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For a network of 103 wells and a number of strata <br />(logarithms of TFM total pumpage divided into <br />equal subdivisions) greater than 10, the resulting <br />mean and standard deviation indicates that, for <br />any given year, there is a 95- percent probability <br />that the difference in aggregated pumpage <br />between the TFM and PCC approach would be <br />between about -3.41 and 1.59 percent. <br />The difference in aggregated pumpage would be <br />expected to be smaller as the number of well sites <br />becomes larger. Assuming the distribution of <br />total TFM pumpage is the same for 1998 data set, <br />there is a 95- percent probability that the differ- <br />ence in aggregated pumpage between the TFM <br />and the PCC approach, for any given year, for a <br />network of 1,000 wells would be between -1.71 <br />and -0.11 percent. This assumes that the large <br />differences in pumpage are confined to wells <br />with smaller pumpage. It also is important to <br />emphasize that only 1998 pumpage data were <br />used for this analysis, so the effect of temporal <br />variations of PCC's on total network pumpage is <br />not known. <br />REFERENCES CITED <br />Duan, Naihua, 1983, Smearing estimate -A nonparametric <br />retransformation method: Journal of the American <br />Statistical Assoc., v. 78, no. 383, p. 605 -610. <br />Graybill, F.A., 1976, Theory and application of the linear <br />model: Belmont, Calif., Wadsworth Publishing Co., <br />704 p. <br />Helsel, D.R., and Hirsch, R.M., 1992, Statistical methods in <br />water resources: New York, Elsevier, Studies in Envi- <br />ronmental Science 49, 522 p. <br />Hora, S.C. and Iman, R.L., 1988, Asymptotic relative <br />efficiencies of the rank - transformation procedure <br />in randomized complete block designs, Journal of <br />the American Statistical Assoc., v. 83, no. 402, <br />p. 462 -470. <br />Huff, R.T., and Litke, D.W., 1989, Estimating pumping time <br />and ground -water withdrawals using energy consump- <br />tion data: U.S. Geological Survey Water- Resources <br />Investigations 89 -4107, 27 p. <br />Iman, R.L,. and Conover, W.J., 1981, Rank transforma- <br />tions as a bridge between parametric and nonpara- <br />metric statistics: American Statistician, v. 35, no. 3, <br />p. 124 -129. <br />Kepner, J.L. and Wackerly, D.D., 1996, On rank transforma- <br />tion techniques for balanced incomplete repeated <br />measures designs: Journal of the American Statistical <br />Assoc., v. 91, no. 436, p. 1619 -1625. <br />Litke, D. W., and Appel, C.L., 1989, Estimated use of <br />water in Colorado, 1985: U.S. Geological Survey <br />Water- Resources Investigations 88 -4101, 157 p. <br />Luckey, R. R., 1972, Analyses of selected statistical <br />methods for estimating groundwater withdrawal: <br />Water Resources Research, v. 8, no. 1, p. 205 -210. <br />Office of the State Engineer, 1994, Rules governing the <br />measurement of tributary ground water diversions <br />located in the Arkansas River Basin: Denver, 4 p. <br />(dated July 6, 1994) [Unpublished report available on <br />file at the Office of the State Engineer, Division of <br />Water Resources, Colorado Department of Natural <br />Resources, 1313 Sherman Street, Denver, CO 80203] <br />Office of the State Engineer, 1996, Amendments to rules <br />governing the measurement of tributary ground water <br />diversions located in the Arkansas River Basin: <br />Denver, 6 p. (dated February 28, 1996) [Unpublished <br />report available on file at the Office of the State Engi- <br />neer, Division of Water Resources, Colorado Depart- <br />ment of Natural Resources, 1313 Sherman Street, <br />Denver, CO 80203] <br />Omega Engineering, Inc., 1992, Complete flow and level <br />measurement handbook and encyclopedia: v. 28, <br />Stanford, Conn., <br />Scott, J. C., 1990, Computerized stratified random site - <br />selection approaches for design of a ground- water- <br />quality sampling network: U.S. Geological Survey <br />Water- Resources Investigations 90 -4101, 109 p. <br />Snedecor, G.W., and Cochran, W.G., 1967, Statistical <br />methods (6th ed.), Ames, Iowa State University <br />Press <br />Tornqvist, Leo; Vartia, Pentti, and Vartia, Yrjo O., 1985, <br />How should relative changes be measured ?: American <br />Statistician, v. 39, no. 1, p. 43-46. <br />REFERENCES CITED 39 <br />* U.S. GOVERNMENT PRINTING OFFICE: 1999 - 573 -627 / M7973 Region No. 8 <br />