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ve-number-summary for the churn = true customers indicates higher day minute usage than for the churn = false customers, supporting the observation from Figure 42 Is this difference signi cant A two-sample t-test is carried out, the null hypothesis being that there is no difference in true mean day minute usage between churners and nonchurners The results are shown in Table 49 The resulting t-statistic is 968, with a p-value rounding to zero, representing strong signi cance That is, the null hypothesis that there is no difference in true mean day minute usage between churners and nonchurners is strongly rejected A word of caution is in order here about carrying out inference in data mining problems, or indeed in any problem where the sample size is very large Most statistical tests become very sensitive at very large sample sizes, rejecting the null hypothesis for tiny effects. vb.net upc-a reader VB . NET UPC-A Barcode Reader SDK - Decode & Scan UPC-A ...
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