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flowmeter and TFM discharge measurements, and the <br />date variance 6� is a measure of the deviation of <br />TFM discharge from the average of the discharges for <br />portable flowmeters at the same site on the same day. <br />The error variance 62 is a measure of the internal <br />consistency of discharge measurements by different <br />portable flowmeters at the same site and same day. If <br />the consistency of measurements among portable <br />flowmeters at the same site on the same day indicates <br />an accurate estimate of true discharge, the magnitudes <br />of the variances 6S and 6C maybe interpreted as <br />reflecting inaccuracy in the TFM discharge measure- <br />ment value relative to the true value. <br />The initial analysis of variance indicated a <br />significant difference (at the 5- percent level) between <br />all pairs of portable flowmeter methods, between <br />makes M and S, and between types O and C. To assess <br />appropriate pooling of the different makes, makes B <br />and X were compared to make M and make S using an <br />estimated difference divided by the standard error of <br />the difference, revealing that the makes B and X data <br />could be pooled with the make S data. This pooling <br />resulted in two levels for the make factor: M and other <br />(B, S, X). Similarly, it was determined that types L and <br />S could be pooled with type C, resulting in two levels <br />of type: O and other (C, L, S). The analysis was <br />redone using the same mathematical model but <br />with only two make levels, M and (B, S, X), and two <br />type levels, O and (C, L, S). Diagnostic plots were <br />examined following the analysis, including a plot of <br />residuals versus fitted and normal quantile - quantile <br />plots for the three random terms in the model. These <br />plots indicated no serious violation of model assump- <br />tions that would adversely affect final results. <br />Final estimates of the means and the differences <br />in means associated with the fixed effects are <br />presented in tables 1 -3. [See Graybill (1976) for a <br />discussion of important technical estimability issues <br />associated with these estimates]. A standard error is <br />given for each of the values in these tables, and values <br />that are significantly different from zero (i.e., greater <br />than 2 standard errors from zero) at the (approxi- <br />mately) 5- percent level are noted. <br />Final estimates of the grand mean (overall <br />average difference of diffQ) and fixed effects are listed <br />in table 1. The grand mean is 0.0000; the uncertainty <br />in this number as measured by the standard error is <br />0.0045 or 0.45 percent. The mean difference for <br />method C is about 1.1 percent, for method M is <br />0.0 percent, and for method P is about —1.1 percent. <br />The positive sign on the mean for method C indicates <br />that instantaneous discharge measured by portable <br />flowmeters tends to be greater than instantaneous <br />discharge measured by TFM's, and the opposite holds <br />for method P. The mean differences for each method <br />are very comparable to the differences measured <br />during the quality - control checks done at the Great <br />Plains Meter facility (see "Quality Control of Data" <br />section). <br />Table 1. Estimates of mean differences in instantaneous ground -water discharge between portable flowmeters and totalizing <br />flowmeters for the grand mean and fixed effects of method, make, and type <br />tNS, mean is not significantly different from zero at the 5- percent significance level; S, mean is significantly different from zero at the 5- percent significance <br />level; the mean and the standard error can be expressed as a percent difference by multiplying the respective value by 1001 <br />Mean differences Mean Standard error <br />Significance at the <br />5- percent level <br />Grand mean 0.0000 0.0045 NS <br />Method of portable flowmeter (fixed) <br />C <br />.0109 <br />.0047 <br />S <br />M <br />.0000 <br />.0048 <br />NS <br />P <br />—.0108 <br />.0047 <br />S <br />Make of totalizing flowmeter (fixed) <br />M <br />—.0152 <br />.0047 <br />S <br />BSX <br />.0152 <br />.0075 <br />S <br />Type of discharge distribution system (fixed) <br />O —.0130 .0054 S <br />CLS .0131 .0067 NS <br />COMPARISON OF INSTANTANEOUS GROUND -WATER DISCHARGE MEASUREMENTS 17 <br />