Congratulations! In this book, you pulled together the most essential tools and skills needed to be a modern geospatial analyst. Whether you use geospatial data occasionally or all the time, you will be better equipped to make the most of geospatial analysis. This book focuses on using open source tools found almost entirely within the PyPI directory for the ease of installation and integration. Even if you are using Python as a driver for a commercial GIS package or a popular library such as GDAL, the ability to test out new concepts in pure Python will always come in handy.