浦那不同地点水污染水平的统计分析

J. Kumari, M. Sanap
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引用次数: 0

摘要

本研究涉及浦那市政公司(PMC)开放数据门户网站上提供的水质数据。从 2016 年 3 月至 2017 年 3 月,每周一在浦那不同地点收集水质参数读数。数据包括对 21 个地点和 13 个水质参数(如水温、pH 值、生化需氧量、溶解氧等)的观测。分析的主要目的是比较不同地点的水质,并使用不同的统计工具确定污染最严重的地点。分析中使用了主成分分析、因子分析、多元方差分析、聚类分析、Jonckheere 趋势检验等技术。我们检查季节变化(季风和非季风)是否会影响水质。根据最初记录的 13 个参数,我们总结出两个主要因素,即水中的含氧量和含盐量。卡达克瓦斯拉水库的水质是所有地点中最好的,而纳拉赫的水质较差。湖泊和卡达克瓦斯拉水库的溶解氧较高,但随着时间的推移,溶解氧水平在下降。不同地点的水质不尽相同,夏季污染程度最高,季风季节最低。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Statistical Analysis of Water Pollution Levels at various Locations in Pune
The current study deals with the water quality data available on the Pune Municipal Corporation (PMC) Open Data Portal. The readings of water quality parameters are collected on every Monday from March 2016 to March 2017 at different locations in Pune. The data consists of observations at twenty one locations and on thirteen water quality parameters like temperature of water, pH level, Biochemical and Chemical Oxygen Demand, Dissolved Oxygen etc.The main purpose of the analysis is comparing the water quality at different locations and identifying the most polluted location using different statistical tools. Techniques such as Principal component analysis, Factor analysis, Multivariate Analysis of Variance, Cluster analysis, Jonckheere’s trend test are used for this analysis. We check if seasonal variation (monsoon and non-monsoon) affects the water quality. We come up with two main factors, viz. oxygen level and salt content in water to summarize the conclusions based on initially recorded 13 parameters. Water quality of Khadakwasla Reservoir is the best among all the locations whereas Nallahs have poor quality of water. Dissolved oxygen is high in the lakes and Khadakwasla Reservoir, but its levels are decreasing with time. Water quality at different locations is not the same and pollution level is maximum in summer and minimum during the monsoon.
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