Retirement tax questions

The 1099-R has a total distribution amount and a smaller taxable amount. It also shows an amount that was set aside for Fed taxes. Since this is all inherited from an IRA and  used to create a traditional IRA, am I correct in assuming that it is not taxable? also what happens to the Fed. tax amount that was withheld?