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Also, the number of samples were categorized into four categories: <br />o less than 20 mph (greater than 5 mph below the speed limit), <br />0 20 to 30 mph (within 5 mph of the speed limit), <br />0 31-35 mph (5-10 mph over the speed limit), and <br />0 over 35 mph (greater than 10 mph over the speed limit). <br />The worksheets for the spot speed study before and after the sign installation, <br />and uphill and downhill direction of travel, are included in the Appendix. <br />A statistical analysis was conducted to determine whether any observed speed <br />changes were statistically valid. A t-test was conducted between the "before" <br />and "after" average speeds for each direction of travel. For this test, the null <br />hypothesis tested was that there is no difference in the mean sample speeds at <br />a 90% confidence level. The alternative hypothesis was that there is a <br />difference. The null hypothesis was accepted if the calculated t -statistic was <br />less than the t -statistic for the sample size and assumed confidence level. <br />Otherwise, the alternative hpothesis was accepted. <br />The formula for the t -statistic is: <br />t = (Xa — Xb) — (Ua — Ubl <br />Square Root {SP2 ((1/Na)-(1/Nb)]} <br />where, t = calculated t -statistic, <br />SP2 = _ (Na-1)Sa2 + (Nb-1)Sb2 the pooled variance, <br />Na + Nb -2 <br />Xa,Xb = mean sample after and before speeds, <br />Ua,Ub = mean population after and before speeds, <br />Na,Nb = Number of after and before samples, <br />Sae, Sb2 = Variance of before and after means. <br />D.3 Discussion with Kona Traffic Safety Committee <br />Members of the Kona Traffic Safety Committee were contacted twice by email to <br />obtain their opinions of the four way stop. The first contact was made in early <br />September 2003 about a month after the implementation date to obtain initial <br />opinions. A report summarizing the findings to date (but with no conclusions) <br />11. <br />