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Along with directly measured climate data from the present and recent past, it is important to obtain estimates of long past climate variations spanning multiple centuries and millennia. These longer time perspectives are needed for assessing the unusualness of recent climate changes, as well as for providing insight on the range, variation and overall dynamics of the climate system over time spans exceeding available records from instruments, such as rain gauges and thermometers.  Debt in Times of Crisis: Does Economic Crisis Really Impact Debt? English | 2021 | ISBN: 3030741613 | 284 Pages | PDF EPUB | 21 MB Debt, private and public, and in particular excessive debt, has been debated to be one of the root causes of economic crises. At the same time, economic crises are believed to lead to an increase of debt. 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Data Science for Public Policy English | 2021 | ISBN: 3030713512 | 365 Pages | PDF EPUB | 127 MB This textbook presents the essential tools and core concepts of data science to public officials, policy analysts, and economists among others in order to further their application in the public sector. An expansion of the quantitative economics frameworks presented in policy and business schools, this book emphasizes the process of asking relevant questions to inform public policy. Its techniques and approaches emphasize data-driven practices, beginning with the basic programming paradigms that occupy the majority of an analyst's time and advancing to the practical applications of statistical learning and machine learning. The text considers two divergent, competing perspectives to support its applications, incorporating techniques from both causal inference and prediction. 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