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This depends on several factors, including LED type/color, LED spacing, etc. In a nutshell, LEDs are significantly more efficient at producing light than neon tubes. If enough LEDs are placed together to match the light output of a neon tube, the power required to match it with LEDs will often be quite a bit less.
