Geometry Operations and Functions

Contents

6. Geometry Operations and Functions#

6.1. Introduction#

6.2. Learning Objectives#

6.3. Sample Datasets#

6.4. Installation and Setup#

6.4.1. Library Import and Configuration#

6.4.2. Downloading the Sample Data#

6.5. Connecting to DuckDB and Loading Extensions#

6.5.1. Installing and Loading the Spatial Extension#

6.5.2. Exploring the Database Contents#

6.6. Understanding Geometry Types#

6.6.1. Creating Sample Geometries from WKT#

6.6.2. Converting Geometries to Readable Text#

6.6.3. Exporting Sample Geometries#

6.7. Working with Points#

6.7.1. Examining Point Geometry Structure#

6.7.2. Extracting Coordinate Values#

6.7.3. Analyzing Real-World Point Data#

6.8. Working with Linestrings#

6.8.1. Examining Linestring Geometry Structure#

6.8.2. Extracting Linestring Properties#

6.9. Working with Polygons#

6.9.1. Examining Polygon Geometry Structure#

6.9.2. Analyzing Polygon Properties#

6.10. Working with Collections#

6.10.1. Examining Collection Geometry Structure#

6.11. Visualizing NYC Spatial Data#

6.11.1. Visualizing Subway Stations (Points)#

6.11.2. Visualizing Streets (LineStrings)#

6.12. Geometry Processing#

6.12.1. Creating Buffers and Finding Centroids#

6.12.2. Simplification and Envelopes#

6.12.3. Overlay Operations#

6.13. Geometry Validity and Robustness#

6.13.1. Understanding Geometry Validity#

6.13.2. Testing and Repairing Geometry Validity#

6.13.2.1. Example 1: Self-Intersecting Polygon (Bow-Tie Shape)#

6.14. Key Takeaways#

6.15. Exercises#

6.15.1. Exercise 1: Creating Basic Geometries from WKT#

6.15.2. Exercise 2: Extracting Coordinate Information#

6.15.3. Exercise 3: Measuring Polygon Properties#

6.15.4. Exercise 4: Creating Buffers for Proximity Analysis#

6.15.5. Exercise 5: Geometry Type Inspection#

6.15.6. Exercise 6: Simplifying Complex Geometries#

6.15.7. Exercise 7: Calculating Distances Between Features#

6.15.8. Exercise 8: Performing Overlay Operations#

6.15.9. Exercise 9: Validating and Repairing Geometries#

6.15.10. Exercise 10: Practical Integration Challenge#