discrete value to binary value

first i want to convert continuous values into discrete values and from discrete to binary, how can i do that?
k-mean clustering can be used for discrete conversion?(if yes then how?)
and what is thermometer code? it can be used for discrete to binary conversion?
Note: all are numeric values

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what are discrete values? integers in decimal notation?
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