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Grease and flour a tube cake pan.
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Combine the cake mix, sugar and flour in a large bowl.
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Add the sour cream, the oil and orange extract.
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Mix at low speed with a mixer.
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Add the eggs, one at a time.
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Increase the speed to medium and beat for 2 minutes.
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Add in the mandarin oranges and mix until all ingredients are well combined.
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Pour the batter into the prepared pan.
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Bake at 350°F for 45-50 minutes or until a knife inserted in the cake comes out clean.
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Let the cake cool in the pan for 15 minutes.
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Combine the orange juice and confectioners sugar well.
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Drizzle over the cake.