Fix: typos/grammar

rpietzsch · rpietzsch · commit f32a8b572c19 · 2026-02-25T17:44:00.000+01:00
diff --git a/docs/explore-and-author/graph-exploration/graph-insights/concepts.md b/docs/explore-and-author/graph-exploration/graph-insights/concepts.md
@@ -49,7 +49,7 @@ Start the exploration by dragging a **class** from the [class tree](features/cat
 
 ### 2. Expand (Traverse)
 
-Add groups of connected resources by expanding the exploration tree: Point at a group and click the arrow that appears to its right to view the connected top-level classes, then select a object property and direction.
+Add groups of connected resources by expanding the exploration tree: point at a group and click the arrow that appears to its right to view the connected top-level classes, then select an object property and direction.
 
 *Example:*
 
@@ -76,11 +76,11 @@ Open the [resource table](features/objects-table.md) to access the highly config
 
 #### Connection
 
-Select a connection beam and open the [connection table](features/connections.md#connection-table) to  access the highly configurable tabular listing of all object property assertions between the left and right group and their data properties.
+Select a connection beam and open the [connection table](features/connections.md#connection-table) to access the highly configurable tabular listing of all object property assertions between the left and right group and their data properties.
 
 ### 4. Refine (Filter)
 
-Narrow down any group to your match your current focus using [data property filters](features/objects-table.md#filtering) and [class histograms](features/groups.md#histograms).
+Narrow down any group to match your current focus using [data property filters](features/objects-table.md#filtering) and [class histograms](features/groups.md#histograms).
 
 *Example:*
 
@@ -94,4 +94,4 @@ Narrow down any group to your match your current focus using [data property filt
 - **Images:** [Export](features/persistence.md#export-visuals) the canvas as SVG or PNG images.
 - **CSV data:** Download of the resources of a group or of the table view of a group or connection.
 - **Query snippets:** Copy the SPARQL that returns the resources of a group or the data in the table view of a group or connection for use (e.g. a dashboard).
-- **[JSON Sharing](features/persistence.md#json-sharing):** Share explorations as JSON-serialization.
+- **[JSON Sharing](features/persistence.md#json-sharing):** Share explorations as JSON-serialization.
diff --git a/docs/explore-and-author/graph-exploration/graph-insights/features/category-tree.md b/docs/explore-and-author/graph-exploration/graph-insights/features/category-tree.md
@@ -38,7 +38,7 @@ The tree is the primary tool to populate the canvas:
 **Deactivating** a class hides it from the **expansion menu** on the canvas, streamlining the exploration workflow. This is useful for hiding abstract classes (e.g., `Entity`, `Thing`) that render the exploration more tedious.
 
 - **Action:** Right-click a class and select `Deactivate class`.
-- **Outcome:** The item turns **light gray**. Expansions steps will skip this class and offer **its direct sub-class** instead.
+- **Outcome:** The item turns **light gray**. Expansion steps will skip this class and offer **its direct sub-class** instead.
 
 !!! danger "Caution"
     
@@ -54,4 +54,4 @@ The tree is the primary tool to populate the canvas:
 
 ## Class Tree Configuration Reset
 
-To return the class tree configuration to its initial state, click the **circular arrow icon** in the pane header. This action restores all deactivated classes and reverts caption settings to defaults.
+To return the class tree configuration to its initial state, click the **circular arrow icon** in the pane header. This action restores all deactivated classes and reverts caption settings to defaults.
diff --git a/docs/explore-and-author/graph-exploration/graph-insights/features/objects-table.md b/docs/explore-and-author/graph-exploration/graph-insights/features/objects-table.md
@@ -36,7 +36,7 @@ Filtering is a two-step process to prevent unnecessary database queries.
     - **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).
-    - **Outcome:** The group in the canvas updates, and a **half full disk icon (◐)** appears on the group (symbolizes partial content, the caption does not describe the group totally as it has been filtered).
+    - **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%" }
 
@@ -78,4 +78,3 @@ Unlike the bulk group export, table exports respect the **current view** (filter
     - 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.
-
diff --git a/docs/explore-and-author/graph-exploration/graph-insights/features/objects.md b/docs/explore-and-author/graph-exploration/graph-insights/features/objects.md
@@ -72,7 +72,7 @@ Most flagging actions that might affect numerous nodes create temporary flags fo
 
 ## Paths Highlighting and Flagging
 
-Visualize upstream and downstream connections of an resource in the exploration tree.
+Visualize upstream and downstream connections of a resource in the exploration tree.
 
 **Highlighting:**
 
@@ -99,7 +99,7 @@ Visualize upstream and downstream connections of an resource in the exploration
 
 In the **groups in instance rendering mode** (count <= threshold), Graph Insights visually encodes the local "centrality" of resources based on their connectivity to the previous group in the exploration tree (if any). 
  
-- **Definition:** The **number of predecessors** of an resource is the number of distinct resources from the *previous* group in the current branch of the exploration tree connected to it.
+- **Definition:** The **number of predecessors** of a resource is the number of distinct resources from the *previous* group in the current branch of the exploration tree connected to it.
 - **Visualization:**
     - The number of predecessors is displayed in the dot representing the resources, no number meaning there is only a single predecessor.
     - The highly connected resources (i.e., with higher predecessor counts) are located at the center of the groups.
@@ -123,7 +123,7 @@ Analysts can focus on a specific resource within a group to analyze its relation
 
 Expand the exploration with specific connections from a single resource within a larger group.
 
-- **Action:** Right-click an resource to open its context menu, open `Explore connections of the resource`, and select the target class and connecting object property and direction (just like a group expansion).
+- **Action:** Right-click a resource to open its context menu, open `Explore connections of the resource`, and select the target class and connecting object property and direction (just like a group expansion).
 - **Outcome:** A new connection beam connects the individual resource to a new group to its right.
 
 ![Expand Individual Object](../assets/expand-object-from-group.png){ class="bordered" width="75%" }
diff --git a/docs/explore-and-author/graph-exploration/graph-insights/features/persistence.md b/docs/explore-and-author/graph-exploration/graph-insights/features/persistence.md
@@ -60,7 +60,7 @@ Add context to the analysis by attaching text notes to important groups.
 They act as **"virtual classes"**, refining the model within the exploration layer without altering the underlying ontology.
 
 
-A user-defined Graph Insights Classes can be defined for any group in any exploration (e.g., "High-volume suppliers located in Germany").
+A user-defined Graph Insights class can be defined for any group in any exploration (e.g., "High-volume suppliers located in Germany").
 
 - **Action:** Right-click the group or its caption to open its context menu and select `Add Graph Insights class for this group`.
 - **Outcome:** 
@@ -108,4 +108,4 @@ Export the current canvas state for reporting.
 - **Formats:**
     - **Raster (PNG):** For slides and quick sharing.
     - **Vector (SVG):** For high-resolution print or editing.
-  
+  
diff --git a/docs/explore-and-author/graph-exploration/graph-insights/index.md b/docs/explore-and-author/graph-exploration/graph-insights/index.md
@@ -34,7 +34,7 @@ A specific configuration is required to activate this feature.
 In order to manage Graph Insights snapshots, you can use the
 [`graph insights`](../../../automate/cmemc-command-line-interface/command-reference/graph/insights/index.md)
 command group of cmemc.
-With this command group, you can list, create, delete, and inspect graph insight snapshots.
+With this command group, you can list, create, delete, and inspect Graph Insights snapshots.
 
 ## Automation
 
@@ -49,7 +49,7 @@ The **user guide** presents the visual analysis workflow of Graph Insights. It d
 
 ### Where to Start?
 
-1.  **[Core Concepts](concepts.md):** *(Recommended)* Before diving in, understand the **aggregated exploration tree** paradigm of Graph Insights that prevents the visual clutter of traditional force-directed graph-renderings ("hairballs").
+1.  **[Core Concepts](concepts.md):** *(Recommended)* Before diving in, understand the **aggregated exploration tree** paradigm of Graph Insights that prevents the visual clutter of traditional force-directed graph renderings ("hairballs").
 
 2.  **[Tutorial: Supply Chain Analysis](tutorial.md):** A step-by-step walkthrough using the Northwind dataset. Learn how to filter for **VIP customers**, analyze **product vulnerabilities**, and use **backpropagation** to propagate filtering.
 
diff --git a/docs/explore-and-author/graph-exploration/graph-insights/navigating-to-cmem.md b/docs/explore-and-author/graph-exploration/graph-insights/navigating-to-cmem.md
@@ -6,31 +6,31 @@ Graph Insights allows you to seamlessly jump from your visual analysis directly
 
 ## Navigating from a Class
 
-You can open the CMEM view of a specific Class directly from the Class Tree.
+You can open the CMEM view of a specific class directly from the class tree.
 
-- **Action:** Right-click a Class in the left pane tree to open its context menu.
+- **Action:** Right-click a class in the left pane tree to open its context menu.
 - **Select:** `View in CMEM`.
-- **Outcome:** The corresponding Class model opens in a new tab.
+- **Outcome:** The corresponding class model opens in a new tab.
 
 ![View Class in CMEM](graph-insights-view-in-cmem-classes.png){ class="bordered" width="65%" }
 
 ---
 
 ## Navigating from a Resource
 
-If you isolate a specific Resource of interest during your exploration, you can instantly inspect its full source record.
+If you isolate a specific resource of interest during your exploration, you can instantly inspect its full source record.
 
 There are two ways to trigger this navigation:
 
 **From the Canvas**
 
-- **Action:** Right-click a specific Resource dot within a group to open its context menu.
+- **Action:** Right-click a specific resource dot within a group to open its context menu.
 - **Select:** `View in CMEM`.
 
 ![View Resource in CMEM from Canvas](graph-insights-view-in-cmem-resources.png){ class="bordered" width="75%" }
 
 **From the Details Pane**
 
-- **Action:** Select a Resource on the canvas or in the Resource table to load its details in the right pane.
+- **Action:** Select a resource on the canvas or in the resource table to load its details in the right pane.
 - **Select:** Click the `View in CMEM` button located at the top of the Details pane.
 - **Outcome:** The specific instance record opens in a new tab.
diff --git a/docs/explore-and-author/graph-exploration/graph-insights/tutorial.md b/docs/explore-and-author/graph-exploration/graph-insights/tutorial.md
@@ -13,7 +13,7 @@ Northwind Traders needs to identify vulnerabilities in the trade network by answ
 We will traverse the ordering chain, identify high-volume US partners, and isolate the product mix.
 
 ---
-    
+
 ## 1. Seed the Canvas
 
 Every exploration requires a starting point. We begin with the central entity: The **product**.
@@ -26,7 +26,7 @@ Every exploration requires a starting point. We begin with the central entity: T
 
 ---
 
-## 2. Build Traversals to the Interest Groups 
+## 2. Build Traversals to the Interest Groups
 
 Next, we expand the exploration tree to connect Suppliers and Customers.
 
@@ -61,7 +61,7 @@ The exploration tree currently visualizes all connections. We must now isolate t
 We define "VIP" as customers with the highest volume of incoming orders.
 
 1.  Select the `Customer` group and open the [resource table](features/objects-table.md#objects-table).
-2.  **Filter by country:** Open the menu of the `country` column from its header (using the menu dropdown or a right-click) and enter `USA` in the textfield of the filter submenu.
+2.  **Filter by country:** Open the menu of the `country` column from its header (using the menu dropdown or a right-click) and enter `USA` in the text field of the filter submenu.
 3.  **Identify VIPs:** Click the **Predecessors** column header to **Sort Descending**. This ranks customers by their incoming connection count (number of Orders).
 
 ![USA Customer Filter](assets/tutorial-usa-customer-filter.png){ class="bordered" width="80%" }
@@ -71,15 +71,15 @@ We define "VIP" as customers with the highest volume of incoming orders.
 ![Top USA Customer Filter](assets/tutorial-top-usa-customer-filter.png){ class="bordered" width="85%" }
 
 ### 3.2. Isolate UK Suppliers
- 
+
 1.  Select the `Supplier` group to open the table.
 2.  Filter `Country` to `UK`.
 3.  Click `Apply filters`.
 
 ![UK Supplier Filter](assets/tutorial-uk-suppliers-filter.png){ class="bordered" width="85%" }
 
 !!! info "The Disconnected State"
-    
+
     At this stage, you have filtered the *ends* of both traversals, but their *start* (Products) still shows the total inventory (left-join pattern). The branches of the exploration tree represent independent aggregated traversals sharing the same starting point.
 
 
@@ -97,16 +97,16 @@ We apply [**left group restriction**](features/connections.md#backpropagation) (
 
 Right-click the connection beam between `Supplier` and `Product` and select `Restrict left group`:
 
-- This retains only products having a UK supplier. 
-- As this reduces the start group of the second branch of the exploration tree, the `Order` and `Customer` groups might be impacted. 
+- This retains only products having a UK supplier.
+- As this reduces the start group of the second branch of the exploration tree, the `Order` and `Customer` groups might be impacted.
 
 ### 4.2. Identify Products ordered by VIP USA Customers
 
 Apply the same restriction to the connections between `Order` and `Customer` as well as between `Product` and `Order`:
 
-- This retains only products appearing in at least one order of at least one VIP USA customer. 
+- This retains only products appearing in at least one order of at least one VIP USA customer.
 - All products having been constrained to have a UK supplier in the previous step, the `Products` group now contains the high risk products.
- 
+
 ![Supply Chain with Backpropagation](assets/tutorial-supply-chain-with-backpropragation.png){ class="bordered" width="75%" }
 
 ---
@@ -115,9 +115,9 @@ Apply the same restriction to the connections between `Order` and `Customer` as
 
 We have isolated the high risk product group, that we can now analyze:
 
-1. Select the filtered `Product` group to display the [class histogram](features/groups.md#histograms) in the right pane. 
+1. Select the filtered `Product` group to display the [class histogram](features/groups.md#histograms) in the right pane.
 2. Expand the `Product` class bar to display its sub-classes (e.g., *Beverages, Confections*).
-3. **Insight:** The products of the `Confections` class are the most represented in this high impact risk group. 
+3. **Insight:** The products of the `Confections` class are the most represented in this high impact risk group.
 
 ![Product Histogram for Supply Chain](assets/tutorial-supply-chain-product-histogram.png){ class="bordered" width="85%" }
 
@@ -150,4 +150,4 @@ You have successfully modeled a complex dependency network, filtered it by geo-l
 
 - **Share:** [Save the exploration](features/persistence.md#saved-explorations) to share this view with colleagues.
 - **Monitor:** [Create a user-defined class](features/persistence.md#custom-categories) called "High-Risk Confections" to permanently track this segment.
-- **Report:** [Export the CSV](features/groups.md#group-operations) of the flagged branch for the procurement team.
+- **Report:** [Export the CSV](features/groups.md#group-operations) of the flagged branch for the procurement team.
