apply auto-fixes

Author: rpietzsch

docs/explore-and-author/graph-exploration/graph-insights/features/application-settings.md

@@ -15,11 +15,11 @@ Access global configuration via the top-left dropdown menu.
 
 ### Troubleshoot and Reset
 
-1.  **Reset local data:** Clears browser-side preferences (e.g., columns visibility, width, and position).
-2.  **Reset graph data:** Performs a "Factory Reset" of the analysis for the current dataset.
+1. **Reset local data:** Clears browser-side preferences (e.g., columns visibility, width, and position).
+2. **Reset graph data:** Performs a "Factory Reset" of the analysis for the current dataset.
 
 !!! danger "Destructive Action"
-    
+
     **Reset graph data** permanently deletes all [user-defined classes](persistence.md#custom-categories) and [saved explorations](persistence.md#saved-explorations) associated with the current database. This cannot be undone.
 
 
@@ -42,4 +42,4 @@ When no group or connection is selected, the right pane displays the **database
 
 ![Database Summary Panel](../assets/database-summary.png){ class="bordered" width="30%" }
 
-**Sorting:** Use the `Sort by` dropdown to order lists by `Name` (alphabetical) or `Quantity` (cardinality) to identify the largest entities.
+**Sorting:** Use the `Sort by` dropdown to order lists by `Name` (alphabetical) or `Quantity` (cardinality) to identify the largest entities.

docs/explore-and-author/graph-exploration/graph-insights/features/canvas-ui.md

@@ -28,7 +28,7 @@ Graph Insights maintains a session history stack.
 ![Undo Redo Controls](../assets/undo-redo.png){ class="bordered" width="40%" }
 
 !!! warning "Rebuild on Undo"
-    
+
     Some operations (e.g., [user-defined classes](persistence.md#custom-categories) operations) have persistent side effects that may require a rebuild of the exploration state when moving back in the history.
 
 
@@ -48,6 +48,7 @@ If a group contains *more* resources than the limit, it is rendered as a single
 ### Instance Rendering (Count ≤ Threshold)
 
 If the count is *below* the limit, each resource is rendered as a dot within the group disk.
+
 - The number inside each dot represents its [predecessor](objects.md#predecessors) count (number of resources in the left group linked by the connection). No number means there is only a single predecessor.
 - The resources with higher predecessor counts are located at the center of the group.
 
@@ -65,8 +66,8 @@ Locate specific resources **among those currently visible** in the groups of the
 ![Search Visible Objects](../assets/search-objects.png){ class="bordered" width="65%" }
 
 !!! tip "Flags Management"
-    
+
     Use the `Temporary flags` menu that appears on the top left of the canvas to manage the persistence of the temporary flags.
 
 
----
+---

docs/explore-and-author/graph-exploration/graph-insights/features/category-tree.md

@@ -1,13 +1,13 @@
 
 
-# All Explorations Start from the Class Tree 
+# All Explorations Start from the Class Tree
 
 The left pane is the **starting point of any exploration**, whether you want to **begin a fresh exploration** with a group from a class of the taxonomy or **recall a pre-existing exploration**.
 
 ![Sidebar Overview](../assets/left-sidebar.png){ class="bordered" width="30%" }
 
 !!! warning "Further Information"
-    
+
     This section focuses on the **class tree**. See the persistence page for **[saved explorations](persistence.md#saved-explorations)** and **[user-defined classes](persistence.md#custom-categories)**.
 
 
@@ -25,7 +25,7 @@ The tree displays the hierarchical taxonomy of the dataset:
 
 The tree is the primary tool to populate the canvas:
 
-- **Drag and drop (Start):** Dragging a class to an empty area clears the canvas and starts a new exploration with a group of the selected class.   
+- **Drag and drop (Start):** Dragging a class to an empty area clears the canvas and starts a new exploration with a group of the selected class.
   *Alternatives: Double-click the class or use its context menu item `Start exploration with class`.*
 - **Drag and drop (Intersect):** Drag a class onto an **existing** group to apply an intersection filter (e.g., dragging `German Suppliers` onto `VIP Suppliers` restricts the group to resources with **both classes**).
 
@@ -41,12 +41,12 @@ The tree is the primary tool to populate the canvas:
 - **Outcome:** The item turns **light gray**. Expansion steps will skip this class and offer **its direct sub-class** instead.
 
 !!! danger "Caution"
-    
+
     The resources that have **only deactivated classes** are **no longer reachable** via an exploration.
 
 
 !!! tip "Hiding Deactivated Items"
-    
+
     You can toggle the visibility of deactivated items in the tree via the [application settings](application-settings.md#settings).
 
 

docs/explore-and-author/graph-exploration/graph-insights/features/connections.md

@@ -16,20 +16,20 @@ When a group with visible resources is expanded, or when a connected group direc
 ![Connectivity Indicator](../assets/objects-without-successor.png){ class="bordered" width="75%" }
 
 !!! info "Visual Partition"
-    
+
     This indicator provides an instant "Visual Partition" of the set. For example, expanding `Supplier` → `Product` and filtering the products to `Confections` or `Beverages` dims all Suppliers who do not provide confections nor beverages.
 
 
 !!! tip "Missing Connections"
-    
+
     This feature is useful to spot single resources that are missing expected connections (the expected connections missing at the group level can be identified in the expansion menu of the group).
 
 
 ---
 
 ## Left Group Restriction (Backpropagation) {#backpropagation}
 
-By default, the exploration applies a **left-join pattern**: The left group remains static, while the right group contains the connected resources. The left group restriction switches (permanently) to an **inner-join pattern**, removing from the left group all resources having no successor in the right group. 
+By default, the exploration applies a **left-join pattern**: The left group remains static, while the right group contains the connected resources. The left group restriction switches (permanently) to an **inner-join pattern**, removing from the left group all resources having no successor in the right group.
 
 - **Action:** Right-click the connection to open its context menu and select `Restrict left group`.
 - **Outcome:**
@@ -39,14 +39,14 @@ By default, the exploration applies a **left-join pattern**: The left group rema
 ![Backpropagation Connection Context](../assets/backpropagation-connection.png){ class="bordered" width="75%" }
 
 !!! warning "Effects of Subsequent Updates"
-    
+
     Because the switch to an **inner-join pattern** is permanent, any further filtering of the right group will modify the contents of the right group.
 
     In the example above, narrowing `Confections | Beverages` to `Beverages` only will remove from the `Supplier` group the ones who do not provide beverages.
 
 
 !!! hint "Multistep Backpropagation"
-    
+
     To combine constraints from a variety of traversals conjunctively, restrictions are often propagated back to the start node of the exploration (see the [Supply Chain Analysis Tutorial](../tutorial.md#backpropagation)) 
 
 
@@ -68,8 +68,8 @@ While the **[table of a group](objects-table.md)** lists resources, the **connec
 
 To open it:
 
-1.  **Context Menu:** Right-click the connection and select `Show connection table`.
-2.  **Quick Action:** Click the connection to select it, then click the blue `Show connection table...` button at the bottom of the canvas.
+1. **Context Menu:** Right-click the connection and select `Show connection table`.
+2. **Quick Action:** Click the connection to select it, then click the blue `Show connection table...` button at the bottom of the canvas.
 
 ### Table Components
 
@@ -85,4 +85,4 @@ The table displays one row per object property assertion with predefined and var
 
 - **Structural columns:** The resource and object property columns support **search** and **sorting**, but the filtering cannot be applied (filter the groups or select another object property instead).
 - **Data Property columns:** Full support with filtering like the [resource table](objects-table.md#filtering)
-- **Highlighting:** Hovering over a row highlights the corresponding connected resources in the exploration if the groups are in [instance rendering mode](canvas-ui.md#object-threshold-logic).
+- **Highlighting:** Hovering over a row highlights the corresponding connected resources in the exploration if the groups are in [instance rendering mode](canvas-ui.md#object-threshold-logic).

docs/explore-and-author/graph-exploration/graph-insights/features/groups.md

@@ -15,7 +15,7 @@ Selecting a group opens the **group details** in the right pane.
 The header contains:
 
 - The **group caption** that is either:
-    - The caption of its class if no class filter was applied 
+    - The caption of its class if no class filter was applied
     - A "logical expression" of class captions describing the combination of class filter applied otherwise (see [histogram filtering](#filtering))
 - A structured **natural language description** of its contents that details all steps of the traversal.  
 
@@ -24,7 +24,7 @@ The header contains:
 The **histogram sections** display the distribution of classes within a group. It allows analysts to scrutinize class composition (eg. spot unexpected or missing classes) and perform logical set operations (union, intersection, difference) to restrict the contents of the groups.
 
 - **Scope:** The panel displays counts for all **classes** (including **[user-defined classes](persistence.md#custom-categories)**) present within the selected group.  
-  *Remark: If user-defined classes are present, a second histogram is shown for better overview* 
+  *Remark: If user-defined classes are present, a second histogram is shown for better overview*
 - **Hierarchy:** Use the `(+)` icons to expand a class (e.g., `Confections`) to reveal the distribution of its sub-classes.
 - **Sorting:** Use the dropdown to order bars by `Name` (Alphabetical) or `Quantity` (Cardinality).
 
@@ -41,7 +41,7 @@ Flagging highlights specific subsets of data for visual inspection without modif
 ![Flagged Resources in Group](../assets/histogram-flagged-resources.png){ class="bordered" width="80%" }
 
 !!! warning "Visibility Threshold"
-    
+
     Flagging is only visible when the group is in **instance rendering mode** (count <= threshold). See the [threshold setting](canvas-ui.md#object-threshold-logic).
 
 
@@ -59,7 +59,7 @@ Histograms function as a visual facet query builder. Use the buttons to apply bo
 | **Intersection (AND)** | **Sequential** Operation | 1. Restrict to `Class A`.<br>2. Select `Class B` in the updated list.<br>3. Restrict to `Class B`.<br>**Outcome:** Items that are **BOTH** A and B. |
 
 !!! warning "Multiple Histograms"
-    
+
     When applying a filter, selections made **simultaneously in different histograms** are combined **conjunctively (AND)** in a facet-like logic.
 
 
@@ -74,14 +74,14 @@ As filters are applied, the **group caption** updates to reflect the mathematica
 
 The **expansion menu** of a group presents the options available for adding a non-empty step to the traversal. It tells you which classes are reachable via which direction of which object properties.
 
-1.  **Action:** Click any group to open the menu.
-2.  **Select:** The menu presents the hierarchy of connecting (directed) **object properties**, organized by target **class**.    
+1. **Action:** Click any group to open the menu.
+2. **Select:** The menu presents the hierarchy of connecting (directed) **object properties**, organized by target **class**.
     - If the data model includes sub-object properties, point the parent object property to open the sub-menu with its child object property.*
-3.  **Action:** Click a **object property** with the required direction for the selected target **class** to add a new connection beam to the exploration.
+3. **Action:** Click a **object property** with the required direction for the selected target **class** to add a new connection beam to the exploration.
 
 ![Expansion Menu](../assets/expansion-menu.png){ class="bordered" width="65%" }
 
-4.  **Alternative:** For schemas with deep object property hierarchies (or if you know exactly which object property) use the search bar to locate specific paths.
+1. **Alternative:** For schemas with deep object property hierarchies (or if you know exactly which object property) use the search bar to locate specific paths.
 
 ![Filtered Expansion Menu](../assets/expansion-menu-flattened.png){ class="bordered" width="65%" }
 
@@ -97,6 +97,6 @@ Right-click a group or its caption to access its context menu.
 - **Show resource table:** Opens the tabular view (see the [dedicated page](objects-table.md)).
 
 !!! tip "Usage"
-    
+
     - The query is intended to be used directly on the database for various datasets with the same model (or slight variations thereof).
     - Use the notes to explain what is the content of the group in your own words. This is particularly relevant for collaborative work.

docs/explore-and-author/graph-exploration/graph-insights/features/index.md

@@ -6,7 +6,7 @@ Documentation for the core components of the Graph Insights interface.
 
 ## Workspace
 
-- **[Application and dataset settings](application-settings.md):** Application fine-tuning, dataset selection. 
+- **[Application and dataset settings](application-settings.md):** Application fine-tuning, dataset selection.
 - **[Exploration canvas](canvas-ui.md):** Layout controls, information density management, and exploration tree exports.
 - **[Class tree](category-tree.md):** Starting an exploration, class configuration (captions/visibility).
 
@@ -20,4 +20,4 @@ Documentation for the core components of the Graph Insights interface.
 ## Analysis Tools
 
 - **[Histograms](groups.md#histograms):** class distribution analysis and facet-like set operations (union, intersection, difference).
-- **[Persistence](persistence.md):** Saved explorations, user-defined classes, and JSON sharing.
+- **[Persistence](persistence.md):** Saved explorations, user-defined classes, and JSON sharing.

docs/explore-and-author/graph-exploration/graph-insights/features/objects-table.md

@@ -32,10 +32,10 @@ The resource table is the engine for refining the exploration tree. Apply filter
 
 Filtering is a two-step process to prevent unnecessary database queries.
 
-1.  **Define and preview:** Set criteria in the column headers. 
+1. **Define and preview:** Set criteria in the column headers.
     - **Outcome:** The table updates immediately to preview the result, and the column header displays an **hourglass icon (⧖)** (symbolizes filtering).
     - Repeat with further columns as necessary.
-2.  **Apply:** Click `Apply filters` (top-left).
+2. **Apply:** Click `Apply filters` (top-left).
     - **Outcome:** The group on the canvas updates, and a **half full disk icon (◐)** appears on the group (indicating filtered content).
 
 ![Filter Status Icons](../assets/filtered-group-and-column.png){ class="bordered" width="85%" }
@@ -74,7 +74,7 @@ Unlike the bulk group export, table exports respect the **current view** (filter
 - **Copy SPARQL:** Copies the query used to generate the current table view.
 
 !!! tip "Remarks"
-    
+
     - The query is intended to be used directly on the database for various datasets with the same model (or slight variations thereof).
     - The table query was designed for dashboard integration. Make sure to configure the table to match exactly your requirements.
     - The query might look overcomplicated but it includes lots of special case handling to replicate the table view as close as possible.