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[*44] evade taxes known to be owing by conduct intended to conceal, mislead or otherwise prevent the collection of taxes.” DiLeo v. Commissioner, 96 T.C. at 874. Fraud “does not include negligence, carelessness, misunderstanding or unintentional understatement of income.” United States v. Pechenik, 236 F.2d 844, 846 (3d Cir. 1956).

The existence of fraud is a question of fact to be resolved upon consideration of the entire record. See DiLeo v. Commissioner, 96 T.C. at 874. Fraud is never presumed and must be established by independent evidence of fraudulent intent. See Baumgardner v. Commissioner, 251 F.2d 311, 322 (9th Cir. 1957), aff’g T.C. Memo. 1956-112. Fraud may be shown by circumstantial evidence because direct evidence of the taxpayer’s fraudulent intent is seldom available. See Petzoldt v. Commissioner, 92 T.C. at 699; Gajewski v. Commissioner, 67 T.C. 181, 199-200 (1976), aff’d without published opinion, 578 F.2d 1383 (8th Cir. 1978). The taxpayer’s entire course of conduct may establish the requisite fraudulent intent. See Stone v. Commissioner, 56 T.C. 213, 223-224 (1971). Any conduct likely to mislead or conceal may constitute an affirmative act of evasion, see Spies v. United States, 317 U.S. 492, 499 (1943), and an intent to mislead may be inferred from a pattern of such conduct, see Webb v. Commissioner, 394 F.2d 366, 379 (5th Cir. 1968), aff’g T.C. Memo. 1966-81.