/code&gt; string at the end of &lt;code&gt;field1&lt;/code&gt;&amp;rsquo;s value.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;field_md5&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;new v3.24&lt;/p&gt;
&lt;p&gt;Syntax:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;tasks:
- field_md5: [CONDITION, dst, src1, src2, ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;Compute md5 to &lt;code&gt;dst&lt;/code&gt; field from concatenated values from &lt;code&gt;src*&lt;/code&gt;fields.&lt;/p&gt;
&lt;p&gt;If some fields are missing, no md5 is computed, and dst field is not created.&lt;/p&gt;
&lt;p&gt;Useful for creating a primary key (e.g. keyname) by &lt;em&gt;combining&lt;/em&gt; multiple fields.&lt;/p&gt;

      </description>
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