Francesco Audrino and Marcelo C. Medeiros, "Modeling and Forecasting short-term Interest Rates: The Benefits of Smooth Regimes, Macroeconomic Variables, and Bagging", Journal of Applied Econometrics, Vol. 26, No. 6, 2011, pp. 999-1022. The data for this article are one-month and 60-month yields from the Fama CRSP treasury bill and bond files. The time period goes from January 1960 to December 2006 (for a total of 564 monthly observations). Additional macroeconomic indices for the same time period are downloaded from Datastream International. In particular, we used CPI inflation and PPI (finished goods) inflation, the index of help wanted advertising in newspapers (denoted by HELP), the (seasonally adjusted) growth rate in industrial production (IP), the unemployment rate (UE), and the US gross domestic product (GDP). There is one data file, which is an ASCII file in DOS format. This file, amdata.txt, is zipped in the file amdata.zip. amdata.txt has nine columns and 564 rows. Dates for the sample are listed in the first column. The variables (whose names appear in the first row of the text file) are as follows: one-month yield, 60 month yield, HELP, CPI, PPI, IP, UE, GDP Unix/Linux users should use "unzip -a". Francesco Audrino Department of Economics University of St. Gallen, Switzerland Marcelo C. Medeiros Department of Economics Pontifical Catholic University of Rio de Janeiro, Brazil