my data comprises of both physical, chemical and bacteriological data
It depends on the perspective you wish to describe the water quality data, and the intended use of the water such as drinking, domestic, agricultural, etc.
In discussing the quality of water for beneficial purposes using variables/parameters, you need to discuss your result based on the reference standards such as WHO and possibly your national water standard to evaluate its quality and suitability for specific uses.
Further statistical analysis such as correlation, significance, and source apportionment, will explain the relationship among the variables, pollution sources and major pollutant(s). The right choice of statistical approach is important in explaining the water quality data.
If you have analyzed before, apply CCME WQI. Analyze the NSFWQI parameters if you have not analyzed them yet. because nsfwqi gives more precise results. that is, it depends.
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