Python for Geospatial Data Analysis: Theory, Tools, and Practice for Location Intelligence (Paperback)
暫譯: Python 地理空間數據分析:位置智慧的理論、工具與實踐(平裝本)
McClain, Bonny
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商品描述
In spatial data science, things in closer proximity to one another likely have more in common than things that are farther apart. With this practical book, geospatial professionals, data scientists, business analysts, geographers, geologists, and others familiar with data analysis and visualization will learn the fundamentals of spatial data analysis to gain a deeper understanding of their data questions.
Author Bonny P. McClain demonstrates why detecting and quantifying patterns in geospatial data is vital. Both proprietary and open source platforms allow you to process and visualize spatial information. This book is for people familiar with data analysis or visualization who are eager to explore geospatial integration with Python.
This book helps you:
- Understand the importance of applying spatial relationships in data science
- Select and apply data layering of both raster and vector graphics
- Apply location data to leverage spatial analytics
- Design informative and accurate maps
- Automate geographic data with Python scripts
- Explore Python packages for additional functionality
- Work with atypical data types such as polygons, shape files, and projections
- Understand the graphical syntax of spatial data science to stimulate curiosity
商品描述(中文翻譯)
在空間數據科學中,彼此靠近的事物往往比距離較遠的事物有更多的共同點。這本實用的書籍將幫助地理空間專業人士、數據科學家、商業分析師、地理學家、地質學家以及其他熟悉數據分析和可視化的人士學習空間數據分析的基本原則,以更深入地理解他們的數據問題。
作者 Bonny P. McClain 展示了為什麼檢測和量化地理空間數據中的模式至關重要。無論是專有平台還是開源平台,都可以讓您處理和可視化空間信息。本書適合那些熟悉數據分析或可視化並渴望探索與 Python 整合的地理空間的人士。
本書幫助您:
- 理解在數據科學中應用空間關係的重要性
- 選擇和應用光柵和矢量圖形的數據分層
- 應用位置數據以利用空間分析
- 設計信息豐富且準確的地圖
- 使用 Python 腳本自動化地理數據
- 探索 Python 套件以獲得額外功能
- 處理不尋常的數據類型,如多邊形、形狀文件和投影
- 理解空間數據科學的圖形語法以激發好奇心