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There are 3 modules in this course
Working with spatial data means more than making maps—it means producing results that planners and decision-makers can trust. In this short, hands-on course, Crunch Vectors with GeoPandas, learners practice transforming raw vector data into map-ready, planning-quality insights using GeoPandas.
Through realistic examples and guided activities, learners perform spatial joins between cities and counties, choose spatial relationships intentionally, reproject data to EPSG:3857 for web mapping, and summarize attributes into clear service-territory totals. Designed for beginner data analysts, this course builds confidence in spatial reasoning, validation, and aggregation—helping learners deliver datasets that support accurate mapping, reporting, and real-world planning decisions.
In this module, you will explore spatial joins in GeoPandas by connecting cities to their corresponding counties. Through a planning-focused scenario, learners practice selecting the appropriate spatial predicate, validating join results, and identifying common issues that can affect service-territory analysis.
What's included
2 videos1 reading1 assignment
Show info about module content
2 videos•Total 9 minutes
From Raw Shapes to Map-Ready Insights •2 minutes
Executing a City-to-County Spatial Join in GeoPandas •7 minutes
1 reading•Total 5 minutes
Points, Polygons, and Spatial Predicates Explained •5 minutes
1 assignment•Total 20 minutes
Hands-On Learning: Assign Cities to Counties Using a Spatial Join•20 minutes
Make It Map-Ready: Reprojection and Aggregation
Module 2•1 hour to complete
Module details
In this module, you will explore how coordinate reference systems affect spatial accuracy and why reprojection to EPSG:3857 is required for web mapping. Through videos, readings, reflection, and hands-on practice, you will prepare spatial data that aligns correctly with web maps and supports planning-ready analysis.
What's included
1 video1 reading1 assignment
Show info about module content
1 video•Total 9 minutes
Reprojecting and Aggregating GeoDataFrames with GeoPandas•9 minutes
1 reading•Total 5 minutes
Understanding CRS and Reprojection for Web Mapping•5 minutes
1 assignment•Total 20 minutes
Hands-On Learning: Prepare a Map-Ready Service-Territory Dataset•20 minutes
Summarizing and Interpreting Territory Totals
Module 3•1 hour to complete
Module details
In this module, you will analyze how to group spatial data into territory-level totals, evaluate how aggregation choices affect interpretation, and validate results to produce planning-ready insights.
What's included
2 videos1 reading2 assignments
Show info about module content
2 videos•Total 7 minutes
Executing Territory-Level Aggregation with GeoPandas•4 minutes
Congratulations and Your Spatial Analysis Journey•3 minutes
1 reading•Total 5 minutes
Summarizing Attribute Totals by Group with GeoPandas•5 minutes
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What will I get if I subscribe to this Specialization?
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
Is financial aid available?
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