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      OpenET: Filling a Critical Data Gap in Water Management for the Western United States

      1 , 2 , 3 , 4 , 5 , 4 , 4 , 6 , 7 , 8 , 9 , 10 , 11 , 3 , 12 , 1 , 2 , 13 , 14 , 3 , 1 , 2 , 3 , 15 , 3 , 16 , 1 , 2 , 17 , 3 , 5 , 8 , 18 , 19 , 3 , 3 , 10 , 3 , 18 , 7 , 10 , 8 , 20 , 21 , 8 , 20 , 8 , 22
      JAWRA Journal of the American Water Resources Association
      Wiley

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          SciPy 1.0: fundamental algorithms for scientific computing in Python

          SciPy is an open-source scientific computing library for the Python programming language. Since its initial release in 2001, SciPy has become a de facto standard for leveraging scientific algorithms in Python, with over 600 unique code contributors, thousands of dependent packages, over 100,000 dependent repositories and millions of downloads per year. In this work, we provide an overview of the capabilities and development practices of SciPy 1.0 and highlight some recent technical developments.
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            Array programming with NumPy

            Array programming provides a powerful, compact and expressive syntax for accessing, manipulating and operating on data in vectors, matrices and higher-dimensional arrays. NumPy is the primary array programming library for the Python language. It has an essential role in research analysis pipelines in fields as diverse as physics, chemistry, astronomy, geoscience, biology, psychology, materials science, engineering, finance and economics. For example, in astronomy, NumPy was an important part of the software stack used in the discovery of gravitational waves 1 and in the first imaging of a black hole 2 . Here we review how a few fundamental array concepts lead to a simple and powerful programming paradigm for organizing, exploring and analysing scientific data. NumPy is the foundation upon which the scientific Python ecosystem is constructed. It is so pervasive that several projects, targeting audiences with specialized needs, have developed their own NumPy-like interfaces and array objects. Owing to its central position in the ecosystem, NumPy increasingly acts as an interoperability layer between such array computation libraries and, together with its application programming interface (API), provides a flexible framework to support the next decade of scientific and industrial analysis.
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              Google Earth Engine: Planetary-scale geospatial analysis for everyone

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                Author and article information

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                Journal
                JAWRA Journal of the American Water Resources Association
                J American Water Resour Assoc
                Wiley
                1093-474X
                1752-1688
                November 02 2021
                Affiliations
                [1 ]Cooperative for Research in Earth Science and Technology NASA Ames Research Center Moffett Field California USA
                [2 ]Department of Applied Environmental Science California State University Monterey Bay Seaside California USA
                [3 ]Hydrologic Sciences Desert Research Institute Reno Nevada USA
                [4 ]Environmental Defense Fund Sacramento California USA
                [5 ]Habitat Seven Ottawa Ontario CAN
                [6 ]Google Inc. Mountain View California USA
                [7 ]Department of Soil and Water Systems University of Idaho Kimberly Idaho USA
                [8 ]Hydrology and Remote Sensing Laboratory United States Department of Agriculture, Agricultural Research Service Beltsville Maryland USA
                [9 ]Joint Institute for Regional Earth System Science and Engineering University of California Los Angeles California USA
                [10 ]Department of Civil and Environmental Engineering and School of Natural Resources University of Nebraska‐Lincoln Lincoln Nebraska USA
                [11 ]U.S. Geological Survey Fort Collins Colorado USA
                [12 ]Short‐term Prediction Research and Transition Center NASA Marshal Space Flight Center Huntsville Alabama USA
                [13 ]Institute of Hydraulic Research Universidade Federal do Rio Grande do Sul Porto Alegre BRA
                [14 ]Idaho Department of Water Resources Boise Idaho USA
                [15 ]Department of Civil Engineering Stanford University Stanford California USA
                [16 ]KBR, Inc. under contract to the U.S. Geological Survey Earth Resources Observation and Science Center/North Central Climate Adaptation Science Center
                [17 ]Jet Propulsion Laboratory California Institute of Technology Pasadena California USA
                [18 ]Department of Geography University of Wisconsin‐Madison Madison Wisconsin USA
                [19 ]Department of Systems Ecology University of Montana Missoula Montana USA
                [20 ]Earth System Science Interdisciplinary Center University of Maryland College Park Maryland USA
                [21 ]Department of Environmental Science, Policy, and Management University of California Berkeley California USA
                [22 ]Salinity Research Laboratory United States Department of Agriculture, Agricultural Research Service Riverside California USA
                Article
                10.1111/1752-1688.12956
                bf74ec6a-9c28-4aba-bf84-28988803f936
                © 2021

                http://creativecommons.org/licenses/by/4.0/

                http://doi.wiley.com/10.1002/tdm_license_1.1

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