Vector Data Analysis with GeoPandas
16. Vector Data Analysis with GeoPandas
16.2. Learning Objectives
16.3. Core Concepts
16.3.1. GeoDataFrame and GeoSeries
16.3.2. Active Geometry Concept
16.4. Installing GeoPandas
16.5. Creating GeoDataFrames
16.5.1. Creating Points from Coordinate Data
16.6. Reading and Writing Geospatial Data
16.6.2. Reading a GeoJSON File
16.6.3. Writing Geospatial Data
16.7. Projections and Coordinate Reference Systems (CRS)
16.7.1. Understanding Coordinate Systems
16.7.2. Checking and Understanding CRS
16.7.3. Reprojecting to Different Coordinate Systems
16.8. Spatial Measurements and Analysis
16.8.1. Preparing Data for Accurate Measurements
16.8.2. Calculating Areas
16.8.4. Distance Calculations
16.8.5. Statistical Analysis of Spatial Data
16.9. Visualizing Geospatial Data
16.9.1. Setting Up Plotting Environment
16.9.3. Multi-Layer Visualization
16.9.4. Interactive Visualization
16.10. Advanced Geometric Operations
16.10.2. Convex Hull Analysis
16.11. Spatial Relationships and Queries
16.11.1. Intersection Analysis
16.11.2. Containment and Spatial Validation
16.14. Exercises
16.14.1. Exercise 1: Creating and Manipulating GeoDataFrames with GeoPandas
16.14.2. Exercise 2: Combining NumPy, Pandas, and GeoPandas
