{"product_id":"applied-geospatial-data-science-with-python-leverage-geospatial-data-analysis-and-modeling-to-find-unique-solutions-to-environmental-problems","title":"Applied Geospatial Data Science with Python: Leverage geospatial data analysis and modeling to find unique solutions to environmental problems","description":"Intelligently connect data points and gain a deeper understanding of environmental problems through hands-on Geospatial Data Science case studies written in Python\nThe book includes colored images of important concepts Key Features Learn how to integrate spatial data and spatial thinking into traditional data science workflows Develop a spatial perspective and learn to avoid common pitfalls along the way Gain expertise through practical case studies applicable in a variety of industries with code samples that can be reproduced and expanded Book Description\nData scientists, when presented with a myriad of data, can often lose sight of how to present geospatial analyses in a meaningful way so that it makes sense to everyone. Using Python to visualize data helps stakeholders in less technical roles to understand the problem and seek solutions. The goal of this book is to help data scientists and GIS professionals learn and implement geospatial data science workflows using Python.\nThroughout this book, you’ll uncover numerous geospatial Python libraries with which you can develop end-to-end spatial data science workflows. You’ll learn how to read, process, and manipulate spatial data effectively. With data in hand, you’ll move on to crafting spatial data visualizations to better understand and tell the story of your data through static and dynamic mapping applications. As you progress through the book, you’ll find yourself developing geospatial AI and ML models focused on clustering, regression, and optimization. The use cases can be leveraged as building blocks for more advanced work in a variety of industries.\nBy the end of the book, you’ll be able to tackle random data, find meaningful correlations, and make geospatial data models. What you will learn Understand the fundamentals needed to work with geospatial data Transition from tabular to geo-enabled data in your workflows Develop an introductory portfolio of spatial data science work using Python Gain hands-on skills with case studies relevant to different industries Discover best practices focusing on geospatial data to bring a positive change in your environment Explore solving use cases, such as traveling salesperson and vehicle routing problems Who this book is for\nThis book is for you if you are a data scientist seeking to incorporate geospatial thinking into your workflows or a GIS professional seeking to incorporate data science methods into yours. You’ll need to have a foundational knowledge of Python for data analysis and\/or data science. Table of Contents Introducing Geographic Information Systems and Geospatial Data Science What Is Geospatial Data and Where Can I Find It? Working with Geographic and Projected Coordinate Systems Exploring Geospatial Data Science Packages Exploratory Data Visualization Hypothesis Testing and Spatial Randomness Spatial Feature Engineering Spatial Clustering and Regionalization Developing Spatial Regression Models Developing Solutions for Spatial Optimization Problems Advanced Topics in Spatial Data Science\u003cbr\u003eASIN: 1803238127\u003cbr\u003eVSKU: BVV.1803238127.A\u003cbr\u003eCondition: Acceptable\u003cbr\u003eAuthor\/Artist:David S. Jordan\u003cbr\u003eBinding: Paperback\u003cbr\u003e\u003cb\u003eNote:\u003c\/b\u003e Any images shown are stock photographs and product may differ from what is shown.  \u003cbr\u003e\u003cb\u003eCondition Notes\u003c\/b\u003e: The item is very worn but is perfectly usable. Signs of wear can include aesthetic issues such as scratches, dents, worn and creased covers, folded page corners and minor liquid stains. All pages and the cover are intact, but the dust cover may be missing. Pages may include moderate to heavy amount of notes and highlighting, but the text is not obscured or unreadable. Page edges may have foxing  age related spots and browning . May NOT include discs, access code or other supplemental materials.  \u003cbr\u003e","brand":"Blue Vase Books","offers":[{"title":"Default Title","offer_id":43880821391421,"sku":"BVV.1803238127.A","price":39.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0589\/4225\/9261\/files\/1803238127-0.jpg?v=1792876778","url":"https:\/\/www.bluevasebooks.com\/products\/applied-geospatial-data-science-with-python-leverage-geospatial-data-analysis-and-modeling-to-find-unique-solutions-to-environmental-problems","provider":"Blue Vase Books","version":"1.0","type":"link"}