Keeping your charger plugged in all the time shouldnt be the answer. I have charged mine and let them sit for weeks at a time and its still ready to go when I take it out. Its either something staying on like you said, or a bad battery. Start looking.
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2005 Sabre, 150 XR6, Minn Kota Fortrex with Lowrance electronics