Geospatial Analysis with AI/BI Dashboards and AI/BI Genie
In this video, you will learn how to use Databricks AI/BI and geospatial functions to analyze data based on proximity/distance and ask natural language questions of the geospatial data.
🎯 What You'll Learn:
How to analyze distance and proximity using point and choropleth visualizations
How to prepare data for geospatial analysis function,
How to use AI/BI Genie to ask natural language questions of geospatial data
How the Genie space can be enhanced with hints by providing instructions, joins and example SQL queries
⏱️ CHAPTERS:
00:00 – Introduction: Understanding distance and proximity
00:…
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Chapters (16)
Introduction: Understanding distance and proximity
0:10
Point visualizations
0:22
Filtering by commute type and viewing the effect on employee retention rate
0:42
Choropleth maps showing average tenure by state
0:52
Preparing data: Creating a point location on a sphere using ST_Point
1:13
Creating buffer zones around the office
1:25
Editing the dashboard: Calculations for point map colors
1:34
Using the ST_Within function for boundary checks
1:49
Using Distance_Sphere to measure distance to the office in meters
2:01
Slicing and drilling into data patterns using common filters
2:12
Deep diving with AI/BI Genie for natural language questions on geospatial data
2:22
Example question: Breakdown of employee tenure by distance to office
2:29
Genie generates a query using spatial SQL to answer the question
2:53
Improving Genie functionality with hints for joining data using Spatial_Equals
3:06
Providing example SQL queries to feed into Genie
3:14
Conclusion: Databricks offers over 70 special functions
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