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maximum value in the data set; see fig. 9A), an error <br />that, in the actual data set, is associated with a well <br />that contributes little to total network pumpage. The <br />results of permitting large errors to be associated with <br />wells having large pumpage are severe, yielding a <br />mean of about 9.3 percent and standard deviation of <br />about 11.9 percent for K = 1 (fig. 11). For K = 2, the <br />mean decreases to 2.70 percent; for K = 3, it decreases <br />to 0.77 percent; for K = 4, it decreases to less than <br />0 percent; for K greater than about 10, the mean tends <br />to level off at approximately —0.91 percent. Likewise, <br />1: <br />I: <br />L' <br />1( <br />c <br />E <br />7 <br />z 6 <br />w <br />U <br />a <br />W <br />a 5 <br />4 <br />3 <br />2 <br />1 <br />0 <br />-1 <br />the standard deviation levels off for K greater than 4 at <br />about 1.25 percent. The fact that the mean becomes <br />negative when K is greater than 4 indicates that the <br />large positive errors at a small number of wells have <br />little effect on total network pumpage; it is instead the <br />influence of negative errors for large - pumpage wells <br />(see figure 9) that is causing the mean to become nega- <br />tive as K increases. Imposing the restriction that <br />number of strata K be larger than 4 prevents the few <br />very large positive errors from being associated with <br />wells that have large pumpage. <br />_2 l <br />0 5 10 15 20 25 30 35 40 45 50 55 <br />NUMBER OF STRATA <br />Figure 11. Graph showing relation of the mean and standard deviation of total network pumpage, in percent, to <br />the number of strata. <br />ESTIMATION OF TOTAL NETWORK PUMPAGE 37 <br />