{"product_id":"introduction-to-environmental-data-science-hardback","title":"Introduction to Environmental Data Science - Hardback","description":"\u003cp\u003eIntroduction to Environmental Data Science focuses on data science methods in the R language applied to environmental research, with sections on exploratory data analysis in R including data abstraction, transformation, and visualization; spatial data analysis in vector and raster models; statistics and modelling ranging from exploratory to modelling, considering confirmatory statistics and extending to machine learning models; time series analysis, focusing especially on carbon and micrometeorological flux; and communication. \u003ci\u003eIntroduction to Environmental Data Science \u003c\/i\u003eis an ideal textbook to teach undergraduate to graduate level students in environmental science, environmental studies, geography, earth science, and biology, but can also serve as a reference for environmental professionals working in consulting, NGOs, and government agencies at the local, state, federal, and international levels.\u003c\/p\u003e\u003cp\u003eFeatures\u003c\/p\u003e\u003cp\u003e• Gives thorough consideration of the needs for environmental research in both spatial and temporal domains. \u003c\/p\u003e\u003cp\u003e• Features examples of applications involving field-collected data ranging from individual observations to data logging. \u003c\/p\u003e\u003cp\u003e• Includes examples also of applications involving government and NGO sources, ranging from satellite imagery to environmental data collected by regulators such as EPA. \u003c\/p\u003e\u003cp\u003e• Contains class-tested exercises in all chapters other than case studies. Solutions manual available for instructors.\u003c\/p\u003e\u003cp\u003e• All examples and exercises make use of a GitHub package for functions and especially data.\u003c\/p\u003e","brand":"Taylor \u0026 Francis","offers":[{"title":"Default Title","offer_id":45566288396526,"sku":"9781032322186","price":137.7,"currency_code":"AUD","in_stock":true}],"url":"https:\/\/bookland.com.au\/products\/introduction-to-environmental-data-science-hardback","provider":"Book Land AU","version":"1.0","type":"link"}