Dump chalk in it.
Acidifys the water an can clean it
Neutralising means to cancel out the acidic effect, by adding a base and letting them react to form water and other "harmless" chemicals. Water will only dilute the aicd; it will still be acidic.
Add a base to the spill in the lake
Chemically, it creates an exothermic reaction and can be quite dangerous.
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