Description:
apdt 0.1.9
Air Pollution Data Toolbox
apdt is air pollution research toolkit that helps you:
Deal with different data source, e.g., national monitoring station, mobile sensory system, meteorological observations, etc;
Common data process, e.g., spatio-temporal interpolation, filtering, high-dimensional signal processing, etc;
Common data analysis, e.g., causal analysis, event analysis, pattern mining, etc;
Rich visualization charts, e.g., curves, maps, dynamic evolution, etc;
Deep learning interface, e.g., data set division, common model building, training process processing, etc;
We are committed to the following goals:
The consistence of data structure;
The high reusability;
It covers common needs of data analysis and academic research under the topic of air pollution;
High efficiency, parallel support for large-scale data processing;
apdt是一个用于空气污染数据研究的工具包，使用它可以方便地：
处理不同格式的数据源，例如国控站、移动监测系统、气象观测等；
进行常见的数据处理，例如时空插值、滤波、高维信号处理等；
进行常见的数据分析，例如因果相关性、事件分析、模式挖掘等；
丰富的可视化图表，例如曲线、地图、动态演变等；
优雅调参深度学习，帮你完成数据集划分、常见模型的搭建、训练过程的处理等；
我们致力于实现以下目标：
数据结构的统一性；
方法的高度可复用性；
广泛性，在空气污染话题下覆盖数据分析和学术研究的需求；
高效率，并行支持大规模数据处理；
License
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
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