科技报告详细信息
PYSAT: Python Satellite Data Analysis Toolkit
Stoneback, RA ; Burrell, AG ; Klenzing, Jeffrey H ; Depew, MD
关键词: DATA PROCESSING;    DESIGN ANALYSIS;    ELECTRON DENSITY PROFILES;    FORMAT;    OPEN SOURCE LICENSING (COMPUTERS);    ORBIT DETERMINATION;    PROGRAMMING LANGUAGES;    SOLAR ACTIVITY EFFECTS;    TIME SERIES ANALYSIS;    PYTHON (PROGRAMMING LANGUAGE);    CLEANING;   
RP-ID  :  GSFC-E-DAA-TN65973,GSFC-E-DAA-TN63536
美国|英语
来源: NASA Technical Reports Server
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【 摘 要 】

A common problem in space science data analysis is combining complementary data sources that are provided and analyzed in different formats and programming languages. The Python Satellite Data Analysis Toolkit (pysat) addresses this issue by providing an open source toolkit that implements the general process of space science data analysis, from beginning to end, in an instrumentindependent manner. This toolkit uses an Instrument object that enables systematic analysis of science data from a variety of platforms within a single interface. Basic functions such as downloading, loading, and cleaning are included for all supported instruments. Common analysis routines are also included, which are instrument and data source independent. A nanokernel is used to provide instrument independence, it is attached to the Instrument object and mediates the systematic and arbitrary modification of loaded data. Pysat uses the nanokernel to improve the rigor of time series analysis, support onthefly orbit determination, and cleanly span file breaks. Pysat's functions and higherlevel scientific analysis features are validated through the use of unit testing. Further adoption by the community provides a set of scientific results produced by a common core, constituting a distributed heritage that supports the validity of the underlying processing and scientific output. These features are used to demonstrate consistency between derived electron density profiles and measured ion drifts, particularly downward ion drifts in the afternoon hours during extreme solar minimum. Pysat builds upon open source Python software that is freely available and encourages communitydriven development.

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