no more duration

Author: corydonbaylor

modules/snowflake-analytics/pages/neo4j-manufacturing.adoc

@@ -59,8 +59,6 @@ mock database
 
 === Create Our Database
 
-Duration: 7
-
 We are going to create a simple database with synthetic data. Let’s
 first create the databse:
 
@@ -159,8 +157,6 @@ INSERT INTO rels (SRC_MACHINE_ID, DST_MACHINE_ID, THROUGHPUT_RATE) VALUES
 
 === Set Up
 
-Duration: 5
-
 Now that we have our data, we just need to create a notebook and grant
 the necessary permissions.
 
@@ -269,8 +265,6 @@ GROUP BY SRC_MACHINE_ID, DST_MACHINE_ID;
 
 === Visualize Our Graph
 
-Duration: 5
-
 At this point, you may want to visuze your graph to get a better
 understanding of how everything fits together. We can do this in two
 easy steps. First we are going to create a simplified view that we will
@@ -327,8 +321,6 @@ image::viz.png[]
 
 === Structural Connectivity Analysis
 
-Duration: 5
-
 Structural connectivity helps verify whether your production line is
 truly integrated or split into isolated sections. We use Weakly
 Connected Components (WCC) to evaluate this.
@@ -395,8 +387,6 @@ LIMIT 5;
 
 === Criticality Analysis
 
-Duration: 10
-
 Identifying the most critical machines in your workflow can help avoid
 shutdowns. If these machines slow down or fail, downstream operations
 halt. We use centrality algorithms to surface high-impact nodes. Both
@@ -543,8 +533,6 @@ paths, making them key points of potential disruption if taken offline.
 
 ===  Structural Embeddings & Similarity
 
-Duration: 10
-
 Getting an even deeper understanding of each machine’s workflow requires
 more than looking at direct connections, as we have done so far.
 Structural embeddings capture broader patterns by summarizing each
@@ -723,8 +711,6 @@ automatically—even across machines that don’t look related on paper.
 
 === Conclusions And Resources
 
-Duration: 2
-
 In this quickstart, you learned how to bring the power of graph insights
 into Snowflake using Neo4j Graph Analytics.
 

modules/snowflake-analytics/pages/neo4j-patient-journey.adoc

@@ -480,7 +480,6 @@ into Snowflake using Neo4j Graph Analytics.
 
 By working with a patient transaction dataset, you were able to:
 
-[arabic]
 . Set up the
 https://app.snowflake.com/marketplace/listing/GZTDZH40CN/neo4j-neo4j-graph-analytics[Neo4j
 Graph Analytics] application within Snowflake.