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What causes indicators to produce nuisance signals?

I'm fairly new to trading so apologies in advance if this is a dumb question. I'm playing with an indi just now meant for binary trading but which seems to pick fairly profitable entries. The problem is, when it's left to run for a prolonged period of time (all day for example) it starts to produce