International Development Minister Alan Duncan claimed £2,750 for electricity bills and £1,250 in heating oil for his home in Rutland, Leicestershire, the Sunday Mirror reported.
Universities Minister David Willetts claimed £2,596, while Conservative MP Nadhim Zahawi claimed £5,822, the paper said.
Bills costing more than £1,000 were submitted by 41 MPs while 78 made claims for £500 in the 12 months up to March this year, the paper's analysis found.
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The rest of this weekend will see further spells of rain or snow across the UK. Icy roads expected