Several softening  methods ...

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Several softening  methods Lime soda process is better.Bicarbonate hardness removed by lime and chloride,MG removed by soda ash.Other methods ION XCHANGE and Zeolilite process followed with Ultrafiltation is better for silica as well as hardness removal.