冷鸿天,杨雨渐,杨天淼,张占忠.基于Python的森林资源监测数据分析与可视化研究[J].林业调查规划,2022,(2):82-86 |
基于Python的森林资源监测数据分析与可视化研究 |
Forest Resource Monitoring Data Analysis and Visualization Based on Python |
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DOI: |
中文关键词: Python 森林资源监测 数据分析 数据可视化 |
英文关键词: Python forest resources monitoring data analysis data visualization |
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中文摘要: |
介绍了Python数据分析常用的类库,通过安装Anaconda搭建Python的数据分析环境。使用Python中Pandas、Geopandas、SQLite3,Numpy和Matplotlib等类库对云南省2020年森林资源监测数据进行加载、清理、重塑和分层级汇总,最后将结果合并、优化,生成所需的统计报表。对数据中包含的一些信息采用扇形图、柱状图和地图等方法直观地表示出来,以此研究Python数据分析和可视化在森林资源监测中的应用。 |
英文摘要: |
This paper introduced the commonly used class libraries for Python data analysis, and built Python data analysis environment by installing Anaconda. Python libraries such as Pandas, Geopandas, SQLite3, NumPy and Matplotlib were used to load, clean, reshape and summarize the forest resource monitoring data of Yunnan Province in 2020. Finally, the results were combined and optimized to generate the required statistical report. Some information contained in the data was intuitively expressed by means of sector chart, histogram and map, so as to study the application of Python data analysis and visualization in forest resources monitoring. |
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