AI Features

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All LessonsFree Lessons (4)

Introduction to Geospatial Data and Geopandas

Course Introduction Overview of Geospatial Data Vectorial Data Raster Data Projections and Coordinate Reference Systems (CRS)Python Libraries for Geospatial Data From pandas to GeoPandas Quiz: Basic Concepts

Importing and Exporting Geospatial Data

Importing Geospatial Data Quick Data Visualization Reading In-memory Geometry Exporting Geospatial Data in Various Data Formats Exercise: Basic I/O Solution: Basic I/O GeoDataFrame Filtering DataFrame Operations Exercise: DataFrame Operations Solution: DataFrame Operations Tabular Coordinates: GeoSeries and Geometry Collections Examples: Creating Geometries

Geoprocessing with Geopandas

Spatial-Specific Attributes Clipping and Merging Exercise: Clipping and Merging Solution: Clipping and Merging Spatial Aggregation Constructive Methods: Centroid, Buffer, and Simplify Constructive Methods: Envelope and Convex Hull Exercise: Aggregation and Constructive Methods Solution: Aggregation and Constructive Methods Affine Transformations Comparing Datasets with Overlays Overlays in Practice Exercise: Overlays Solution: Overlays Proximity Analysis Sampling Points from Raster Data Exercise: Proximity and Sampling Solution: Proximity and Sampling

Spatial Data Visualization

Introduction to Map Plotting with GeoPandas Choropleth Maps Layered Maps Background Maps with Contextily Advanced Plotting with Geoplot Interactive Maps with Folium

Mini Project

Transportation Planning

Conclusion

Wrap Up and Next Steps

Appendix

Plot GeoJSON Function

Project

Exploring Geospatial Data Using GeoPandas, Geoplot and Contextily

Using GeoPandas for Geospatial Analysis in Python

Wrap Up and Next Steps

Where to go from here?

We'll cover the following...

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Final thoughts

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We have now reached the end of our course.

In the first part, we began an exciting journey into ...